From 2a89361a680a0f272160cbbc2981a27021c1a44c Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Thu, 1 Aug 2024 20:30:48 -0400
Subject: [PATCH 01/81] MAB  Building docker image for Amazon Linux to avoid
 CVEs. Removed High CVE caused by Fiona

---
 .idea/runConfigurations/monitor__h.xml | 14 +++++++++--
 docker/Dockerfile.amzn                 | 33 ++++++++++++++++++++++++++
 docker/requirements-amzn.txt           |  4 ++++
 3 files changed, 49 insertions(+), 2 deletions(-)
 create mode 100644 docker/Dockerfile.amzn
 create mode 100644 docker/requirements-amzn.txt

diff --git a/.idea/runConfigurations/monitor__h.xml b/.idea/runConfigurations/monitor__h.xml
index fce98a96c..804c4b6a7 100644
--- a/.idea/runConfigurations/monitor__h.xml
+++ b/.idea/runConfigurations/monitor__h.xml
@@ -1,18 +1,28 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="monitor -h" type="PythonConfigurationType" factoryName="Python">
     <module name="dorieh" />
-    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
       <env name="PYTHONUNBUFFERED" value="1" />
     </envs>
-    <option name="SDK_HOME" value="" />
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/src/python/dorieh/platform/loader" />
     <option name="IS_MODULE_SDK" value="true" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
     <option name="ADD_SOURCE_ROOTS" value="true" />
     <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
     <option name="SCRIPT_NAME" value="$PROJECT_DIR$/src/python/dorieh/platform/loader/monitor.py" />
     <option name="PARAMETERS" value="-h" />
     <option name="SHOW_COMMAND_LINE" value="false" />
diff --git a/docker/Dockerfile.amzn b/docker/Dockerfile.amzn
new file mode 100644
index 000000000..dcc2caffb
--- /dev/null
+++ b/docker/Dockerfile.amzn
@@ -0,0 +1,33 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+#
+
+# DOCKER file for building container image on Amazon Linux 2023
+# Required for regulated data environment to avoid CVEs
+
+FROM public.ecr.aws/amazonlinux/amazonlinux:latest
+USER root
+RUN yum -y check-update
+RUN yum -y install python-pip git
+RUN ln -s /usr/bin/python3 /usr/bin/python
+RUN pip install setuptools  wheel
+
+RUN mkdir /opt/local/
+COPY requirements-amzn.txt /opt/local/requirements.txt
+RUN pip install -r  /opt/local/requirements.txt
+RUN pip install --upgrade fiona==1.10.0b3
+
diff --git a/docker/requirements-amzn.txt b/docker/requirements-amzn.txt
new file mode 100644
index 000000000..469bbb834
--- /dev/null
+++ b/docker/requirements-amzn.txt
@@ -0,0 +1,4 @@
+# Requirments for building image on raw Amazon Linux
+toil[aws,cwl]
+cwlref-runner
+dorieh

From 42d571482626dd148e47b02e3420e52f5f15be57 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 2 Aug 2024 18:51:36 -0400
Subject: [PATCH 02/81] MAB   Cleaning up unused dependencies

---
 ...1_.xml => Test_AQS__2009__2011___old_.xml} |  2 +-
 ...es__County_Default_Annutal_Components_.xml |  2 +-
 .idea/runConfigurations/Test_Humidity.xml     |  2 +-
 .idea/runConfigurations/init_core_db.xml      |  2 +-
 setup.py                                      | 80 +------------------
 src/cwl/pm25_yearly_download.cwl              |  3 -
 src/python/dorieh/epa/airnow_downloader.py    |  3 +-
 src/python/dorieh/platform/db.py              |  9 ++-
 8 files changed, 17 insertions(+), 86 deletions(-)
 rename .idea/runConfigurations/{Test_AQS__2009__2011_.xml => Test_AQS__2009__2011___old_.xml} (91%)

diff --git a/.idea/runConfigurations/Test_AQS__2009__2011_.xml b/.idea/runConfigurations/Test_AQS__2009__2011___old_.xml
similarity index 91%
rename from .idea/runConfigurations/Test_AQS__2009__2011_.xml
rename to .idea/runConfigurations/Test_AQS__2009__2011___old_.xml
index a1f9f6af0..31b35f30b 100644
--- a/.idea/runConfigurations/Test_AQS__2009__2011_.xml
+++ b/.idea/runConfigurations/Test_AQS__2009__2011___old_.xml
@@ -1,5 +1,5 @@
 <component name="ProjectRunConfigurationManager">
-  <configuration default="false" name="Test AQS (2009, 2011)" type="PythonConfigurationType" factoryName="Python" folderName="Pipelines - EPA">
+  <configuration default="false" name="Test AQS (2009, 2011) (old)" type="PythonConfigurationType" factoryName="Python" folderName="Pipelines - EPA">
     <module name="dorieh" />
     <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
diff --git a/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml b/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
index 8a169db4a..34bcbac48 100644
--- a/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
+++ b/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
@@ -16,7 +16,7 @@
     <option name="ADD_SOURCE_ROOTS" value="true" />
     <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
     <option name="SCRIPT_NAME" value="/opt/venv/dorieh_test/bin/toil-cwl-runner" />
-    <option name="PARAMETERS" value="--jobStore j1 --retryCount 1 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/wustl4/outputs --workDir $PROJECT_DIR$/../../run/wustl4 $PROJECT_DIR$/src/cwl/test_pm25_yearly_download.cwl --downloads s3://nsaph-public/data/exposures/wustl/ --strategy default --geography county --shape_file_collection tiger --database $PROJECT_DIR$/../../database.ini --connection_name nsaph-8432 --table pm25_components_annual_county_mean --ram 2GB --test_script $PROJECT_DIR$/src/cwl/test_cases/exposures_test_pm25_components.sql" />
+    <option name="PARAMETERS" value="--jobStore j1 --retryCount 1 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/wustl4/outputs --workDir $PROJECT_DIR$/../../run/wustl4 $PROJECT_DIR$/src/cwl/test_pm25_yearly_download.cwl --downloads s3://nsaph-public/data/exposures/wustl/ --strategy default --geography county --shape_file_collection tiger --database $PROJECT_DIR$/../../database.ini --connection_name nsaph-8432 --table pm25_components_annual_county_mean --ram 1GB --test_script $PROJECT_DIR$/src/cwl/test_cases/exposures_test_pm25_components.sql" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="false" />
diff --git a/.idea/runConfigurations/Test_Humidity.xml b/.idea/runConfigurations/Test_Humidity.xml
index bdc599136..d949860ce 100644
--- a/.idea/runConfigurations/Test_Humidity.xml
+++ b/.idea/runConfigurations/Test_Humidity.xml
@@ -8,7 +8,7 @@
       <env name="PYTHONUNBUFFERED" value="1" />
     </envs>
     <option name="SDK_HOME" value="" />
-    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/gridmet4" />
     <option name="IS_MODULE_SDK" value="false" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
diff --git a/.idea/runConfigurations/init_core_db.xml b/.idea/runConfigurations/init_core_db.xml
index 55de75db7..8016d300f 100644
--- a/.idea/runConfigurations/init_core_db.xml
+++ b/.idea/runConfigurations/init_core_db.xml
@@ -15,7 +15,7 @@
     <option name="ADD_SOURCE_ROOTS" value="true" />
     <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
     <option name="SCRIPT_NAME" value="$PROJECT_DIR$/src/python/dorieh/platform/util/init_core_db.py" />
-    <option name="PARAMETERS" value="--db $PROJECT_DIR$/../../database.ini --connection aws-urc-port-forward" />
+    <option name="PARAMETERS" value="--db $PROJECT_DIR$/../../database.ini --connection nsaph-8432" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="false" />
diff --git a/setup.py b/setup.py
index 6ed80aed5..fa8b0b4c6 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.1.4",
+    version="0.2.0",
     url='https://github.com/NSAPH-Data-Platform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',
@@ -15,6 +15,7 @@
     description='Dorieh Data Engineering Platform',
     long_description = long_description,
     long_description_content_type = "text/markdown",
+    include_package_data = True,
     entry_points={
         'console_scripts': [
             'cwl2md=dorieh.docutils.cwl2md:main',
@@ -47,104 +48,42 @@
         "dorieh.gis": ["data/*.csv"]
     },
     install_requires=[
-        'alembic>=1.4.3',
-        'apispec>=1.3.3',
         'argcomplete>=1.12.1',
-        'attrs>=19.3.0',
-        'Babel>=2.8.0',
-        'bagit>=1.7.0',
         'boto3',
-        'CacheControl>=0.11.7',
-        'cached-property>=1.5.2',
-        'cattrs>=1.0.0',
         'certifi>=2023.7.22',
-        'chardet>=3.0.4',
-        'click>=7.1.2',
-        'clickclick>=20.10.2',
-        'colorama>=0.4.4',
-        'coloredlogs>=14.0',
-        'colorlog>=4.0.2',
-        'configparser>=3.5.3',
-        'connexion>=2.7.0',
-        'croniter>=0.3.35',
         'cwltest>=2.0.20200626112502',
         'cwltool>=3.0.20200710214758',
-        'decorator>=4.4.2',
-        'defusedxml>=0.6.0',
         'deprecated',
-        'dill>=0.3.2',
-        'dnspython>=2.0.0',
-        'docker>=4.3.1',
-        'docutils>=0.16',
-        'funcsigs>=1.0.2',
-        'future>=0.18.2',
-        "geopandas",
-        "geopy",
+        'geopandas',
+        'geopy',
         'GitPython',
         'graphviz>=0.14.2',
-        'gunicorn>=20.0.4',
         'h5py',
         'hydra-core',
         'humanfriendly>=8.2',
-        'idna>=2.10',
         'importlib-metadata>=2.0.0',
-        'inflection>=0.5.1',
-        'iso8601>=0.1.13',
         'isodate>=0.6.0',
-        'itsdangerous==1.1.0',
-        'Jinja2==2.11.2',
-        'json-merge-patch>=0.2',
-        'jsonmerge>=1.7.0',
-        'jsonschema>=3.2.0',
-        'junit-xml>=1.9',
-        'lazy-object-proxy>=1.5.1',
-        'lockfile>=0.12.2',
-        'lxml>=4.6.1',
-        'Mako>=1.1.3',
         'Markdown>=2.6.11',
         'marko',
         'MarkupSafe>=1.1.1',
-        'marshmallow>=2.21.0',
-        'marshmallow-enum>=1.5.1',
-        'marshmallow-sqlalchemy>=0.23.1',
-        'mistune>=0.8.4',
         'mypy-extensions>=0.4.3',
         'myst-parser',
         'netCDF4',
-        'natsort>=7.0.1',
-        'networkx>=2.5',
         "numpy",
-        'openapi-spec-validator>=0.2.9',
         "openpyxl",
         'pandas',
         'paramiko',
         'pyarrow',
-        'pendulum>=1.4.4',
-        'prison>=0.1.3',
-        'prov>=1.5.1',
         'psutil>=5.7.2',
         'psycopg2-binary>=2.8.6',
         'pygeos',
         'PyGithub',
-        'Pygments>=2.7.1',
-        'PyJWT>=1.7.1',
-        'pyparsing>=2.4.7',
         'pyresourcepool',
-        'pyrsistent>=0.17.3',
         'pyshp',
         "pytest",
-        'python-daemon>=2.2.4',
         'python-dateutil>=2.8.1',
-        'python-editor>=1.0.4',
-        'python-nvd3>=0.15.0',
-        'python-slugify>=4.0.1',
-        'python3-openid>=3.2.0',
-        'pytz>=2020.1',
-        'pytzdata>=2020.1',
         'PyYAML>=5.3.1',
         "rasterstats",
-        'rdflib>=4.2.2',
-        'rdflib-jsonld>=0.5.0',
         'requests',
         'rioxarray',
         "rtree",
@@ -161,23 +100,12 @@
         'sphinx_paramlinks',
         'sphinx_rtd_theme',
         'sqlparse',
-        'SQLAlchemy>=1.3.20',
-        'SQLAlchemy-JSONField>=0.9.0',
-        'SQLAlchemy-Utils>=0.36.8',
-        'tabulate>=0.8.7',
-        'tenacity>=4.12.0',
-        'text-unidecode>=1.3',
-        'thrift>=0.13.0',
-        'tornado>=6.0.4',
         "tqdm",
         'typing-extensions',
         'tzlocal>=1.5.1',
         'unicodecsv>=0.14.1',
         'urllib3>=1.25.11',
         'websocket-client>=0.57.0',
-        'Werkzeug>=0.16.1',
-        'zipp>=3.3.1',
-        'zope.deprecation>=4.4.0',
         'sshtunnel',
         'xarray',
         'xlrd'
diff --git a/src/cwl/pm25_yearly_download.cwl b/src/cwl/pm25_yearly_download.cwl
index 6bc807a3a..5dd5af628 100644
--- a/src/cwl/pm25_yearly_download.cwl
+++ b/src/cwl/pm25_yearly_download.cwl
@@ -131,9 +131,6 @@ inputs:
     doc: |
       Path to database connection file, usually database.ini. 
       This argument is ignored if `connection_name` == `None`
-    default:
-      path: database.ini
-      class: File
 
   connection_name:
     type: string
diff --git a/src/python/dorieh/epa/airnow_downloader.py b/src/python/dorieh/epa/airnow_downloader.py
index 75ce04539..ad0acef14 100644
--- a/src/python/dorieh/epa/airnow_downloader.py
+++ b/src/python/dorieh/epa/airnow_downloader.py
@@ -28,6 +28,7 @@
 import os
 import time
 from datetime import timedelta, datetime, date
+from io import StringIO
 from pathlib import Path
 from typing import List, Union, Dict
 
@@ -268,7 +269,7 @@ def process(self, content: str) -> List[dict]:
             dictionary, with column names serving as keys
         """
 
-        df = pandas.read_json(content)
+        df = pandas.read_json(StringIO(content))
         agg = {
             c: "mean" if c in [self.VALUE, self.AQI]
                                 else "first"
diff --git a/src/python/dorieh/platform/db.py b/src/python/dorieh/platform/db.py
index be4c3a531..574990517 100644
--- a/src/python/dorieh/platform/db.py
+++ b/src/python/dorieh/platform/db.py
@@ -31,16 +31,21 @@
 
 import logging
 import socket
-import paramiko
+import warnings
 import psycopg2
 import os
-import sshtunnel
 from configparser import ConfigParser
 import boto3
 from botocore.exceptions import ClientError
 
 from deprecated.sphinx import deprecated
 
+from cryptography.utils import CryptographyDeprecationWarning
+with warnings.catch_warnings():
+    warnings.simplefilter(action="ignore", category=CryptographyDeprecationWarning)
+    import paramiko
+    import sshtunnel
+
 from dorieh.platform import app_name
 
 

From c3beb54165777b8fb73a1ea6809b2219e1150bcb Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 2 Aug 2024 21:23:50 -0400
Subject: [PATCH 03/81] MAB  Minor fixes

---
 setup.py                                        | 2 +-
 src/python/dorieh/platform/data_model/domain.py | 5 +++--
 src/python/dorieh/platform/dbt/dbt_runner.py    | 2 +-
 3 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/setup.py b/setup.py
index fa8b0b4c6..486ff89d3 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.2.0",
+    version="0.2.1",
     url='https://github.com/NSAPH-Data-Platform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',
diff --git a/src/python/dorieh/platform/data_model/domain.py b/src/python/dorieh/platform/data_model/domain.py
index 8b5e8fa30..12621b2a5 100644
--- a/src/python/dorieh/platform/data_model/domain.py
+++ b/src/python/dorieh/platform/data_model/domain.py
@@ -5,7 +5,7 @@
 
 See 
 """
-
+import datetime
 #  Copyright (c) 2021. Harvard University
 #
 #  Developed by Research Software Engineering,
@@ -525,7 +525,8 @@ def ddl_for_node(self, node, parent = None) -> None:
             self.add_column_indices(table, columns)
         self.add_multi_column_indices(table, definition)
 
-        comment = f"CREATED BY Dorieh: {get_version()}"
+        cts = str(datetime.datetime.now())
+        comment = f"CREATED BY Dorieh: {get_version()}. Created at {cts}"
         comment_sql = f"COMMENT ON {object_type} {table} IS '{comment}';"
         self.append_ddl(table, comment_sql)
 
diff --git a/src/python/dorieh/platform/dbt/dbt_runner.py b/src/python/dorieh/platform/dbt/dbt_runner.py
index e788b8f6a..d194f4060 100644
--- a/src/python/dorieh/platform/dbt/dbt_runner.py
+++ b/src/python/dorieh/platform/dbt/dbt_runner.py
@@ -115,7 +115,7 @@ def test(self):
         self.run()
         if self.failures > 0:
             err = TestFailedError(f"There are {str(self.failures)} failures")
-            logging.exception("Tests FAILED", err)
+            logging.error(f"Tests FAILED: {err}")
             raise err
         logging.info("All tests succeeded")
 

From 1210ac218b9f9404781f74abc6000522f0d71b6e Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Wed, 7 Aug 2024 00:05:36 -0400
Subject: [PATCH 04/81] MAB   Cleaning up unused dependencies

---
 .idea/runConfigurations/Build_documentation.xml | 2 +-
 doc/members/create_test.md                      | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.idea/runConfigurations/Build_documentation.xml b/.idea/runConfigurations/Build_documentation.xml
index ba7c09b1e..db432643d 100644
--- a/.idea/runConfigurations/Build_documentation.xml
+++ b/.idea/runConfigurations/Build_documentation.xml
@@ -1,6 +1,6 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="Build documentation" type="ShConfigurationType">
-    <option name="SCRIPT_TEXT" value="deactivate ; source /opt/venv/dorieh_test/bin/activate &amp;&amp; ./build_documentation.sh -s push -b dev-0.1.x" />
+    <option name="SCRIPT_TEXT" value="deactivate ; source /opt/venv/dorieh_test/bin/activate &amp;&amp; ./build_documentation.sh -s push -b dev-0.2.x" />
     <option name="INDEPENDENT_SCRIPT_PATH" value="true" />
     <option name="SCRIPT_PATH" value="" />
     <option name="SCRIPT_OPTIONS" value="" />
diff --git a/doc/members/create_test.md b/doc/members/create_test.md
index caaff98a5..d6a7bae36 100644
--- a/doc/members/create_test.md
+++ b/doc/members/create_test.md
@@ -8,7 +8,7 @@ glob: true
 hidden: 
 ---
 dbt_runner.md
-getn_dbt_cwl.rst
+gen_dbt_cwl.rst
 ```
 
 ```{contents}

From ca717ed5fe5e7804013dd31c1f67df0c93cd49eb Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Thu, 8 Aug 2024 02:51:05 -0400
Subject: [PATCH 05/81] MAB   Data lineage - generating Markdown

---
 setup.py                                      |    1 +
 .../dorieh/cms/models/medicare_cms.yaml       | 4448 ++++++++++++++++-
 .../dorieh/platform/dictionary/columns.py     |  187 +-
 .../platform/dictionary/domain_dictionary.py  |   53 +-
 .../dorieh/platform/dictionary/element.py     |   60 +-
 .../platform/dictionary/resdac_crawler.py     |  213 +
 .../dorieh/platform/dictionary/tables.py      |  201 +-
 7 files changed, 5046 insertions(+), 117 deletions(-)
 create mode 100644 src/python/dorieh/platform/dictionary/resdac_crawler.py

diff --git a/setup.py b/setup.py
index 486ff89d3..19889fd5e 100644
--- a/setup.py
+++ b/setup.py
@@ -57,6 +57,7 @@
         'geopandas',
         'geopy',
         'GitPython',
+        'googlesearch-python',
         'graphviz>=0.14.2',
         'h5py',
         'hydra-core',
diff --git a/src/python/dorieh/cms/models/medicare_cms.yaml b/src/python/dorieh/cms/models/medicare_cms.yaml
index f12d5f2ec..292a1f7c8 100755
--- a/src/python/dorieh/cms/models/medicare_cms.yaml
+++ b/src/python/dorieh/cms/models/medicare_cms.yaml
@@ -1,14 +1,3 @@
-#  !!! DO NOT EDIT !!!
-#  !!! GENERATED FILE !!!
-#  This file is generated from FTS files
-# command:
-# python -u -m cms.tools.mcr_fts2db --registry medicare_cms.yaml --dryrun --data ${path_to_data}
-#
-# Data directory contains original data as provided by ResDac
-#
-# It contains data model for raw Medicare data
-#
-
 cms:
   header: false
   index: explicit
@@ -25,6 +14,7 @@ cms:
             text: Encrypted 723 Beneficiary ID (Unique Key)
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - RFRNC_YR:
           description:
@@ -32,6 +22,7 @@ cms:
             original_type: NUM
             text: Beneficiary Enrollment Reference Year
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/reference-year-base
           type: INT
       - FIVEPCT:
           description:
@@ -39,6 +30,7 @@ cms:
             original_type: CHAR
             text: Strict 5% Flag
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/enhanced-medicare-5-sample-indicator
           type: VARCHAR(1)
       - EFIVEPCT:
           description:
@@ -46,6 +38,7 @@ cms:
             original_type: CHAR
             text: Enhanced 5% Flag
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/enhanced-medicare-5-sample-indicator
           type: VARCHAR(1)
       - COVSTART:
           description:
@@ -53,6 +46,7 @@ cms:
             original_type: DATE
             text: Medicare Coverage Start Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/medicare-coverage-start-date
           type: DATE
       - CRNT_BIC:
           description:
@@ -60,6 +54,7 @@ cms:
             original_type: CHAR
             text: Beneficiary Identification Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/current-beneficiary-identification-code
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -67,6 +62,7 @@ cms:
             original_type: CHAR
             text: State Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -74,6 +70,7 @@ cms:
             original_type: CHAR
             text: County Code
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - BENE_ZIP:
           description:
@@ -81,6 +78,7 @@ cms:
             original_type: CHAR
             text: Zip Code of Residence
             width: 9.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary-home-or-mailing-address-latest-year
           type: VARCHAR(9)
       - AGE:
           description:
@@ -88,6 +86,7 @@ cms:
             original_type: NUM
             text: Age at End of Reference Year
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/age-beneficiary-end-year
           type: INT
       - BENE_DOB:
           description:
@@ -95,6 +94,7 @@ cms:
             original_type: DATE
             text: Date of Birth
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-date-birth
           type: DATE
       - V_DOD_SW:
           description:
@@ -102,6 +102,7 @@ cms:
             original_type: CHAR
             text: Valid Date of Death Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: VARCHAR(1)
       - DEATH_DT:
           description:
@@ -109,6 +110,7 @@ cms:
             original_type: DATE
             text: Date of Death
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - NDI_DEATH_DT:
           description:
@@ -116,6 +118,7 @@ cms:
             original_type: DATE
             text: NDI Date of Death
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/ndi-date-deathmbsf
           type: DATE
       - SEX:
           description:
@@ -123,6 +126,7 @@ cms:
             original_type: CHAR
             text: Sex
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -130,6 +134,7 @@ cms:
             original_type: CHAR
             text: Beneficiary Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - RTI_RACE_CD:
           description:
@@ -137,6 +142,7 @@ cms:
             original_type: CHAR
             text: Research Triangle Institute (RTI) Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/research-triangle-institute-rti-race-code
           type: VARCHAR(1)
       - OREC:
           description:
@@ -144,6 +150,7 @@ cms:
             original_type: CHAR
             text: Original Reason for Entitlement Code
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - CREC:
           description:
@@ -151,6 +158,7 @@ cms:
             original_type: CHAR
             text: Current Reason for Entitlement Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-current-reason-entitlement-code-crec
           type: VARCHAR(1)
       - ESRD_IND:
           description:
@@ -158,6 +166,7 @@ cms:
             original_type: CHAR
             text: ESRD Indicator
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - MS_CD:
           description:
@@ -165,6 +174,7 @@ cms:
             original_type: CHAR
             text: Medicare Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/reason-entitlement-medicare-benefits-clmthrudt
           type: VARCHAR(2)
       - A_TRM_CD:
           description:
@@ -172,6 +182,7 @@ cms:
             original_type: CHAR
             text: Part A Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-termination-code
           type: VARCHAR(1)
       - B_TRM_CD:
           description:
@@ -179,6 +190,7 @@ cms:
             original_type: CHAR
             text: Part B Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-b-termination-code
           type: VARCHAR(1)
       - A_MO_CNT:
           description:
@@ -186,6 +198,7 @@ cms:
             original_type: NUM
             text: HI Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-months-count
           type: INT
       - B_MO_CNT:
           description:
@@ -193,6 +206,7 @@ cms:
             original_type: NUM
             text: SMI Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-b-months-count
           type: INT
       - BUYIN_MO:
           description:
@@ -200,6 +214,7 @@ cms:
             original_type: NUM
             text: State Buy-In Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/state-buy-coverage-count
           type: INT
       - HMO_MO:
           description:
@@ -207,6 +222,7 @@ cms:
             original_type: NUM
             text: HMO Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/hmo-coverage-count
           type: INT
       - BUYIN01:
           description:
@@ -214,6 +230,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator I
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator-november-0
           type: VARCHAR(1)
       - BUYIN02:
           description:
@@ -221,6 +238,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator II
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN03:
           description:
@@ -228,6 +246,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator III
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN04:
           description:
@@ -235,6 +254,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator IV
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN05:
           description:
@@ -242,6 +262,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator V
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN06:
           description:
@@ -249,6 +270,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator VI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN07:
           description:
@@ -256,6 +278,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator VII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN08:
           description:
@@ -263,6 +286,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator VIII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN09:
           description:
@@ -270,6 +294,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator IX
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN10:
           description:
@@ -277,6 +302,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator X
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN11:
           description:
@@ -284,6 +310,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator XI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN12:
           description:
@@ -291,6 +318,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator XII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - HMOIND01:
           description:
@@ -298,6 +326,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator I
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND02:
           description:
@@ -305,6 +334,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator II
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND03:
           description:
@@ -312,6 +342,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator III
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND04:
           description:
@@ -319,6 +350,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator IV
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND05:
           description:
@@ -326,6 +358,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator V
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND06:
           description:
@@ -333,6 +366,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator VI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND07:
           description:
@@ -340,6 +374,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator VII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND08:
           description:
@@ -347,6 +382,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator VIII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND09:
           description:
@@ -354,6 +390,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator IX
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND10:
           description:
@@ -361,6 +398,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator X
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND11:
           description:
@@ -368,6 +406,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator XI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND12:
           description:
@@ -375,6 +414,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator XII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - FILE:
           description:
@@ -383,6 +423,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -391,6 +432,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -398,6 +440,7 @@ cms:
             text: State Code
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -408,6 +451,7 @@ cms:
             text: Beneficiary Enrollment Reference Year
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (RFRNC_YR) STORED
             type: generated
@@ -418,6 +462,7 @@ cms:
             text: Zip Code of Residence
             width: 9.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (BENE_ZIP) STORED
             type: generated
@@ -440,6 +485,7 @@ cms:
             text: Encrypted 723 Beneficiary ID (Unique Key)
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - RFRNC_YR:
           description:
@@ -447,6 +493,7 @@ cms:
             original_type: NUM
             text: Beneficiary Enrollment Reference Year
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/reference-year-base
           type: INT
       - FIVEPCT:
           description:
@@ -454,6 +501,7 @@ cms:
             original_type: CHAR
             text: Strict 5% Flag
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/enhanced-medicare-5-sample-indicator
           type: VARCHAR(1)
       - EFIVEPCT:
           description:
@@ -461,6 +509,7 @@ cms:
             original_type: CHAR
             text: Enhanced 5% Flag
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/enhanced-medicare-5-sample-indicator
           type: VARCHAR(1)
       - COVSTART:
           description:
@@ -468,6 +517,7 @@ cms:
             original_type: DATE
             text: Medicare Coverage Start Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/medicare-coverage-start-date
           type: DATE
       - CRNT_BIC:
           description:
@@ -475,6 +525,7 @@ cms:
             original_type: CHAR
             text: Beneficiary Identification Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/current-beneficiary-identification-code
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -482,6 +533,7 @@ cms:
             original_type: CHAR
             text: State Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -489,6 +541,7 @@ cms:
             original_type: CHAR
             text: County Code
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - BENE_ZIP:
           description:
@@ -496,6 +549,7 @@ cms:
             original_type: CHAR
             text: Zip Code of Residence
             width: 9.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary-home-or-mailing-address-latest-year
           type: VARCHAR(9)
       - AGE:
           description:
@@ -503,6 +557,7 @@ cms:
             original_type: NUM
             text: Age at End of Reference Year
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/age-beneficiary-end-year
           type: INT
       - BENE_DOB:
           description:
@@ -510,6 +565,7 @@ cms:
             original_type: DATE
             text: Date of Birth
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-date-birth
           type: DATE
       - V_DOD_SW:
           description:
@@ -517,6 +573,7 @@ cms:
             original_type: CHAR
             text: Valid Date of Death Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: VARCHAR(1)
       - DEATH_DT:
           description:
@@ -524,6 +581,7 @@ cms:
             original_type: DATE
             text: Date of Death
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - NDI_DEATH_DT:
           description:
@@ -531,6 +589,7 @@ cms:
             original_type: DATE
             text: NDI Date of Death
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/ndi-date-deathmbsf
           type: DATE
       - SEX:
           description:
@@ -538,6 +597,7 @@ cms:
             original_type: CHAR
             text: Sex
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -545,6 +605,7 @@ cms:
             original_type: CHAR
             text: Beneficiary Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - RTI_RACE_CD:
           description:
@@ -552,6 +613,7 @@ cms:
             original_type: CHAR
             text: Research Triangle Institute (RTI) Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/research-triangle-institute-rti-race-code
           type: VARCHAR(1)
       - OREC:
           description:
@@ -559,6 +621,7 @@ cms:
             original_type: CHAR
             text: Original Reason for Entitlement Code
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - CREC:
           description:
@@ -566,6 +629,7 @@ cms:
             original_type: CHAR
             text: Current Reason for Entitlement Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-current-reason-entitlement-code-crec
           type: VARCHAR(1)
       - ESRD_IND:
           description:
@@ -573,6 +637,7 @@ cms:
             original_type: CHAR
             text: ESRD Indicator
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - MS_CD:
           description:
@@ -580,6 +645,7 @@ cms:
             original_type: CHAR
             text: Medicare Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/reason-entitlement-medicare-benefits-clmthrudt
           type: VARCHAR(2)
       - A_TRM_CD:
           description:
@@ -587,6 +653,7 @@ cms:
             original_type: CHAR
             text: Part A Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-termination-code
           type: VARCHAR(1)
       - B_TRM_CD:
           description:
@@ -594,6 +661,7 @@ cms:
             original_type: CHAR
             text: Part B Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-b-termination-code
           type: VARCHAR(1)
       - A_MO_CNT:
           description:
@@ -601,6 +669,7 @@ cms:
             original_type: NUM
             text: HI Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-months-count
           type: INT
       - B_MO_CNT:
           description:
@@ -608,6 +677,7 @@ cms:
             original_type: NUM
             text: SMI Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-b-months-count
           type: INT
       - BUYIN_MO:
           description:
@@ -615,6 +685,7 @@ cms:
             original_type: NUM
             text: State Buy-In Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/state-buy-coverage-count
           type: INT
       - HMO_MO:
           description:
@@ -622,6 +693,7 @@ cms:
             original_type: NUM
             text: HMO Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/hmo-coverage-count
           type: INT
       - BUYIN01:
           description:
@@ -629,6 +701,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator I
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator-november-0
           type: VARCHAR(1)
       - BUYIN02:
           description:
@@ -636,6 +709,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator II
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN03:
           description:
@@ -643,6 +717,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator III
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN04:
           description:
@@ -650,6 +725,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator IV
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN05:
           description:
@@ -657,6 +733,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator V
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN06:
           description:
@@ -664,6 +741,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator VI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN07:
           description:
@@ -671,6 +749,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator VII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN08:
           description:
@@ -678,6 +757,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator VIII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN09:
           description:
@@ -685,6 +765,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator IX
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN10:
           description:
@@ -692,6 +773,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator X
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN11:
           description:
@@ -699,6 +781,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator XI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN12:
           description:
@@ -706,6 +789,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator XII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - HMOIND01:
           description:
@@ -713,6 +797,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator I
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND02:
           description:
@@ -720,6 +805,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator II
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND03:
           description:
@@ -727,6 +813,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator III
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND04:
           description:
@@ -734,6 +821,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator IV
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND05:
           description:
@@ -741,6 +829,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator V
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND06:
           description:
@@ -748,6 +837,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator VI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND07:
           description:
@@ -755,6 +845,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator VII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND08:
           description:
@@ -762,6 +853,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator VIII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND09:
           description:
@@ -769,6 +861,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator IX
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND10:
           description:
@@ -776,6 +869,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator X
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND11:
           description:
@@ -783,6 +877,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator XI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND12:
           description:
@@ -790,6 +885,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator XII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - FILE:
           description:
@@ -798,6 +894,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -806,6 +903,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -813,6 +911,7 @@ cms:
             text: State Code
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -823,6 +922,7 @@ cms:
             text: Beneficiary Enrollment Reference Year
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (RFRNC_YR) STORED
             type: generated
@@ -833,6 +933,7 @@ cms:
             text: Zip Code of Residence
             width: 9.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (BENE_ZIP) STORED
             type: generated
@@ -855,6 +956,7 @@ cms:
             text: Encrypted 723 Beneficiary ID (Unique Key)
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - RFRNC_YR:
           description:
@@ -862,6 +964,7 @@ cms:
             original_type: NUM
             text: Beneficiary Enrollment Reference Year
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/reference-year-base
           type: INT
       - FIVEPCT:
           description:
@@ -869,6 +972,7 @@ cms:
             original_type: CHAR
             text: Strict 5% Flag
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/enhanced-medicare-5-sample-indicator
           type: VARCHAR(1)
       - EFIVEPCT:
           description:
@@ -876,6 +980,7 @@ cms:
             original_type: CHAR
             text: Enhanced 5% Flag
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/enhanced-medicare-5-sample-indicator
           type: VARCHAR(1)
       - COVSTART:
           description:
@@ -883,6 +988,7 @@ cms:
             original_type: DATE
             text: Medicare Coverage Start Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/medicare-coverage-start-date
           type: DATE
       - CRNT_BIC:
           description:
@@ -890,6 +996,7 @@ cms:
             original_type: CHAR
             text: Beneficiary Identification Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/current-beneficiary-identification-code
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -897,6 +1004,7 @@ cms:
             original_type: CHAR
             text: State Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -904,6 +1012,7 @@ cms:
             original_type: CHAR
             text: County Code
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - BENE_ZIP:
           description:
@@ -911,6 +1020,7 @@ cms:
             original_type: CHAR
             text: Zip Code of Residence
             width: 9.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary-home-or-mailing-address-latest-year
           type: VARCHAR(9)
       - AGE:
           description:
@@ -918,6 +1028,7 @@ cms:
             original_type: NUM
             text: Age at End of Reference Year
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/age-beneficiary-end-year
           type: INT
       - BENE_DOB:
           description:
@@ -925,6 +1036,7 @@ cms:
             original_type: DATE
             text: Date of Birth
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-date-birth
           type: DATE
       - V_DOD_SW:
           description:
@@ -932,6 +1044,7 @@ cms:
             original_type: CHAR
             text: Valid Date of Death Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: VARCHAR(1)
       - DEATH_DT:
           description:
@@ -939,6 +1052,7 @@ cms:
             original_type: DATE
             text: Date of Death
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - NDI_DEATH_DT:
           description:
@@ -946,6 +1060,7 @@ cms:
             original_type: DATE
             text: NDI Date of Death
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/ndi-date-deathmbsf
           type: DATE
       - SEX:
           description:
@@ -953,6 +1068,7 @@ cms:
             original_type: CHAR
             text: Sex
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -960,6 +1076,7 @@ cms:
             original_type: CHAR
             text: Beneficiary Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - RTI_RACE_CD:
           description:
@@ -967,6 +1084,7 @@ cms:
             original_type: CHAR
             text: Research Triangle Institute (RTI) Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/research-triangle-institute-rti-race-code
           type: VARCHAR(1)
       - OREC:
           description:
@@ -974,6 +1092,7 @@ cms:
             original_type: CHAR
             text: Original Reason for Entitlement Code
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - CREC:
           description:
@@ -981,6 +1100,7 @@ cms:
             original_type: CHAR
             text: Current Reason for Entitlement Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-current-reason-entitlement-code-crec
           type: VARCHAR(1)
       - ESRD_IND:
           description:
@@ -988,6 +1108,7 @@ cms:
             original_type: CHAR
             text: ESRD Indicator
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - MS_CD:
           description:
@@ -995,6 +1116,7 @@ cms:
             original_type: CHAR
             text: Medicare Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/reason-entitlement-medicare-benefits-clmthrudt
           type: VARCHAR(2)
       - A_TRM_CD:
           description:
@@ -1002,6 +1124,7 @@ cms:
             original_type: CHAR
             text: Part A Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-termination-code
           type: VARCHAR(1)
       - B_TRM_CD:
           description:
@@ -1009,6 +1132,7 @@ cms:
             original_type: CHAR
             text: Part B Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-b-termination-code
           type: VARCHAR(1)
       - A_MO_CNT:
           description:
@@ -1016,6 +1140,7 @@ cms:
             original_type: NUM
             text: HI Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-months-count
           type: INT
       - B_MO_CNT:
           description:
@@ -1023,6 +1148,7 @@ cms:
             original_type: NUM
             text: SMI Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-b-months-count
           type: INT
       - BUYIN_MO:
           description:
@@ -1030,6 +1156,7 @@ cms:
             original_type: NUM
             text: State Buy-In Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/state-buy-coverage-count
           type: INT
       - HMO_MO:
           description:
@@ -1037,6 +1164,7 @@ cms:
             original_type: NUM
             text: HMO Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/hmo-coverage-count
           type: INT
       - BUYIN01:
           description:
@@ -1044,6 +1172,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator I
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator-november-0
           type: VARCHAR(1)
       - BUYIN02:
           description:
@@ -1051,6 +1180,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator II
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN03:
           description:
@@ -1058,6 +1188,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator III
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN04:
           description:
@@ -1065,6 +1196,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator IV
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN05:
           description:
@@ -1072,6 +1204,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator V
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN06:
           description:
@@ -1079,6 +1212,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator VI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN07:
           description:
@@ -1086,6 +1220,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator VII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN08:
           description:
@@ -1093,6 +1228,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator VIII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN09:
           description:
@@ -1100,6 +1236,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator IX
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN10:
           description:
@@ -1107,6 +1244,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator X
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN11:
           description:
@@ -1114,6 +1252,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator XI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN12:
           description:
@@ -1121,6 +1260,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator XII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - HMOIND01:
           description:
@@ -1128,6 +1268,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator I
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND02:
           description:
@@ -1135,6 +1276,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator II
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND03:
           description:
@@ -1142,6 +1284,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator III
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND04:
           description:
@@ -1149,6 +1292,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator IV
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND05:
           description:
@@ -1156,6 +1300,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator V
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND06:
           description:
@@ -1163,6 +1308,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator VI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND07:
           description:
@@ -1170,6 +1316,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator VII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND08:
           description:
@@ -1177,6 +1324,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator VIII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND09:
           description:
@@ -1184,6 +1332,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator IX
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND10:
           description:
@@ -1191,6 +1340,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator X
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND11:
           description:
@@ -1198,6 +1348,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator XI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND12:
           description:
@@ -1205,6 +1356,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator XII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - FILE:
           description:
@@ -1213,6 +1365,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -1221,6 +1374,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -1228,6 +1382,7 @@ cms:
             text: State Code
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -1238,6 +1393,7 @@ cms:
             text: Beneficiary Enrollment Reference Year
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (RFRNC_YR) STORED
             type: generated
@@ -1248,6 +1404,7 @@ cms:
             text: Zip Code of Residence
             width: 9.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (BENE_ZIP) STORED
             type: generated
@@ -1270,6 +1427,7 @@ cms:
             text: Encrypted 723 Beneficiary ID (Unique Key)
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - RFRNC_YR:
           description:
@@ -1277,6 +1435,7 @@ cms:
             original_type: NUM
             text: Beneficiary Enrollment Reference Year
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/reference-year-base
           type: INT
       - FIVEPCT:
           description:
@@ -1284,6 +1443,7 @@ cms:
             original_type: CHAR
             text: Strict 5% Flag
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/enhanced-medicare-5-sample-indicator
           type: VARCHAR(1)
       - EFIVEPCT:
           description:
@@ -1291,6 +1451,7 @@ cms:
             original_type: CHAR
             text: Enhanced 5% Flag
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/enhanced-medicare-5-sample-indicator
           type: VARCHAR(1)
       - COVSTART:
           description:
@@ -1298,6 +1459,7 @@ cms:
             original_type: DATE
             text: Medicare Coverage Start Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/medicare-coverage-start-date
           type: DATE
       - CRNT_BIC:
           description:
@@ -1305,6 +1467,7 @@ cms:
             original_type: CHAR
             text: Beneficiary Identification Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/current-beneficiary-identification-code
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -1312,6 +1475,7 @@ cms:
             original_type: CHAR
             text: State Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -1319,6 +1483,7 @@ cms:
             original_type: CHAR
             text: County Code
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - BENE_ZIP:
           description:
@@ -1326,6 +1491,7 @@ cms:
             original_type: CHAR
             text: Zip Code of Residence
             width: 9.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary-home-or-mailing-address-latest-year
           type: VARCHAR(9)
       - AGE:
           description:
@@ -1333,6 +1499,7 @@ cms:
             original_type: NUM
             text: Age at End of Reference Year
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/age-beneficiary-end-year
           type: INT
       - BENE_DOB:
           description:
@@ -1340,6 +1507,7 @@ cms:
             original_type: DATE
             text: Date of Birth
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-date-birth
           type: DATE
       - V_DOD_SW:
           description:
@@ -1347,6 +1515,7 @@ cms:
             original_type: CHAR
             text: Valid Date of Death Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: VARCHAR(1)
       - DEATH_DT:
           description:
@@ -1354,6 +1523,7 @@ cms:
             original_type: DATE
             text: Date of Death
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - NDI_DEATH_DT:
           description:
@@ -1361,6 +1531,7 @@ cms:
             original_type: DATE
             text: NDI Date of Death
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/ndi-date-deathmbsf
           type: DATE
       - SEX:
           description:
@@ -1368,6 +1539,7 @@ cms:
             original_type: CHAR
             text: Sex
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -1375,6 +1547,7 @@ cms:
             original_type: CHAR
             text: Beneficiary Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - RTI_RACE_CD:
           description:
@@ -1382,6 +1555,7 @@ cms:
             original_type: CHAR
             text: Research Triangle Institute (RTI) Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/research-triangle-institute-rti-race-code
           type: VARCHAR(1)
       - OREC:
           description:
@@ -1389,6 +1563,7 @@ cms:
             original_type: CHAR
             text: Original Reason for Entitlement Code
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - CREC:
           description:
@@ -1396,6 +1571,7 @@ cms:
             original_type: CHAR
             text: Current Reason for Entitlement Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-current-reason-entitlement-code-crec
           type: VARCHAR(1)
       - ESRD_IND:
           description:
@@ -1403,6 +1579,7 @@ cms:
             original_type: CHAR
             text: ESRD Indicator
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - MS_CD:
           description:
@@ -1410,6 +1587,7 @@ cms:
             original_type: CHAR
             text: Medicare Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/reason-entitlement-medicare-benefits-clmthrudt
           type: VARCHAR(2)
       - A_TRM_CD:
           description:
@@ -1417,6 +1595,7 @@ cms:
             original_type: CHAR
             text: Part A Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-termination-code
           type: VARCHAR(1)
       - B_TRM_CD:
           description:
@@ -1424,6 +1603,7 @@ cms:
             original_type: CHAR
             text: Part B Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-b-termination-code
           type: VARCHAR(1)
       - A_MO_CNT:
           description:
@@ -1431,6 +1611,7 @@ cms:
             original_type: NUM
             text: HI Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-months-count
           type: INT
       - B_MO_CNT:
           description:
@@ -1438,6 +1619,7 @@ cms:
             original_type: NUM
             text: SMI Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-b-months-count
           type: INT
       - BUYIN_MO:
           description:
@@ -1445,6 +1627,7 @@ cms:
             original_type: NUM
             text: State Buy-In Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/state-buy-coverage-count
           type: INT
       - HMO_MO:
           description:
@@ -1452,6 +1635,7 @@ cms:
             original_type: NUM
             text: HMO Coverage Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/hmo-coverage-count
           type: INT
       - BUYIN01:
           description:
@@ -1459,6 +1643,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator I
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator-november-0
           type: VARCHAR(1)
       - BUYIN02:
           description:
@@ -1466,6 +1651,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator II
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN03:
           description:
@@ -1473,6 +1659,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator III
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN04:
           description:
@@ -1480,6 +1667,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator IV
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN05:
           description:
@@ -1487,6 +1675,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator V
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN06:
           description:
@@ -1494,6 +1683,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator VI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN07:
           description:
@@ -1501,6 +1691,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator VII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN08:
           description:
@@ -1508,6 +1699,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator VIII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN09:
           description:
@@ -1515,6 +1707,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator IX
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN10:
           description:
@@ -1522,6 +1715,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator X
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN11:
           description:
@@ -1529,6 +1723,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator XI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN12:
           description:
@@ -1536,6 +1731,7 @@ cms:
             original_type: CHAR
             text: Medicare Entitlement/Buy-In Indicator XII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - HMOIND01:
           description:
@@ -1543,6 +1739,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator I
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND02:
           description:
@@ -1550,6 +1747,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator II
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND03:
           description:
@@ -1557,6 +1755,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator III
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND04:
           description:
@@ -1564,6 +1763,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator IV
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND05:
           description:
@@ -1571,6 +1771,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator V
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND06:
           description:
@@ -1578,6 +1779,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator VI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND07:
           description:
@@ -1585,6 +1787,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator VII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND08:
           description:
@@ -1592,6 +1795,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator VIII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND09:
           description:
@@ -1599,6 +1803,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator IX
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND10:
           description:
@@ -1606,6 +1811,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator X
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND11:
           description:
@@ -1613,6 +1819,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator XI
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND12:
           description:
@@ -1620,6 +1827,7 @@ cms:
             original_type: CHAR
             text: HMO Indicator XII
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - FILE:
           description:
@@ -1628,6 +1836,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -1636,6 +1845,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -1643,6 +1853,7 @@ cms:
             text: State Code
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -1653,6 +1864,7 @@ cms:
             text: Beneficiary Enrollment Reference Year
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (RFRNC_YR) STORED
             type: generated
@@ -1663,6 +1875,7 @@ cms:
             text: Zip Code of Residence
             width: 9.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (BENE_ZIP) STORED
             type: generated
@@ -1685,6 +1898,7 @@ cms:
             text: Encrypted 723 Beneficiary ID
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - RFRNC_YR:
           description:
@@ -1692,6 +1906,7 @@ cms:
             original_type: NUM
             text: Beneficiary Enrollment Reference Year
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/reference-year-base
           type: INT
       - ENRL_SRC:
           description:
@@ -1699,6 +1914,7 @@ cms:
             original_type: CHAR
             text: Enrollment Source
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/enrollment-source
           type: VARCHAR(3)
       - SAMPLE_GROUP:
           description:
@@ -1706,6 +1922,7 @@ cms:
             original_type: CHAR
             text: Medicare 1, 5, or 20% Strict Sample Group Indicator
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-sample-group-indicator
           type: VARCHAR(2)
       - EFIVEPCT:
           description:
@@ -1713,6 +1930,7 @@ cms:
             original_type: CHAR
             text: Medicare Enhanced 5% Sample Indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/enhanced-medicare-5-sample-indicator
           type: VARCHAR(1)
       - CRNT_BIC:
           description:
@@ -1720,6 +1938,7 @@ cms:
             original_type: CHAR
             text: Current Beneficiary Identification Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/current-beneficiary-identification-code
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -1727,6 +1946,7 @@ cms:
             original_type: CHAR
             text: SSA State Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -1734,6 +1954,7 @@ cms:
             original_type: CHAR
             text: SSA County Code
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - ZIP_CD:
           description:
@@ -1741,6 +1962,7 @@ cms:
             original_type: CHAR
             text: 5-digit ZIP Code
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_01:
           description:
@@ -1748,6 +1970,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: January'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-january
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_02:
           description:
@@ -1755,6 +1978,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: February'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-february
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_03:
           description:
@@ -1762,6 +1986,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: March'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-march
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_04:
           description:
@@ -1769,6 +1994,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: April'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-april
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_05:
           description:
@@ -1776,6 +2002,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: May'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-may
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_06:
           description:
@@ -1783,6 +2010,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: June'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-june
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_07:
           description:
@@ -1790,6 +2018,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: July'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-july
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_08:
           description:
@@ -1797,6 +2026,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: August'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-august
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_09:
           description:
@@ -1804,6 +2034,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: September'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-september
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_10:
           description:
@@ -1811,6 +2042,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: October'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-october
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_11:
           description:
@@ -1818,6 +2050,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: November'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-november
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_12:
           description:
@@ -1825,6 +2058,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: December'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-december
           type: VARCHAR(5)
       - AGE:
           description:
@@ -1832,6 +2066,7 @@ cms:
             original_type: NUM
             text: Age at the End of the Reference Year
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/age-beneficiary-end-year
           type: INT
       - BENE_DOB:
           description:
@@ -1839,6 +2074,7 @@ cms:
             original_type: DATE
             text: Beneficiary Date of Birth
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-date-birth
           type: DATE
       - V_DOD_SW:
           description:
@@ -1846,6 +2082,7 @@ cms:
             original_type: CHAR
             text: Valid Date of Death Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: VARCHAR(1)
       - DEATH_DT:
           description:
@@ -1853,6 +2090,7 @@ cms:
             original_type: DATE
             text: Beneficiary Date of Death
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - SEX:
           description:
@@ -1860,6 +2098,7 @@ cms:
             original_type: CHAR
             text: Sex
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -1867,6 +2106,7 @@ cms:
             original_type: CHAR
             text: Beneficiary Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - RTI_RACE_CD:
           description:
@@ -1874,6 +2114,7 @@ cms:
             original_type: CHAR
             text: Research Triangle Institute (RTI) Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/research-triangle-institute-rti-race-code
           type: VARCHAR(1)
       - COVSTART:
           description:
@@ -1881,6 +2122,7 @@ cms:
             original_type: DATE
             text: Medicare Coverage Start Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/medicare-coverage-start-date
           type: DATE
       - OREC:
           description:
@@ -1888,6 +2130,7 @@ cms:
             original_type: CHAR
             text: Original Reason for Entitlement Code
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - CREC:
           description:
@@ -1895,6 +2138,7 @@ cms:
             original_type: CHAR
             text: Current Reason for Entitlement Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-current-reason-entitlement-code-crec
           type: VARCHAR(1)
       - ESRD_IND:
           description:
@@ -1902,6 +2146,7 @@ cms:
             original_type: CHAR
             text: End-Stage Renal Disease (ESRD) Indicator
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - MDCR_STUS_CD_01:
           description:
@@ -1909,6 +2154,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: January'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-january
           type: VARCHAR(2)
       - MDCR_STUS_CD_02:
           description:
@@ -1916,6 +2162,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: February'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-february
           type: VARCHAR(2)
       - MDCR_STUS_CD_03:
           description:
@@ -1923,6 +2170,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: March'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-march
           type: VARCHAR(2)
       - MDCR_STUS_CD_04:
           description:
@@ -1930,6 +2178,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: April'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-april
           type: VARCHAR(2)
       - MDCR_STUS_CD_05:
           description:
@@ -1937,6 +2186,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: May'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-may
           type: VARCHAR(2)
       - MDCR_STUS_CD_06:
           description:
@@ -1944,6 +2194,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: June'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-june
           type: VARCHAR(2)
       - MDCR_STUS_CD_07:
           description:
@@ -1951,6 +2202,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: July'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-july
           type: VARCHAR(2)
       - MDCR_STUS_CD_08:
           description:
@@ -1958,6 +2210,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: August'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-august
           type: VARCHAR(2)
       - MDCR_STUS_CD_09:
           description:
@@ -1965,6 +2218,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: September'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-september
           type: VARCHAR(2)
       - MDCR_STUS_CD_10:
           description:
@@ -1972,6 +2226,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: October'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-october
           type: VARCHAR(2)
       - MDCR_STUS_CD_11:
           description:
@@ -1979,6 +2234,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: November'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-november
           type: VARCHAR(2)
       - MDCR_STUS_CD_12:
           description:
@@ -1986,6 +2242,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: December'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-december
           type: VARCHAR(2)
       - A_TRM_CD:
           description:
@@ -1993,6 +2250,7 @@ cms:
             original_type: CHAR
             text: Part A Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-termination-code
           type: VARCHAR(1)
       - B_TRM_CD:
           description:
@@ -2000,6 +2258,7 @@ cms:
             original_type: CHAR
             text: Part B Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-b-termination-code
           type: VARCHAR(1)
       - A_MO_CNT:
           description:
@@ -2007,6 +2266,7 @@ cms:
             original_type: NUM
             text: Hospital Insurance (HI) Coverage Months Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-months-count
           type: INT
       - B_MO_CNT:
           description:
@@ -2014,6 +2274,7 @@ cms:
             original_type: NUM
             text: Supplemental Medical Insurance (SMI) Coverage Months Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-b-months-count
           type: INT
       - BUYIN_MO:
           description:
@@ -2021,6 +2282,7 @@ cms:
             original_type: NUM
             text: State Buy-In (SBI) Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/state-buy-coverage-count
           type: INT
       - HMO_MO:
           description:
@@ -2028,6 +2290,7 @@ cms:
             original_type: NUM
             text: Health Maintenance Organization (HMO) Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/hmo-coverage-count
           type: INT
       - PTD_MO:
           description:
@@ -2035,6 +2298,7 @@ cms:
             original_type: NUM
             text: Part D Contract Plan Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/months-part-d-coverage
           type: INT
       - RDS_MO:
           description:
@@ -2042,6 +2306,7 @@ cms:
             original_type: NUM
             text: Retiree Drug Subsidy (RDS) Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/months-retiree-drug-subsidy-coverage
           type: INT
       - DUAL_MO:
           description:
@@ -2049,6 +2314,7 @@ cms:
             original_type: NUM
             text: Medicaid Dual Eligible Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/months-dual-eligibility
           type: INT
       - BUYIN01:
           description:
@@ -2056,6 +2322,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: January'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator-november-0
           type: VARCHAR(1)
       - BUYIN02:
           description:
@@ -2063,6 +2330,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: February'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN03:
           description:
@@ -2070,6 +2338,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: March'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN04:
           description:
@@ -2077,6 +2346,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: April'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN05:
           description:
@@ -2084,6 +2354,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: May'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN06:
           description:
@@ -2091,6 +2362,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: June'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN07:
           description:
@@ -2098,6 +2370,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: July'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN08:
           description:
@@ -2105,6 +2378,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: August'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN09:
           description:
@@ -2112,6 +2386,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: September'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN10:
           description:
@@ -2119,6 +2394,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: October'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN11:
           description:
@@ -2126,6 +2402,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: November'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN12:
           description:
@@ -2133,6 +2410,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: December'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - HMOIND01:
           description:
@@ -2140,6 +2418,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: January'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND02:
           description:
@@ -2147,6 +2426,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: February'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND03:
           description:
@@ -2154,6 +2434,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: March'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND04:
           description:
@@ -2161,6 +2442,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: April'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND05:
           description:
@@ -2168,6 +2450,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: May'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND06:
           description:
@@ -2175,6 +2458,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: June'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND07:
           description:
@@ -2182,6 +2466,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: July'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND08:
           description:
@@ -2189,6 +2474,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: August'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND09:
           description:
@@ -2196,6 +2482,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: September'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND10:
           description:
@@ -2203,6 +2490,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: October'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND11:
           description:
@@ -2210,6 +2498,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: November'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND12:
           description:
@@ -2217,6 +2506,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: December'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - PTC_CNTRCT_ID_01:
           description:
@@ -2224,6 +2514,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: January'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-january
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_02:
           description:
@@ -2231,6 +2522,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: February'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-february
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_03:
           description:
@@ -2238,6 +2530,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: March'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-march
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_04:
           description:
@@ -2245,6 +2538,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: April'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-april
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_05:
           description:
@@ -2252,6 +2546,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: May'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-may
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_06:
           description:
@@ -2259,6 +2554,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: June'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-june
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_07:
           description:
@@ -2266,6 +2562,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: July'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-july
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_08:
           description:
@@ -2273,6 +2570,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: August'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-august
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_09:
           description:
@@ -2280,6 +2578,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: September'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-september
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_10:
           description:
@@ -2287,6 +2586,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: October'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-october
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_11:
           description:
@@ -2294,6 +2594,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: November'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-november
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_12:
           description:
@@ -2301,6 +2602,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: December'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-december
           type: VARCHAR(5)
       - PTC_PBP_ID_01:
           description:
@@ -2308,6 +2610,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-january
           type: VARCHAR(3)
       - PTC_PBP_ID_02:
           description:
@@ -2315,6 +2618,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-february
           type: VARCHAR(3)
       - PTC_PBP_ID_03:
           description:
@@ -2322,6 +2626,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-march
           type: VARCHAR(3)
       - PTC_PBP_ID_04:
           description:
@@ -2329,6 +2634,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-april
           type: VARCHAR(3)
       - PTC_PBP_ID_05:
           description:
@@ -2336,6 +2642,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-may
           type: VARCHAR(3)
       - PTC_PBP_ID_06:
           description:
@@ -2343,6 +2650,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-june
           type: VARCHAR(3)
       - PTC_PBP_ID_07:
           description:
@@ -2350,6 +2658,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-july
           type: VARCHAR(3)
       - PTC_PBP_ID_08:
           description:
@@ -2357,6 +2666,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-august
           type: VARCHAR(3)
       - PTC_PBP_ID_09:
           description:
@@ -2364,6 +2674,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-september
           type: VARCHAR(3)
       - PTC_PBP_ID_10:
           description:
@@ -2371,6 +2682,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-october
           type: VARCHAR(3)
       - PTC_PBP_ID_11:
           description:
@@ -2378,6 +2690,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-november
           type: VARCHAR(3)
       - PTC_PBP_ID_12:
           description:
@@ -2385,6 +2698,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-december
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_01:
           description:
@@ -2392,6 +2706,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-january
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_02:
           description:
@@ -2399,6 +2714,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-february
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_03:
           description:
@@ -2406,6 +2722,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-march
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_04:
           description:
@@ -2413,6 +2730,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-april
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_05:
           description:
@@ -2420,6 +2738,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-may
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_06:
           description:
@@ -2427,6 +2746,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-june
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_07:
           description:
@@ -2434,6 +2754,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-july
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_08:
           description:
@@ -2441,6 +2762,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-august
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_09:
           description:
@@ -2448,6 +2770,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-september
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_10:
           description:
@@ -2455,6 +2778,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-october
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_11:
           description:
@@ -2462,6 +2786,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-november
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_12:
           description:
@@ -2469,6 +2794,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-december
           type: VARCHAR(3)
       - PTDCNTRCT01:
           description:
@@ -2476,6 +2802,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: January'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-january
           type: VARCHAR(5)
       - PTDCNTRCT02:
           description:
@@ -2483,6 +2810,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: February'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-february
           type: VARCHAR(5)
       - PTDCNTRCT03:
           description:
@@ -2490,6 +2818,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: March'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-march
           type: VARCHAR(5)
       - PTDCNTRCT04:
           description:
@@ -2497,6 +2826,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: April'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-april
           type: VARCHAR(5)
       - PTDCNTRCT05:
           description:
@@ -2504,6 +2834,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: May'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-may
           type: VARCHAR(5)
       - PTDCNTRCT06:
           description:
@@ -2511,6 +2842,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: June'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-june
           type: VARCHAR(5)
       - PTDCNTRCT07:
           description:
@@ -2518,6 +2850,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: July'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-july
           type: VARCHAR(5)
       - PTDCNTRCT08:
           description:
@@ -2525,6 +2858,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: August'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-august
           type: VARCHAR(5)
       - PTDCNTRCT09:
           description:
@@ -2532,6 +2866,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: September'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-september
           type: VARCHAR(5)
       - PTDCNTRCT10:
           description:
@@ -2539,6 +2874,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: October'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-october
           type: VARCHAR(5)
       - PTDCNTRCT11:
           description:
@@ -2546,6 +2882,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: November'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-november
           type: VARCHAR(5)
       - PTDCNTRCT12:
           description:
@@ -2553,6 +2890,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: December'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-december
           type: VARCHAR(5)
       - PTDPBPID01:
           description:
@@ -2560,6 +2898,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-january
           type: VARCHAR(3)
       - PTDPBPID02:
           description:
@@ -2567,6 +2906,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-february
           type: VARCHAR(3)
       - PTDPBPID03:
           description:
@@ -2574,6 +2914,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-march
           type: VARCHAR(3)
       - PTDPBPID04:
           description:
@@ -2581,6 +2922,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-april
           type: VARCHAR(3)
       - PTDPBPID05:
           description:
@@ -2588,6 +2930,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-may
           type: VARCHAR(3)
       - PTDPBPID06:
           description:
@@ -2595,6 +2938,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-june
           type: VARCHAR(3)
       - PTDPBPID07:
           description:
@@ -2602,6 +2946,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-july
           type: VARCHAR(3)
       - PTDPBPID08:
           description:
@@ -2609,6 +2954,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-august
           type: VARCHAR(3)
       - PTDPBPID09:
           description:
@@ -2616,6 +2962,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-september
           type: VARCHAR(3)
       - PTDPBPID10:
           description:
@@ -2623,6 +2970,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-october
           type: VARCHAR(3)
       - PTDPBPID11:
           description:
@@ -2630,6 +2978,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-november
           type: VARCHAR(3)
       - PTDPBPID12:
           description:
@@ -2637,6 +2986,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-december
           type: VARCHAR(3)
       - SGMTID01:
           description:
@@ -2644,6 +2994,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-january
           type: VARCHAR(3)
       - SGMTID02:
           description:
@@ -2651,6 +3002,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-february
           type: VARCHAR(3)
       - SGMTID03:
           description:
@@ -2658,6 +3010,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-march
           type: VARCHAR(3)
       - SGMTID04:
           description:
@@ -2665,6 +3018,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-april
           type: VARCHAR(3)
       - SGMTID05:
           description:
@@ -2672,6 +3026,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-may
           type: VARCHAR(3)
       - SGMTID06:
           description:
@@ -2679,6 +3034,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-june
           type: VARCHAR(3)
       - SGMTID07:
           description:
@@ -2686,6 +3042,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-july
           type: VARCHAR(3)
       - SGMTID08:
           description:
@@ -2693,6 +3050,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-august
           type: VARCHAR(3)
       - SGMTID09:
           description:
@@ -2700,6 +3058,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-september
           type: VARCHAR(3)
       - SGMTID10:
           description:
@@ -2707,6 +3066,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-october
           type: VARCHAR(3)
       - SGMTID11:
           description:
@@ -2714,6 +3074,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-november
           type: VARCHAR(3)
       - SGMTID12:
           description:
@@ -2721,6 +3082,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-december
           type: VARCHAR(3)
       - RDSIND01:
           description:
@@ -2728,6 +3090,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: January'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-january
           type: VARCHAR(1)
       - RDSIND02:
           description:
@@ -2735,6 +3098,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: February'
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - RDSIND03:
           description:
@@ -2742,6 +3106,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: March'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-march
           type: VARCHAR(1)
       - RDSIND04:
           description:
@@ -2749,6 +3114,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: April'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-april
           type: VARCHAR(1)
       - RDSIND05:
           description:
@@ -2756,6 +3122,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: May'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-may
           type: VARCHAR(1)
       - RDSIND06:
           description:
@@ -2763,6 +3130,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: June'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-june
           type: VARCHAR(1)
       - RDSIND07:
           description:
@@ -2770,6 +3138,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: July'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-july
           type: VARCHAR(1)
       - RDSIND08:
           description:
@@ -2777,6 +3146,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: August'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-august
           type: VARCHAR(1)
       - RDSIND09:
           description:
@@ -2784,6 +3154,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: September'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-september
           type: VARCHAR(1)
       - RDSIND10:
           description:
@@ -2791,6 +3162,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: October'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-october
           type: VARCHAR(1)
       - RDSIND11:
           description:
@@ -2798,6 +3170,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: November'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-november
           type: VARCHAR(1)
       - RDSIND12:
           description:
@@ -2805,6 +3178,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: December'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-december
           type: VARCHAR(1)
       - DUAL_01:
           description:
@@ -2812,6 +3186,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: January'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-january
           type: VARCHAR(2)
       - DUAL_02:
           description:
@@ -2819,6 +3194,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: February'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-february
           type: VARCHAR(2)
       - DUAL_03:
           description:
@@ -2826,6 +3202,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: March'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-march
           type: VARCHAR(2)
       - DUAL_04:
           description:
@@ -2833,6 +3210,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: April'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-april
           type: VARCHAR(2)
       - DUAL_05:
           description:
@@ -2840,6 +3218,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: May'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-may
           type: VARCHAR(2)
       - DUAL_06:
           description:
@@ -2847,6 +3226,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: June'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-june
           type: VARCHAR(2)
       - DUAL_07:
           description:
@@ -2854,6 +3234,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: July'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-july
           type: VARCHAR(2)
       - DUAL_08:
           description:
@@ -2861,6 +3242,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: August'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-august
           type: VARCHAR(2)
       - DUAL_09:
           description:
@@ -2868,6 +3250,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: September'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-september
           type: VARCHAR(2)
       - DUAL_10:
           description:
@@ -2875,6 +3258,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: October'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-october
           type: VARCHAR(2)
       - DUAL_11:
           description:
@@ -2882,6 +3266,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: November'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-november
           type: VARCHAR(2)
       - DUAL_12:
           description:
@@ -2889,6 +3274,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: December'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-december
           type: VARCHAR(2)
       - CSTSHR01:
           description:
@@ -2896,6 +3282,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: January'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-january
           type: VARCHAR(2)
       - CSTSHR02:
           description:
@@ -2903,6 +3290,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: February'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-february
           type: VARCHAR(2)
       - CSTSHR03:
           description:
@@ -2910,6 +3298,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: March'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-march
           type: VARCHAR(2)
       - CSTSHR04:
           description:
@@ -2917,6 +3306,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: April'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-april
           type: VARCHAR(2)
       - CSTSHR05:
           description:
@@ -2924,6 +3314,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: May'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-may
           type: VARCHAR(2)
       - CSTSHR06:
           description:
@@ -2931,6 +3322,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: June'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-june
           type: VARCHAR(2)
       - CSTSHR07:
           description:
@@ -2938,6 +3330,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: July'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-july
           type: VARCHAR(2)
       - CSTSHR08:
           description:
@@ -2945,6 +3338,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: August'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-august
           type: VARCHAR(2)
       - CSTSHR09:
           description:
@@ -2952,6 +3346,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: September'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-september
           type: VARCHAR(2)
       - CSTSHR10:
           description:
@@ -2959,6 +3354,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: October'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-october
           type: VARCHAR(2)
       - CSTSHR11:
           description:
@@ -2966,6 +3362,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: November'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-november
           type: VARCHAR(2)
       - CSTSHR12:
           description:
@@ -2973,6 +3370,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: December'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-december
           type: VARCHAR(2)
       - FILE:
           description:
@@ -2981,6 +3379,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -2989,6 +3388,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -2996,6 +3396,7 @@ cms:
             text: SSA State Code
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -3006,6 +3407,7 @@ cms:
             text: Beneficiary Enrollment Reference Year
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (RFRNC_YR) STORED
             type: generated
@@ -3016,6 +3418,7 @@ cms:
             text: 5-digit ZIP Code
             width: 5.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (ZIP_CD) STORED
             type: generated
@@ -3038,6 +3441,7 @@ cms:
             text: Encrypted 723 Beneficiary ID
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - RFRNC_YR:
           description:
@@ -3045,6 +3449,7 @@ cms:
             original_type: NUM
             text: Beneficiary Enrollment Reference Year
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/reference-year-base
           type: INT
       - ENRL_SRC:
           description:
@@ -3052,6 +3457,7 @@ cms:
             original_type: CHAR
             text: Enrollment Source
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/enrollment-source
           type: VARCHAR(3)
       - SAMPLE_GROUP:
           description:
@@ -3059,6 +3465,7 @@ cms:
             original_type: CHAR
             text: Medicare 1, 5, or 20% Strict Sample Group Indicator
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-sample-group-indicator
           type: VARCHAR(2)
       - EFIVEPCT:
           description:
@@ -3066,6 +3473,7 @@ cms:
             original_type: CHAR
             text: Medicare Enhanced 5% Sample Indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/enhanced-medicare-5-sample-indicator
           type: VARCHAR(1)
       - CRNT_BIC:
           description:
@@ -3073,6 +3481,7 @@ cms:
             original_type: CHAR
             text: Current Beneficiary Identification Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/current-beneficiary-identification-code
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -3080,6 +3489,7 @@ cms:
             original_type: CHAR
             text: SSA State Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -3087,6 +3497,7 @@ cms:
             original_type: CHAR
             text: SSA County Code
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - ZIP_CD:
           description:
@@ -3094,6 +3505,7 @@ cms:
             original_type: CHAR
             text: 5-digit ZIP Code
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_01:
           description:
@@ -3101,6 +3513,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: January'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-january
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_02:
           description:
@@ -3108,6 +3521,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: February'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-february
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_03:
           description:
@@ -3115,6 +3529,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: March'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-march
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_04:
           description:
@@ -3122,6 +3537,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: April'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-april
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_05:
           description:
@@ -3129,6 +3545,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: May'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-may
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_06:
           description:
@@ -3136,6 +3553,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: June'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-june
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_07:
           description:
@@ -3143,6 +3561,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: July'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-july
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_08:
           description:
@@ -3150,6 +3569,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: August'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-august
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_09:
           description:
@@ -3157,6 +3577,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: September'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-september
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_10:
           description:
@@ -3164,6 +3585,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: October'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-october
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_11:
           description:
@@ -3171,6 +3593,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: November'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-november
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_12:
           description:
@@ -3178,6 +3601,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: December'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-december
           type: VARCHAR(5)
       - AGE:
           description:
@@ -3185,6 +3609,7 @@ cms:
             original_type: NUM
             text: Age at the End of the Reference Year
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/age-beneficiary-end-year
           type: INT
       - BENE_DOB:
           description:
@@ -3192,6 +3617,7 @@ cms:
             original_type: DATE
             text: Beneficiary Date of Birth
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-date-birth
           type: DATE
       - V_DOD_SW:
           description:
@@ -3199,6 +3625,7 @@ cms:
             original_type: CHAR
             text: Valid Date of Death Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: VARCHAR(1)
       - DEATH_DT:
           description:
@@ -3206,6 +3633,7 @@ cms:
             original_type: DATE
             text: Beneficiary Date of Death
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - SEX:
           description:
@@ -3213,6 +3641,7 @@ cms:
             original_type: CHAR
             text: Sex
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -3220,6 +3649,7 @@ cms:
             original_type: CHAR
             text: Beneficiary Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - RTI_RACE_CD:
           description:
@@ -3227,6 +3657,7 @@ cms:
             original_type: CHAR
             text: Research Triangle Institute (RTI) Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/research-triangle-institute-rti-race-code
           type: VARCHAR(1)
       - COVSTART:
           description:
@@ -3234,6 +3665,7 @@ cms:
             original_type: DATE
             text: Medicare Coverage Start Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/medicare-coverage-start-date
           type: DATE
       - OREC:
           description:
@@ -3241,6 +3673,7 @@ cms:
             original_type: CHAR
             text: Original Reason for Entitlement Code
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - CREC:
           description:
@@ -3248,6 +3681,7 @@ cms:
             original_type: CHAR
             text: Current Reason for Entitlement Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-current-reason-entitlement-code-crec
           type: VARCHAR(1)
       - ESRD_IND:
           description:
@@ -3255,6 +3689,7 @@ cms:
             original_type: CHAR
             text: End-Stage Renal Disease (ESRD) Indicator
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - MDCR_STUS_CD_01:
           description:
@@ -3262,6 +3697,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: January'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-january
           type: VARCHAR(2)
       - MDCR_STUS_CD_02:
           description:
@@ -3269,6 +3705,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: February'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-february
           type: VARCHAR(2)
       - MDCR_STUS_CD_03:
           description:
@@ -3276,6 +3713,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: March'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-march
           type: VARCHAR(2)
       - MDCR_STUS_CD_04:
           description:
@@ -3283,6 +3721,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: April'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-april
           type: VARCHAR(2)
       - MDCR_STUS_CD_05:
           description:
@@ -3290,6 +3729,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: May'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-may
           type: VARCHAR(2)
       - MDCR_STUS_CD_06:
           description:
@@ -3297,6 +3737,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: June'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-june
           type: VARCHAR(2)
       - MDCR_STUS_CD_07:
           description:
@@ -3304,6 +3745,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: July'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-july
           type: VARCHAR(2)
       - MDCR_STUS_CD_08:
           description:
@@ -3311,6 +3753,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: August'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-august
           type: VARCHAR(2)
       - MDCR_STUS_CD_09:
           description:
@@ -3318,6 +3761,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: September'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-september
           type: VARCHAR(2)
       - MDCR_STUS_CD_10:
           description:
@@ -3325,6 +3769,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: October'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-october
           type: VARCHAR(2)
       - MDCR_STUS_CD_11:
           description:
@@ -3332,6 +3777,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: November'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-november
           type: VARCHAR(2)
       - MDCR_STUS_CD_12:
           description:
@@ -3339,6 +3785,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: December'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-december
           type: VARCHAR(2)
       - A_TRM_CD:
           description:
@@ -3346,6 +3793,7 @@ cms:
             original_type: CHAR
             text: Part A Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-termination-code
           type: VARCHAR(1)
       - B_TRM_CD:
           description:
@@ -3353,6 +3801,7 @@ cms:
             original_type: CHAR
             text: Part B Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-b-termination-code
           type: VARCHAR(1)
       - A_MO_CNT:
           description:
@@ -3360,6 +3809,7 @@ cms:
             original_type: NUM
             text: Hospital Insurance (HI) Coverage Months Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-months-count
           type: INT
       - B_MO_CNT:
           description:
@@ -3367,6 +3817,7 @@ cms:
             original_type: NUM
             text: Supplemental Medical Insurance (SMI) Coverage Months Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-b-months-count
           type: INT
       - BUYIN_MO:
           description:
@@ -3374,6 +3825,7 @@ cms:
             original_type: NUM
             text: State Buy-In (SBI) Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/state-buy-coverage-count
           type: INT
       - HMO_MO:
           description:
@@ -3381,6 +3833,7 @@ cms:
             original_type: NUM
             text: Health Maintenance Organization (HMO) Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/hmo-coverage-count
           type: INT
       - PTD_MO:
           description:
@@ -3388,6 +3841,7 @@ cms:
             original_type: NUM
             text: Part D Contract Plan Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/months-part-d-coverage
           type: INT
       - RDS_MO:
           description:
@@ -3395,6 +3849,7 @@ cms:
             original_type: NUM
             text: Retiree Drug Subsidy (RDS) Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/months-retiree-drug-subsidy-coverage
           type: INT
       - DUAL_MO:
           description:
@@ -3402,6 +3857,7 @@ cms:
             original_type: NUM
             text: Medicaid Dual Eligible Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/months-dual-eligibility
           type: INT
       - BUYIN01:
           description:
@@ -3409,6 +3865,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: January'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator-november-0
           type: VARCHAR(1)
       - BUYIN02:
           description:
@@ -3416,6 +3873,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: February'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN03:
           description:
@@ -3423,6 +3881,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: March'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN04:
           description:
@@ -3430,6 +3889,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: April'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN05:
           description:
@@ -3437,6 +3897,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: May'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN06:
           description:
@@ -3444,6 +3905,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: June'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN07:
           description:
@@ -3451,6 +3913,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: July'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN08:
           description:
@@ -3458,6 +3921,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: August'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN09:
           description:
@@ -3465,6 +3929,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: September'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN10:
           description:
@@ -3472,6 +3937,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: October'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN11:
           description:
@@ -3479,6 +3945,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: November'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN12:
           description:
@@ -3486,6 +3953,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: December'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - HMOIND01:
           description:
@@ -3493,6 +3961,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: January'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND02:
           description:
@@ -3500,6 +3969,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: February'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND03:
           description:
@@ -3507,6 +3977,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: March'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND04:
           description:
@@ -3514,6 +3985,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: April'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND05:
           description:
@@ -3521,6 +3993,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: May'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND06:
           description:
@@ -3528,6 +4001,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: June'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND07:
           description:
@@ -3535,6 +4009,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: July'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND08:
           description:
@@ -3542,6 +4017,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: August'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND09:
           description:
@@ -3549,6 +4025,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: September'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND10:
           description:
@@ -3556,6 +4033,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: October'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND11:
           description:
@@ -3563,6 +4041,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: November'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND12:
           description:
@@ -3570,6 +4049,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: December'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - PTC_CNTRCT_ID_01:
           description:
@@ -3577,6 +4057,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: January'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-january
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_02:
           description:
@@ -3584,6 +4065,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: February'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-february
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_03:
           description:
@@ -3591,6 +4073,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: March'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-march
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_04:
           description:
@@ -3598,6 +4081,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: April'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-april
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_05:
           description:
@@ -3605,6 +4089,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: May'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-may
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_06:
           description:
@@ -3612,6 +4097,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: June'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-june
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_07:
           description:
@@ -3619,6 +4105,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: July'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-july
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_08:
           description:
@@ -3626,6 +4113,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: August'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-august
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_09:
           description:
@@ -3633,6 +4121,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: September'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-september
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_10:
           description:
@@ -3640,6 +4129,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: October'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-october
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_11:
           description:
@@ -3647,6 +4137,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: November'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-november
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_12:
           description:
@@ -3654,6 +4145,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: December'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-december
           type: VARCHAR(5)
       - PTC_PBP_ID_01:
           description:
@@ -3661,6 +4153,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-january
           type: VARCHAR(3)
       - PTC_PBP_ID_02:
           description:
@@ -3668,6 +4161,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-february
           type: VARCHAR(3)
       - PTC_PBP_ID_03:
           description:
@@ -3675,6 +4169,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-march
           type: VARCHAR(3)
       - PTC_PBP_ID_04:
           description:
@@ -3682,6 +4177,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-april
           type: VARCHAR(3)
       - PTC_PBP_ID_05:
           description:
@@ -3689,6 +4185,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-may
           type: VARCHAR(3)
       - PTC_PBP_ID_06:
           description:
@@ -3696,6 +4193,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-june
           type: VARCHAR(3)
       - PTC_PBP_ID_07:
           description:
@@ -3703,6 +4201,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-july
           type: VARCHAR(3)
       - PTC_PBP_ID_08:
           description:
@@ -3710,6 +4209,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-august
           type: VARCHAR(3)
       - PTC_PBP_ID_09:
           description:
@@ -3717,6 +4217,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-september
           type: VARCHAR(3)
       - PTC_PBP_ID_10:
           description:
@@ -3724,6 +4225,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-october
           type: VARCHAR(3)
       - PTC_PBP_ID_11:
           description:
@@ -3731,6 +4233,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-november
           type: VARCHAR(3)
       - PTC_PBP_ID_12:
           description:
@@ -3738,6 +4241,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-december
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_01:
           description:
@@ -3745,6 +4249,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-january
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_02:
           description:
@@ -3752,6 +4257,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-february
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_03:
           description:
@@ -3759,6 +4265,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-march
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_04:
           description:
@@ -3766,6 +4273,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-april
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_05:
           description:
@@ -3773,6 +4281,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-may
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_06:
           description:
@@ -3780,6 +4289,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-june
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_07:
           description:
@@ -3787,6 +4297,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-july
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_08:
           description:
@@ -3794,6 +4305,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-august
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_09:
           description:
@@ -3801,6 +4313,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-september
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_10:
           description:
@@ -3808,6 +4321,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-october
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_11:
           description:
@@ -3815,6 +4329,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-november
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_12:
           description:
@@ -3822,6 +4337,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-december
           type: VARCHAR(3)
       - PTDCNTRCT01:
           description:
@@ -3829,6 +4345,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: January'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-january
           type: VARCHAR(5)
       - PTDCNTRCT02:
           description:
@@ -3836,6 +4353,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: February'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-february
           type: VARCHAR(5)
       - PTDCNTRCT03:
           description:
@@ -3843,6 +4361,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: March'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-march
           type: VARCHAR(5)
       - PTDCNTRCT04:
           description:
@@ -3850,6 +4369,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: April'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-april
           type: VARCHAR(5)
       - PTDCNTRCT05:
           description:
@@ -3857,6 +4377,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: May'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-may
           type: VARCHAR(5)
       - PTDCNTRCT06:
           description:
@@ -3864,6 +4385,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: June'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-june
           type: VARCHAR(5)
       - PTDCNTRCT07:
           description:
@@ -3871,6 +4393,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: July'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-july
           type: VARCHAR(5)
       - PTDCNTRCT08:
           description:
@@ -3878,6 +4401,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: August'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-august
           type: VARCHAR(5)
       - PTDCNTRCT09:
           description:
@@ -3885,6 +4409,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: September'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-september
           type: VARCHAR(5)
       - PTDCNTRCT10:
           description:
@@ -3892,6 +4417,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: October'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-october
           type: VARCHAR(5)
       - PTDCNTRCT11:
           description:
@@ -3899,6 +4425,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: November'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-november
           type: VARCHAR(5)
       - PTDCNTRCT12:
           description:
@@ -3906,6 +4433,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: December'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-december
           type: VARCHAR(5)
       - PTDPBPID01:
           description:
@@ -3913,6 +4441,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-january
           type: VARCHAR(3)
       - PTDPBPID02:
           description:
@@ -3920,6 +4449,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-february
           type: VARCHAR(3)
       - PTDPBPID03:
           description:
@@ -3927,6 +4457,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-march
           type: VARCHAR(3)
       - PTDPBPID04:
           description:
@@ -3934,6 +4465,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-april
           type: VARCHAR(3)
       - PTDPBPID05:
           description:
@@ -3941,6 +4473,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-may
           type: VARCHAR(3)
       - PTDPBPID06:
           description:
@@ -3948,6 +4481,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-june
           type: VARCHAR(3)
       - PTDPBPID07:
           description:
@@ -3955,6 +4489,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-july
           type: VARCHAR(3)
       - PTDPBPID08:
           description:
@@ -3962,6 +4497,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-august
           type: VARCHAR(3)
       - PTDPBPID09:
           description:
@@ -3969,6 +4505,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-september
           type: VARCHAR(3)
       - PTDPBPID10:
           description:
@@ -3976,6 +4513,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-october
           type: VARCHAR(3)
       - PTDPBPID11:
           description:
@@ -3983,6 +4521,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-november
           type: VARCHAR(3)
       - PTDPBPID12:
           description:
@@ -3990,6 +4529,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-december
           type: VARCHAR(3)
       - SGMTID01:
           description:
@@ -3997,6 +4537,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-january
           type: VARCHAR(3)
       - SGMTID02:
           description:
@@ -4004,6 +4545,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-february
           type: VARCHAR(3)
       - SGMTID03:
           description:
@@ -4011,6 +4553,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-march
           type: VARCHAR(3)
       - SGMTID04:
           description:
@@ -4018,6 +4561,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-april
           type: VARCHAR(3)
       - SGMTID05:
           description:
@@ -4025,6 +4569,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-may
           type: VARCHAR(3)
       - SGMTID06:
           description:
@@ -4032,6 +4577,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-june
           type: VARCHAR(3)
       - SGMTID07:
           description:
@@ -4039,6 +4585,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-july
           type: VARCHAR(3)
       - SGMTID08:
           description:
@@ -4046,6 +4593,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-august
           type: VARCHAR(3)
       - SGMTID09:
           description:
@@ -4053,6 +4601,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-september
           type: VARCHAR(3)
       - SGMTID10:
           description:
@@ -4060,6 +4609,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-october
           type: VARCHAR(3)
       - SGMTID11:
           description:
@@ -4067,6 +4617,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-november
           type: VARCHAR(3)
       - SGMTID12:
           description:
@@ -4074,6 +4625,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-december
           type: VARCHAR(3)
       - RDSIND01:
           description:
@@ -4081,6 +4633,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: January'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-january
           type: VARCHAR(1)
       - RDSIND02:
           description:
@@ -4088,6 +4641,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: February'
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - RDSIND03:
           description:
@@ -4095,6 +4649,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: March'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-march
           type: VARCHAR(1)
       - RDSIND04:
           description:
@@ -4102,6 +4657,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: April'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-april
           type: VARCHAR(1)
       - RDSIND05:
           description:
@@ -4109,6 +4665,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: May'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-may
           type: VARCHAR(1)
       - RDSIND06:
           description:
@@ -4116,6 +4673,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: June'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-june
           type: VARCHAR(1)
       - RDSIND07:
           description:
@@ -4123,6 +4681,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: July'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-july
           type: VARCHAR(1)
       - RDSIND08:
           description:
@@ -4130,6 +4689,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: August'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-august
           type: VARCHAR(1)
       - RDSIND09:
           description:
@@ -4137,6 +4697,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: September'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-september
           type: VARCHAR(1)
       - RDSIND10:
           description:
@@ -4144,6 +4705,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: October'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-october
           type: VARCHAR(1)
       - RDSIND11:
           description:
@@ -4151,6 +4713,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: November'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-november
           type: VARCHAR(1)
       - RDSIND12:
           description:
@@ -4158,6 +4721,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: December'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-december
           type: VARCHAR(1)
       - DUAL_01:
           description:
@@ -4165,6 +4729,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: January'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-january
           type: VARCHAR(2)
       - DUAL_02:
           description:
@@ -4172,6 +4737,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: February'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-february
           type: VARCHAR(2)
       - DUAL_03:
           description:
@@ -4179,6 +4745,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: March'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-march
           type: VARCHAR(2)
       - DUAL_04:
           description:
@@ -4186,6 +4753,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: April'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-april
           type: VARCHAR(2)
       - DUAL_05:
           description:
@@ -4193,6 +4761,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: May'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-may
           type: VARCHAR(2)
       - DUAL_06:
           description:
@@ -4200,6 +4769,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: June'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-june
           type: VARCHAR(2)
       - DUAL_07:
           description:
@@ -4207,6 +4777,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: July'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-july
           type: VARCHAR(2)
       - DUAL_08:
           description:
@@ -4214,6 +4785,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: August'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-august
           type: VARCHAR(2)
       - DUAL_09:
           description:
@@ -4221,6 +4793,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: September'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-september
           type: VARCHAR(2)
       - DUAL_10:
           description:
@@ -4228,6 +4801,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: October'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-october
           type: VARCHAR(2)
       - DUAL_11:
           description:
@@ -4235,6 +4809,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: November'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-november
           type: VARCHAR(2)
       - DUAL_12:
           description:
@@ -4242,6 +4817,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: December'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-december
           type: VARCHAR(2)
       - CSTSHR01:
           description:
@@ -4249,6 +4825,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: January'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-january
           type: VARCHAR(2)
       - CSTSHR02:
           description:
@@ -4256,6 +4833,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: February'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-february
           type: VARCHAR(2)
       - CSTSHR03:
           description:
@@ -4263,6 +4841,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: March'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-march
           type: VARCHAR(2)
       - CSTSHR04:
           description:
@@ -4270,6 +4849,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: April'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-april
           type: VARCHAR(2)
       - CSTSHR05:
           description:
@@ -4277,6 +4857,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: May'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-may
           type: VARCHAR(2)
       - CSTSHR06:
           description:
@@ -4284,6 +4865,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: June'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-june
           type: VARCHAR(2)
       - CSTSHR07:
           description:
@@ -4291,6 +4873,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: July'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-july
           type: VARCHAR(2)
       - CSTSHR08:
           description:
@@ -4298,6 +4881,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: August'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-august
           type: VARCHAR(2)
       - CSTSHR09:
           description:
@@ -4305,6 +4889,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: September'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-september
           type: VARCHAR(2)
       - CSTSHR10:
           description:
@@ -4312,6 +4897,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: October'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-october
           type: VARCHAR(2)
       - CSTSHR11:
           description:
@@ -4319,6 +4905,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: November'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-november
           type: VARCHAR(2)
       - CSTSHR12:
           description:
@@ -4326,6 +4913,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: December'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-december
           type: VARCHAR(2)
       - FILE:
           description:
@@ -4334,6 +4922,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -4342,6 +4931,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -4349,6 +4939,7 @@ cms:
             text: SSA State Code
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -4359,6 +4950,7 @@ cms:
             text: Beneficiary Enrollment Reference Year
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (RFRNC_YR) STORED
             type: generated
@@ -4369,6 +4961,7 @@ cms:
             text: 5-digit ZIP Code
             width: 5.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (ZIP_CD) STORED
             type: generated
@@ -4391,6 +4984,7 @@ cms:
             text: Encrypted 723 Beneficiary ID
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - RFRNC_YR:
           description:
@@ -4398,6 +4992,7 @@ cms:
             original_type: NUM
             text: Beneficiary Enrollment Reference Year
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/reference-year-base
           type: INT
       - ENRL_SRC:
           description:
@@ -4405,6 +5000,7 @@ cms:
             original_type: CHAR
             text: Enrollment Source
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/enrollment-source
           type: VARCHAR(3)
       - SAMPLE_GROUP:
           description:
@@ -4412,6 +5008,7 @@ cms:
             original_type: CHAR
             text: Medicare 1, 5, or 20% Strict Sample Group Indicator
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-sample-group-indicator
           type: VARCHAR(2)
       - EFIVEPCT:
           description:
@@ -4419,6 +5016,7 @@ cms:
             original_type: CHAR
             text: Medicare Enhanced 5% Sample Indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/enhanced-medicare-5-sample-indicator
           type: VARCHAR(1)
       - CRNT_BIC:
           description:
@@ -4426,6 +5024,7 @@ cms:
             original_type: CHAR
             text: Current Beneficiary Identification Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/current-beneficiary-identification-code
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -4433,6 +5032,7 @@ cms:
             original_type: CHAR
             text: SSA State Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -4440,6 +5040,7 @@ cms:
             original_type: CHAR
             text: SSA County Code
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - ZIP_CD:
           description:
@@ -4447,6 +5048,7 @@ cms:
             original_type: CHAR
             text: 5-digit ZIP Code
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_01:
           description:
@@ -4454,6 +5056,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: January'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-january
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_02:
           description:
@@ -4461,6 +5064,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: February'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-february
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_03:
           description:
@@ -4468,6 +5072,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: March'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-march
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_04:
           description:
@@ -4475,6 +5080,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: April'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-april
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_05:
           description:
@@ -4482,6 +5088,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: May'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-may
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_06:
           description:
@@ -4489,6 +5096,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: June'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-june
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_07:
           description:
@@ -4496,6 +5104,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: July'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-july
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_08:
           description:
@@ -4503,6 +5112,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: August'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-august
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_09:
           description:
@@ -4510,6 +5120,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: September'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-september
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_10:
           description:
@@ -4517,6 +5128,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: October'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-october
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_11:
           description:
@@ -4524,6 +5136,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: November'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-november
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_12:
           description:
@@ -4531,6 +5144,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: December'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-december
           type: VARCHAR(5)
       - AGE:
           description:
@@ -4538,6 +5152,7 @@ cms:
             original_type: NUM
             text: Age at the End of the Reference Year
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/age-beneficiary-end-year
           type: INT
       - BENE_DOB:
           description:
@@ -4545,6 +5160,7 @@ cms:
             original_type: DATE
             text: Beneficiary Date of Birth
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-date-birth
           type: DATE
       - V_DOD_SW:
           description:
@@ -4552,6 +5168,7 @@ cms:
             original_type: CHAR
             text: Valid Date of Death Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: VARCHAR(1)
       - DEATH_DT:
           description:
@@ -4559,6 +5176,7 @@ cms:
             original_type: DATE
             text: Beneficiary Date of Death
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - SEX:
           description:
@@ -4566,6 +5184,7 @@ cms:
             original_type: CHAR
             text: Sex
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -4573,6 +5192,7 @@ cms:
             original_type: CHAR
             text: Beneficiary Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - RTI_RACE_CD:
           description:
@@ -4580,6 +5200,7 @@ cms:
             original_type: CHAR
             text: Research Triangle Institute (RTI) Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/research-triangle-institute-rti-race-code
           type: VARCHAR(1)
       - COVSTART:
           description:
@@ -4587,6 +5208,7 @@ cms:
             original_type: DATE
             text: Medicare Coverage Start Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/medicare-coverage-start-date
           type: DATE
       - OREC:
           description:
@@ -4594,6 +5216,7 @@ cms:
             original_type: CHAR
             text: Original Reason for Entitlement Code
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - CREC:
           description:
@@ -4601,6 +5224,7 @@ cms:
             original_type: CHAR
             text: Current Reason for Entitlement Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-current-reason-entitlement-code-crec
           type: VARCHAR(1)
       - ESRD_IND:
           description:
@@ -4608,6 +5232,7 @@ cms:
             original_type: CHAR
             text: End-Stage Renal Disease (ESRD) Indicator
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - MDCR_STUS_CD_01:
           description:
@@ -4615,6 +5240,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: January'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-january
           type: VARCHAR(2)
       - MDCR_STUS_CD_02:
           description:
@@ -4622,6 +5248,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: February'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-february
           type: VARCHAR(2)
       - MDCR_STUS_CD_03:
           description:
@@ -4629,6 +5256,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: March'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-march
           type: VARCHAR(2)
       - MDCR_STUS_CD_04:
           description:
@@ -4636,6 +5264,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: April'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-april
           type: VARCHAR(2)
       - MDCR_STUS_CD_05:
           description:
@@ -4643,6 +5272,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: May'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-may
           type: VARCHAR(2)
       - MDCR_STUS_CD_06:
           description:
@@ -4650,6 +5280,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: June'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-june
           type: VARCHAR(2)
       - MDCR_STUS_CD_07:
           description:
@@ -4657,6 +5288,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: July'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-july
           type: VARCHAR(2)
       - MDCR_STUS_CD_08:
           description:
@@ -4664,6 +5296,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: August'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-august
           type: VARCHAR(2)
       - MDCR_STUS_CD_09:
           description:
@@ -4671,6 +5304,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: September'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-september
           type: VARCHAR(2)
       - MDCR_STUS_CD_10:
           description:
@@ -4678,6 +5312,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: October'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-october
           type: VARCHAR(2)
       - MDCR_STUS_CD_11:
           description:
@@ -4685,6 +5320,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: November'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-november
           type: VARCHAR(2)
       - MDCR_STUS_CD_12:
           description:
@@ -4692,6 +5328,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: December'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-december
           type: VARCHAR(2)
       - A_TRM_CD:
           description:
@@ -4699,6 +5336,7 @@ cms:
             original_type: CHAR
             text: Part A Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-termination-code
           type: VARCHAR(1)
       - B_TRM_CD:
           description:
@@ -4706,6 +5344,7 @@ cms:
             original_type: CHAR
             text: Part B Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-b-termination-code
           type: VARCHAR(1)
       - A_MO_CNT:
           description:
@@ -4713,6 +5352,7 @@ cms:
             original_type: NUM
             text: Hospital Insurance (HI) Coverage Months Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-months-count
           type: INT
       - B_MO_CNT:
           description:
@@ -4720,6 +5360,7 @@ cms:
             original_type: NUM
             text: Supplemental Medical Insurance (SMI) Coverage Months Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-b-months-count
           type: INT
       - BUYIN_MO:
           description:
@@ -4727,6 +5368,7 @@ cms:
             original_type: NUM
             text: State Buy-In (SBI) Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/state-buy-coverage-count
           type: INT
       - HMO_MO:
           description:
@@ -4734,6 +5376,7 @@ cms:
             original_type: NUM
             text: Health Maintenance Organization (HMO) Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/hmo-coverage-count
           type: INT
       - PTD_MO:
           description:
@@ -4741,6 +5384,7 @@ cms:
             original_type: NUM
             text: Part D Contract Plan Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/months-part-d-coverage
           type: INT
       - RDS_MO:
           description:
@@ -4748,6 +5392,7 @@ cms:
             original_type: NUM
             text: Retiree Drug Subsidy (RDS) Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/months-retiree-drug-subsidy-coverage
           type: INT
       - DUAL_MO:
           description:
@@ -4755,6 +5400,7 @@ cms:
             original_type: NUM
             text: Medicaid Dual Eligible Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/months-dual-eligibility
           type: INT
       - BUYIN01:
           description:
@@ -4762,6 +5408,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: January'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator-november-0
           type: VARCHAR(1)
       - BUYIN02:
           description:
@@ -4769,6 +5416,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: February'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN03:
           description:
@@ -4776,6 +5424,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: March'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN04:
           description:
@@ -4783,6 +5432,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: April'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN05:
           description:
@@ -4790,6 +5440,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: May'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN06:
           description:
@@ -4797,6 +5448,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: June'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN07:
           description:
@@ -4804,6 +5456,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: July'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN08:
           description:
@@ -4811,6 +5464,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: August'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN09:
           description:
@@ -4818,6 +5472,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: September'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN10:
           description:
@@ -4825,6 +5480,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: October'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN11:
           description:
@@ -4832,6 +5488,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: November'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN12:
           description:
@@ -4839,6 +5496,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: December'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - HMOIND01:
           description:
@@ -4846,6 +5504,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: January'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND02:
           description:
@@ -4853,6 +5512,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: February'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND03:
           description:
@@ -4860,6 +5520,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: March'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND04:
           description:
@@ -4867,6 +5528,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: April'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND05:
           description:
@@ -4874,6 +5536,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: May'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND06:
           description:
@@ -4881,6 +5544,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: June'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND07:
           description:
@@ -4888,6 +5552,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: July'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND08:
           description:
@@ -4895,6 +5560,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: August'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND09:
           description:
@@ -4902,6 +5568,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: September'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND10:
           description:
@@ -4909,6 +5576,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: October'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND11:
           description:
@@ -4916,6 +5584,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: November'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND12:
           description:
@@ -4923,6 +5592,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: December'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - PTC_CNTRCT_ID_01:
           description:
@@ -4930,6 +5600,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: January'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-january
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_02:
           description:
@@ -4937,6 +5608,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: February'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-february
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_03:
           description:
@@ -4944,6 +5616,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: March'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-march
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_04:
           description:
@@ -4951,6 +5624,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: April'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-april
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_05:
           description:
@@ -4958,6 +5632,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: May'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-may
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_06:
           description:
@@ -4965,6 +5640,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: June'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-june
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_07:
           description:
@@ -4972,6 +5648,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: July'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-july
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_08:
           description:
@@ -4979,6 +5656,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: August'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-august
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_09:
           description:
@@ -4986,6 +5664,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: September'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-september
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_10:
           description:
@@ -4993,6 +5672,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: October'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-october
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_11:
           description:
@@ -5000,6 +5680,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: November'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-november
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_12:
           description:
@@ -5007,6 +5688,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: December'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-december
           type: VARCHAR(5)
       - PTC_PBP_ID_01:
           description:
@@ -5014,6 +5696,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-january
           type: VARCHAR(3)
       - PTC_PBP_ID_02:
           description:
@@ -5021,6 +5704,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-february
           type: VARCHAR(3)
       - PTC_PBP_ID_03:
           description:
@@ -5028,6 +5712,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-march
           type: VARCHAR(3)
       - PTC_PBP_ID_04:
           description:
@@ -5035,6 +5720,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-april
           type: VARCHAR(3)
       - PTC_PBP_ID_05:
           description:
@@ -5042,6 +5728,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-may
           type: VARCHAR(3)
       - PTC_PBP_ID_06:
           description:
@@ -5049,6 +5736,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-june
           type: VARCHAR(3)
       - PTC_PBP_ID_07:
           description:
@@ -5056,6 +5744,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-july
           type: VARCHAR(3)
       - PTC_PBP_ID_08:
           description:
@@ -5063,6 +5752,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-august
           type: VARCHAR(3)
       - PTC_PBP_ID_09:
           description:
@@ -5070,6 +5760,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-september
           type: VARCHAR(3)
       - PTC_PBP_ID_10:
           description:
@@ -5077,6 +5768,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-october
           type: VARCHAR(3)
       - PTC_PBP_ID_11:
           description:
@@ -5084,6 +5776,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-november
           type: VARCHAR(3)
       - PTC_PBP_ID_12:
           description:
@@ -5091,6 +5784,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-december
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_01:
           description:
@@ -5098,6 +5792,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-january
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_02:
           description:
@@ -5105,6 +5800,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-february
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_03:
           description:
@@ -5112,6 +5808,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-march
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_04:
           description:
@@ -5119,6 +5816,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-april
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_05:
           description:
@@ -5126,6 +5824,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-may
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_06:
           description:
@@ -5133,6 +5832,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-june
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_07:
           description:
@@ -5140,6 +5840,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-july
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_08:
           description:
@@ -5147,6 +5848,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-august
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_09:
           description:
@@ -5154,6 +5856,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-september
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_10:
           description:
@@ -5161,6 +5864,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-october
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_11:
           description:
@@ -5168,6 +5872,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-november
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_12:
           description:
@@ -5175,6 +5880,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-december
           type: VARCHAR(3)
       - PTDCNTRCT01:
           description:
@@ -5182,6 +5888,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: January'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-january
           type: VARCHAR(5)
       - PTDCNTRCT02:
           description:
@@ -5189,6 +5896,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: February'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-february
           type: VARCHAR(5)
       - PTDCNTRCT03:
           description:
@@ -5196,6 +5904,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: March'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-march
           type: VARCHAR(5)
       - PTDCNTRCT04:
           description:
@@ -5203,6 +5912,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: April'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-april
           type: VARCHAR(5)
       - PTDCNTRCT05:
           description:
@@ -5210,6 +5920,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: May'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-may
           type: VARCHAR(5)
       - PTDCNTRCT06:
           description:
@@ -5217,6 +5928,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: June'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-june
           type: VARCHAR(5)
       - PTDCNTRCT07:
           description:
@@ -5224,6 +5936,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: July'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-july
           type: VARCHAR(5)
       - PTDCNTRCT08:
           description:
@@ -5231,6 +5944,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: August'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-august
           type: VARCHAR(5)
       - PTDCNTRCT09:
           description:
@@ -5238,6 +5952,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: September'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-september
           type: VARCHAR(5)
       - PTDCNTRCT10:
           description:
@@ -5245,6 +5960,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: October'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-october
           type: VARCHAR(5)
       - PTDCNTRCT11:
           description:
@@ -5252,6 +5968,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: November'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-november
           type: VARCHAR(5)
       - PTDCNTRCT12:
           description:
@@ -5259,6 +5976,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: December'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-december
           type: VARCHAR(5)
       - PTDPBPID01:
           description:
@@ -5266,6 +5984,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-january
           type: VARCHAR(3)
       - PTDPBPID02:
           description:
@@ -5273,6 +5992,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-february
           type: VARCHAR(3)
       - PTDPBPID03:
           description:
@@ -5280,6 +6000,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-march
           type: VARCHAR(3)
       - PTDPBPID04:
           description:
@@ -5287,6 +6008,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-april
           type: VARCHAR(3)
       - PTDPBPID05:
           description:
@@ -5294,6 +6016,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-may
           type: VARCHAR(3)
       - PTDPBPID06:
           description:
@@ -5301,6 +6024,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-june
           type: VARCHAR(3)
       - PTDPBPID07:
           description:
@@ -5308,6 +6032,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-july
           type: VARCHAR(3)
       - PTDPBPID08:
           description:
@@ -5315,6 +6040,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-august
           type: VARCHAR(3)
       - PTDPBPID09:
           description:
@@ -5322,6 +6048,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-september
           type: VARCHAR(3)
       - PTDPBPID10:
           description:
@@ -5329,6 +6056,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-october
           type: VARCHAR(3)
       - PTDPBPID11:
           description:
@@ -5336,6 +6064,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-november
           type: VARCHAR(3)
       - PTDPBPID12:
           description:
@@ -5343,6 +6072,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-december
           type: VARCHAR(3)
       - SGMTID01:
           description:
@@ -5350,6 +6080,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-january
           type: VARCHAR(3)
       - SGMTID02:
           description:
@@ -5357,6 +6088,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-february
           type: VARCHAR(3)
       - SGMTID03:
           description:
@@ -5364,6 +6096,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-march
           type: VARCHAR(3)
       - SGMTID04:
           description:
@@ -5371,6 +6104,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-april
           type: VARCHAR(3)
       - SGMTID05:
           description:
@@ -5378,6 +6112,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-may
           type: VARCHAR(3)
       - SGMTID06:
           description:
@@ -5385,6 +6120,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-june
           type: VARCHAR(3)
       - SGMTID07:
           description:
@@ -5392,6 +6128,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-july
           type: VARCHAR(3)
       - SGMTID08:
           description:
@@ -5399,6 +6136,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-august
           type: VARCHAR(3)
       - SGMTID09:
           description:
@@ -5406,6 +6144,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-september
           type: VARCHAR(3)
       - SGMTID10:
           description:
@@ -5413,6 +6152,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-october
           type: VARCHAR(3)
       - SGMTID11:
           description:
@@ -5420,6 +6160,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-november
           type: VARCHAR(3)
       - SGMTID12:
           description:
@@ -5427,6 +6168,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-december
           type: VARCHAR(3)
       - RDSIND01:
           description:
@@ -5434,6 +6176,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: January'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-january
           type: VARCHAR(1)
       - RDSIND02:
           description:
@@ -5441,6 +6184,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: February'
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - RDSIND03:
           description:
@@ -5448,6 +6192,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: March'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-march
           type: VARCHAR(1)
       - RDSIND04:
           description:
@@ -5455,6 +6200,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: April'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-april
           type: VARCHAR(1)
       - RDSIND05:
           description:
@@ -5462,6 +6208,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: May'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-may
           type: VARCHAR(1)
       - RDSIND06:
           description:
@@ -5469,6 +6216,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: June'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-june
           type: VARCHAR(1)
       - RDSIND07:
           description:
@@ -5476,6 +6224,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: July'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-july
           type: VARCHAR(1)
       - RDSIND08:
           description:
@@ -5483,6 +6232,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: August'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-august
           type: VARCHAR(1)
       - RDSIND09:
           description:
@@ -5490,6 +6240,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: September'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-september
           type: VARCHAR(1)
       - RDSIND10:
           description:
@@ -5497,6 +6248,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: October'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-october
           type: VARCHAR(1)
       - RDSIND11:
           description:
@@ -5504,6 +6256,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: November'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-november
           type: VARCHAR(1)
       - RDSIND12:
           description:
@@ -5511,6 +6264,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: December'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-december
           type: VARCHAR(1)
       - DUAL_01:
           description:
@@ -5518,6 +6272,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: January'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-january
           type: VARCHAR(2)
       - DUAL_02:
           description:
@@ -5525,6 +6280,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: February'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-february
           type: VARCHAR(2)
       - DUAL_03:
           description:
@@ -5532,6 +6288,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: March'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-march
           type: VARCHAR(2)
       - DUAL_04:
           description:
@@ -5539,6 +6296,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: April'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-april
           type: VARCHAR(2)
       - DUAL_05:
           description:
@@ -5546,6 +6304,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: May'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-may
           type: VARCHAR(2)
       - DUAL_06:
           description:
@@ -5553,6 +6312,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: June'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-june
           type: VARCHAR(2)
       - DUAL_07:
           description:
@@ -5560,6 +6320,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: July'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-july
           type: VARCHAR(2)
       - DUAL_08:
           description:
@@ -5567,6 +6328,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: August'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-august
           type: VARCHAR(2)
       - DUAL_09:
           description:
@@ -5574,6 +6336,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: September'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-september
           type: VARCHAR(2)
       - DUAL_10:
           description:
@@ -5581,6 +6344,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: October'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-october
           type: VARCHAR(2)
       - DUAL_11:
           description:
@@ -5588,6 +6352,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: November'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-november
           type: VARCHAR(2)
       - DUAL_12:
           description:
@@ -5595,6 +6360,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: December'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-december
           type: VARCHAR(2)
       - CSTSHR01:
           description:
@@ -5602,6 +6368,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: January'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-january
           type: VARCHAR(2)
       - CSTSHR02:
           description:
@@ -5609,6 +6376,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: February'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-february
           type: VARCHAR(2)
       - CSTSHR03:
           description:
@@ -5616,6 +6384,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: March'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-march
           type: VARCHAR(2)
       - CSTSHR04:
           description:
@@ -5623,6 +6392,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: April'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-april
           type: VARCHAR(2)
       - CSTSHR05:
           description:
@@ -5630,6 +6400,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: May'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-may
           type: VARCHAR(2)
       - CSTSHR06:
           description:
@@ -5637,6 +6408,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: June'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-june
           type: VARCHAR(2)
       - CSTSHR07:
           description:
@@ -5644,6 +6416,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: July'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-july
           type: VARCHAR(2)
       - CSTSHR08:
           description:
@@ -5651,6 +6424,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: August'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-august
           type: VARCHAR(2)
       - CSTSHR09:
           description:
@@ -5658,6 +6432,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: September'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-september
           type: VARCHAR(2)
       - CSTSHR10:
           description:
@@ -5665,6 +6440,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: October'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-october
           type: VARCHAR(2)
       - CSTSHR11:
           description:
@@ -5672,6 +6448,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: November'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-november
           type: VARCHAR(2)
       - CSTSHR12:
           description:
@@ -5679,6 +6456,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: December'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-december
           type: VARCHAR(2)
       - FILE:
           description:
@@ -5687,6 +6465,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -5695,6 +6474,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -5702,6 +6482,7 @@ cms:
             text: SSA State Code
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -5712,6 +6493,7 @@ cms:
             text: Beneficiary Enrollment Reference Year
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (RFRNC_YR) STORED
             type: generated
@@ -5722,6 +6504,7 @@ cms:
             text: 5-digit ZIP Code
             width: 5.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (ZIP_CD) STORED
             type: generated
@@ -5744,6 +6527,7 @@ cms:
             text: Encrypted 723 Beneficiary ID
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - RFRNC_YR:
           description:
@@ -5751,6 +6535,7 @@ cms:
             original_type: NUM
             text: Beneficiary Enrollment Reference Year
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/reference-year-base
           type: INT
       - ENRL_SRC:
           description:
@@ -5758,6 +6543,7 @@ cms:
             original_type: CHAR
             text: Enrollment Source
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/enrollment-source
           type: VARCHAR(3)
       - SAMPLE_GROUP:
           description:
@@ -5765,6 +6551,7 @@ cms:
             original_type: CHAR
             text: Medicare 1, 5, or 20% Strict Sample Group Indicator
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-sample-group-indicator
           type: VARCHAR(2)
       - EFIVEPCT:
           description:
@@ -5772,6 +6559,7 @@ cms:
             original_type: CHAR
             text: Medicare Enhanced 5% Sample Indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/enhanced-medicare-5-sample-indicator
           type: VARCHAR(1)
       - CRNT_BIC:
           description:
@@ -5779,6 +6567,7 @@ cms:
             original_type: CHAR
             text: Current Beneficiary Identification Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/current-beneficiary-identification-code
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -5786,6 +6575,7 @@ cms:
             original_type: CHAR
             text: SSA State Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -5793,6 +6583,7 @@ cms:
             original_type: CHAR
             text: SSA County Code
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - ZIP_CD:
           description:
@@ -5800,6 +6591,7 @@ cms:
             original_type: CHAR
             text: 5-digit ZIP Code
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_01:
           description:
@@ -5807,6 +6599,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: January'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-january
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_02:
           description:
@@ -5814,6 +6607,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: February'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-february
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_03:
           description:
@@ -5821,6 +6615,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: March'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-march
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_04:
           description:
@@ -5828,6 +6623,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: April'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-april
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_05:
           description:
@@ -5835,6 +6631,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: May'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-may
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_06:
           description:
@@ -5842,6 +6639,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: June'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-june
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_07:
           description:
@@ -5849,6 +6647,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: July'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-july
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_08:
           description:
@@ -5856,6 +6655,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: August'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-august
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_09:
           description:
@@ -5863,6 +6663,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: September'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-september
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_10:
           description:
@@ -5870,6 +6671,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: October'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-october
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_11:
           description:
@@ -5877,6 +6679,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: November'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-november
           type: VARCHAR(5)
       - STATE_CNTY_FIPS_CD_12:
           description:
@@ -5884,6 +6687,7 @@ cms:
             original_type: CHAR
             text: 'FIPS State-County Code: December'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/state-and-county-fips-code-december
           type: VARCHAR(5)
       - AGE:
           description:
@@ -5891,6 +6695,7 @@ cms:
             original_type: NUM
             text: Age at the End of the Reference Year
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/age-beneficiary-end-year
           type: INT
       - BENE_DOB:
           description:
@@ -5898,6 +6703,7 @@ cms:
             original_type: DATE
             text: Beneficiary Date of Birth
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-date-birth
           type: DATE
       - V_DOD_SW:
           description:
@@ -5905,6 +6711,7 @@ cms:
             original_type: CHAR
             text: Valid Date of Death Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: VARCHAR(1)
       - DEATH_DT:
           description:
@@ -5912,6 +6719,7 @@ cms:
             original_type: DATE
             text: Beneficiary Date of Death
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - SEX:
           description:
@@ -5919,6 +6727,7 @@ cms:
             original_type: CHAR
             text: Sex
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -5926,6 +6735,7 @@ cms:
             original_type: CHAR
             text: Beneficiary Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - RTI_RACE_CD:
           description:
@@ -5933,6 +6743,7 @@ cms:
             original_type: CHAR
             text: Research Triangle Institute (RTI) Race Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/research-triangle-institute-rti-race-code
           type: VARCHAR(1)
       - COVSTART:
           description:
@@ -5940,6 +6751,7 @@ cms:
             original_type: DATE
             text: Medicare Coverage Start Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/medicare-coverage-start-date
           type: DATE
       - OREC:
           description:
@@ -5947,6 +6759,7 @@ cms:
             original_type: CHAR
             text: Original Reason for Entitlement Code
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - CREC:
           description:
@@ -5954,6 +6767,7 @@ cms:
             original_type: CHAR
             text: Current Reason for Entitlement Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-current-reason-entitlement-code-crec
           type: VARCHAR(1)
       - ESRD_IND:
           description:
@@ -5961,6 +6775,7 @@ cms:
             original_type: CHAR
             text: End-Stage Renal Disease (ESRD) Indicator
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - MDCR_STUS_CD_01:
           description:
@@ -5968,6 +6783,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: January'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-january
           type: VARCHAR(2)
       - MDCR_STUS_CD_02:
           description:
@@ -5975,6 +6791,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: February'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-february
           type: VARCHAR(2)
       - MDCR_STUS_CD_03:
           description:
@@ -5982,6 +6799,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: March'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-march
           type: VARCHAR(2)
       - MDCR_STUS_CD_04:
           description:
@@ -5989,6 +6807,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: April'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-april
           type: VARCHAR(2)
       - MDCR_STUS_CD_05:
           description:
@@ -5996,6 +6815,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: May'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-may
           type: VARCHAR(2)
       - MDCR_STUS_CD_06:
           description:
@@ -6003,6 +6823,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: June'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-june
           type: VARCHAR(2)
       - MDCR_STUS_CD_07:
           description:
@@ -6010,6 +6831,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: July'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-july
           type: VARCHAR(2)
       - MDCR_STUS_CD_08:
           description:
@@ -6017,6 +6839,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: August'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-august
           type: VARCHAR(2)
       - MDCR_STUS_CD_09:
           description:
@@ -6024,6 +6847,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: September'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-september
           type: VARCHAR(2)
       - MDCR_STUS_CD_10:
           description:
@@ -6031,6 +6855,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: October'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-october
           type: VARCHAR(2)
       - MDCR_STUS_CD_11:
           description:
@@ -6038,6 +6863,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: November'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-november
           type: VARCHAR(2)
       - MDCR_STUS_CD_12:
           description:
@@ -6045,6 +6871,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Status Code: December'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medicare-status-code-december
           type: VARCHAR(2)
       - A_TRM_CD:
           description:
@@ -6052,6 +6879,7 @@ cms:
             original_type: CHAR
             text: Part A Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-termination-code
           type: VARCHAR(1)
       - B_TRM_CD:
           description:
@@ -6059,6 +6887,7 @@ cms:
             original_type: CHAR
             text: Part B Termination Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-b-termination-code
           type: VARCHAR(1)
       - A_MO_CNT:
           description:
@@ -6066,6 +6895,7 @@ cms:
             original_type: NUM
             text: Hospital Insurance (HI) Coverage Months Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-months-count
           type: INT
       - B_MO_CNT:
           description:
@@ -6073,6 +6903,7 @@ cms:
             original_type: NUM
             text: Supplemental Medical Insurance (SMI) Coverage Months Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-b-months-count
           type: INT
       - BUYIN_MO:
           description:
@@ -6080,6 +6911,7 @@ cms:
             original_type: NUM
             text: State Buy-In (SBI) Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/state-buy-coverage-count
           type: INT
       - HMO_MO:
           description:
@@ -6087,6 +6919,7 @@ cms:
             original_type: NUM
             text: Health Maintenance Organization (HMO) Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/hmo-coverage-count
           type: INT
       - PTD_MO:
           description:
@@ -6094,6 +6927,7 @@ cms:
             original_type: NUM
             text: Part D Contract Plan Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/months-part-d-coverage
           type: INT
       - RDS_MO:
           description:
@@ -6101,6 +6935,7 @@ cms:
             original_type: NUM
             text: Retiree Drug Subsidy (RDS) Coverage Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/months-retiree-drug-subsidy-coverage
           type: INT
       - DUAL_MO:
           description:
@@ -6108,6 +6943,7 @@ cms:
             original_type: NUM
             text: Medicaid Dual Eligible Months
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/months-dual-eligibility
           type: INT
       - BUYIN01:
           description:
@@ -6115,6 +6951,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: January'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator-november-0
           type: VARCHAR(1)
       - BUYIN02:
           description:
@@ -6122,6 +6959,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: February'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN03:
           description:
@@ -6129,6 +6967,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: March'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN04:
           description:
@@ -6136,6 +6975,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: April'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN05:
           description:
@@ -6143,6 +6983,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: May'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN06:
           description:
@@ -6150,6 +6991,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: June'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN07:
           description:
@@ -6157,6 +6999,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: July'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN08:
           description:
@@ -6164,6 +7007,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: August'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN09:
           description:
@@ -6171,6 +7015,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: September'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN10:
           description:
@@ -6178,6 +7023,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: October'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN11:
           description:
@@ -6185,6 +7031,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: November'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - BUYIN12:
           description:
@@ -6192,6 +7039,7 @@ cms:
             original_type: CHAR
             text: 'Medicare Entitlement/ Buy-In Indicator: December'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator
           type: VARCHAR(1)
       - HMOIND01:
           description:
@@ -6199,6 +7047,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: January'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND02:
           description:
@@ -6206,6 +7055,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: February'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND03:
           description:
@@ -6213,6 +7063,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: March'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND04:
           description:
@@ -6220,6 +7071,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: April'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND05:
           description:
@@ -6227,6 +7079,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: May'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND06:
           description:
@@ -6234,6 +7087,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: June'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND07:
           description:
@@ -6241,6 +7095,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: July'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND08:
           description:
@@ -6248,6 +7103,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: August'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND09:
           description:
@@ -6255,6 +7111,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: September'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND10:
           description:
@@ -6262,6 +7119,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: October'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND11:
           description:
@@ -6269,6 +7127,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: November'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - HMOIND12:
           description:
@@ -6276,6 +7135,7 @@ cms:
             original_type: CHAR
             text: 'HMO Indicator: December'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hmo-indicator
           type: VARCHAR(1)
       - PTC_CNTRCT_ID_01:
           description:
@@ -6283,6 +7143,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: January'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-january
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_02:
           description:
@@ -6290,6 +7151,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: February'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-february
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_03:
           description:
@@ -6297,6 +7159,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: March'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-march
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_04:
           description:
@@ -6304,6 +7167,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: April'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-april
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_05:
           description:
@@ -6311,6 +7175,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: May'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-may
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_06:
           description:
@@ -6318,6 +7183,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: June'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-june
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_07:
           description:
@@ -6325,6 +7191,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: July'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-july
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_08:
           description:
@@ -6332,6 +7199,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: August'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-august
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_09:
           description:
@@ -6339,6 +7207,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: September'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-september
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_10:
           description:
@@ -6346,6 +7215,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: October'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-october
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_11:
           description:
@@ -6353,6 +7223,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: November'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-november
           type: VARCHAR(5)
       - PTC_CNTRCT_ID_12:
           description:
@@ -6360,6 +7231,7 @@ cms:
             original_type: CHAR
             text: 'Part C Contract ID: December'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/part-c-contract-number-december
           type: VARCHAR(5)
       - PTC_PBP_ID_01:
           description:
@@ -6367,6 +7239,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-january
           type: VARCHAR(3)
       - PTC_PBP_ID_02:
           description:
@@ -6374,6 +7247,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-february
           type: VARCHAR(3)
       - PTC_PBP_ID_03:
           description:
@@ -6381,6 +7255,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-march
           type: VARCHAR(3)
       - PTC_PBP_ID_04:
           description:
@@ -6388,6 +7263,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-april
           type: VARCHAR(3)
       - PTC_PBP_ID_05:
           description:
@@ -6395,6 +7271,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-may
           type: VARCHAR(3)
       - PTC_PBP_ID_06:
           description:
@@ -6402,6 +7279,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-june
           type: VARCHAR(3)
       - PTC_PBP_ID_07:
           description:
@@ -6409,6 +7287,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-july
           type: VARCHAR(3)
       - PTC_PBP_ID_08:
           description:
@@ -6416,6 +7295,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-august
           type: VARCHAR(3)
       - PTC_PBP_ID_09:
           description:
@@ -6423,6 +7303,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-september
           type: VARCHAR(3)
       - PTC_PBP_ID_10:
           description:
@@ -6430,6 +7311,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-october
           type: VARCHAR(3)
       - PTC_PBP_ID_11:
           description:
@@ -6437,6 +7319,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-november
           type: VARCHAR(3)
       - PTC_PBP_ID_12:
           description:
@@ -6444,6 +7327,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Benefit Package ID: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-pbp-number-december
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_01:
           description:
@@ -6451,6 +7335,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-january
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_02:
           description:
@@ -6458,6 +7343,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-february
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_03:
           description:
@@ -6465,6 +7351,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-march
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_04:
           description:
@@ -6472,6 +7359,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-april
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_05:
           description:
@@ -6479,6 +7367,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-may
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_06:
           description:
@@ -6486,6 +7375,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-june
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_07:
           description:
@@ -6493,6 +7383,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-july
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_08:
           description:
@@ -6500,6 +7391,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-august
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_09:
           description:
@@ -6507,6 +7399,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-september
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_10:
           description:
@@ -6514,6 +7407,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-october
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_11:
           description:
@@ -6521,6 +7415,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-november
           type: VARCHAR(3)
       - PTC_PLAN_TYPE_CD_12:
           description:
@@ -6528,6 +7423,7 @@ cms:
             original_type: CHAR
             text: 'Part C Plan Type Code: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/part-c-plan-type-code-december
           type: VARCHAR(3)
       - PTDCNTRCT01:
           description:
@@ -6535,6 +7431,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: January'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-january
           type: VARCHAR(5)
       - PTDCNTRCT02:
           description:
@@ -6542,6 +7439,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: February'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-february
           type: VARCHAR(5)
       - PTDCNTRCT03:
           description:
@@ -6549,6 +7447,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: March'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-march
           type: VARCHAR(5)
       - PTDCNTRCT04:
           description:
@@ -6556,6 +7455,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: April'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-april
           type: VARCHAR(5)
       - PTDCNTRCT05:
           description:
@@ -6563,6 +7463,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: May'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-may
           type: VARCHAR(5)
       - PTDCNTRCT06:
           description:
@@ -6570,6 +7471,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: June'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-june
           type: VARCHAR(5)
       - PTDCNTRCT07:
           description:
@@ -6577,6 +7479,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: July'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-july
           type: VARCHAR(5)
       - PTDCNTRCT08:
           description:
@@ -6584,6 +7487,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: August'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-august
           type: VARCHAR(5)
       - PTDCNTRCT09:
           description:
@@ -6591,6 +7495,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: September'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-september
           type: VARCHAR(5)
       - PTDCNTRCT10:
           description:
@@ -6598,6 +7503,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: October'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-october
           type: VARCHAR(5)
       - PTDCNTRCT11:
           description:
@@ -6605,6 +7511,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: November'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-november
           type: VARCHAR(5)
       - PTDCNTRCT12:
           description:
@@ -6612,6 +7519,7 @@ cms:
             original_type: CHAR
             text: 'Part D Contract ID: December'
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-december
           type: VARCHAR(5)
       - PTDPBPID01:
           description:
@@ -6619,6 +7527,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-january
           type: VARCHAR(3)
       - PTDPBPID02:
           description:
@@ -6626,6 +7535,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-february
           type: VARCHAR(3)
       - PTDPBPID03:
           description:
@@ -6633,6 +7543,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-march
           type: VARCHAR(3)
       - PTDPBPID04:
           description:
@@ -6640,6 +7551,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-april
           type: VARCHAR(3)
       - PTDPBPID05:
           description:
@@ -6647,6 +7559,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-may
           type: VARCHAR(3)
       - PTDPBPID06:
           description:
@@ -6654,6 +7567,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-june
           type: VARCHAR(3)
       - PTDPBPID07:
           description:
@@ -6661,6 +7575,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-july
           type: VARCHAR(3)
       - PTDPBPID08:
           description:
@@ -6668,6 +7583,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-august
           type: VARCHAR(3)
       - PTDPBPID09:
           description:
@@ -6675,6 +7591,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-september
           type: VARCHAR(3)
       - PTDPBPID10:
           description:
@@ -6682,6 +7599,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-october
           type: VARCHAR(3)
       - PTDPBPID11:
           description:
@@ -6689,6 +7607,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-november
           type: VARCHAR(3)
       - PTDPBPID12:
           description:
@@ -6696,6 +7615,7 @@ cms:
             original_type: CHAR
             text: 'Part D Plan Benefit Package ID: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-december
           type: VARCHAR(3)
       - SGMTID01:
           description:
@@ -6703,6 +7623,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: January'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-january
           type: VARCHAR(3)
       - SGMTID02:
           description:
@@ -6710,6 +7631,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: February'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-february
           type: VARCHAR(3)
       - SGMTID03:
           description:
@@ -6717,6 +7639,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: March'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-march
           type: VARCHAR(3)
       - SGMTID04:
           description:
@@ -6724,6 +7647,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: April'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-april
           type: VARCHAR(3)
       - SGMTID05:
           description:
@@ -6731,6 +7655,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: May'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-may
           type: VARCHAR(3)
       - SGMTID06:
           description:
@@ -6738,6 +7663,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: June'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-june
           type: VARCHAR(3)
       - SGMTID07:
           description:
@@ -6745,6 +7671,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: July'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-july
           type: VARCHAR(3)
       - SGMTID08:
           description:
@@ -6752,6 +7679,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: August'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-august
           type: VARCHAR(3)
       - SGMTID09:
           description:
@@ -6759,6 +7687,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: September'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-september
           type: VARCHAR(3)
       - SGMTID10:
           description:
@@ -6766,6 +7695,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: October'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-october
           type: VARCHAR(3)
       - SGMTID11:
           description:
@@ -6773,6 +7703,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: November'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-november
           type: VARCHAR(3)
       - SGMTID12:
           description:
@@ -6780,6 +7711,7 @@ cms:
             original_type: CHAR
             text: 'Part D Segment ID: December'
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-december
           type: VARCHAR(3)
       - RDSIND01:
           description:
@@ -6787,6 +7719,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: January'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-january
           type: VARCHAR(1)
       - RDSIND02:
           description:
@@ -6794,6 +7727,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: February'
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - RDSIND03:
           description:
@@ -6801,6 +7735,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: March'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-march
           type: VARCHAR(1)
       - RDSIND04:
           description:
@@ -6808,6 +7743,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: April'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-april
           type: VARCHAR(1)
       - RDSIND05:
           description:
@@ -6815,6 +7751,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: May'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-may
           type: VARCHAR(1)
       - RDSIND06:
           description:
@@ -6822,6 +7759,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: June'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-june
           type: VARCHAR(1)
       - RDSIND07:
           description:
@@ -6829,6 +7767,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: July'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-july
           type: VARCHAR(1)
       - RDSIND08:
           description:
@@ -6836,6 +7775,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: August'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-august
           type: VARCHAR(1)
       - RDSIND09:
           description:
@@ -6843,6 +7783,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: September'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-september
           type: VARCHAR(1)
       - RDSIND10:
           description:
@@ -6850,6 +7791,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: October'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-october
           type: VARCHAR(1)
       - RDSIND11:
           description:
@@ -6857,6 +7799,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: November'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-november
           type: VARCHAR(1)
       - RDSIND12:
           description:
@@ -6864,6 +7807,7 @@ cms:
             original_type: CHAR
             text: 'Retiree Drug Subsidy Indicators: December'
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-december
           type: VARCHAR(1)
       - DUAL_01:
           description:
@@ -6871,6 +7815,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: January'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-january
           type: VARCHAR(2)
       - DUAL_02:
           description:
@@ -6878,6 +7823,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: February'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-february
           type: VARCHAR(2)
       - DUAL_03:
           description:
@@ -6885,6 +7831,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: March'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-march
           type: VARCHAR(2)
       - DUAL_04:
           description:
@@ -6892,6 +7839,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: April'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-april
           type: VARCHAR(2)
       - DUAL_05:
           description:
@@ -6899,6 +7847,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: May'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-may
           type: VARCHAR(2)
       - DUAL_06:
           description:
@@ -6906,6 +7855,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: June'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-june
           type: VARCHAR(2)
       - DUAL_07:
           description:
@@ -6913,6 +7863,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: July'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-july
           type: VARCHAR(2)
       - DUAL_08:
           description:
@@ -6920,6 +7871,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: August'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-august
           type: VARCHAR(2)
       - DUAL_09:
           description:
@@ -6927,6 +7879,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: September'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-september
           type: VARCHAR(2)
       - DUAL_10:
           description:
@@ -6934,6 +7887,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: October'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-october
           type: VARCHAR(2)
       - DUAL_11:
           description:
@@ -6941,6 +7895,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: November'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-november
           type: VARCHAR(2)
       - DUAL_12:
           description:
@@ -6948,6 +7903,7 @@ cms:
             original_type: CHAR
             text: 'State Reported Dual Eligible Status Code: December'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-december
           type: VARCHAR(2)
       - CSTSHR01:
           description:
@@ -6955,6 +7911,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: January'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-january
           type: VARCHAR(2)
       - CSTSHR02:
           description:
@@ -6962,6 +7919,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: February'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-february
           type: VARCHAR(2)
       - CSTSHR03:
           description:
@@ -6969,6 +7927,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: March'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-march
           type: VARCHAR(2)
       - CSTSHR04:
           description:
@@ -6976,6 +7935,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: April'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-april
           type: VARCHAR(2)
       - CSTSHR05:
           description:
@@ -6983,6 +7943,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: May'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-may
           type: VARCHAR(2)
       - CSTSHR06:
           description:
@@ -6990,6 +7951,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: June'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-june
           type: VARCHAR(2)
       - CSTSHR07:
           description:
@@ -6997,6 +7959,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: July'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-july
           type: VARCHAR(2)
       - CSTSHR08:
           description:
@@ -7004,6 +7967,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: August'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-august
           type: VARCHAR(2)
       - CSTSHR09:
           description:
@@ -7011,6 +7975,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: September'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-september
           type: VARCHAR(2)
       - CSTSHR10:
           description:
@@ -7018,6 +7983,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: October'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-october
           type: VARCHAR(2)
       - CSTSHR11:
           description:
@@ -7025,6 +7991,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: November'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-november
           type: VARCHAR(2)
       - CSTSHR12:
           description:
@@ -7032,6 +7999,7 @@ cms:
             original_type: CHAR
             text: 'Cost Share Group Code: December'
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-december
           type: VARCHAR(2)
       - FILE:
           description:
@@ -7040,6 +8008,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -7048,6 +8017,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -7055,6 +8025,7 @@ cms:
             text: SSA State Code
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -7065,6 +8036,7 @@ cms:
             text: Beneficiary Enrollment Reference Year
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (RFRNC_YR) STORED
             type: generated
@@ -7075,6 +8047,7 @@ cms:
             text: 5-digit ZIP Code
             width: 5.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (ZIP_CD) STORED
             type: generated
@@ -7097,6 +8070,7 @@ cms:
             text: Encrypted 723 Beneficiary ID (Unique Key)
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - RFRNC_YR:
           description:
@@ -7104,6 +8078,7 @@ cms:
             original_type: NUM
             text: Beneficiary Enrollment Reference Year
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/reference-year-base
           type: INT
       - CRDCOVSW:
           description:
@@ -7111,6 +8086,7 @@ cms:
             original_type: CHAR
             text: Creditable Coverage Switch
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - PLNCOVMO:
           description:
@@ -7118,6 +8094,7 @@ cms:
             original_type: CHAR
             text: Plan Coverage Months Number
             width: 2.0
+          reference: null
           type: VARCHAR(2)
       - RDSCOVMO:
           description:
@@ -7125,6 +8102,7 @@ cms:
             original_type: CHAR
             text: Retiree Drug Subsidy Coverage Months Number
             width: 2.0
+          reference: null
           type: VARCHAR(2)
       - DUAL_MO:
           description:
@@ -7132,6 +8110,7 @@ cms:
             original_type: CHAR
             text: Dual Eligible Months Number
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/months-dual-eligibility
           type: VARCHAR(2)
       - CNTRCT01:
           description:
@@ -7139,6 +8118,7 @@ cms:
             original_type: CHAR
             text: Jan. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-january
           type: VARCHAR(5)
       - CNTRCT02:
           description:
@@ -7146,6 +8126,7 @@ cms:
             original_type: CHAR
             text: Feb. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-february
           type: VARCHAR(5)
       - CNTRCT03:
           description:
@@ -7153,6 +8134,7 @@ cms:
             original_type: CHAR
             text: Mar. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-march
           type: VARCHAR(5)
       - CNTRCT04:
           description:
@@ -7160,6 +8142,7 @@ cms:
             original_type: CHAR
             text: Apr. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-april
           type: VARCHAR(5)
       - CNTRCT05:
           description:
@@ -7167,6 +8150,7 @@ cms:
             original_type: CHAR
             text: May Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-may
           type: VARCHAR(5)
       - CNTRCT06:
           description:
@@ -7174,6 +8158,7 @@ cms:
             original_type: CHAR
             text: Jun. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-june
           type: VARCHAR(5)
       - CNTRCT07:
           description:
@@ -7181,6 +8166,7 @@ cms:
             original_type: CHAR
             text: Jul. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-july
           type: VARCHAR(5)
       - CNTRCT08:
           description:
@@ -7188,6 +8174,7 @@ cms:
             original_type: CHAR
             text: Aug. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-august
           type: VARCHAR(5)
       - CNTRCT09:
           description:
@@ -7195,6 +8182,7 @@ cms:
             original_type: CHAR
             text: Sep. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-september
           type: VARCHAR(5)
       - CNTRCT10:
           description:
@@ -7202,6 +8190,7 @@ cms:
             original_type: CHAR
             text: Oct. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-october
           type: VARCHAR(5)
       - CNTRCT11:
           description:
@@ -7209,6 +8198,7 @@ cms:
             original_type: CHAR
             text: Nov. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-november
           type: VARCHAR(5)
       - CNTRCT12:
           description:
@@ -7216,6 +8206,7 @@ cms:
             original_type: CHAR
             text: Dec. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-december
           type: VARCHAR(5)
       - PBPID01:
           description:
@@ -7223,6 +8214,7 @@ cms:
             original_type: CHAR
             text: Jan. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-january
           type: VARCHAR(3)
       - PBPID02:
           description:
@@ -7230,6 +8222,7 @@ cms:
             original_type: CHAR
             text: Feb. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-february
           type: VARCHAR(3)
       - PBPID03:
           description:
@@ -7237,6 +8230,7 @@ cms:
             original_type: CHAR
             text: Mar. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-march
           type: VARCHAR(3)
       - PBPID04:
           description:
@@ -7244,6 +8238,7 @@ cms:
             original_type: CHAR
             text: Apr. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-april
           type: VARCHAR(3)
       - PBPID05:
           description:
@@ -7251,6 +8246,7 @@ cms:
             original_type: CHAR
             text: May Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-may
           type: VARCHAR(3)
       - PBPID06:
           description:
@@ -7258,6 +8254,7 @@ cms:
             original_type: CHAR
             text: Jun. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-june
           type: VARCHAR(3)
       - PBPID07:
           description:
@@ -7265,6 +8262,7 @@ cms:
             original_type: CHAR
             text: Jul. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-july
           type: VARCHAR(3)
       - PBPID08:
           description:
@@ -7272,6 +8270,7 @@ cms:
             original_type: CHAR
             text: Aug. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-august
           type: VARCHAR(3)
       - PBPID09:
           description:
@@ -7279,6 +8278,7 @@ cms:
             original_type: CHAR
             text: Sep. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-september
           type: VARCHAR(3)
       - PBPID10:
           description:
@@ -7286,6 +8286,7 @@ cms:
             original_type: CHAR
             text: Oct. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-october
           type: VARCHAR(3)
       - PBPID11:
           description:
@@ -7293,6 +8294,7 @@ cms:
             original_type: CHAR
             text: Nov. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-november
           type: VARCHAR(3)
       - PBPID12:
           description:
@@ -7300,6 +8302,7 @@ cms:
             original_type: CHAR
             text: Dec. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-december
           type: VARCHAR(3)
       - SGMTID01:
           description:
@@ -7307,6 +8310,7 @@ cms:
             original_type: CHAR
             text: Jan. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-january
           type: VARCHAR(3)
       - SGMTID02:
           description:
@@ -7314,6 +8318,7 @@ cms:
             original_type: CHAR
             text: Feb. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-february
           type: VARCHAR(3)
       - SGMTID03:
           description:
@@ -7321,6 +8326,7 @@ cms:
             original_type: CHAR
             text: Mar. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-march
           type: VARCHAR(3)
       - SGMTID04:
           description:
@@ -7328,6 +8334,7 @@ cms:
             original_type: CHAR
             text: Apr. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-april
           type: VARCHAR(3)
       - SGMTID05:
           description:
@@ -7335,6 +8342,7 @@ cms:
             original_type: CHAR
             text: May Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-may
           type: VARCHAR(3)
       - SGMTID06:
           description:
@@ -7342,6 +8350,7 @@ cms:
             original_type: CHAR
             text: Jun. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-june
           type: VARCHAR(3)
       - SGMTID07:
           description:
@@ -7349,6 +8358,7 @@ cms:
             original_type: CHAR
             text: Jul. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-july
           type: VARCHAR(3)
       - SGMTID08:
           description:
@@ -7356,6 +8366,7 @@ cms:
             original_type: CHAR
             text: Aug. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-august
           type: VARCHAR(3)
       - SGMTID09:
           description:
@@ -7363,6 +8374,7 @@ cms:
             original_type: CHAR
             text: Sep. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-september
           type: VARCHAR(3)
       - SGMTID10:
           description:
@@ -7370,6 +8382,7 @@ cms:
             original_type: CHAR
             text: Oct. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-october
           type: VARCHAR(3)
       - SGMTID11:
           description:
@@ -7377,6 +8390,7 @@ cms:
             original_type: CHAR
             text: Nov. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-november
           type: VARCHAR(3)
       - SGMTID12:
           description:
@@ -7384,6 +8398,7 @@ cms:
             original_type: CHAR
             text: Dec. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-december
           type: VARCHAR(3)
       - CSTSHR01:
           description:
@@ -7391,6 +8406,7 @@ cms:
             original_type: CHAR
             text: Jan. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-january
           type: VARCHAR(2)
       - CSTSHR02:
           description:
@@ -7398,6 +8414,7 @@ cms:
             original_type: CHAR
             text: Feb. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-february
           type: VARCHAR(2)
       - CSTSHR03:
           description:
@@ -7405,6 +8422,7 @@ cms:
             original_type: CHAR
             text: Mar. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-march
           type: VARCHAR(2)
       - CSTSHR04:
           description:
@@ -7412,6 +8430,7 @@ cms:
             original_type: CHAR
             text: Apr. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-april
           type: VARCHAR(2)
       - CSTSHR05:
           description:
@@ -7419,6 +8438,7 @@ cms:
             original_type: CHAR
             text: May Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-may
           type: VARCHAR(2)
       - CSTSHR06:
           description:
@@ -7426,6 +8446,7 @@ cms:
             original_type: CHAR
             text: Jun. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-june
           type: VARCHAR(2)
       - CSTSHR07:
           description:
@@ -7433,6 +8454,7 @@ cms:
             original_type: CHAR
             text: Jul. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-july
           type: VARCHAR(2)
       - CSTSHR08:
           description:
@@ -7440,6 +8462,7 @@ cms:
             original_type: CHAR
             text: Aug. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-august
           type: VARCHAR(2)
       - CSTSHR09:
           description:
@@ -7447,6 +8470,7 @@ cms:
             original_type: CHAR
             text: Sep. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-september
           type: VARCHAR(2)
       - CSTSHR10:
           description:
@@ -7454,6 +8478,7 @@ cms:
             original_type: CHAR
             text: Oct. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-october
           type: VARCHAR(2)
       - CSTSHR11:
           description:
@@ -7461,6 +8486,7 @@ cms:
             original_type: CHAR
             text: Nov. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-november
           type: VARCHAR(2)
       - CSTSHR12:
           description:
@@ -7468,6 +8494,7 @@ cms:
             original_type: CHAR
             text: Dec. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-december
           type: VARCHAR(2)
       - RDSIND01:
           description:
@@ -7475,6 +8502,7 @@ cms:
             original_type: CHAR
             text: Jan. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-january
           type: VARCHAR(1)
       - RDSIND02:
           description:
@@ -7482,6 +8510,7 @@ cms:
             original_type: CHAR
             text: Feb. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - RDSIND03:
           description:
@@ -7489,6 +8518,7 @@ cms:
             original_type: CHAR
             text: Mar. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-march
           type: VARCHAR(1)
       - RDSIND04:
           description:
@@ -7496,6 +8526,7 @@ cms:
             original_type: CHAR
             text: Apr. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-april
           type: VARCHAR(1)
       - RDSIND05:
           description:
@@ -7503,6 +8534,7 @@ cms:
             original_type: CHAR
             text: May RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-may
           type: VARCHAR(1)
       - RDSIND06:
           description:
@@ -7510,6 +8542,7 @@ cms:
             original_type: CHAR
             text: Jun. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-june
           type: VARCHAR(1)
       - RDSIND07:
           description:
@@ -7517,6 +8550,7 @@ cms:
             original_type: CHAR
             text: Jul. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-july
           type: VARCHAR(1)
       - RDSIND08:
           description:
@@ -7524,6 +8558,7 @@ cms:
             original_type: CHAR
             text: Aug. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-august
           type: VARCHAR(1)
       - RDSIND09:
           description:
@@ -7531,6 +8566,7 @@ cms:
             original_type: CHAR
             text: Sep. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-september
           type: VARCHAR(1)
       - RDSIND10:
           description:
@@ -7538,6 +8574,7 @@ cms:
             original_type: CHAR
             text: Oct. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-october
           type: VARCHAR(1)
       - RDSIND11:
           description:
@@ -7545,6 +8582,7 @@ cms:
             original_type: CHAR
             text: Nov. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-november
           type: VARCHAR(1)
       - RDSIND12:
           description:
@@ -7552,6 +8590,7 @@ cms:
             original_type: CHAR
             text: Dec. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-december
           type: VARCHAR(1)
       - DUAL_01:
           description:
@@ -7559,6 +8598,7 @@ cms:
             original_type: CHAR
             text: Jan. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-january
           type: VARCHAR(2)
       - DUAL_02:
           description:
@@ -7566,6 +8606,7 @@ cms:
             original_type: CHAR
             text: Feb. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-february
           type: VARCHAR(2)
       - DUAL_03:
           description:
@@ -7573,6 +8614,7 @@ cms:
             original_type: CHAR
             text: Mar. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-march
           type: VARCHAR(2)
       - DUAL_04:
           description:
@@ -7580,6 +8622,7 @@ cms:
             original_type: CHAR
             text: Apr. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-april
           type: VARCHAR(2)
       - DUAL_05:
           description:
@@ -7587,6 +8630,7 @@ cms:
             original_type: CHAR
             text: May Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-may
           type: VARCHAR(2)
       - DUAL_06:
           description:
@@ -7594,6 +8638,7 @@ cms:
             original_type: CHAR
             text: Jun. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-june
           type: VARCHAR(2)
       - DUAL_07:
           description:
@@ -7601,6 +8646,7 @@ cms:
             original_type: CHAR
             text: Jul. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-july
           type: VARCHAR(2)
       - DUAL_08:
           description:
@@ -7608,6 +8654,7 @@ cms:
             original_type: CHAR
             text: Aug. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-august
           type: VARCHAR(2)
       - DUAL_09:
           description:
@@ -7615,6 +8662,7 @@ cms:
             original_type: CHAR
             text: Sep. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-september
           type: VARCHAR(2)
       - DUAL_10:
           description:
@@ -7622,6 +8670,7 @@ cms:
             original_type: CHAR
             text: Oct. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-october
           type: VARCHAR(2)
       - DUAL_11:
           description:
@@ -7629,6 +8678,7 @@ cms:
             original_type: CHAR
             text: Nov. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-november
           type: VARCHAR(2)
       - DUAL_12:
           description:
@@ -7636,6 +8686,7 @@ cms:
             original_type: CHAR
             text: Dec. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-december
           type: VARCHAR(2)
       - FILE:
           description:
@@ -7644,6 +8695,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -7652,6 +8704,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - YEAR:
           description:
@@ -7659,6 +8712,7 @@ cms:
             text: Beneficiary Enrollment Reference Year
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (RFRNC_YR) STORED
             type: generated
@@ -7680,6 +8734,7 @@ cms:
             text: Encrypted 723 Beneficiary ID (Unique Key)
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - RFRNC_YR:
           description:
@@ -7687,6 +8742,7 @@ cms:
             original_type: NUM
             text: Beneficiary Enrollment Reference Year
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/reference-year-base
           type: INT
       - CRDCOVSW:
           description:
@@ -7694,6 +8750,7 @@ cms:
             original_type: CHAR
             text: Creditable Coverage Switch
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - PLNCOVMO:
           description:
@@ -7701,6 +8758,7 @@ cms:
             original_type: CHAR
             text: Plan Coverage Months Number
             width: 2.0
+          reference: null
           type: VARCHAR(2)
       - RDSCOVMO:
           description:
@@ -7708,6 +8766,7 @@ cms:
             original_type: CHAR
             text: Retiree Drug Subsidy Coverage Months Number
             width: 2.0
+          reference: null
           type: VARCHAR(2)
       - DUAL_MO:
           description:
@@ -7715,6 +8774,7 @@ cms:
             original_type: CHAR
             text: Dual Eligible Months Number
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/months-dual-eligibility
           type: VARCHAR(2)
       - CNTRCT01:
           description:
@@ -7722,6 +8782,7 @@ cms:
             original_type: CHAR
             text: Jan. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-january
           type: VARCHAR(5)
       - CNTRCT02:
           description:
@@ -7729,6 +8790,7 @@ cms:
             original_type: CHAR
             text: Feb. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-february
           type: VARCHAR(5)
       - CNTRCT03:
           description:
@@ -7736,6 +8798,7 @@ cms:
             original_type: CHAR
             text: Mar. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-march
           type: VARCHAR(5)
       - CNTRCT04:
           description:
@@ -7743,6 +8806,7 @@ cms:
             original_type: CHAR
             text: Apr. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-april
           type: VARCHAR(5)
       - CNTRCT05:
           description:
@@ -7750,6 +8814,7 @@ cms:
             original_type: CHAR
             text: May Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-may
           type: VARCHAR(5)
       - CNTRCT06:
           description:
@@ -7757,6 +8822,7 @@ cms:
             original_type: CHAR
             text: Jun. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-june
           type: VARCHAR(5)
       - CNTRCT07:
           description:
@@ -7764,6 +8830,7 @@ cms:
             original_type: CHAR
             text: Jul. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-july
           type: VARCHAR(5)
       - CNTRCT08:
           description:
@@ -7771,6 +8838,7 @@ cms:
             original_type: CHAR
             text: Aug. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-august
           type: VARCHAR(5)
       - CNTRCT09:
           description:
@@ -7778,6 +8846,7 @@ cms:
             original_type: CHAR
             text: Sep. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-september
           type: VARCHAR(5)
       - CNTRCT10:
           description:
@@ -7785,6 +8854,7 @@ cms:
             original_type: CHAR
             text: Oct. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-october
           type: VARCHAR(5)
       - CNTRCT11:
           description:
@@ -7792,6 +8862,7 @@ cms:
             original_type: CHAR
             text: Nov. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-november
           type: VARCHAR(5)
       - CNTRCT12:
           description:
@@ -7799,6 +8870,7 @@ cms:
             original_type: CHAR
             text: Dec. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-december
           type: VARCHAR(5)
       - PBPID01:
           description:
@@ -7806,6 +8878,7 @@ cms:
             original_type: CHAR
             text: Jan. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-january
           type: VARCHAR(3)
       - PBPID02:
           description:
@@ -7813,6 +8886,7 @@ cms:
             original_type: CHAR
             text: Feb. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-february
           type: VARCHAR(3)
       - PBPID03:
           description:
@@ -7820,6 +8894,7 @@ cms:
             original_type: CHAR
             text: Mar. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-march
           type: VARCHAR(3)
       - PBPID04:
           description:
@@ -7827,6 +8902,7 @@ cms:
             original_type: CHAR
             text: Apr. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-april
           type: VARCHAR(3)
       - PBPID05:
           description:
@@ -7834,6 +8910,7 @@ cms:
             original_type: CHAR
             text: May Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-may
           type: VARCHAR(3)
       - PBPID06:
           description:
@@ -7841,6 +8918,7 @@ cms:
             original_type: CHAR
             text: Jun. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-june
           type: VARCHAR(3)
       - PBPID07:
           description:
@@ -7848,6 +8926,7 @@ cms:
             original_type: CHAR
             text: Jul. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-july
           type: VARCHAR(3)
       - PBPID08:
           description:
@@ -7855,6 +8934,7 @@ cms:
             original_type: CHAR
             text: Aug. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-august
           type: VARCHAR(3)
       - PBPID09:
           description:
@@ -7862,6 +8942,7 @@ cms:
             original_type: CHAR
             text: Sep. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-september
           type: VARCHAR(3)
       - PBPID10:
           description:
@@ -7869,6 +8950,7 @@ cms:
             original_type: CHAR
             text: Oct. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-october
           type: VARCHAR(3)
       - PBPID11:
           description:
@@ -7876,6 +8958,7 @@ cms:
             original_type: CHAR
             text: Nov. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-november
           type: VARCHAR(3)
       - PBPID12:
           description:
@@ -7883,6 +8966,7 @@ cms:
             original_type: CHAR
             text: Dec. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-december
           type: VARCHAR(3)
       - SGMTID01:
           description:
@@ -7890,6 +8974,7 @@ cms:
             original_type: CHAR
             text: Jan. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-january
           type: VARCHAR(3)
       - SGMTID02:
           description:
@@ -7897,6 +8982,7 @@ cms:
             original_type: CHAR
             text: Feb. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-february
           type: VARCHAR(3)
       - SGMTID03:
           description:
@@ -7904,6 +8990,7 @@ cms:
             original_type: CHAR
             text: Mar. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-march
           type: VARCHAR(3)
       - SGMTID04:
           description:
@@ -7911,6 +8998,7 @@ cms:
             original_type: CHAR
             text: Apr. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-april
           type: VARCHAR(3)
       - SGMTID05:
           description:
@@ -7918,6 +9006,7 @@ cms:
             original_type: CHAR
             text: May Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-may
           type: VARCHAR(3)
       - SGMTID06:
           description:
@@ -7925,6 +9014,7 @@ cms:
             original_type: CHAR
             text: Jun. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-june
           type: VARCHAR(3)
       - SGMTID07:
           description:
@@ -7932,6 +9022,7 @@ cms:
             original_type: CHAR
             text: Jul. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-july
           type: VARCHAR(3)
       - SGMTID08:
           description:
@@ -7939,6 +9030,7 @@ cms:
             original_type: CHAR
             text: Aug. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-august
           type: VARCHAR(3)
       - SGMTID09:
           description:
@@ -7946,6 +9038,7 @@ cms:
             original_type: CHAR
             text: Sep. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-september
           type: VARCHAR(3)
       - SGMTID10:
           description:
@@ -7953,6 +9046,7 @@ cms:
             original_type: CHAR
             text: Oct. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-october
           type: VARCHAR(3)
       - SGMTID11:
           description:
@@ -7960,6 +9054,7 @@ cms:
             original_type: CHAR
             text: Nov. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-november
           type: VARCHAR(3)
       - SGMTID12:
           description:
@@ -7967,6 +9062,7 @@ cms:
             original_type: CHAR
             text: Dec. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-december
           type: VARCHAR(3)
       - CSTSHR01:
           description:
@@ -7974,6 +9070,7 @@ cms:
             original_type: CHAR
             text: Jan. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-january
           type: VARCHAR(2)
       - CSTSHR02:
           description:
@@ -7981,6 +9078,7 @@ cms:
             original_type: CHAR
             text: Feb. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-february
           type: VARCHAR(2)
       - CSTSHR03:
           description:
@@ -7988,6 +9086,7 @@ cms:
             original_type: CHAR
             text: Mar. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-march
           type: VARCHAR(2)
       - CSTSHR04:
           description:
@@ -7995,6 +9094,7 @@ cms:
             original_type: CHAR
             text: Apr. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-april
           type: VARCHAR(2)
       - CSTSHR05:
           description:
@@ -8002,6 +9102,7 @@ cms:
             original_type: CHAR
             text: May Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-may
           type: VARCHAR(2)
       - CSTSHR06:
           description:
@@ -8009,6 +9110,7 @@ cms:
             original_type: CHAR
             text: Jun. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-june
           type: VARCHAR(2)
       - CSTSHR07:
           description:
@@ -8016,6 +9118,7 @@ cms:
             original_type: CHAR
             text: Jul. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-july
           type: VARCHAR(2)
       - CSTSHR08:
           description:
@@ -8023,6 +9126,7 @@ cms:
             original_type: CHAR
             text: Aug. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-august
           type: VARCHAR(2)
       - CSTSHR09:
           description:
@@ -8030,6 +9134,7 @@ cms:
             original_type: CHAR
             text: Sep. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-september
           type: VARCHAR(2)
       - CSTSHR10:
           description:
@@ -8037,6 +9142,7 @@ cms:
             original_type: CHAR
             text: Oct. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-october
           type: VARCHAR(2)
       - CSTSHR11:
           description:
@@ -8044,6 +9150,7 @@ cms:
             original_type: CHAR
             text: Nov. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-november
           type: VARCHAR(2)
       - CSTSHR12:
           description:
@@ -8051,6 +9158,7 @@ cms:
             original_type: CHAR
             text: Dec. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-december
           type: VARCHAR(2)
       - RDSIND01:
           description:
@@ -8058,6 +9166,7 @@ cms:
             original_type: CHAR
             text: Jan. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-january
           type: VARCHAR(1)
       - RDSIND02:
           description:
@@ -8065,6 +9174,7 @@ cms:
             original_type: CHAR
             text: Feb. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - RDSIND03:
           description:
@@ -8072,6 +9182,7 @@ cms:
             original_type: CHAR
             text: Mar. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-march
           type: VARCHAR(1)
       - RDSIND04:
           description:
@@ -8079,6 +9190,7 @@ cms:
             original_type: CHAR
             text: Apr. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-april
           type: VARCHAR(1)
       - RDSIND05:
           description:
@@ -8086,6 +9198,7 @@ cms:
             original_type: CHAR
             text: May RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-may
           type: VARCHAR(1)
       - RDSIND06:
           description:
@@ -8093,6 +9206,7 @@ cms:
             original_type: CHAR
             text: Jun. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-june
           type: VARCHAR(1)
       - RDSIND07:
           description:
@@ -8100,6 +9214,7 @@ cms:
             original_type: CHAR
             text: Jul. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-july
           type: VARCHAR(1)
       - RDSIND08:
           description:
@@ -8107,6 +9222,7 @@ cms:
             original_type: CHAR
             text: Aug. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-august
           type: VARCHAR(1)
       - RDSIND09:
           description:
@@ -8114,6 +9230,7 @@ cms:
             original_type: CHAR
             text: Sep. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-september
           type: VARCHAR(1)
       - RDSIND10:
           description:
@@ -8121,6 +9238,7 @@ cms:
             original_type: CHAR
             text: Oct. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-october
           type: VARCHAR(1)
       - RDSIND11:
           description:
@@ -8128,6 +9246,7 @@ cms:
             original_type: CHAR
             text: Nov. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-november
           type: VARCHAR(1)
       - RDSIND12:
           description:
@@ -8135,6 +9254,7 @@ cms:
             original_type: CHAR
             text: Dec. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-december
           type: VARCHAR(1)
       - DUAL_01:
           description:
@@ -8142,6 +9262,7 @@ cms:
             original_type: CHAR
             text: Jan. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-january
           type: VARCHAR(2)
       - DUAL_02:
           description:
@@ -8149,6 +9270,7 @@ cms:
             original_type: CHAR
             text: Feb. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-february
           type: VARCHAR(2)
       - DUAL_03:
           description:
@@ -8156,6 +9278,7 @@ cms:
             original_type: CHAR
             text: Mar. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-march
           type: VARCHAR(2)
       - DUAL_04:
           description:
@@ -8163,6 +9286,7 @@ cms:
             original_type: CHAR
             text: Apr. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-april
           type: VARCHAR(2)
       - DUAL_05:
           description:
@@ -8170,6 +9294,7 @@ cms:
             original_type: CHAR
             text: May Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-may
           type: VARCHAR(2)
       - DUAL_06:
           description:
@@ -8177,6 +9302,7 @@ cms:
             original_type: CHAR
             text: Jun. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-june
           type: VARCHAR(2)
       - DUAL_07:
           description:
@@ -8184,6 +9310,7 @@ cms:
             original_type: CHAR
             text: Jul. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-july
           type: VARCHAR(2)
       - DUAL_08:
           description:
@@ -8191,6 +9318,7 @@ cms:
             original_type: CHAR
             text: Aug. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-august
           type: VARCHAR(2)
       - DUAL_09:
           description:
@@ -8198,6 +9326,7 @@ cms:
             original_type: CHAR
             text: Sep. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-september
           type: VARCHAR(2)
       - DUAL_10:
           description:
@@ -8205,6 +9334,7 @@ cms:
             original_type: CHAR
             text: Oct. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-october
           type: VARCHAR(2)
       - DUAL_11:
           description:
@@ -8212,6 +9342,7 @@ cms:
             original_type: CHAR
             text: Nov. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-november
           type: VARCHAR(2)
       - DUAL_12:
           description:
@@ -8219,6 +9350,7 @@ cms:
             original_type: CHAR
             text: Dec. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-december
           type: VARCHAR(2)
       - FILE:
           description:
@@ -8227,6 +9359,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -8235,6 +9368,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - YEAR:
           description:
@@ -8242,6 +9376,7 @@ cms:
             text: Beneficiary Enrollment Reference Year
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (RFRNC_YR) STORED
             type: generated
@@ -8263,6 +9398,7 @@ cms:
             text: Encrypted 723 Beneficiary ID (Unique Key)
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - RFRNC_YR:
           description:
@@ -8270,6 +9406,7 @@ cms:
             original_type: NUM
             text: Beneficiary Enrollment Reference Year
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/reference-year-base
           type: INT
       - CRDCOVSW:
           description:
@@ -8277,6 +9414,7 @@ cms:
             original_type: CHAR
             text: Creditable Coverage Switch
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - PLNCOVMO:
           description:
@@ -8284,6 +9422,7 @@ cms:
             original_type: CHAR
             text: Plan Coverage Months Number
             width: 2.0
+          reference: null
           type: VARCHAR(2)
       - RDSCOVMO:
           description:
@@ -8291,6 +9430,7 @@ cms:
             original_type: CHAR
             text: Retiree Drug Subsidy Coverage Months Number
             width: 2.0
+          reference: null
           type: VARCHAR(2)
       - DUAL_MO:
           description:
@@ -8298,6 +9438,7 @@ cms:
             original_type: CHAR
             text: Dual Eligible Months Number
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/months-dual-eligibility
           type: VARCHAR(2)
       - CNTRCT01:
           description:
@@ -8305,6 +9446,7 @@ cms:
             original_type: CHAR
             text: Jan. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-january
           type: VARCHAR(5)
       - CNTRCT02:
           description:
@@ -8312,6 +9454,7 @@ cms:
             original_type: CHAR
             text: Feb. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-february
           type: VARCHAR(5)
       - CNTRCT03:
           description:
@@ -8319,6 +9462,7 @@ cms:
             original_type: CHAR
             text: Mar. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-march
           type: VARCHAR(5)
       - CNTRCT04:
           description:
@@ -8326,6 +9470,7 @@ cms:
             original_type: CHAR
             text: Apr. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-april
           type: VARCHAR(5)
       - CNTRCT05:
           description:
@@ -8333,6 +9478,7 @@ cms:
             original_type: CHAR
             text: May Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-may
           type: VARCHAR(5)
       - CNTRCT06:
           description:
@@ -8340,6 +9486,7 @@ cms:
             original_type: CHAR
             text: Jun. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-june
           type: VARCHAR(5)
       - CNTRCT07:
           description:
@@ -8347,6 +9494,7 @@ cms:
             original_type: CHAR
             text: Jul. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-july
           type: VARCHAR(5)
       - CNTRCT08:
           description:
@@ -8354,6 +9502,7 @@ cms:
             original_type: CHAR
             text: Aug. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-august
           type: VARCHAR(5)
       - CNTRCT09:
           description:
@@ -8361,6 +9510,7 @@ cms:
             original_type: CHAR
             text: Sep. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-september
           type: VARCHAR(5)
       - CNTRCT10:
           description:
@@ -8368,6 +9518,7 @@ cms:
             original_type: CHAR
             text: Oct. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-october
           type: VARCHAR(5)
       - CNTRCT11:
           description:
@@ -8375,6 +9526,7 @@ cms:
             original_type: CHAR
             text: Nov. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-november
           type: VARCHAR(5)
       - CNTRCT12:
           description:
@@ -8382,6 +9534,7 @@ cms:
             original_type: CHAR
             text: Dec. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-december
           type: VARCHAR(5)
       - PBPID01:
           description:
@@ -8389,6 +9542,7 @@ cms:
             original_type: CHAR
             text: Jan. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-january
           type: VARCHAR(3)
       - PBPID02:
           description:
@@ -8396,6 +9550,7 @@ cms:
             original_type: CHAR
             text: Feb. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-february
           type: VARCHAR(3)
       - PBPID03:
           description:
@@ -8403,6 +9558,7 @@ cms:
             original_type: CHAR
             text: Mar. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-march
           type: VARCHAR(3)
       - PBPID04:
           description:
@@ -8410,6 +9566,7 @@ cms:
             original_type: CHAR
             text: Apr. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-april
           type: VARCHAR(3)
       - PBPID05:
           description:
@@ -8417,6 +9574,7 @@ cms:
             original_type: CHAR
             text: May Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-may
           type: VARCHAR(3)
       - PBPID06:
           description:
@@ -8424,6 +9582,7 @@ cms:
             original_type: CHAR
             text: Jun. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-june
           type: VARCHAR(3)
       - PBPID07:
           description:
@@ -8431,6 +9590,7 @@ cms:
             original_type: CHAR
             text: Jul. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-july
           type: VARCHAR(3)
       - PBPID08:
           description:
@@ -8438,6 +9598,7 @@ cms:
             original_type: CHAR
             text: Aug. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-august
           type: VARCHAR(3)
       - PBPID09:
           description:
@@ -8445,6 +9606,7 @@ cms:
             original_type: CHAR
             text: Sep. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-september
           type: VARCHAR(3)
       - PBPID10:
           description:
@@ -8452,6 +9614,7 @@ cms:
             original_type: CHAR
             text: Oct. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-october
           type: VARCHAR(3)
       - PBPID11:
           description:
@@ -8459,6 +9622,7 @@ cms:
             original_type: CHAR
             text: Nov. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-november
           type: VARCHAR(3)
       - PBPID12:
           description:
@@ -8466,6 +9630,7 @@ cms:
             original_type: CHAR
             text: Dec. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-december
           type: VARCHAR(3)
       - SGMTID01:
           description:
@@ -8473,6 +9638,7 @@ cms:
             original_type: CHAR
             text: Jan. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-january
           type: VARCHAR(3)
       - SGMTID02:
           description:
@@ -8480,6 +9646,7 @@ cms:
             original_type: CHAR
             text: Feb. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-february
           type: VARCHAR(3)
       - SGMTID03:
           description:
@@ -8487,6 +9654,7 @@ cms:
             original_type: CHAR
             text: Mar. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-march
           type: VARCHAR(3)
       - SGMTID04:
           description:
@@ -8494,6 +9662,7 @@ cms:
             original_type: CHAR
             text: Apr. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-april
           type: VARCHAR(3)
       - SGMTID05:
           description:
@@ -8501,6 +9670,7 @@ cms:
             original_type: CHAR
             text: May Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-may
           type: VARCHAR(3)
       - SGMTID06:
           description:
@@ -8508,6 +9678,7 @@ cms:
             original_type: CHAR
             text: Jun. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-june
           type: VARCHAR(3)
       - SGMTID07:
           description:
@@ -8515,6 +9686,7 @@ cms:
             original_type: CHAR
             text: Jul. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-july
           type: VARCHAR(3)
       - SGMTID08:
           description:
@@ -8522,6 +9694,7 @@ cms:
             original_type: CHAR
             text: Aug. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-august
           type: VARCHAR(3)
       - SGMTID09:
           description:
@@ -8529,6 +9702,7 @@ cms:
             original_type: CHAR
             text: Sep. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-september
           type: VARCHAR(3)
       - SGMTID10:
           description:
@@ -8536,6 +9710,7 @@ cms:
             original_type: CHAR
             text: Oct. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-october
           type: VARCHAR(3)
       - SGMTID11:
           description:
@@ -8543,6 +9718,7 @@ cms:
             original_type: CHAR
             text: Nov. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-november
           type: VARCHAR(3)
       - SGMTID12:
           description:
@@ -8550,6 +9726,7 @@ cms:
             original_type: CHAR
             text: Dec. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-december
           type: VARCHAR(3)
       - CSTSHR01:
           description:
@@ -8557,6 +9734,7 @@ cms:
             original_type: CHAR
             text: Jan. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-january
           type: VARCHAR(2)
       - CSTSHR02:
           description:
@@ -8564,6 +9742,7 @@ cms:
             original_type: CHAR
             text: Feb. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-february
           type: VARCHAR(2)
       - CSTSHR03:
           description:
@@ -8571,6 +9750,7 @@ cms:
             original_type: CHAR
             text: Mar. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-march
           type: VARCHAR(2)
       - CSTSHR04:
           description:
@@ -8578,6 +9758,7 @@ cms:
             original_type: CHAR
             text: Apr. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-april
           type: VARCHAR(2)
       - CSTSHR05:
           description:
@@ -8585,6 +9766,7 @@ cms:
             original_type: CHAR
             text: May Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-may
           type: VARCHAR(2)
       - CSTSHR06:
           description:
@@ -8592,6 +9774,7 @@ cms:
             original_type: CHAR
             text: Jun. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-june
           type: VARCHAR(2)
       - CSTSHR07:
           description:
@@ -8599,6 +9782,7 @@ cms:
             original_type: CHAR
             text: Jul. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-july
           type: VARCHAR(2)
       - CSTSHR08:
           description:
@@ -8606,6 +9790,7 @@ cms:
             original_type: CHAR
             text: Aug. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-august
           type: VARCHAR(2)
       - CSTSHR09:
           description:
@@ -8613,6 +9798,7 @@ cms:
             original_type: CHAR
             text: Sep. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-september
           type: VARCHAR(2)
       - CSTSHR10:
           description:
@@ -8620,6 +9806,7 @@ cms:
             original_type: CHAR
             text: Oct. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-october
           type: VARCHAR(2)
       - CSTSHR11:
           description:
@@ -8627,6 +9814,7 @@ cms:
             original_type: CHAR
             text: Nov. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-november
           type: VARCHAR(2)
       - CSTSHR12:
           description:
@@ -8634,6 +9822,7 @@ cms:
             original_type: CHAR
             text: Dec. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-december
           type: VARCHAR(2)
       - RDSIND01:
           description:
@@ -8641,6 +9830,7 @@ cms:
             original_type: CHAR
             text: Jan. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-january
           type: VARCHAR(1)
       - RDSIND02:
           description:
@@ -8648,6 +9838,7 @@ cms:
             original_type: CHAR
             text: Feb. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - RDSIND03:
           description:
@@ -8655,6 +9846,7 @@ cms:
             original_type: CHAR
             text: Mar. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-march
           type: VARCHAR(1)
       - RDSIND04:
           description:
@@ -8662,6 +9854,7 @@ cms:
             original_type: CHAR
             text: Apr. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-april
           type: VARCHAR(1)
       - RDSIND05:
           description:
@@ -8669,6 +9862,7 @@ cms:
             original_type: CHAR
             text: May RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-may
           type: VARCHAR(1)
       - RDSIND06:
           description:
@@ -8676,6 +9870,7 @@ cms:
             original_type: CHAR
             text: Jun. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-june
           type: VARCHAR(1)
       - RDSIND07:
           description:
@@ -8683,6 +9878,7 @@ cms:
             original_type: CHAR
             text: Jul. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-july
           type: VARCHAR(1)
       - RDSIND08:
           description:
@@ -8690,6 +9886,7 @@ cms:
             original_type: CHAR
             text: Aug. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-august
           type: VARCHAR(1)
       - RDSIND09:
           description:
@@ -8697,6 +9894,7 @@ cms:
             original_type: CHAR
             text: Sep. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-september
           type: VARCHAR(1)
       - RDSIND10:
           description:
@@ -8704,6 +9902,7 @@ cms:
             original_type: CHAR
             text: Oct. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-october
           type: VARCHAR(1)
       - RDSIND11:
           description:
@@ -8711,6 +9910,7 @@ cms:
             original_type: CHAR
             text: Nov. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-november
           type: VARCHAR(1)
       - RDSIND12:
           description:
@@ -8718,6 +9918,7 @@ cms:
             original_type: CHAR
             text: Dec. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-december
           type: VARCHAR(1)
       - DUAL_01:
           description:
@@ -8725,6 +9926,7 @@ cms:
             original_type: CHAR
             text: Jan. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-january
           type: VARCHAR(2)
       - DUAL_02:
           description:
@@ -8732,6 +9934,7 @@ cms:
             original_type: CHAR
             text: Feb. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-february
           type: VARCHAR(2)
       - DUAL_03:
           description:
@@ -8739,6 +9942,7 @@ cms:
             original_type: CHAR
             text: Mar. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-march
           type: VARCHAR(2)
       - DUAL_04:
           description:
@@ -8746,6 +9950,7 @@ cms:
             original_type: CHAR
             text: Apr. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-april
           type: VARCHAR(2)
       - DUAL_05:
           description:
@@ -8753,6 +9958,7 @@ cms:
             original_type: CHAR
             text: May Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-may
           type: VARCHAR(2)
       - DUAL_06:
           description:
@@ -8760,6 +9966,7 @@ cms:
             original_type: CHAR
             text: Jun. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-june
           type: VARCHAR(2)
       - DUAL_07:
           description:
@@ -8767,6 +9974,7 @@ cms:
             original_type: CHAR
             text: Jul. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-july
           type: VARCHAR(2)
       - DUAL_08:
           description:
@@ -8774,6 +9982,7 @@ cms:
             original_type: CHAR
             text: Aug. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-august
           type: VARCHAR(2)
       - DUAL_09:
           description:
@@ -8781,6 +9990,7 @@ cms:
             original_type: CHAR
             text: Sep. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-september
           type: VARCHAR(2)
       - DUAL_10:
           description:
@@ -8788,6 +9998,7 @@ cms:
             original_type: CHAR
             text: Oct. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-october
           type: VARCHAR(2)
       - DUAL_11:
           description:
@@ -8795,6 +10006,7 @@ cms:
             original_type: CHAR
             text: Nov. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-november
           type: VARCHAR(2)
       - DUAL_12:
           description:
@@ -8802,6 +10014,7 @@ cms:
             original_type: CHAR
             text: Dec. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-december
           type: VARCHAR(2)
       - FILE:
           description:
@@ -8810,6 +10023,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -8818,6 +10032,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - YEAR:
           description:
@@ -8825,6 +10040,7 @@ cms:
             text: Beneficiary Enrollment Reference Year
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (RFRNC_YR) STORED
             type: generated
@@ -8846,6 +10062,7 @@ cms:
             text: Encrypted 723 Beneficiary ID (Unique Key)
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - RFRNC_YR:
           description:
@@ -8853,6 +10070,7 @@ cms:
             original_type: NUM
             text: Beneficiary Enrollment Reference Year
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/reference-year-base
           type: INT
       - CRDCOVSW:
           description:
@@ -8860,6 +10078,7 @@ cms:
             original_type: CHAR
             text: Creditable Coverage Switch
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - PLNCOVMO:
           description:
@@ -8867,6 +10086,7 @@ cms:
             original_type: CHAR
             text: Plan Coverage Months Number
             width: 2.0
+          reference: null
           type: VARCHAR(2)
       - RDSCOVMO:
           description:
@@ -8874,6 +10094,7 @@ cms:
             original_type: CHAR
             text: Retiree Drug Subsidy Coverage Months Number
             width: 2.0
+          reference: null
           type: VARCHAR(2)
       - DUAL_MO:
           description:
@@ -8881,6 +10102,7 @@ cms:
             original_type: CHAR
             text: Dual Eligible Months Number
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/months-dual-eligibility
           type: VARCHAR(2)
       - CNTRCT01:
           description:
@@ -8888,6 +10110,7 @@ cms:
             original_type: CHAR
             text: Jan. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-january
           type: VARCHAR(5)
       - CNTRCT02:
           description:
@@ -8895,6 +10118,7 @@ cms:
             original_type: CHAR
             text: Feb. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-february
           type: VARCHAR(5)
       - CNTRCT03:
           description:
@@ -8902,6 +10126,7 @@ cms:
             original_type: CHAR
             text: Mar. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-march
           type: VARCHAR(5)
       - CNTRCT04:
           description:
@@ -8909,6 +10134,7 @@ cms:
             original_type: CHAR
             text: Apr. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-april
           type: VARCHAR(5)
       - CNTRCT05:
           description:
@@ -8916,6 +10142,7 @@ cms:
             original_type: CHAR
             text: May Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-may
           type: VARCHAR(5)
       - CNTRCT06:
           description:
@@ -8923,6 +10150,7 @@ cms:
             original_type: CHAR
             text: Jun. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-june
           type: VARCHAR(5)
       - CNTRCT07:
           description:
@@ -8930,6 +10158,7 @@ cms:
             original_type: CHAR
             text: Jul. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-july
           type: VARCHAR(5)
       - CNTRCT08:
           description:
@@ -8937,6 +10166,7 @@ cms:
             original_type: CHAR
             text: Aug. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-august
           type: VARCHAR(5)
       - CNTRCT09:
           description:
@@ -8944,6 +10174,7 @@ cms:
             original_type: CHAR
             text: Sep. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-september
           type: VARCHAR(5)
       - CNTRCT10:
           description:
@@ -8951,6 +10182,7 @@ cms:
             original_type: CHAR
             text: Oct. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-october
           type: VARCHAR(5)
       - CNTRCT11:
           description:
@@ -8958,6 +10190,7 @@ cms:
             original_type: CHAR
             text: Nov. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-november
           type: VARCHAR(5)
       - CNTRCT12:
           description:
@@ -8965,6 +10198,7 @@ cms:
             original_type: CHAR
             text: Dec. Contract ID
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-contract-number-december
           type: VARCHAR(5)
       - PBPID01:
           description:
@@ -8972,6 +10206,7 @@ cms:
             original_type: CHAR
             text: Jan. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-january
           type: VARCHAR(3)
       - PBPID02:
           description:
@@ -8979,6 +10214,7 @@ cms:
             original_type: CHAR
             text: Feb. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-february
           type: VARCHAR(3)
       - PBPID03:
           description:
@@ -8986,6 +10222,7 @@ cms:
             original_type: CHAR
             text: Mar. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-march
           type: VARCHAR(3)
       - PBPID04:
           description:
@@ -8993,6 +10230,7 @@ cms:
             original_type: CHAR
             text: Apr. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-april
           type: VARCHAR(3)
       - PBPID05:
           description:
@@ -9000,6 +10238,7 @@ cms:
             original_type: CHAR
             text: May Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-may
           type: VARCHAR(3)
       - PBPID06:
           description:
@@ -9007,6 +10246,7 @@ cms:
             original_type: CHAR
             text: Jun. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-june
           type: VARCHAR(3)
       - PBPID07:
           description:
@@ -9014,6 +10254,7 @@ cms:
             original_type: CHAR
             text: Jul. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-july
           type: VARCHAR(3)
       - PBPID08:
           description:
@@ -9021,6 +10262,7 @@ cms:
             original_type: CHAR
             text: Aug. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-august
           type: VARCHAR(3)
       - PBPID09:
           description:
@@ -9028,6 +10270,7 @@ cms:
             original_type: CHAR
             text: Sep. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-september
           type: VARCHAR(3)
       - PBPID10:
           description:
@@ -9035,6 +10278,7 @@ cms:
             original_type: CHAR
             text: Oct. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-october
           type: VARCHAR(3)
       - PBPID11:
           description:
@@ -9042,6 +10286,7 @@ cms:
             original_type: CHAR
             text: Nov. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-november
           type: VARCHAR(3)
       - PBPID12:
           description:
@@ -9049,6 +10294,7 @@ cms:
             original_type: CHAR
             text: Dec. Plan Benefit Package ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-plan-benefit-package-number-december
           type: VARCHAR(3)
       - SGMTID01:
           description:
@@ -9056,6 +10302,7 @@ cms:
             original_type: CHAR
             text: Jan. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-january
           type: VARCHAR(3)
       - SGMTID02:
           description:
@@ -9063,6 +10310,7 @@ cms:
             original_type: CHAR
             text: Feb. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-february
           type: VARCHAR(3)
       - SGMTID03:
           description:
@@ -9070,6 +10318,7 @@ cms:
             original_type: CHAR
             text: Mar. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-march
           type: VARCHAR(3)
       - SGMTID04:
           description:
@@ -9077,6 +10326,7 @@ cms:
             original_type: CHAR
             text: Apr. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-april
           type: VARCHAR(3)
       - SGMTID05:
           description:
@@ -9084,6 +10334,7 @@ cms:
             original_type: CHAR
             text: May Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-may
           type: VARCHAR(3)
       - SGMTID06:
           description:
@@ -9091,6 +10342,7 @@ cms:
             original_type: CHAR
             text: Jun. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-june
           type: VARCHAR(3)
       - SGMTID07:
           description:
@@ -9098,6 +10350,7 @@ cms:
             original_type: CHAR
             text: Jul. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-july
           type: VARCHAR(3)
       - SGMTID08:
           description:
@@ -9105,6 +10358,7 @@ cms:
             original_type: CHAR
             text: Aug. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-august
           type: VARCHAR(3)
       - SGMTID09:
           description:
@@ -9112,6 +10366,7 @@ cms:
             original_type: CHAR
             text: Sep. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-september
           type: VARCHAR(3)
       - SGMTID10:
           description:
@@ -9119,6 +10374,7 @@ cms:
             original_type: CHAR
             text: Oct. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-october
           type: VARCHAR(3)
       - SGMTID11:
           description:
@@ -9126,6 +10382,7 @@ cms:
             original_type: CHAR
             text: Nov. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-november
           type: VARCHAR(3)
       - SGMTID12:
           description:
@@ -9133,6 +10390,7 @@ cms:
             original_type: CHAR
             text: Dec. Segment ID
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/monthly-part-d-market-segment-identifier-december
           type: VARCHAR(3)
       - CSTSHR01:
           description:
@@ -9140,6 +10398,7 @@ cms:
             original_type: CHAR
             text: Jan. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-january
           type: VARCHAR(2)
       - CSTSHR02:
           description:
@@ -9147,6 +10406,7 @@ cms:
             original_type: CHAR
             text: Feb. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-february
           type: VARCHAR(2)
       - CSTSHR03:
           description:
@@ -9154,6 +10414,7 @@ cms:
             original_type: CHAR
             text: Mar. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-march
           type: VARCHAR(2)
       - CSTSHR04:
           description:
@@ -9161,6 +10422,7 @@ cms:
             original_type: CHAR
             text: Apr. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-april
           type: VARCHAR(2)
       - CSTSHR05:
           description:
@@ -9168,6 +10430,7 @@ cms:
             original_type: CHAR
             text: May Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-may
           type: VARCHAR(2)
       - CSTSHR06:
           description:
@@ -9175,6 +10438,7 @@ cms:
             original_type: CHAR
             text: Jun. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-june
           type: VARCHAR(2)
       - CSTSHR07:
           description:
@@ -9182,6 +10446,7 @@ cms:
             original_type: CHAR
             text: Jul. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-july
           type: VARCHAR(2)
       - CSTSHR08:
           description:
@@ -9189,6 +10454,7 @@ cms:
             original_type: CHAR
             text: Aug. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-august
           type: VARCHAR(2)
       - CSTSHR09:
           description:
@@ -9196,6 +10462,7 @@ cms:
             original_type: CHAR
             text: Sep. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-september
           type: VARCHAR(2)
       - CSTSHR10:
           description:
@@ -9203,6 +10470,7 @@ cms:
             original_type: CHAR
             text: Oct. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-october
           type: VARCHAR(2)
       - CSTSHR11:
           description:
@@ -9210,6 +10478,7 @@ cms:
             original_type: CHAR
             text: Nov. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-november
           type: VARCHAR(2)
       - CSTSHR12:
           description:
@@ -9217,6 +10486,7 @@ cms:
             original_type: CHAR
             text: Dec. Cost Share Group Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-cost-sharing-group-under-part-d-low-income-subsidy-december
           type: VARCHAR(2)
       - RDSIND01:
           description:
@@ -9224,6 +10494,7 @@ cms:
             original_type: CHAR
             text: Jan. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-january
           type: VARCHAR(1)
       - RDSIND02:
           description:
@@ -9231,6 +10502,7 @@ cms:
             original_type: CHAR
             text: Feb. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: null
           type: VARCHAR(1)
       - RDSIND03:
           description:
@@ -9238,6 +10510,7 @@ cms:
             original_type: CHAR
             text: Mar. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-march
           type: VARCHAR(1)
       - RDSIND04:
           description:
@@ -9245,6 +10518,7 @@ cms:
             original_type: CHAR
             text: Apr. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-april
           type: VARCHAR(1)
       - RDSIND05:
           description:
@@ -9252,6 +10526,7 @@ cms:
             original_type: CHAR
             text: May RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-may
           type: VARCHAR(1)
       - RDSIND06:
           description:
@@ -9259,6 +10534,7 @@ cms:
             original_type: CHAR
             text: Jun. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-june
           type: VARCHAR(1)
       - RDSIND07:
           description:
@@ -9266,6 +10542,7 @@ cms:
             original_type: CHAR
             text: Jul. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-july
           type: VARCHAR(1)
       - RDSIND08:
           description:
@@ -9273,6 +10550,7 @@ cms:
             original_type: CHAR
             text: Aug. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-august
           type: VARCHAR(1)
       - RDSIND09:
           description:
@@ -9280,6 +10558,7 @@ cms:
             original_type: CHAR
             text: Sep. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-september
           type: VARCHAR(1)
       - RDSIND10:
           description:
@@ -9287,6 +10566,7 @@ cms:
             original_type: CHAR
             text: Oct. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-october
           type: VARCHAR(1)
       - RDSIND11:
           description:
@@ -9294,6 +10574,7 @@ cms:
             original_type: CHAR
             text: Nov. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-november
           type: VARCHAR(1)
       - RDSIND12:
           description:
@@ -9301,6 +10582,7 @@ cms:
             original_type: CHAR
             text: Dec. RDS Code - Retiree Drug Subsidy Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/part-d-retiree-drug-subsidy-indicator-december
           type: VARCHAR(1)
       - DUAL_01:
           description:
@@ -9308,6 +10590,7 @@ cms:
             original_type: CHAR
             text: Jan. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-january
           type: VARCHAR(2)
       - DUAL_02:
           description:
@@ -9315,6 +10598,7 @@ cms:
             original_type: CHAR
             text: Feb. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-february
           type: VARCHAR(2)
       - DUAL_03:
           description:
@@ -9322,6 +10606,7 @@ cms:
             original_type: CHAR
             text: Mar. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-march
           type: VARCHAR(2)
       - DUAL_04:
           description:
@@ -9329,6 +10614,7 @@ cms:
             original_type: CHAR
             text: Apr. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-april
           type: VARCHAR(2)
       - DUAL_05:
           description:
@@ -9336,6 +10622,7 @@ cms:
             original_type: CHAR
             text: May Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-may
           type: VARCHAR(2)
       - DUAL_06:
           description:
@@ -9343,6 +10630,7 @@ cms:
             original_type: CHAR
             text: Jun. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-june
           type: VARCHAR(2)
       - DUAL_07:
           description:
@@ -9350,6 +10638,7 @@ cms:
             original_type: CHAR
             text: Jul. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-july
           type: VARCHAR(2)
       - DUAL_08:
           description:
@@ -9357,6 +10646,7 @@ cms:
             original_type: CHAR
             text: Aug. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-august
           type: VARCHAR(2)
       - DUAL_09:
           description:
@@ -9364,6 +10654,7 @@ cms:
             original_type: CHAR
             text: Sep. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-september
           type: VARCHAR(2)
       - DUAL_10:
           description:
@@ -9371,6 +10662,7 @@ cms:
             original_type: CHAR
             text: Oct. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-october
           type: VARCHAR(2)
       - DUAL_11:
           description:
@@ -9378,6 +10670,7 @@ cms:
             original_type: CHAR
             text: Nov. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-november
           type: VARCHAR(2)
       - DUAL_12:
           description:
@@ -9385,6 +10678,7 @@ cms:
             original_type: CHAR
             text: Dec. Dual Status Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/monthly-medicare-medicaid-dual-eligibility-code-december
           type: VARCHAR(2)
       - FILE:
           description:
@@ -9393,6 +10687,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -9401,6 +10696,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - YEAR:
           description:
@@ -9408,6 +10704,7 @@ cms:
             text: Beneficiary Enrollment Reference Year
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (RFRNC_YR) STORED
             type: generated
@@ -9429,6 +10726,7 @@ cms:
             text: Encrypted 723 Beneficiary ID
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - MEDPARID:
           description:
@@ -9436,6 +10734,7 @@ cms:
             original_type: CHAR
             text: Unique Key for CCW MedPAR Table
             width: 15.0
+          reference: https://resdac.org/cms-data/variables/medpar-id-number
           type: VARCHAR(15)
       - MEDPAR_YR_NUM:
           description:
@@ -9443,6 +10742,7 @@ cms:
             original_type: CHAR
             text: Year of MedPAR Record
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/year-medpar-record
           type: VARCHAR(4)
       - CLM_TYPE:
           description:
@@ -9450,6 +10750,7 @@ cms:
             original_type: CHAR
             text: NCH Claim Type Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/nch-claim-type-code
           type: VARCHAR(2)
       - BIC:
           description:
@@ -9457,6 +10758,7 @@ cms:
             original_type: CHAR
             text: BIC reported on first claim included in stay
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/bic-reported-first-claim-included-stay
           type: VARCHAR(2)
       - EQ_BIC:
           description:
@@ -9464,6 +10766,7 @@ cms:
             original_type: CHAR
             text: Equated BIC
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/equated-bic
           type: VARCHAR(2)
       - AGE_CNT:
           description:
@@ -9471,6 +10774,7 @@ cms:
             original_type: NUM
             text: Age as of Date of Admission.
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/age-date-admission
           type: INT
       - SEX:
           description:
@@ -9478,6 +10782,7 @@ cms:
             original_type: CHAR
             text: Sex of Beneficiary
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -9485,6 +10790,7 @@ cms:
             original_type: CHAR
             text: Race of Beneficiary
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - MS_CD:
           description:
@@ -9492,6 +10798,7 @@ cms:
             original_type: CHAR
             text: Reason for entitlement to Medicare benefits as of CLM_THRU_DT
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/reason-entitlement-medicare-benefits-clmthrudt
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -9499,6 +10806,7 @@ cms:
             original_type: CHAR
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -9506,6 +10814,7 @@ cms:
             original_type: CHAR
             text: SSA standard county code of a beneficiarys residence.
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - BENE_ZIP:
           description:
@@ -9513,6 +10822,7 @@ cms:
             original_type: CHAR
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary-home-or-mailing-address-latest-year
           type: VARCHAR(5)
       - DSCHRGCD:
           description:
@@ -9520,6 +10830,7 @@ cms:
             original_type: CHAR
             text: Code identifying status of patient as of CLM_THRU_DT
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-identifying-status-patient-clmthrudt
           type: VARCHAR(1)
       - FICARR:
           description:
@@ -9527,6 +10838,7 @@ cms:
             original_type: CHAR
             text: Intermediary processor identification
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/fiscal-intermediary-fi-id-number
           type: VARCHAR(5)
       - WRNGCD:
           description:
@@ -9535,6 +10847,7 @@ cms:
             text: Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay
               prcss
             width: 18.0
+          reference: https://resdac.org/cms-data/variables/warning-indicators-code-specifying-detailed-billing-info
           type: VARCHAR(18)
       - GHOPDCD:
           description:
@@ -9542,6 +10855,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not GHO has paid provider for claim(s)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-whether-group-health-organization-gho-has-paid-provider-claims
           type: VARCHAR(1)
       - PPS_IND:
           description:
@@ -9549,6 +10863,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not facility is being paid under PPS
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/prospective-payment-system-pps-indicator-code
           type: VARCHAR(1)
       - ORGNPINM:
           description:
@@ -9556,6 +10871,7 @@ cms:
             original_type: CHAR
             text: Organization NPI Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organization-npi-number-ffs
           type: VARCHAR(10)
       - PRVDRNUM:
           description:
@@ -9563,6 +10879,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Provider Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/provider-number
           type: VARCHAR(10)
       - SPCLUNIT:
           description:
@@ -9571,6 +10888,7 @@ cms:
             text: Special num system code for hosp units that are PPS/SNF SB dsgntn
               excl.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/provider-number-special-unit-code
           type: VARCHAR(1)
       - SSLSSNF:
           description:
@@ -9578,6 +10896,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether stay is short stay, long stay, or SNF
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/short-staylong-staysnf-provider-indicator-code
           type: VARCHAR(1)
       - ACTV_XREF_IND:
           description:
@@ -9585,6 +10904,7 @@ cms:
             original_type: CHAR
             text: Active Cross-Refference Indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-active-cross-reference-indicator
           type: VARCHAR(1)
       - SLCT_RSN_CD:
           description:
@@ -9592,6 +10912,7 @@ cms:
             original_type: CHAR
             text: Specifies whether this record is a case or control record.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/specifies-whether-record-case-or-control-record
           type: VARCHAR(1)
       - FACLMCNT:
           description:
@@ -9599,6 +10920,7 @@ cms:
             original_type: NUM
             text: Claims (final action) included in stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/number-claims-final-action-included-stay
           type: INT
       - ACRTNDT:
           description:
@@ -9607,6 +10929,7 @@ cms:
             text: Date latest claim incl in stay accreted to bene mstr rec at the
               CWF host
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/latest-claim-accretion-date
           type: DATE
       - EXHST_DT:
           description:
@@ -9614,6 +10937,7 @@ cms:
             original_type: DATE
             text: Last date beneficiary had Medicare coverage
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-medicare-benefit-exhausted-date
           type: DATE
       - QLFYFROM:
           description:
@@ -9621,6 +10945,7 @@ cms:
             original_type: DATE
             text: Beginning date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beginning-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - QLFYTHRU:
           description:
@@ -9628,6 +10953,7 @@ cms:
             original_type: DATE
             text: Ending date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/ending-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - SRC_ADMS:
           description:
@@ -9636,6 +10962,7 @@ cms:
             text: Admssn to an Inp facility or, for newborn admssn, type of delivery
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/source-admission-inpatient-facility-newborn-admit-type-delivery-code
           type: VARCHAR(1)
       - TYPE_ADM:
           description:
@@ -9644,6 +10971,7 @@ cms:
             text: Type and priority of benes admission to facility for Inp hosp stay
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/inpatient-admission-type-code
           type: VARCHAR(1)
       - ADMSNDAY:
           description:
@@ -9651,6 +10979,7 @@ cms:
             original_type: CHAR
             text: Code indicating day of week beneficiary was admitted to facility.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-day-week-beneficiary-was-admitted-facility
           type: VARCHAR(1)
       - ADMSNDT:
           description:
@@ -9658,6 +10987,7 @@ cms:
             original_type: DATE
             text: Date beneficiary admitted for Inpatient care or date care started
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-beneficiary-admitted-inpatient-care-or-date-care-started
           type: DATE
       - DSCHRGDT:
           description:
@@ -9665,6 +10995,7 @@ cms:
             original_type: DATE
             text: Date beneficiary was discharged or died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/discharge-date
           type: DATE
       - DSTNTNCD:
           description:
@@ -9672,6 +11003,7 @@ cms:
             original_type: CHAR
             text: Destination upon discharge from facility code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medpar-discharge-destination-code
           type: VARCHAR(2)
       - CVRLVLDT:
           description:
@@ -9679,6 +11011,7 @@ cms:
             original_type: DATE
             text: Date covered level of care ended in a SNF
             width: 8.0
+          reference: null
           type: DATE
       - DEATHDT:
           description:
@@ -9686,6 +11019,7 @@ cms:
             original_type: DATE
             text: Date beneficiary died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - DEATHCD:
           description:
@@ -9693,6 +11027,7 @@ cms:
             original_type: CHAR
             text: Death Date Verification Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/death-date-verification-code
           type: VARCHAR(1)
       - DEATHDAY:
           description:
@@ -9700,6 +11035,7 @@ cms:
             original_type: NUM
             text: Days from date admitted to facility to date of death
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-date-admitted-facility-date-death
           type: INT
       - SSICD:
           description:
@@ -9707,6 +11043,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Internal Use SSI Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-indicator-code
           type: VARCHAR(1)
       - SSIDAY:
           description:
@@ -9714,6 +11051,7 @@ cms:
             original_type: NUM
             text: MEDPAR Internal Use SSI Day Count
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-day-count
           type: INT
       - INTRNL_USE_SSI_DATA:
           description:
@@ -9721,6 +11059,7 @@ cms:
             original_type: CHAR
             text: Internal Use SSI Data
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-data
           type: VARCHAR(1)
       - IPSBCD:
           description:
@@ -9728,6 +11067,7 @@ cms:
             original_type: CHAR
             text: For internal Use Only. IPSB Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ipsb-code
           type: VARCHAR(3)
       - FILDTCD:
           description:
@@ -9735,6 +11075,7 @@ cms:
             original_type: CHAR
             text: For internal use only.  Fiscal year/calendar year segments.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-only-fiscal-yearcalendar-year-segments
           type: VARCHAR(1)
       - SMPLSIZE:
           description:
@@ -9742,6 +11083,7 @@ cms:
             original_type: CHAR
             text: For internal use.  MEDPAR sample size.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-medpar-sample-size
           type: VARCHAR(1)
       - LOSCNT:
           description:
@@ -9749,6 +11091,7 @@ cms:
             original_type: NUM
             text: Days of beneficiarys stay in a hospital/SNF
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-beneficiarys-stay-hospitalsnf
           type: INT
       - OUTLRDAY:
           description:
@@ -9757,6 +11100,7 @@ cms:
             text: Days paid as outliers (either day or cost) under PPS beyond DRG
               threshld
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/days-paid-outliers-either-day-or-cost-under-pps-beyond-drg-threshold
           type: INT
       - UTIL_DAY:
           description:
@@ -9764,6 +11108,7 @@ cms:
             original_type: NUM
             text: Covered days of care chargeable to Medicare utilization for stay
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/covered-days-care-chargeable-medicare-utilization-stay
           type: INT
       - COIN_DAY:
           description:
@@ -9771,6 +11116,7 @@ cms:
             original_type: NUM
             text: MEDPAR Beneficiary Total Coinsurance Day Count
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-total-coinsurance-day-count
           type: INT
       - LRD_USE:
           description:
@@ -9778,6 +11124,7 @@ cms:
             original_type: NUM
             text: Lifetime reserve days (LRD) used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/lifetime-reserve-days-lrd-used-beneficiary-stay
           type: INT
       - COIN_AMT:
           description:
@@ -9785,6 +11132,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for part A coinsurance for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-part-coinsurance-stay
           type: INT
       - DED_AMT:
           description:
@@ -9792,6 +11140,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-deductible-stay
           type: INT
       - BLDDEDAM:
           description:
@@ -9799,6 +11148,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for blood deductible for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-blood-deductible-stay
           type: INT
       - PRPAY_CD:
           description:
@@ -9806,6 +11156,7 @@ cms:
             original_type: CHAR
             text: Primary payer responsibility code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-primary-payer-code
           type: VARCHAR(1)
       - PRPAYAMT:
           description:
@@ -9814,6 +11165,7 @@ cms:
             text: Primry payer other than Medicare for covered Medicare chrgs for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/primary-payer-paid-amount
           type: INT
       - DRG_CD:
           description:
@@ -9821,6 +11173,7 @@ cms:
             original_type: CHAR
             text: DRG Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-related-group-drg-code
           type: VARCHAR(3)
       - OUTLR_CD:
           description:
@@ -9828,6 +11181,7 @@ cms:
             original_type: CHAR
             text: Cost or Day Outlier code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-drgoutlier-stay-code
           type: VARCHAR(1)
       - OUTLRAMT:
           description:
@@ -9836,6 +11190,7 @@ cms:
             text: Addtnl approved due to outlier situation over DRG allowance for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-outlier-approved-payment-amount
           type: INT
       - DRGPRICE:
           description:
@@ -9844,6 +11199,7 @@ cms:
             text: Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-price-amount
           type: INT
       - DISP_SHR:
           description:
@@ -9852,6 +11208,7 @@ cms:
             text: Over the DRG amount for disproportionate share hospital for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-disproportionate-share-dsh-amount
           type: INT
       - IME_AMT:
           description:
@@ -9859,6 +11216,7 @@ cms:
             original_type: NUM
             text: Additional payment made to teaching hospitals for IME for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/indirect-medical-education-ime-amount
           type: INT
       - PASSTHRU:
           description:
@@ -9866,6 +11224,7 @@ cms:
             original_type: NUM
             text: Total of all claim pass thru for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pass-thru-diem-amount-stay
           type: INT
       - PPS_CPTL:
           description:
@@ -9873,6 +11232,7 @@ cms:
             original_type: NUM
             text: Total payable for capital PPS ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-pps-capital-amount
           type: INT
       - IP_LOW_VOL_PYMT_AMT:
           description:
@@ -9880,6 +11240,7 @@ cms:
             original_type: NUM
             text: Inpatient Low Volume Payment Amount.
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-low-volume-payment-amount
           type: INT
       - TOTCHRG:
           description:
@@ -9888,6 +11249,7 @@ cms:
             text: Total all charges for all srvcs provided to beneficiary for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-amount
           type: INT
       - CVRCHRG:
           description:
@@ -9895,6 +11257,7 @@ cms:
             original_type: NUM
             text: Portion of total charges covered by Medicare for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-covered-charge-amount
           type: INT
       - PMT_AMT:
           description:
@@ -9903,6 +11266,7 @@ cms:
             text: Amt of payment from Medicare trust fund for srvcs covered by claim
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-medicare-payment-amount
           type: INT
       - ACMDTNS:
           description:
@@ -9911,6 +11275,7 @@ cms:
             text: Total charge for all accommodations related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-accommodations
           type: INT
       - DPRTMNTL:
           description:
@@ -9919,6 +11284,7 @@ cms:
             text: Total charge for all ancillary depts related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-ancillary-departments-related-beneficiarys-stay
           type: INT
       - PRVTDAY:
           description:
@@ -9926,6 +11292,7 @@ cms:
             original_type: NUM
             text: Private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/private-room-day-count
           type: INT
       - SPRVTDAY:
           description:
@@ -9933,6 +11300,7 @@ cms:
             original_type: NUM
             text: Semi-private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-day-count
           type: INT
       - WARDDAY:
           description:
@@ -9940,6 +11308,7 @@ cms:
             original_type: NUM
             text: Ward days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/ward-day-count
           type: INT
       - ICARECNT:
           description:
@@ -9947,6 +11316,7 @@ cms:
             original_type: NUM
             text: Intensive care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-day-count
           type: INT
       - CRNRYDAY:
           description:
@@ -9954,6 +11324,7 @@ cms:
             original_type: NUM
             text: Coronary care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-day-count
           type: INT
       - PRVTAMT:
           description:
@@ -9961,6 +11332,7 @@ cms:
             original_type: NUM
             text: Private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/private-room-charge-amount
           type: INT
       - SPRVTAMT:
           description:
@@ -9968,6 +11340,7 @@ cms:
             original_type: NUM
             text: Semi-private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-charge-amount
           type: INT
       - WARDAMT:
           description:
@@ -9975,6 +11348,7 @@ cms:
             original_type: NUM
             text: Ward accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ward-charge-amount
           type: INT
       - ICAREAMT:
           description:
@@ -9982,6 +11356,7 @@ cms:
             original_type: NUM
             text: Intensive care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-charge-amount
           type: INT
       - CRNRYAMT:
           description:
@@ -9989,6 +11364,7 @@ cms:
             original_type: NUM
             text: Coronary care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-charge-amount
           type: INT
       - OTHRAMT:
           description:
@@ -9996,6 +11372,7 @@ cms:
             original_type: NUM
             text: Other services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/other-service-charge-amount
           type: INT
       - PHRMCAMT:
           description:
@@ -10003,6 +11380,7 @@ cms:
             original_type: NUM
             text: Pharmaceutical costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-charge-amount
           type: INT
       - SUPLYAMT:
           description:
@@ -10010,6 +11388,7 @@ cms:
             original_type: NUM
             text: Medical/surgical supplies related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-charge-amount
           type: INT
       - DME_AMT:
           description:
@@ -10017,6 +11396,7 @@ cms:
             original_type: NUM
             text: DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/durable-medical-equipment-dme-charge-amount
           type: INT
       - UDME_AMT:
           description:
@@ -10024,6 +11404,7 @@ cms:
             original_type: NUM
             text: Used DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/used-durable-medical-equipment-dme-charge-amount
           type: INT
       - PHYTHAMT:
           description:
@@ -10031,6 +11412,7 @@ cms:
             original_type: NUM
             text: Physical therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/physical-therapy-charge-amount
           type: INT
       - OCPTLAMT:
           description:
@@ -10039,6 +11421,7 @@ cms:
             text: Occupational therapy services provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/occupational-therapy-charge-amount
           type: INT
       - SPCH_AMT:
           description:
@@ -10046,6 +11429,7 @@ cms:
             original_type: NUM
             text: Speech pathology services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/speech-pathology-charge-amount
           type: INT
       - INHLTAMT:
           description:
@@ -10053,6 +11437,7 @@ cms:
             original_type: NUM
             text: Inhalation therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inhalation-therapy-charge-amount
           type: INT
       - BLOODAMT:
           description:
@@ -10060,6 +11445,7 @@ cms:
             original_type: NUM
             text: Blood provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-charge-amount
           type: INT
       - BLDADMIN:
           description:
@@ -10067,6 +11453,7 @@ cms:
             original_type: NUM
             text: Blood storage and processing related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-storage-and-processing-charge-amount
           type: INT
       - BLDFRNSH:
           description:
@@ -10075,6 +11462,7 @@ cms:
             text: Quantity of blood (whole pints) furnished to beneficiary during
               stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/blood-pints-furnished-quantity
           type: INT
       - OROOMAMT:
           description:
@@ -10083,6 +11471,7 @@ cms:
             text: OR, recovery rm, and labor rm delivery used by bene during stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-room-charge-amount
           type: INT
       - LTHTRPSY:
           description:
@@ -10090,6 +11479,7 @@ cms:
             original_type: NUM
             text: Lithotripsy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/lithotripsy-charge-amount
           type: INT
       - CRDLGY:
           description:
@@ -10098,6 +11488,7 @@ cms:
             text: Cardiology services and ECG(s) provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiology-charge-amount
           type: INT
       - ANSTHSA:
           description:
@@ -10105,6 +11496,7 @@ cms:
             original_type: NUM
             text: Anesthesia services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/anesthesia-charge-amount
           type: INT
       - LAB_AMT:
           description:
@@ -10112,6 +11504,7 @@ cms:
             original_type: NUM
             text: Laboratory costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/laboratory-charge-amount
           type: INT
       - RDLGYAMT:
           description:
@@ -10119,6 +11512,7 @@ cms:
             original_type: NUM
             text: Radiology costs (excluding MRI) related to a beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-charge-amount-excluding-mri
           type: INT
       - MRI_AMT:
           description:
@@ -10126,6 +11520,7 @@ cms:
             original_type: NUM
             text: MRI services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/magnetic-resonance-imaging-mri-charge-amount
           type: INT
       - OPSRVC:
           description:
@@ -10133,6 +11528,7 @@ cms:
             original_type: NUM
             text: Outpatient services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/outpatient-service-charge-amount
           type: INT
       - ER_AMT:
           description:
@@ -10140,6 +11536,7 @@ cms:
             original_type: NUM
             text: Emergency room services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/emergency-room-er-charge-amount
           type: INT
       - AMBLNC:
           description:
@@ -10147,6 +11544,7 @@ cms:
             original_type: NUM
             text: Ambulance services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ambulance-charge-amount
           type: INT
       - PROFFEES:
           description:
@@ -10154,6 +11552,7 @@ cms:
             original_type: NUM
             text: Professional fees related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/professional-fees-charge-amount
           type: INT
       - ORGNAMT:
           description:
@@ -10162,6 +11561,7 @@ cms:
             text: Organ acquisition or oth donor bank srvcs related to benes stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-or-other-donor-bank-charge-amount
           type: INT
       - ESRDSETG:
           description:
@@ -10169,6 +11569,7 @@ cms:
             original_type: NUM
             text: ESRD services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-charge-amount
           type: INT
       - CLNC_AMT:
           description:
@@ -10176,6 +11577,7 @@ cms:
             original_type: NUM
             text: Clinic visits related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/clinic-visit-charge-amount
           type: INT
       - ICUINDCD:
           description:
@@ -10183,6 +11585,7 @@ cms:
             original_type: CHAR
             text: ICU type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-unit-icu-indicator-code
           type: VARCHAR(1)
       - CRNRY_CD:
           description:
@@ -10190,6 +11593,7 @@ cms:
             original_type: CHAR
             text: Coronary care unit type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-unit-ccu-indicator-code
           type: VARCHAR(1)
       - PHRMCYCD:
           description:
@@ -10197,6 +11601,7 @@ cms:
             original_type: CHAR
             text: Drugs type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-indicator-code
           type: VARCHAR(1)
       - TRNSPLNT:
           description:
@@ -10204,6 +11609,7 @@ cms:
             original_type: CHAR
             text: Organ transplant code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/organ-transplant-indicator-code
           type: VARCHAR(1)
       - ONCLGYSW:
           description:
@@ -10211,6 +11617,7 @@ cms:
             original_type: CHAR
             text: Radiology oncology services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/oncology-indicator
           type: VARCHAR(1)
       - DGNSTCSW:
           description:
@@ -10218,6 +11625,7 @@ cms:
             original_type: CHAR
             text: Radiology diagnostic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnostic-radiology-indicator
           type: VARCHAR(1)
       - THRPTCSW:
           description:
@@ -10225,6 +11633,7 @@ cms:
             original_type: CHAR
             text: Radiology therapeutic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/therapeutic-radiology-indicator
           type: VARCHAR(1)
       - NUCLR_SW:
           description:
@@ -10232,6 +11641,7 @@ cms:
             original_type: CHAR
             text: Radiology nuclear medicine services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-indicator
           type: VARCHAR(1)
       - CTSCANSW:
           description:
@@ -10239,6 +11649,7 @@ cms:
             original_type: CHAR
             text: Radiology computed tomographic (CT) scan services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-computed-tomographic-ct-scan-indicator
           type: VARCHAR(1)
       - IMGNG_SW:
           description:
@@ -10246,6 +11657,7 @@ cms:
             original_type: CHAR
             text: Radiology other imaging services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-indicator
           type: VARCHAR(1)
       - OPSRVCCD:
           description:
@@ -10253,6 +11665,7 @@ cms:
             original_type: CHAR
             text: Outpatient services/ambulatory surgical care code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/outpatient-servicesambulatory-surgical-care-indicator-code
           type: VARCHAR(1)
       - ORGNCD:
           description:
@@ -10260,6 +11673,7 @@ cms:
             original_type: CHAR
             text: Organ acquisition type code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-type-code
           type: VARCHAR(2)
       - ESRD_CD:
           description:
@@ -10267,6 +11681,7 @@ cms:
             original_type: CHAR
             text: ESRD condition code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-condition-indicator-code
           type: VARCHAR(2)
       - ESRDSTG1:
           description:
@@ -10274,6 +11689,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code I
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-1
           type: VARCHAR(2)
       - ESRDSTG2:
           description:
@@ -10281,6 +11697,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code II
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-2
           type: VARCHAR(2)
       - ESRDSTG3:
           description:
@@ -10288,6 +11705,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code III
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-3
           type: VARCHAR(2)
       - ESRDSTG4:
           description:
@@ -10295,6 +11713,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code IV
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-4
           type: VARCHAR(2)
       - ESRDSTG5:
           description:
@@ -10302,6 +11721,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code V
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-5
           type: VARCHAR(2)
       - AD_DGNS:
           description:
@@ -10309,6 +11729,7 @@ cms:
             original_type: CHAR
             text: Initial diagnosis at time of admission
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/admitting-diagnosis-code
           type: VARCHAR(7)
       - ADMTG_DGNS_VRSN_CD:
           description:
@@ -10316,6 +11737,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Admitting Diagnosis Version Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-admitting-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCNT:
           description:
@@ -10323,6 +11745,7 @@ cms:
             original_type: NUM
             text: Diagnosis codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-codes
           type: INT
       - DGNS_VRSN_CD:
           description:
@@ -10331,6 +11754,7 @@ cms:
             text: Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier
               Ve
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_1:
           description:
@@ -10338,6 +11762,7 @@ cms:
             original_type: CHAR
             text: Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-1-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_2:
           description:
@@ -10345,6 +11770,7 @@ cms:
             original_type: CHAR
             text: Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-2-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_3:
           description:
@@ -10352,6 +11778,7 @@ cms:
             original_type: CHAR
             text: Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-3-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_4:
           description:
@@ -10359,6 +11786,7 @@ cms:
             original_type: CHAR
             text: Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-4-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_5:
           description:
@@ -10366,6 +11794,7 @@ cms:
             original_type: CHAR
             text: Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-5-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_6:
           description:
@@ -10373,6 +11802,7 @@ cms:
             original_type: CHAR
             text: Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-6-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_7:
           description:
@@ -10380,6 +11810,7 @@ cms:
             original_type: CHAR
             text: Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-7-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_8:
           description:
@@ -10387,6 +11818,7 @@ cms:
             original_type: CHAR
             text: Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-8-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_9:
           description:
@@ -10394,6 +11826,7 @@ cms:
             original_type: CHAR
             text: Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-9-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_10:
           description:
@@ -10401,6 +11834,7 @@ cms:
             original_type: CHAR
             text: Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-10-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_11:
           description:
@@ -10408,6 +11842,7 @@ cms:
             original_type: CHAR
             text: Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-11-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_12:
           description:
@@ -10415,6 +11850,7 @@ cms:
             original_type: CHAR
             text: Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-12-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_13:
           description:
@@ -10422,6 +11858,7 @@ cms:
             original_type: CHAR
             text: Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-13-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_14:
           description:
@@ -10429,6 +11866,7 @@ cms:
             original_type: CHAR
             text: Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-14-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_15:
           description:
@@ -10436,6 +11874,7 @@ cms:
             original_type: CHAR
             text: Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-15-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_16:
           description:
@@ -10443,6 +11882,7 @@ cms:
             original_type: CHAR
             text: Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-16-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_17:
           description:
@@ -10450,6 +11890,7 @@ cms:
             original_type: CHAR
             text: Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-17-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_18:
           description:
@@ -10457,6 +11898,7 @@ cms:
             original_type: CHAR
             text: Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-18-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_19:
           description:
@@ -10464,6 +11906,7 @@ cms:
             original_type: CHAR
             text: Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-19-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_20:
           description:
@@ -10471,6 +11914,7 @@ cms:
             original_type: CHAR
             text: Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-20-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_21:
           description:
@@ -10478,6 +11922,7 @@ cms:
             original_type: CHAR
             text: Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-21-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_22:
           description:
@@ -10485,6 +11930,7 @@ cms:
             original_type: CHAR
             text: Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-22-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_23:
           description:
@@ -10492,6 +11938,7 @@ cms:
             original_type: CHAR
             text: Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-23-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_24:
           description:
@@ -10499,6 +11946,7 @@ cms:
             original_type: CHAR
             text: Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-24-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_25:
           description:
@@ -10506,6 +11954,7 @@ cms:
             original_type: CHAR
             text: Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-25-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCD1:
           description:
@@ -10513,6 +11962,7 @@ cms:
             original_type: CHAR
             text: Primary ICD-9-CM code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-principal-diagnosis-code
           type: VARCHAR(7)
       - DGNSCD2:
           description:
@@ -10520,6 +11970,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-2
           type: VARCHAR(7)
       - DGNSCD3:
           description:
@@ -10527,6 +11978,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-3
           type: VARCHAR(7)
       - DGNSCD4:
           description:
@@ -10534,6 +11986,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-4
           type: VARCHAR(7)
       - DGNSCD5:
           description:
@@ -10541,6 +11994,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-5
           type: VARCHAR(7)
       - DGNSCD6:
           description:
@@ -10548,6 +12002,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-6
           type: VARCHAR(7)
       - DGNSCD7:
           description:
@@ -10555,6 +12010,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-7
           type: VARCHAR(7)
       - DGNSCD8:
           description:
@@ -10562,6 +12018,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-8
           type: VARCHAR(7)
       - DGNSCD9:
           description:
@@ -10569,6 +12026,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-9
           type: VARCHAR(7)
       - DGNSCD10:
           description:
@@ -10576,6 +12034,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-10
           type: VARCHAR(7)
       - DGNSCD11:
           description:
@@ -10583,6 +12042,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-11
           type: VARCHAR(7)
       - DGNSCD12:
           description:
@@ -10590,6 +12050,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-12
           type: VARCHAR(7)
       - DGNSCD13:
           description:
@@ -10597,6 +12058,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-13
           type: VARCHAR(7)
       - DGNSCD14:
           description:
@@ -10604,6 +12066,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-14
           type: VARCHAR(7)
       - DGNSCD15:
           description:
@@ -10611,6 +12074,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-15
           type: VARCHAR(7)
       - DGNSCD16:
           description:
@@ -10618,6 +12082,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-16
           type: VARCHAR(7)
       - DGNSCD17:
           description:
@@ -10625,6 +12090,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-17
           type: VARCHAR(7)
       - DGNSCD18:
           description:
@@ -10632,6 +12098,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-18
           type: VARCHAR(7)
       - DGNSCD19:
           description:
@@ -10639,6 +12106,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-19
           type: VARCHAR(7)
       - DGNSCD20:
           description:
@@ -10646,6 +12114,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-20
           type: VARCHAR(7)
       - DGNSCD21:
           description:
@@ -10653,6 +12122,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-21
           type: VARCHAR(7)
       - DGNSCD22:
           description:
@@ -10660,6 +12130,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-22
           type: VARCHAR(7)
       - DGNSCD23:
           description:
@@ -10667,6 +12138,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-23
           type: VARCHAR(7)
       - DGNSCD24:
           description:
@@ -10674,6 +12146,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-24
           type: VARCHAR(7)
       - DGNSCD25:
           description:
@@ -10681,6 +12154,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-25
           type: VARCHAR(7)
       - DGNS_POA:
           description:
@@ -10688,6 +12162,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Code POA Array
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-code-poa-array
           type: VARCHAR(10)
       - POA_DGNS_CD_CNT:
           description:
@@ -10695,6 +12170,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-codes
           type: INT
       - POA_DGNS_1_IND_CD:
           description:
@@ -10702,6 +12178,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_2_IND_CD:
           description:
@@ -10709,6 +12186,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_3_IND_CD:
           description:
@@ -10716,6 +12194,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_4_IND_CD:
           description:
@@ -10723,6 +12202,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_5_IND_CD:
           description:
@@ -10730,6 +12210,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_6_IND_CD:
           description:
@@ -10737,6 +12218,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_7_IND_CD:
           description:
@@ -10744,6 +12226,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_8_IND_CD:
           description:
@@ -10751,6 +12234,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_9_IND_CD:
           description:
@@ -10758,6 +12242,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_10_IND_CD:
           description:
@@ -10765,6 +12250,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_11_IND_CD:
           description:
@@ -10772,6 +12258,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_12_IND_CD:
           description:
@@ -10779,6 +12266,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-12
           type: VARCHAR(1)
       - POA_DGNS_13_IND_CD:
           description:
@@ -10786,6 +12274,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-13
           type: VARCHAR(1)
       - POA_DGNS_14_IND_CD:
           description:
@@ -10793,6 +12282,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-14
           type: VARCHAR(1)
       - POA_DGNS_15_IND_CD:
           description:
@@ -10800,6 +12290,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-15
           type: VARCHAR(1)
       - POA_DGNS_16_IND_CD:
           description:
@@ -10807,6 +12298,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-16
           type: VARCHAR(1)
       - POA_DGNS_17_IND_CD:
           description:
@@ -10814,6 +12306,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-17
           type: VARCHAR(1)
       - POA_DGNS_18_IND_CD:
           description:
@@ -10821,6 +12314,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-18
           type: VARCHAR(1)
       - POA_DGNS_19_IND_CD:
           description:
@@ -10828,6 +12322,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-19
           type: VARCHAR(1)
       - POA_DGNS_20_IND_CD:
           description:
@@ -10835,6 +12330,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-20
           type: VARCHAR(1)
       - POA_DGNS_21_IND_CD:
           description:
@@ -10842,6 +12338,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-21
           type: VARCHAR(1)
       - POA_DGNS_22_IND_CD:
           description:
@@ -10849,6 +12346,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-22
           type: VARCHAR(1)
       - POA_DGNS_23_IND_CD:
           description:
@@ -10856,6 +12354,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-23
           type: VARCHAR(1)
       - POA_DGNS_24_IND_CD:
           description:
@@ -10863,6 +12362,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-24
           type: VARCHAR(1)
       - POA_DGNS_25_IND_CD:
           description:
@@ -10870,6 +12370,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - DGNS_E_CD_CNT:
           description:
@@ -10877,6 +12378,7 @@ cms:
             original_type: NUM
             text: MEDPAR Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-e-codes
           type: INT
       - DGNS_E_VRSN_CD:
           description:
@@ -10884,6 +12386,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-earlier-version
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_1:
           description:
@@ -10891,6 +12394,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_2:
           description:
@@ -10898,6 +12402,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-2
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_3:
           description:
@@ -10905,6 +12410,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-3
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_4:
           description:
@@ -10912,6 +12418,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-4
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_5:
           description:
@@ -10919,6 +12426,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-5
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_6:
           description:
@@ -10926,6 +12434,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-6
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_7:
           description:
@@ -10933,6 +12442,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-7
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_8:
           description:
@@ -10940,6 +12450,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-8
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_9:
           description:
@@ -10947,6 +12458,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-9
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_10:
           description:
@@ -10954,6 +12466,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-10
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_11:
           description:
@@ -10961,6 +12474,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-11
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_12:
           description:
@@ -10968,6 +12482,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-12
           type: VARCHAR(1)
       - DGNS_E_1_CD:
           description:
@@ -10976,6 +12491,7 @@ cms:
             text: E Diagnosis Code  1 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - DGNS_E_2_CD:
           description:
@@ -10984,6 +12500,7 @@ cms:
             text: E Diagnosis Code  2 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-2
           type: VARCHAR(7)
       - DGNS_E_3_CD:
           description:
@@ -10992,6 +12509,7 @@ cms:
             text: E Diagnosis Code  3 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-3
           type: VARCHAR(7)
       - DGNS_E_4_CD:
           description:
@@ -11000,6 +12518,7 @@ cms:
             text: E Diagnosis Code  4 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-4
           type: VARCHAR(7)
       - DGNS_E_5_CD:
           description:
@@ -11008,6 +12527,7 @@ cms:
             text: E Diagnosis Code  5 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-5
           type: VARCHAR(7)
       - DGNS_E_6_CD:
           description:
@@ -11016,6 +12536,7 @@ cms:
             text: E Diagnosis Code  6 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-6
           type: VARCHAR(7)
       - DGNS_E_7_CD:
           description:
@@ -11024,6 +12545,7 @@ cms:
             text: E Diagnosis Code  7 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-7
           type: VARCHAR(7)
       - DGNS_E_8_CD:
           description:
@@ -11032,6 +12554,7 @@ cms:
             text: E Diagnosis Code  8 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-8
           type: VARCHAR(7)
       - DGNS_E_9_CD:
           description:
@@ -11040,6 +12563,7 @@ cms:
             text: E Diagnosis Code  9 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-9
           type: VARCHAR(7)
       - DGNS_E_10_CD:
           description:
@@ -11048,6 +12572,7 @@ cms:
             text: E Diagnosis Code  10 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-10
           type: VARCHAR(7)
       - DGNS_E_11_CD:
           description:
@@ -11056,6 +12581,7 @@ cms:
             text: E Diagnosis Code  11 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-11
           type: VARCHAR(7)
       - DGNS_E_12_CD:
           description:
@@ -11064,6 +12590,7 @@ cms:
             text: E Diagnosis Code  12 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - POA_DGNS_E_CD_CNT:
           description:
@@ -11071,6 +12598,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-e-codes
           type: INT
       - POA_DGNS_E_1_IND_CD:
           description:
@@ -11078,6 +12606,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_E_2_IND_CD:
           description:
@@ -11085,6 +12614,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_E_3_IND_CD:
           description:
@@ -11092,6 +12622,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_E_4_IND_CD:
           description:
@@ -11099,6 +12630,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_E_5_IND_CD:
           description:
@@ -11106,6 +12638,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_E_6_IND_CD:
           description:
@@ -11113,6 +12646,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_E_7_IND_CD:
           description:
@@ -11120,6 +12654,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_E_8_IND_CD:
           description:
@@ -11127,6 +12662,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_E_9_IND_CD:
           description:
@@ -11134,6 +12670,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_E_10_IND_CD:
           description:
@@ -11141,6 +12678,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_E_11_IND_CD:
           description:
@@ -11148,6 +12686,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_E_12_IND_CD:
           description:
@@ -11155,6 +12694,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-12
           type: VARCHAR(1)
       - PRCDRSW:
           description:
@@ -11162,6 +12702,7 @@ cms:
             original_type: CHAR
             text: Surgical procedures indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-indicator
           type: VARCHAR(1)
       - PRCDRCNT:
           description:
@@ -11169,6 +12710,7 @@ cms:
             original_type: NUM
             text: Surgical procedure codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-codes-included-stay
           type: INT
       - SRGCL_PRCDR_VRSN_CD:
           description:
@@ -11176,6 +12718,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code  (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_1:
           description:
@@ -11183,6 +12726,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_2:
           description:
@@ -11190,6 +12734,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-2
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_3:
           description:
@@ -11197,6 +12742,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-3
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_4:
           description:
@@ -11204,6 +12750,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-4
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_5:
           description:
@@ -11211,6 +12758,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-5
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_6:
           description:
@@ -11218,6 +12766,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-6
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_7:
           description:
@@ -11225,6 +12774,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-7
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_8:
           description:
@@ -11232,6 +12782,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-8
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_9:
           description:
@@ -11239,6 +12790,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-9
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_10:
           description:
@@ -11246,6 +12798,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-10
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_11:
           description:
@@ -11253,6 +12806,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_12:
           description:
@@ -11260,6 +12814,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_13:
           description:
@@ -11267,6 +12822,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-13
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_14:
           description:
@@ -11274,6 +12830,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-14
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_15:
           description:
@@ -11281,6 +12838,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-15
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_16:
           description:
@@ -11288,6 +12846,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-16
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_17:
           description:
@@ -11295,6 +12854,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-17
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_18:
           description:
@@ -11302,6 +12862,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-18
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_19:
           description:
@@ -11309,6 +12870,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-19
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_20:
           description:
@@ -11316,6 +12878,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-20
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_21:
           description:
@@ -11323,6 +12886,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-21
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_22:
           description:
@@ -11330,6 +12894,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-22
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_23:
           description:
@@ -11337,6 +12902,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-23
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_24:
           description:
@@ -11344,6 +12910,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-24
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_25:
           description:
@@ -11351,6 +12918,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(1)
       - PRCDRCD1:
           description:
@@ -11358,6 +12926,7 @@ cms:
             original_type: CHAR
             text: Principal Procedure code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(7)
       - PRCDRCD2:
           description:
@@ -11365,6 +12934,7 @@ cms:
             original_type: CHAR
             text: Procedure Code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-2
           type: VARCHAR(7)
       - PRCDRCD3:
           description:
@@ -11372,6 +12942,7 @@ cms:
             original_type: CHAR
             text: Procedure Code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-3
           type: VARCHAR(7)
       - PRCDRCD4:
           description:
@@ -11379,6 +12950,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(7)
       - PRCDRCD5:
           description:
@@ -11386,6 +12958,7 @@ cms:
             original_type: CHAR
             text: Procedure Code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-5
           type: VARCHAR(7)
       - PRCDRCD6:
           description:
@@ -11393,6 +12966,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-6
           type: VARCHAR(7)
       - PRCDRCD7:
           description:
@@ -11400,6 +12974,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-7
           type: VARCHAR(7)
       - PRCDRCD8:
           description:
@@ -11407,6 +12982,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-8
           type: VARCHAR(7)
       - PRCDRCD9:
           description:
@@ -11414,6 +12990,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-9
           type: VARCHAR(7)
       - PRCDRCD10:
           description:
@@ -11421,6 +12998,7 @@ cms:
             original_type: CHAR
             text: Procedure Code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-10
           type: VARCHAR(7)
       - PRCDRCD11:
           description:
@@ -11428,6 +13006,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-11
           type: VARCHAR(7)
       - PRCDRCD12:
           description:
@@ -11435,6 +13014,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-12
           type: VARCHAR(7)
       - PRCDRCD13:
           description:
@@ -11442,6 +13022,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-13
           type: VARCHAR(7)
       - PRCDRCD14:
           description:
@@ -11449,6 +13030,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-14
           type: VARCHAR(7)
       - PRCDRCD15:
           description:
@@ -11456,6 +13038,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-15
           type: VARCHAR(7)
       - PRCDRCD16:
           description:
@@ -11463,6 +13046,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-16
           type: VARCHAR(7)
       - PRCDRCD17:
           description:
@@ -11470,6 +13054,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-17
           type: VARCHAR(7)
       - PRCDRCD18:
           description:
@@ -11477,6 +13062,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-18
           type: VARCHAR(7)
       - PRCDRCD19:
           description:
@@ -11484,6 +13070,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-19
           type: VARCHAR(7)
       - PRCDRCD20:
           description:
@@ -11491,6 +13078,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-20
           type: VARCHAR(7)
       - PRCDRCD21:
           description:
@@ -11498,6 +13086,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-21
           type: VARCHAR(7)
       - PRCDRCD22:
           description:
@@ -11505,6 +13094,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-22
           type: VARCHAR(7)
       - PRCDRCD23:
           description:
@@ -11512,6 +13102,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-23
           type: VARCHAR(7)
       - PRCDRCD24:
           description:
@@ -11519,6 +13110,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-24
           type: VARCHAR(7)
       - PRCDRCD25:
           description:
@@ -11526,6 +13118,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-25
           type: VARCHAR(7)
       - PRCDTCNT:
           description:
@@ -11533,6 +13126,7 @@ cms:
             original_type: NUM
             text: Dates associated with surgical procedures included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/dates-associated-surgical-procedures-included-stay
           type: INT
       - PRCDRDT1:
           description:
@@ -11540,6 +13134,7 @@ cms:
             original_type: DATE
             text: Principal Procedure Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-date
           type: DATE
       - PRCDRDT2:
           description:
@@ -11547,6 +13142,7 @@ cms:
             original_type: DATE
             text: Procedure Date II
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-2
           type: DATE
       - PRCDRDT3:
           description:
@@ -11554,6 +13150,7 @@ cms:
             original_type: DATE
             text: Procedure Date III
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-3
           type: DATE
       - PRCDRDT4:
           description:
@@ -11561,6 +13158,7 @@ cms:
             original_type: DATE
             text: Procedure Date IV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-4
           type: DATE
       - PRCDRDT5:
           description:
@@ -11568,6 +13166,7 @@ cms:
             original_type: DATE
             text: Procedure Date V
             width: 8.0
+          reference: null
           type: DATE
       - PRCDRDT6:
           description:
@@ -11575,6 +13174,7 @@ cms:
             original_type: DATE
             text: Procedure Date VI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-6
           type: DATE
       - PRCDRDT7:
           description:
@@ -11582,6 +13182,7 @@ cms:
             original_type: DATE
             text: Procedure Date VII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-7
           type: DATE
       - PRCDRDT8:
           description:
@@ -11589,6 +13190,7 @@ cms:
             original_type: DATE
             text: Procedure Date VIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-8
           type: DATE
       - PRCDRDT9:
           description:
@@ -11596,6 +13198,7 @@ cms:
             original_type: DATE
             text: Procedure Date IX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-9
           type: DATE
       - PRCDRDT10:
           description:
@@ -11603,6 +13206,7 @@ cms:
             original_type: DATE
             text: Procedure Date X
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-10
           type: DATE
       - PRCDRDT11:
           description:
@@ -11610,6 +13214,7 @@ cms:
             original_type: DATE
             text: Procedure Date XI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-11
           type: DATE
       - PRCDRDT12:
           description:
@@ -11617,6 +13222,7 @@ cms:
             original_type: DATE
             text: Procedure Date XII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-12
           type: DATE
       - PRCDRDT13:
           description:
@@ -11624,6 +13230,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-13
           type: DATE
       - PRCDRDT14:
           description:
@@ -11631,6 +13238,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-14
           type: DATE
       - PRCDRDT15:
           description:
@@ -11638,6 +13246,7 @@ cms:
             original_type: DATE
             text: Procedure Date XV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-15
           type: DATE
       - PRCDRDT16:
           description:
@@ -11645,6 +13254,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-16
           type: DATE
       - PRCDRDT17:
           description:
@@ -11652,6 +13262,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-17
           type: DATE
       - PRCDRDT18:
           description:
@@ -11659,6 +13270,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-18
           type: DATE
       - PRCDRDT19:
           description:
@@ -11666,6 +13278,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-19
           type: DATE
       - PRCDRDT20:
           description:
@@ -11673,6 +13286,7 @@ cms:
             original_type: DATE
             text: Procedure Date XX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-20
           type: DATE
       - PRCDRDT21:
           description:
@@ -11680,6 +13294,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-21
           type: DATE
       - PRCDRDT22:
           description:
@@ -11687,6 +13302,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-22
           type: DATE
       - PRCDRDT23:
           description:
@@ -11694,6 +13310,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-23
           type: DATE
       - PRCDRDT24:
           description:
@@ -11701,6 +13318,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-24
           type: DATE
       - PRCDRDT25:
           description:
@@ -11708,6 +13326,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-25
           type: DATE
       - CLM_PTNT_RLTNSHP_CD:
           description:
@@ -11715,6 +13334,7 @@ cms:
             original_type: CHAR
             text: Claim Patient Relationship Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/claim-patient-relationship-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_1_CD:
           description:
@@ -11722,6 +13342,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 1 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-1-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_2_CD:
           description:
@@ -11729,6 +13350,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 2 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-2-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_3_CD:
           description:
@@ -11736,6 +13358,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 3 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-3-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_4_CD:
           description:
@@ -11743,6 +13366,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 4 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-4-code
           type: VARCHAR(2)
       - VBP_PRTCPNT_IND_CD:
           description:
@@ -11750,6 +13374,7 @@ cms:
             original_type: CHAR
             text: VBP Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-participant-indicator-code
           type: VARCHAR(1)
       - HRR_PRTCPNT_IND_CD:
           description:
@@ -11757,6 +13382,7 @@ cms:
             original_type: CHAR
             text: HRR Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-participant-indicator-code
           type: VARCHAR(1)
       - BNDLD_MODEL_DSCNT_PCT:
           description:
@@ -11764,6 +13390,7 @@ cms:
             original_type: NUM
             text: Bundled Model Discount Percent
             width: 4.2
+          reference: https://resdac.org/cms-data/variables/bundled-payment-model-discount-percent
           type: NUMERIC(4,2)
       - VBP_ADJSTMT_PCT:
           description:
@@ -11771,6 +13398,7 @@ cms:
             original_type: NUM
             text: VBP Adjustment Percent
             width: 13.1
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-adjustment-percent
           type: NUMERIC(13,1)
       - HRR_ADJSTMT_PCT:
           description:
@@ -11778,6 +13406,7 @@ cms:
             original_type: NUM
             text: HRR Adjustment Percent
             width: 6.4
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-adjustment-percent
           type: NUMERIC(6,4)
       - INFRMTL_ENCTR_IND_SW:
           description:
@@ -11785,6 +13414,7 @@ cms:
             original_type: CHAR
             text: Informational Encounter Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/informational-encounter-indicator
           type: VARCHAR(1)
       - MA_TCHNG_IND_SW:
           description:
@@ -11792,6 +13422,7 @@ cms:
             original_type: CHAR
             text: MA Teaching Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/ma-teaching-indicator
           type: VARCHAR(1)
       - PROD_RPLCMT_LIFECYC_SW:
           description:
@@ -11799,6 +13430,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Lifecycle Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-within-product-lifecycle-early
           type: VARCHAR(1)
       - PROD_RPLCMT_RCLL_SW:
           description:
@@ -11806,6 +13438,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Recall Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-recall-product
           type: VARCHAR(1)
       - CRED_RCVD_RPLCD_DVC_SW:
           description:
@@ -11813,6 +13446,7 @@ cms:
             original_type: CHAR
             text: Credit Received Replaced Device Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/credit-received-replaced-device
           type: VARCHAR(1)
       - OBSRVTN_SW:
           description:
@@ -11820,6 +13454,7 @@ cms:
             original_type: CHAR
             text: Observation Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/observation-unit-indicator
           type: VARCHAR(1)
       - NEW_TCHNLGY_ADD_ON_AMT:
           description:
@@ -11827,6 +13462,7 @@ cms:
             original_type: NUM
             text: New Technology Add-On Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/new-technology-add-amount
           type: INT
       - BASE_OPRTG_DRG_AMT:
           description:
@@ -11834,6 +13470,7 @@ cms:
             original_type: NUM
             text: Base Operating DRG Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/base-operating-drg-amount
           type: INT
       - OPRTG_HSP_AMT:
           description:
@@ -11841,6 +13478,7 @@ cms:
             original_type: NUM
             text: Operating Hospital Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-hospital-amount
           type: INT
       - MDCL_SRGCL_GNRL_AMT:
           description:
@@ -11848,6 +13486,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical General Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_NSTRL_AMT:
           description:
@@ -11855,6 +13494,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Non-Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-non-sterile-supplies-amount
           type: INT
       - MDCL_SRGCL_STRL_AMT:
           description:
@@ -11862,6 +13502,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-sterile-supplies-amount
           type: INT
       - TAKE_HOME_AMT:
           description:
@@ -11869,6 +13510,7 @@ cms:
             original_type: NUM
             text: Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-take-home-amount
           type: INT
       - PRSTHTC_ORTHTC_AMT:
           description:
@@ -11876,6 +13518,7 @@ cms:
             original_type: NUM
             text: Prosthetic Orthotic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_PCMKR_AMT:
           description:
@@ -11883,6 +13526,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Pacemaker Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-pacemaker-amount
           type: INT
       - INTRAOCULAR_LENS_AMT:
           description:
@@ -11890,6 +13534,7 @@ cms:
             original_type: NUM
             text: Intraocular Lens Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-intraocular-lens-amount
           type: INT
       - OXYGN_TAKE_HOME_AMT:
           description:
@@ -11897,6 +13542,7 @@ cms:
             original_type: NUM
             text: Oxygen Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-oxygen-take-home-amount
           type: INT
       - OTHR_IMPLANTS_AMT:
           description:
@@ -11904,6 +13550,7 @@ cms:
             original_type: NUM
             text: Other Implants Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-implants-amount
           type: INT
       - OTHR_SUPLIES_DVC_AMT:
           description:
@@ -11911,6 +13558,7 @@ cms:
             original_type: NUM
             text: Other Supplies Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-device-amount
           type: INT
       - INCDNT_RDLGY_AMT:
           description:
@@ -11918,6 +13566,7 @@ cms:
             original_type: NUM
             text: Incident Radiology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-radiology-amount
           type: INT
       - INCDNT_DGNSTC_SRVCS_AMT:
           description:
@@ -11925,6 +13574,7 @@ cms:
             original_type: NUM
             text: Incident Diagnostic Services Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-diagnostic-services-amount
           type: INT
       - MDCL_SRGCL_DRSNG_AMT:
           description:
@@ -11932,6 +13582,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Dressing Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-dressing-amount
           type: INT
       - INVSTGTNL_DVC_AMT:
           description:
@@ -11939,6 +13590,7 @@ cms:
             original_type: NUM
             text: Investigational Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-investigational-device-amount
           type: INT
       - MDCL_SRGCL_MISC_AMT:
           description:
@@ -11946,6 +13598,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Miscellaneous Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medical-surgical-miscellaneous-amount
           type: INT
       - RDLGY_ONCOLOGY_AMT:
           description:
@@ -11953,6 +13606,7 @@ cms:
             original_type: NUM
             text: Radiology/Oncology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/oncology-amount
           type: INT
       - RDLGY_DGNSTC_AMT:
           description:
@@ -11960,6 +13614,7 @@ cms:
             original_type: NUM
             text: Radiology Diagnostic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-diagnostic-amount
           type: INT
       - RDLGY_THRPTC_AMT:
           description:
@@ -11967,6 +13622,7 @@ cms:
             original_type: NUM
             text: Radiology Therapeutic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-therapeutic-amount
           type: INT
       - RDLGY_NUCLR_MDCN_AMT:
           description:
@@ -11974,6 +13630,7 @@ cms:
             original_type: NUM
             text: Radiology Nuclear Medicine Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-amount
           type: INT
       - RDLGY_CT_SCAN_AMT:
           description:
@@ -11981,6 +13638,7 @@ cms:
             original_type: NUM
             text: Radiology CT Scan Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-ct-scan-amount
           type: INT
       - RDLGY_OTHR_IMGNG_AMT:
           description:
@@ -11988,6 +13646,7 @@ cms:
             original_type: NUM
             text: Radiology Other Imaging Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-amount
           type: INT
       - OPRTG_ROOM_AMT:
           description:
@@ -11995,6 +13654,7 @@ cms:
             original_type: NUM
             text: Operating Room Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-and-recovery-room-amount
           type: INT
       - OR_LABOR_DLVRY_AMT:
           description:
@@ -12002,6 +13662,7 @@ cms:
             original_type: NUM
             text: O/R Labor Delivery Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/labor-room-and-delivery-amount
           type: INT
       - CRDC_CATHRZTN_AMT:
           description:
@@ -12009,6 +13670,7 @@ cms:
             original_type: NUM
             text: Cardiac Catheterization Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiac-catheterization-lab-amount
           type: INT
       - FILE:
           description:
@@ -12017,6 +13679,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -12025,6 +13688,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -12032,6 +13696,7 @@ cms:
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -12042,6 +13707,7 @@ cms:
             text: Year of MedPAR Record
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (MEDPAR_YR_NUM) STORED
             type: generated
@@ -12052,6 +13718,7 @@ cms:
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (BENE_ZIP) STORED
             type: generated
@@ -12073,6 +13740,7 @@ cms:
             text: Encrypted 723 Beneficiary ID
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - MEDPARID:
           description:
@@ -12080,6 +13748,7 @@ cms:
             original_type: CHAR
             text: Unique Key for CCW MedPAR Table
             width: 15.0
+          reference: https://resdac.org/cms-data/variables/medpar-id-number
           type: VARCHAR(15)
       - MEDPAR_YR_NUM:
           description:
@@ -12087,6 +13756,7 @@ cms:
             original_type: CHAR
             text: Year of MedPAR Record
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/year-medpar-record
           type: VARCHAR(4)
       - CLM_TYPE:
           description:
@@ -12094,6 +13764,7 @@ cms:
             original_type: CHAR
             text: NCH Claim Type Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/nch-claim-type-code
           type: VARCHAR(2)
       - BIC:
           description:
@@ -12101,6 +13772,7 @@ cms:
             original_type: CHAR
             text: BIC reported on first claim included in stay
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/bic-reported-first-claim-included-stay
           type: VARCHAR(2)
       - EQ_BIC:
           description:
@@ -12108,6 +13780,7 @@ cms:
             original_type: CHAR
             text: Equated BIC
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/equated-bic
           type: VARCHAR(2)
       - AGE_CNT:
           description:
@@ -12115,6 +13788,7 @@ cms:
             original_type: NUM
             text: Age as of Date of Admission.
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/age-date-admission
           type: INT
       - SEX:
           description:
@@ -12122,6 +13796,7 @@ cms:
             original_type: CHAR
             text: Sex of Beneficiary
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -12129,6 +13804,7 @@ cms:
             original_type: CHAR
             text: Race of Beneficiary
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - MS_CD:
           description:
@@ -12136,6 +13812,7 @@ cms:
             original_type: CHAR
             text: Reason for entitlement to Medicare benefits as of CLM_THRU_DT
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/reason-entitlement-medicare-benefits-clmthrudt
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -12143,6 +13820,7 @@ cms:
             original_type: CHAR
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -12150,6 +13828,7 @@ cms:
             original_type: CHAR
             text: SSA standard county code of a beneficiarys residence.
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - BENE_ZIP:
           description:
@@ -12157,6 +13836,7 @@ cms:
             original_type: CHAR
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary-home-or-mailing-address-latest-year
           type: VARCHAR(5)
       - DSCHRGCD:
           description:
@@ -12164,6 +13844,7 @@ cms:
             original_type: CHAR
             text: Code identifying status of patient as of CLM_THRU_DT
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-identifying-status-patient-clmthrudt
           type: VARCHAR(1)
       - FICARR:
           description:
@@ -12171,6 +13852,7 @@ cms:
             original_type: CHAR
             text: Intermediary processor identification
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/fiscal-intermediary-fi-id-number
           type: VARCHAR(5)
       - WRNGCD:
           description:
@@ -12179,6 +13861,7 @@ cms:
             text: Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay
               prcss
             width: 18.0
+          reference: https://resdac.org/cms-data/variables/warning-indicators-code-specifying-detailed-billing-info
           type: VARCHAR(18)
       - GHOPDCD:
           description:
@@ -12186,6 +13869,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not GHO has paid provider for claim(s)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-whether-group-health-organization-gho-has-paid-provider-claims
           type: VARCHAR(1)
       - PPS_IND:
           description:
@@ -12193,6 +13877,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not facility is being paid under PPS
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/prospective-payment-system-pps-indicator-code
           type: VARCHAR(1)
       - ORGNPINM:
           description:
@@ -12200,6 +13885,7 @@ cms:
             original_type: CHAR
             text: Organization NPI Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organization-npi-number-ffs
           type: VARCHAR(10)
       - PRVDRNUM:
           description:
@@ -12207,6 +13893,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Provider Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/provider-number
           type: VARCHAR(10)
       - SPCLUNIT:
           description:
@@ -12215,6 +13902,7 @@ cms:
             text: Special num system code for hosp units that are PPS/SNF SB dsgntn
               excl.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/provider-number-special-unit-code
           type: VARCHAR(1)
       - SSLSSNF:
           description:
@@ -12222,6 +13910,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether stay is short stay, long stay, or SNF
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/short-staylong-staysnf-provider-indicator-code
           type: VARCHAR(1)
       - ACTV_XREF_IND:
           description:
@@ -12229,6 +13918,7 @@ cms:
             original_type: CHAR
             text: Active Cross-Refference Indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-active-cross-reference-indicator
           type: VARCHAR(1)
       - SLCT_RSN_CD:
           description:
@@ -12236,6 +13926,7 @@ cms:
             original_type: CHAR
             text: Specifies whether this record is a case or control record.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/specifies-whether-record-case-or-control-record
           type: VARCHAR(1)
       - FACLMCNT:
           description:
@@ -12243,6 +13934,7 @@ cms:
             original_type: NUM
             text: Claims (final action) included in stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/number-claims-final-action-included-stay
           type: INT
       - ACRTNDT:
           description:
@@ -12251,6 +13943,7 @@ cms:
             text: Date latest claim incl in stay accreted to bene mstr rec at the
               CWF host
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/latest-claim-accretion-date
           type: DATE
       - EXHST_DT:
           description:
@@ -12258,6 +13951,7 @@ cms:
             original_type: DATE
             text: Last date beneficiary had Medicare coverage
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-medicare-benefit-exhausted-date
           type: DATE
       - QLFYFROM:
           description:
@@ -12265,6 +13959,7 @@ cms:
             original_type: DATE
             text: Beginning date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beginning-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - QLFYTHRU:
           description:
@@ -12272,6 +13967,7 @@ cms:
             original_type: DATE
             text: Ending date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/ending-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - SRC_ADMS:
           description:
@@ -12280,6 +13976,7 @@ cms:
             text: Admssn to an Inp facility or, for newborn admssn, type of delivery
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/source-admission-inpatient-facility-newborn-admit-type-delivery-code
           type: VARCHAR(1)
       - TYPE_ADM:
           description:
@@ -12288,6 +13985,7 @@ cms:
             text: Type and priority of benes admission to facility for Inp hosp stay
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/inpatient-admission-type-code
           type: VARCHAR(1)
       - ADMSNDAY:
           description:
@@ -12295,6 +13993,7 @@ cms:
             original_type: CHAR
             text: Code indicating day of week beneficiary was admitted to facility.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-day-week-beneficiary-was-admitted-facility
           type: VARCHAR(1)
       - ADMSNDT:
           description:
@@ -12302,6 +14001,7 @@ cms:
             original_type: DATE
             text: Date beneficiary admitted for Inpatient care or date care started
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-beneficiary-admitted-inpatient-care-or-date-care-started
           type: DATE
       - DSCHRGDT:
           description:
@@ -12309,6 +14009,7 @@ cms:
             original_type: DATE
             text: Date beneficiary was discharged or died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/discharge-date
           type: DATE
       - DSTNTNCD:
           description:
@@ -12316,6 +14017,7 @@ cms:
             original_type: CHAR
             text: Destination upon discharge from facility code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medpar-discharge-destination-code
           type: VARCHAR(2)
       - CVRLVLDT:
           description:
@@ -12323,6 +14025,7 @@ cms:
             original_type: DATE
             text: Date covered level of care ended in a SNF
             width: 8.0
+          reference: null
           type: DATE
       - DEATHDT:
           description:
@@ -12330,6 +14033,7 @@ cms:
             original_type: DATE
             text: Date beneficiary died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - DEATHCD:
           description:
@@ -12337,6 +14041,7 @@ cms:
             original_type: CHAR
             text: Death Date Verification Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/death-date-verification-code
           type: VARCHAR(1)
       - DEATHDAY:
           description:
@@ -12344,6 +14049,7 @@ cms:
             original_type: NUM
             text: Days from date admitted to facility to date of death
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-date-admitted-facility-date-death
           type: INT
       - SSICD:
           description:
@@ -12351,6 +14057,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Internal Use SSI Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-indicator-code
           type: VARCHAR(1)
       - SSIDAY:
           description:
@@ -12358,6 +14065,7 @@ cms:
             original_type: NUM
             text: MEDPAR Internal Use SSI Day Count
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-day-count
           type: INT
       - INTRNL_USE_SSI_DATA:
           description:
@@ -12365,6 +14073,7 @@ cms:
             original_type: CHAR
             text: Internal Use SSI Data
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-data
           type: VARCHAR(1)
       - IPSBCD:
           description:
@@ -12372,6 +14081,7 @@ cms:
             original_type: CHAR
             text: For internal Use Only. IPSB Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ipsb-code
           type: VARCHAR(3)
       - FILDTCD:
           description:
@@ -12379,6 +14089,7 @@ cms:
             original_type: CHAR
             text: For internal use only.  Fiscal year/calendar year segments.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-only-fiscal-yearcalendar-year-segments
           type: VARCHAR(1)
       - SMPLSIZE:
           description:
@@ -12386,6 +14097,7 @@ cms:
             original_type: CHAR
             text: For internal use.  MEDPAR sample size.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-medpar-sample-size
           type: VARCHAR(1)
       - LOSCNT:
           description:
@@ -12393,6 +14105,7 @@ cms:
             original_type: NUM
             text: Days of beneficiarys stay in a hospital/SNF
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-beneficiarys-stay-hospitalsnf
           type: INT
       - OUTLRDAY:
           description:
@@ -12401,6 +14114,7 @@ cms:
             text: Days paid as outliers (either day or cost) under PPS beyond DRG
               threshld
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/days-paid-outliers-either-day-or-cost-under-pps-beyond-drg-threshold
           type: INT
       - UTIL_DAY:
           description:
@@ -12408,6 +14122,7 @@ cms:
             original_type: NUM
             text: Covered days of care chargeable to Medicare utilization for stay
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/covered-days-care-chargeable-medicare-utilization-stay
           type: INT
       - COIN_DAY:
           description:
@@ -12415,6 +14130,7 @@ cms:
             original_type: NUM
             text: MEDPAR Beneficiary Total Coinsurance Day Count
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-total-coinsurance-day-count
           type: INT
       - LRD_USE:
           description:
@@ -12422,6 +14138,7 @@ cms:
             original_type: NUM
             text: Lifetime reserve days (LRD) used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/lifetime-reserve-days-lrd-used-beneficiary-stay
           type: INT
       - COIN_AMT:
           description:
@@ -12429,6 +14146,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for part A coinsurance for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-part-coinsurance-stay
           type: INT
       - DED_AMT:
           description:
@@ -12436,6 +14154,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-deductible-stay
           type: INT
       - BLDDEDAM:
           description:
@@ -12443,6 +14162,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for blood deductible for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-blood-deductible-stay
           type: INT
       - PRPAY_CD:
           description:
@@ -12450,6 +14170,7 @@ cms:
             original_type: CHAR
             text: Primary payer responsibility code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-primary-payer-code
           type: VARCHAR(1)
       - PRPAYAMT:
           description:
@@ -12458,6 +14179,7 @@ cms:
             text: Primry payer other than Medicare for covered Medicare chrgs for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/primary-payer-paid-amount
           type: INT
       - DRG_CD:
           description:
@@ -12465,6 +14187,7 @@ cms:
             original_type: CHAR
             text: DRG Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-related-group-drg-code
           type: VARCHAR(3)
       - OUTLR_CD:
           description:
@@ -12472,6 +14195,7 @@ cms:
             original_type: CHAR
             text: Cost or Day Outlier code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-drgoutlier-stay-code
           type: VARCHAR(1)
       - OUTLRAMT:
           description:
@@ -12480,6 +14204,7 @@ cms:
             text: Addtnl approved due to outlier situation over DRG allowance for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-outlier-approved-payment-amount
           type: INT
       - DRGPRICE:
           description:
@@ -12488,6 +14213,7 @@ cms:
             text: Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-price-amount
           type: INT
       - DISP_SHR:
           description:
@@ -12496,6 +14222,7 @@ cms:
             text: Over the DRG amount for disproportionate share hospital for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-disproportionate-share-dsh-amount
           type: INT
       - IME_AMT:
           description:
@@ -12503,6 +14230,7 @@ cms:
             original_type: NUM
             text: Additional payment made to teaching hospitals for IME for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/indirect-medical-education-ime-amount
           type: INT
       - PASSTHRU:
           description:
@@ -12510,6 +14238,7 @@ cms:
             original_type: NUM
             text: Total of all claim pass thru for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pass-thru-diem-amount-stay
           type: INT
       - PPS_CPTL:
           description:
@@ -12517,6 +14246,7 @@ cms:
             original_type: NUM
             text: Total payable for capital PPS ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-pps-capital-amount
           type: INT
       - IP_LOW_VOL_PYMT_AMT:
           description:
@@ -12524,6 +14254,7 @@ cms:
             original_type: NUM
             text: Inpatient Low Volume Payment Amount.
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-low-volume-payment-amount
           type: INT
       - TOTCHRG:
           description:
@@ -12532,6 +14263,7 @@ cms:
             text: Total all charges for all srvcs provided to beneficiary for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-amount
           type: INT
       - CVRCHRG:
           description:
@@ -12539,6 +14271,7 @@ cms:
             original_type: NUM
             text: Portion of total charges covered by Medicare for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-covered-charge-amount
           type: INT
       - PMT_AMT:
           description:
@@ -12547,6 +14280,7 @@ cms:
             text: Amt of payment from Medicare trust fund for srvcs covered by claim
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-medicare-payment-amount
           type: INT
       - ACMDTNS:
           description:
@@ -12555,6 +14289,7 @@ cms:
             text: Total charge for all accommodations related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-accommodations
           type: INT
       - DPRTMNTL:
           description:
@@ -12563,6 +14298,7 @@ cms:
             text: Total charge for all ancillary depts related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-ancillary-departments-related-beneficiarys-stay
           type: INT
       - PRVTDAY:
           description:
@@ -12570,6 +14306,7 @@ cms:
             original_type: NUM
             text: Private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/private-room-day-count
           type: INT
       - SPRVTDAY:
           description:
@@ -12577,6 +14314,7 @@ cms:
             original_type: NUM
             text: Semi-private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-day-count
           type: INT
       - WARDDAY:
           description:
@@ -12584,6 +14322,7 @@ cms:
             original_type: NUM
             text: Ward days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/ward-day-count
           type: INT
       - ICARECNT:
           description:
@@ -12591,6 +14330,7 @@ cms:
             original_type: NUM
             text: Intensive care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-day-count
           type: INT
       - CRNRYDAY:
           description:
@@ -12598,6 +14338,7 @@ cms:
             original_type: NUM
             text: Coronary care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-day-count
           type: INT
       - PRVTAMT:
           description:
@@ -12605,6 +14346,7 @@ cms:
             original_type: NUM
             text: Private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/private-room-charge-amount
           type: INT
       - SPRVTAMT:
           description:
@@ -12612,6 +14354,7 @@ cms:
             original_type: NUM
             text: Semi-private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-charge-amount
           type: INT
       - WARDAMT:
           description:
@@ -12619,6 +14362,7 @@ cms:
             original_type: NUM
             text: Ward accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ward-charge-amount
           type: INT
       - ICAREAMT:
           description:
@@ -12626,6 +14370,7 @@ cms:
             original_type: NUM
             text: Intensive care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-charge-amount
           type: INT
       - CRNRYAMT:
           description:
@@ -12633,6 +14378,7 @@ cms:
             original_type: NUM
             text: Coronary care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-charge-amount
           type: INT
       - OTHRAMT:
           description:
@@ -12640,6 +14386,7 @@ cms:
             original_type: NUM
             text: Other services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/other-service-charge-amount
           type: INT
       - PHRMCAMT:
           description:
@@ -12647,6 +14394,7 @@ cms:
             original_type: NUM
             text: Pharmaceutical costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-charge-amount
           type: INT
       - SUPLYAMT:
           description:
@@ -12654,6 +14402,7 @@ cms:
             original_type: NUM
             text: Medical/surgical supplies related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-charge-amount
           type: INT
       - DME_AMT:
           description:
@@ -12661,6 +14410,7 @@ cms:
             original_type: NUM
             text: DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/durable-medical-equipment-dme-charge-amount
           type: INT
       - UDME_AMT:
           description:
@@ -12668,6 +14418,7 @@ cms:
             original_type: NUM
             text: Used DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/used-durable-medical-equipment-dme-charge-amount
           type: INT
       - PHYTHAMT:
           description:
@@ -12675,6 +14426,7 @@ cms:
             original_type: NUM
             text: Physical therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/physical-therapy-charge-amount
           type: INT
       - OCPTLAMT:
           description:
@@ -12683,6 +14435,7 @@ cms:
             text: Occupational therapy services provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/occupational-therapy-charge-amount
           type: INT
       - SPCH_AMT:
           description:
@@ -12690,6 +14443,7 @@ cms:
             original_type: NUM
             text: Speech pathology services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/speech-pathology-charge-amount
           type: INT
       - INHLTAMT:
           description:
@@ -12697,6 +14451,7 @@ cms:
             original_type: NUM
             text: Inhalation therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inhalation-therapy-charge-amount
           type: INT
       - BLOODAMT:
           description:
@@ -12704,6 +14459,7 @@ cms:
             original_type: NUM
             text: Blood provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-charge-amount
           type: INT
       - BLDADMIN:
           description:
@@ -12711,6 +14467,7 @@ cms:
             original_type: NUM
             text: Blood storage and processing related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-storage-and-processing-charge-amount
           type: INT
       - BLDFRNSH:
           description:
@@ -12719,6 +14476,7 @@ cms:
             text: Quantity of blood (whole pints) furnished to beneficiary during
               stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/blood-pints-furnished-quantity
           type: INT
       - OROOMAMT:
           description:
@@ -12727,6 +14485,7 @@ cms:
             text: OR, recovery rm, and labor rm delivery used by bene during stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-room-charge-amount
           type: INT
       - LTHTRPSY:
           description:
@@ -12734,6 +14493,7 @@ cms:
             original_type: NUM
             text: Lithotripsy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/lithotripsy-charge-amount
           type: INT
       - CRDLGY:
           description:
@@ -12742,6 +14502,7 @@ cms:
             text: Cardiology services and ECG(s) provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiology-charge-amount
           type: INT
       - ANSTHSA:
           description:
@@ -12749,6 +14510,7 @@ cms:
             original_type: NUM
             text: Anesthesia services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/anesthesia-charge-amount
           type: INT
       - LAB_AMT:
           description:
@@ -12756,6 +14518,7 @@ cms:
             original_type: NUM
             text: Laboratory costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/laboratory-charge-amount
           type: INT
       - RDLGYAMT:
           description:
@@ -12763,6 +14526,7 @@ cms:
             original_type: NUM
             text: Radiology costs (excluding MRI) related to a beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-charge-amount-excluding-mri
           type: INT
       - MRI_AMT:
           description:
@@ -12770,6 +14534,7 @@ cms:
             original_type: NUM
             text: MRI services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/magnetic-resonance-imaging-mri-charge-amount
           type: INT
       - OPSRVC:
           description:
@@ -12777,6 +14542,7 @@ cms:
             original_type: NUM
             text: Outpatient services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/outpatient-service-charge-amount
           type: INT
       - ER_AMT:
           description:
@@ -12784,6 +14550,7 @@ cms:
             original_type: NUM
             text: Emergency room services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/emergency-room-er-charge-amount
           type: INT
       - AMBLNC:
           description:
@@ -12791,6 +14558,7 @@ cms:
             original_type: NUM
             text: Ambulance services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ambulance-charge-amount
           type: INT
       - PROFFEES:
           description:
@@ -12798,6 +14566,7 @@ cms:
             original_type: NUM
             text: Professional fees related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/professional-fees-charge-amount
           type: INT
       - ORGNAMT:
           description:
@@ -12806,6 +14575,7 @@ cms:
             text: Organ acquisition or oth donor bank srvcs related to benes stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-or-other-donor-bank-charge-amount
           type: INT
       - ESRDSETG:
           description:
@@ -12813,6 +14583,7 @@ cms:
             original_type: NUM
             text: ESRD services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-charge-amount
           type: INT
       - CLNC_AMT:
           description:
@@ -12820,6 +14591,7 @@ cms:
             original_type: NUM
             text: Clinic visits related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/clinic-visit-charge-amount
           type: INT
       - ICUINDCD:
           description:
@@ -12827,6 +14599,7 @@ cms:
             original_type: CHAR
             text: ICU type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-unit-icu-indicator-code
           type: VARCHAR(1)
       - CRNRY_CD:
           description:
@@ -12834,6 +14607,7 @@ cms:
             original_type: CHAR
             text: Coronary care unit type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-unit-ccu-indicator-code
           type: VARCHAR(1)
       - PHRMCYCD:
           description:
@@ -12841,6 +14615,7 @@ cms:
             original_type: CHAR
             text: Drugs type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-indicator-code
           type: VARCHAR(1)
       - TRNSPLNT:
           description:
@@ -12848,6 +14623,7 @@ cms:
             original_type: CHAR
             text: Organ transplant code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/organ-transplant-indicator-code
           type: VARCHAR(1)
       - ONCLGYSW:
           description:
@@ -12855,6 +14631,7 @@ cms:
             original_type: CHAR
             text: Radiology oncology services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/oncology-indicator
           type: VARCHAR(1)
       - DGNSTCSW:
           description:
@@ -12862,6 +14639,7 @@ cms:
             original_type: CHAR
             text: Radiology diagnostic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnostic-radiology-indicator
           type: VARCHAR(1)
       - THRPTCSW:
           description:
@@ -12869,6 +14647,7 @@ cms:
             original_type: CHAR
             text: Radiology therapeutic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/therapeutic-radiology-indicator
           type: VARCHAR(1)
       - NUCLR_SW:
           description:
@@ -12876,6 +14655,7 @@ cms:
             original_type: CHAR
             text: Radiology nuclear medicine services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-indicator
           type: VARCHAR(1)
       - CTSCANSW:
           description:
@@ -12883,6 +14663,7 @@ cms:
             original_type: CHAR
             text: Radiology computed tomographic (CT) scan services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-computed-tomographic-ct-scan-indicator
           type: VARCHAR(1)
       - IMGNG_SW:
           description:
@@ -12890,6 +14671,7 @@ cms:
             original_type: CHAR
             text: Radiology other imaging services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-indicator
           type: VARCHAR(1)
       - OPSRVCCD:
           description:
@@ -12897,6 +14679,7 @@ cms:
             original_type: CHAR
             text: Outpatient services/ambulatory surgical care code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/outpatient-servicesambulatory-surgical-care-indicator-code
           type: VARCHAR(1)
       - ORGNCD:
           description:
@@ -12904,6 +14687,7 @@ cms:
             original_type: CHAR
             text: Organ acquisition type code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-type-code
           type: VARCHAR(2)
       - ESRD_CD:
           description:
@@ -12911,6 +14695,7 @@ cms:
             original_type: CHAR
             text: ESRD condition code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-condition-indicator-code
           type: VARCHAR(2)
       - ESRDSTG1:
           description:
@@ -12918,6 +14703,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code I
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-1
           type: VARCHAR(2)
       - ESRDSTG2:
           description:
@@ -12925,6 +14711,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code II
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-2
           type: VARCHAR(2)
       - ESRDSTG3:
           description:
@@ -12932,6 +14719,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code III
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-3
           type: VARCHAR(2)
       - ESRDSTG4:
           description:
@@ -12939,6 +14727,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code IV
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-4
           type: VARCHAR(2)
       - ESRDSTG5:
           description:
@@ -12946,6 +14735,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code V
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-5
           type: VARCHAR(2)
       - AD_DGNS:
           description:
@@ -12953,6 +14743,7 @@ cms:
             original_type: CHAR
             text: Initial diagnosis at time of admission
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/admitting-diagnosis-code
           type: VARCHAR(7)
       - ADMTG_DGNS_VRSN_CD:
           description:
@@ -12960,6 +14751,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Admitting Diagnosis Version Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-admitting-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCNT:
           description:
@@ -12967,6 +14759,7 @@ cms:
             original_type: NUM
             text: Diagnosis codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-codes
           type: INT
       - DGNS_VRSN_CD:
           description:
@@ -12975,6 +14768,7 @@ cms:
             text: Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier
               Ve
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_1:
           description:
@@ -12982,6 +14776,7 @@ cms:
             original_type: CHAR
             text: Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-1-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_2:
           description:
@@ -12989,6 +14784,7 @@ cms:
             original_type: CHAR
             text: Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-2-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_3:
           description:
@@ -12996,6 +14792,7 @@ cms:
             original_type: CHAR
             text: Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-3-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_4:
           description:
@@ -13003,6 +14800,7 @@ cms:
             original_type: CHAR
             text: Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-4-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_5:
           description:
@@ -13010,6 +14808,7 @@ cms:
             original_type: CHAR
             text: Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-5-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_6:
           description:
@@ -13017,6 +14816,7 @@ cms:
             original_type: CHAR
             text: Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-6-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_7:
           description:
@@ -13024,6 +14824,7 @@ cms:
             original_type: CHAR
             text: Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-7-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_8:
           description:
@@ -13031,6 +14832,7 @@ cms:
             original_type: CHAR
             text: Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-8-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_9:
           description:
@@ -13038,6 +14840,7 @@ cms:
             original_type: CHAR
             text: Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-9-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_10:
           description:
@@ -13045,6 +14848,7 @@ cms:
             original_type: CHAR
             text: Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-10-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_11:
           description:
@@ -13052,6 +14856,7 @@ cms:
             original_type: CHAR
             text: Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-11-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_12:
           description:
@@ -13059,6 +14864,7 @@ cms:
             original_type: CHAR
             text: Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-12-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_13:
           description:
@@ -13066,6 +14872,7 @@ cms:
             original_type: CHAR
             text: Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-13-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_14:
           description:
@@ -13073,6 +14880,7 @@ cms:
             original_type: CHAR
             text: Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-14-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_15:
           description:
@@ -13080,6 +14888,7 @@ cms:
             original_type: CHAR
             text: Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-15-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_16:
           description:
@@ -13087,6 +14896,7 @@ cms:
             original_type: CHAR
             text: Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-16-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_17:
           description:
@@ -13094,6 +14904,7 @@ cms:
             original_type: CHAR
             text: Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-17-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_18:
           description:
@@ -13101,6 +14912,7 @@ cms:
             original_type: CHAR
             text: Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-18-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_19:
           description:
@@ -13108,6 +14920,7 @@ cms:
             original_type: CHAR
             text: Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-19-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_20:
           description:
@@ -13115,6 +14928,7 @@ cms:
             original_type: CHAR
             text: Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-20-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_21:
           description:
@@ -13122,6 +14936,7 @@ cms:
             original_type: CHAR
             text: Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-21-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_22:
           description:
@@ -13129,6 +14944,7 @@ cms:
             original_type: CHAR
             text: Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-22-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_23:
           description:
@@ -13136,6 +14952,7 @@ cms:
             original_type: CHAR
             text: Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-23-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_24:
           description:
@@ -13143,6 +14960,7 @@ cms:
             original_type: CHAR
             text: Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-24-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_25:
           description:
@@ -13150,6 +14968,7 @@ cms:
             original_type: CHAR
             text: Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-25-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCD1:
           description:
@@ -13157,6 +14976,7 @@ cms:
             original_type: CHAR
             text: Primary ICD-9-CM code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-principal-diagnosis-code
           type: VARCHAR(7)
       - DGNSCD2:
           description:
@@ -13164,6 +14984,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-2
           type: VARCHAR(7)
       - DGNSCD3:
           description:
@@ -13171,6 +14992,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-3
           type: VARCHAR(7)
       - DGNSCD4:
           description:
@@ -13178,6 +15000,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-4
           type: VARCHAR(7)
       - DGNSCD5:
           description:
@@ -13185,6 +15008,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-5
           type: VARCHAR(7)
       - DGNSCD6:
           description:
@@ -13192,6 +15016,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-6
           type: VARCHAR(7)
       - DGNSCD7:
           description:
@@ -13199,6 +15024,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-7
           type: VARCHAR(7)
       - DGNSCD8:
           description:
@@ -13206,6 +15032,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-8
           type: VARCHAR(7)
       - DGNSCD9:
           description:
@@ -13213,6 +15040,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-9
           type: VARCHAR(7)
       - DGNSCD10:
           description:
@@ -13220,6 +15048,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-10
           type: VARCHAR(7)
       - DGNSCD11:
           description:
@@ -13227,6 +15056,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-11
           type: VARCHAR(7)
       - DGNSCD12:
           description:
@@ -13234,6 +15064,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-12
           type: VARCHAR(7)
       - DGNSCD13:
           description:
@@ -13241,6 +15072,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-13
           type: VARCHAR(7)
       - DGNSCD14:
           description:
@@ -13248,6 +15080,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-14
           type: VARCHAR(7)
       - DGNSCD15:
           description:
@@ -13255,6 +15088,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-15
           type: VARCHAR(7)
       - DGNSCD16:
           description:
@@ -13262,6 +15096,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-16
           type: VARCHAR(7)
       - DGNSCD17:
           description:
@@ -13269,6 +15104,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-17
           type: VARCHAR(7)
       - DGNSCD18:
           description:
@@ -13276,6 +15112,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-18
           type: VARCHAR(7)
       - DGNSCD19:
           description:
@@ -13283,6 +15120,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-19
           type: VARCHAR(7)
       - DGNSCD20:
           description:
@@ -13290,6 +15128,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-20
           type: VARCHAR(7)
       - DGNSCD21:
           description:
@@ -13297,6 +15136,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-21
           type: VARCHAR(7)
       - DGNSCD22:
           description:
@@ -13304,6 +15144,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-22
           type: VARCHAR(7)
       - DGNSCD23:
           description:
@@ -13311,6 +15152,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-23
           type: VARCHAR(7)
       - DGNSCD24:
           description:
@@ -13318,6 +15160,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-24
           type: VARCHAR(7)
       - DGNSCD25:
           description:
@@ -13325,6 +15168,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-25
           type: VARCHAR(7)
       - DGNS_POA:
           description:
@@ -13332,6 +15176,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Code POA Array
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-code-poa-array
           type: VARCHAR(10)
       - POA_DGNS_CD_CNT:
           description:
@@ -13339,6 +15184,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-codes
           type: INT
       - POA_DGNS_1_IND_CD:
           description:
@@ -13346,6 +15192,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_2_IND_CD:
           description:
@@ -13353,6 +15200,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_3_IND_CD:
           description:
@@ -13360,6 +15208,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_4_IND_CD:
           description:
@@ -13367,6 +15216,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_5_IND_CD:
           description:
@@ -13374,6 +15224,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_6_IND_CD:
           description:
@@ -13381,6 +15232,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_7_IND_CD:
           description:
@@ -13388,6 +15240,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_8_IND_CD:
           description:
@@ -13395,6 +15248,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_9_IND_CD:
           description:
@@ -13402,6 +15256,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_10_IND_CD:
           description:
@@ -13409,6 +15264,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_11_IND_CD:
           description:
@@ -13416,6 +15272,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_12_IND_CD:
           description:
@@ -13423,6 +15280,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-12
           type: VARCHAR(1)
       - POA_DGNS_13_IND_CD:
           description:
@@ -13430,6 +15288,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-13
           type: VARCHAR(1)
       - POA_DGNS_14_IND_CD:
           description:
@@ -13437,6 +15296,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-14
           type: VARCHAR(1)
       - POA_DGNS_15_IND_CD:
           description:
@@ -13444,6 +15304,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-15
           type: VARCHAR(1)
       - POA_DGNS_16_IND_CD:
           description:
@@ -13451,6 +15312,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-16
           type: VARCHAR(1)
       - POA_DGNS_17_IND_CD:
           description:
@@ -13458,6 +15320,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-17
           type: VARCHAR(1)
       - POA_DGNS_18_IND_CD:
           description:
@@ -13465,6 +15328,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-18
           type: VARCHAR(1)
       - POA_DGNS_19_IND_CD:
           description:
@@ -13472,6 +15336,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-19
           type: VARCHAR(1)
       - POA_DGNS_20_IND_CD:
           description:
@@ -13479,6 +15344,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-20
           type: VARCHAR(1)
       - POA_DGNS_21_IND_CD:
           description:
@@ -13486,6 +15352,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-21
           type: VARCHAR(1)
       - POA_DGNS_22_IND_CD:
           description:
@@ -13493,6 +15360,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-22
           type: VARCHAR(1)
       - POA_DGNS_23_IND_CD:
           description:
@@ -13500,6 +15368,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-23
           type: VARCHAR(1)
       - POA_DGNS_24_IND_CD:
           description:
@@ -13507,6 +15376,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-24
           type: VARCHAR(1)
       - POA_DGNS_25_IND_CD:
           description:
@@ -13514,6 +15384,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - DGNS_E_CD_CNT:
           description:
@@ -13521,6 +15392,7 @@ cms:
             original_type: NUM
             text: MEDPAR Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-e-codes
           type: INT
       - DGNS_E_VRSN_CD:
           description:
@@ -13528,6 +15400,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-earlier-version
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_1:
           description:
@@ -13535,6 +15408,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_2:
           description:
@@ -13542,6 +15416,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-2
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_3:
           description:
@@ -13549,6 +15424,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-3
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_4:
           description:
@@ -13556,6 +15432,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-4
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_5:
           description:
@@ -13563,6 +15440,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-5
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_6:
           description:
@@ -13570,6 +15448,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-6
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_7:
           description:
@@ -13577,6 +15456,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-7
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_8:
           description:
@@ -13584,6 +15464,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-8
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_9:
           description:
@@ -13591,6 +15472,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-9
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_10:
           description:
@@ -13598,6 +15480,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-10
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_11:
           description:
@@ -13605,6 +15488,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-11
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_12:
           description:
@@ -13612,6 +15496,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-12
           type: VARCHAR(1)
       - DGNS_E_1_CD:
           description:
@@ -13620,6 +15505,7 @@ cms:
             text: E Diagnosis Code  1 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - DGNS_E_2_CD:
           description:
@@ -13628,6 +15514,7 @@ cms:
             text: E Diagnosis Code  2 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-2
           type: VARCHAR(7)
       - DGNS_E_3_CD:
           description:
@@ -13636,6 +15523,7 @@ cms:
             text: E Diagnosis Code  3 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-3
           type: VARCHAR(7)
       - DGNS_E_4_CD:
           description:
@@ -13644,6 +15532,7 @@ cms:
             text: E Diagnosis Code  4 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-4
           type: VARCHAR(7)
       - DGNS_E_5_CD:
           description:
@@ -13652,6 +15541,7 @@ cms:
             text: E Diagnosis Code  5 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-5
           type: VARCHAR(7)
       - DGNS_E_6_CD:
           description:
@@ -13660,6 +15550,7 @@ cms:
             text: E Diagnosis Code  6 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-6
           type: VARCHAR(7)
       - DGNS_E_7_CD:
           description:
@@ -13668,6 +15559,7 @@ cms:
             text: E Diagnosis Code  7 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-7
           type: VARCHAR(7)
       - DGNS_E_8_CD:
           description:
@@ -13676,6 +15568,7 @@ cms:
             text: E Diagnosis Code  8 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-8
           type: VARCHAR(7)
       - DGNS_E_9_CD:
           description:
@@ -13684,6 +15577,7 @@ cms:
             text: E Diagnosis Code  9 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-9
           type: VARCHAR(7)
       - DGNS_E_10_CD:
           description:
@@ -13692,6 +15586,7 @@ cms:
             text: E Diagnosis Code  10 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-10
           type: VARCHAR(7)
       - DGNS_E_11_CD:
           description:
@@ -13700,6 +15595,7 @@ cms:
             text: E Diagnosis Code  11 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-11
           type: VARCHAR(7)
       - DGNS_E_12_CD:
           description:
@@ -13708,6 +15604,7 @@ cms:
             text: E Diagnosis Code  12 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - POA_DGNS_E_CD_CNT:
           description:
@@ -13715,6 +15612,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-e-codes
           type: INT
       - POA_DGNS_E_1_IND_CD:
           description:
@@ -13722,6 +15620,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_E_2_IND_CD:
           description:
@@ -13729,6 +15628,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_E_3_IND_CD:
           description:
@@ -13736,6 +15636,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_E_4_IND_CD:
           description:
@@ -13743,6 +15644,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_E_5_IND_CD:
           description:
@@ -13750,6 +15652,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_E_6_IND_CD:
           description:
@@ -13757,6 +15660,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_E_7_IND_CD:
           description:
@@ -13764,6 +15668,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_E_8_IND_CD:
           description:
@@ -13771,6 +15676,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_E_9_IND_CD:
           description:
@@ -13778,6 +15684,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_E_10_IND_CD:
           description:
@@ -13785,6 +15692,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_E_11_IND_CD:
           description:
@@ -13792,6 +15700,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_E_12_IND_CD:
           description:
@@ -13799,6 +15708,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-12
           type: VARCHAR(1)
       - PRCDRSW:
           description:
@@ -13806,6 +15716,7 @@ cms:
             original_type: CHAR
             text: Surgical procedures indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-indicator
           type: VARCHAR(1)
       - PRCDRCNT:
           description:
@@ -13813,6 +15724,7 @@ cms:
             original_type: NUM
             text: Surgical procedure codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-codes-included-stay
           type: INT
       - SRGCL_PRCDR_VRSN_CD:
           description:
@@ -13820,6 +15732,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code  (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_1:
           description:
@@ -13827,6 +15740,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_2:
           description:
@@ -13834,6 +15748,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-2
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_3:
           description:
@@ -13841,6 +15756,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-3
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_4:
           description:
@@ -13848,6 +15764,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-4
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_5:
           description:
@@ -13855,6 +15772,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-5
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_6:
           description:
@@ -13862,6 +15780,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-6
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_7:
           description:
@@ -13869,6 +15788,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-7
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_8:
           description:
@@ -13876,6 +15796,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-8
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_9:
           description:
@@ -13883,6 +15804,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-9
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_10:
           description:
@@ -13890,6 +15812,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-10
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_11:
           description:
@@ -13897,6 +15820,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_12:
           description:
@@ -13904,6 +15828,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_13:
           description:
@@ -13911,6 +15836,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-13
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_14:
           description:
@@ -13918,6 +15844,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-14
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_15:
           description:
@@ -13925,6 +15852,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-15
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_16:
           description:
@@ -13932,6 +15860,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-16
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_17:
           description:
@@ -13939,6 +15868,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-17
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_18:
           description:
@@ -13946,6 +15876,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-18
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_19:
           description:
@@ -13953,6 +15884,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-19
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_20:
           description:
@@ -13960,6 +15892,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-20
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_21:
           description:
@@ -13967,6 +15900,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-21
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_22:
           description:
@@ -13974,6 +15908,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-22
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_23:
           description:
@@ -13981,6 +15916,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-23
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_24:
           description:
@@ -13988,6 +15924,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-24
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_25:
           description:
@@ -13995,6 +15932,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(1)
       - PRCDRCD1:
           description:
@@ -14002,6 +15940,7 @@ cms:
             original_type: CHAR
             text: Principal Procedure code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(7)
       - PRCDRCD2:
           description:
@@ -14009,6 +15948,7 @@ cms:
             original_type: CHAR
             text: Procedure Code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-2
           type: VARCHAR(7)
       - PRCDRCD3:
           description:
@@ -14016,6 +15956,7 @@ cms:
             original_type: CHAR
             text: Procedure Code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-3
           type: VARCHAR(7)
       - PRCDRCD4:
           description:
@@ -14023,6 +15964,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(7)
       - PRCDRCD5:
           description:
@@ -14030,6 +15972,7 @@ cms:
             original_type: CHAR
             text: Procedure Code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-5
           type: VARCHAR(7)
       - PRCDRCD6:
           description:
@@ -14037,6 +15980,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-6
           type: VARCHAR(7)
       - PRCDRCD7:
           description:
@@ -14044,6 +15988,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-7
           type: VARCHAR(7)
       - PRCDRCD8:
           description:
@@ -14051,6 +15996,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-8
           type: VARCHAR(7)
       - PRCDRCD9:
           description:
@@ -14058,6 +16004,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-9
           type: VARCHAR(7)
       - PRCDRCD10:
           description:
@@ -14065,6 +16012,7 @@ cms:
             original_type: CHAR
             text: Procedure Code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-10
           type: VARCHAR(7)
       - PRCDRCD11:
           description:
@@ -14072,6 +16020,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-11
           type: VARCHAR(7)
       - PRCDRCD12:
           description:
@@ -14079,6 +16028,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-12
           type: VARCHAR(7)
       - PRCDRCD13:
           description:
@@ -14086,6 +16036,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-13
           type: VARCHAR(7)
       - PRCDRCD14:
           description:
@@ -14093,6 +16044,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-14
           type: VARCHAR(7)
       - PRCDRCD15:
           description:
@@ -14100,6 +16052,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-15
           type: VARCHAR(7)
       - PRCDRCD16:
           description:
@@ -14107,6 +16060,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-16
           type: VARCHAR(7)
       - PRCDRCD17:
           description:
@@ -14114,6 +16068,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-17
           type: VARCHAR(7)
       - PRCDRCD18:
           description:
@@ -14121,6 +16076,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-18
           type: VARCHAR(7)
       - PRCDRCD19:
           description:
@@ -14128,6 +16084,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-19
           type: VARCHAR(7)
       - PRCDRCD20:
           description:
@@ -14135,6 +16092,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-20
           type: VARCHAR(7)
       - PRCDRCD21:
           description:
@@ -14142,6 +16100,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-21
           type: VARCHAR(7)
       - PRCDRCD22:
           description:
@@ -14149,6 +16108,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-22
           type: VARCHAR(7)
       - PRCDRCD23:
           description:
@@ -14156,6 +16116,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-23
           type: VARCHAR(7)
       - PRCDRCD24:
           description:
@@ -14163,6 +16124,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-24
           type: VARCHAR(7)
       - PRCDRCD25:
           description:
@@ -14170,6 +16132,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-25
           type: VARCHAR(7)
       - PRCDTCNT:
           description:
@@ -14177,6 +16140,7 @@ cms:
             original_type: NUM
             text: Dates associated with surgical procedures included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/dates-associated-surgical-procedures-included-stay
           type: INT
       - PRCDRDT1:
           description:
@@ -14184,6 +16148,7 @@ cms:
             original_type: DATE
             text: Principal Procedure Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-date
           type: DATE
       - PRCDRDT2:
           description:
@@ -14191,6 +16156,7 @@ cms:
             original_type: DATE
             text: Procedure Date II
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-2
           type: DATE
       - PRCDRDT3:
           description:
@@ -14198,6 +16164,7 @@ cms:
             original_type: DATE
             text: Procedure Date III
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-3
           type: DATE
       - PRCDRDT4:
           description:
@@ -14205,6 +16172,7 @@ cms:
             original_type: DATE
             text: Procedure Date IV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-4
           type: DATE
       - PRCDRDT5:
           description:
@@ -14212,6 +16180,7 @@ cms:
             original_type: DATE
             text: Procedure Date V
             width: 8.0
+          reference: null
           type: DATE
       - PRCDRDT6:
           description:
@@ -14219,6 +16188,7 @@ cms:
             original_type: DATE
             text: Procedure Date VI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-6
           type: DATE
       - PRCDRDT7:
           description:
@@ -14226,6 +16196,7 @@ cms:
             original_type: DATE
             text: Procedure Date VII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-7
           type: DATE
       - PRCDRDT8:
           description:
@@ -14233,6 +16204,7 @@ cms:
             original_type: DATE
             text: Procedure Date VIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-8
           type: DATE
       - PRCDRDT9:
           description:
@@ -14240,6 +16212,7 @@ cms:
             original_type: DATE
             text: Procedure Date IX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-9
           type: DATE
       - PRCDRDT10:
           description:
@@ -14247,6 +16220,7 @@ cms:
             original_type: DATE
             text: Procedure Date X
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-10
           type: DATE
       - PRCDRDT11:
           description:
@@ -14254,6 +16228,7 @@ cms:
             original_type: DATE
             text: Procedure Date XI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-11
           type: DATE
       - PRCDRDT12:
           description:
@@ -14261,6 +16236,7 @@ cms:
             original_type: DATE
             text: Procedure Date XII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-12
           type: DATE
       - PRCDRDT13:
           description:
@@ -14268,6 +16244,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-13
           type: DATE
       - PRCDRDT14:
           description:
@@ -14275,6 +16252,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-14
           type: DATE
       - PRCDRDT15:
           description:
@@ -14282,6 +16260,7 @@ cms:
             original_type: DATE
             text: Procedure Date XV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-15
           type: DATE
       - PRCDRDT16:
           description:
@@ -14289,6 +16268,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-16
           type: DATE
       - PRCDRDT17:
           description:
@@ -14296,6 +16276,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-17
           type: DATE
       - PRCDRDT18:
           description:
@@ -14303,6 +16284,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-18
           type: DATE
       - PRCDRDT19:
           description:
@@ -14310,6 +16292,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-19
           type: DATE
       - PRCDRDT20:
           description:
@@ -14317,6 +16300,7 @@ cms:
             original_type: DATE
             text: Procedure Date XX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-20
           type: DATE
       - PRCDRDT21:
           description:
@@ -14324,6 +16308,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-21
           type: DATE
       - PRCDRDT22:
           description:
@@ -14331,6 +16316,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-22
           type: DATE
       - PRCDRDT23:
           description:
@@ -14338,6 +16324,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-23
           type: DATE
       - PRCDRDT24:
           description:
@@ -14345,6 +16332,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-24
           type: DATE
       - PRCDRDT25:
           description:
@@ -14352,6 +16340,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-25
           type: DATE
       - CLM_PTNT_RLTNSHP_CD:
           description:
@@ -14359,6 +16348,7 @@ cms:
             original_type: CHAR
             text: Claim Patient Relationship Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/claim-patient-relationship-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_1_CD:
           description:
@@ -14366,6 +16356,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 1 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-1-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_2_CD:
           description:
@@ -14373,6 +16364,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 2 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-2-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_3_CD:
           description:
@@ -14380,6 +16372,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 3 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-3-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_4_CD:
           description:
@@ -14387,6 +16380,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 4 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-4-code
           type: VARCHAR(2)
       - VBP_PRTCPNT_IND_CD:
           description:
@@ -14394,6 +16388,7 @@ cms:
             original_type: CHAR
             text: VBP Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-participant-indicator-code
           type: VARCHAR(1)
       - HRR_PRTCPNT_IND_CD:
           description:
@@ -14401,6 +16396,7 @@ cms:
             original_type: CHAR
             text: HRR Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-participant-indicator-code
           type: VARCHAR(1)
       - BNDLD_MODEL_DSCNT_PCT:
           description:
@@ -14408,6 +16404,7 @@ cms:
             original_type: NUM
             text: Bundled Model Discount Percent
             width: 4.2
+          reference: https://resdac.org/cms-data/variables/bundled-payment-model-discount-percent
           type: NUMERIC(4,2)
       - VBP_ADJSTMT_PCT:
           description:
@@ -14415,6 +16412,7 @@ cms:
             original_type: NUM
             text: VBP Adjustment Percent
             width: 13.1
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-adjustment-percent
           type: NUMERIC(13,1)
       - HRR_ADJSTMT_PCT:
           description:
@@ -14422,6 +16420,7 @@ cms:
             original_type: NUM
             text: HRR Adjustment Percent
             width: 6.4
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-adjustment-percent
           type: NUMERIC(6,4)
       - INFRMTL_ENCTR_IND_SW:
           description:
@@ -14429,6 +16428,7 @@ cms:
             original_type: CHAR
             text: Informational Encounter Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/informational-encounter-indicator
           type: VARCHAR(1)
       - MA_TCHNG_IND_SW:
           description:
@@ -14436,6 +16436,7 @@ cms:
             original_type: CHAR
             text: MA Teaching Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/ma-teaching-indicator
           type: VARCHAR(1)
       - PROD_RPLCMT_LIFECYC_SW:
           description:
@@ -14443,6 +16444,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Lifecycle Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-within-product-lifecycle-early
           type: VARCHAR(1)
       - PROD_RPLCMT_RCLL_SW:
           description:
@@ -14450,6 +16452,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Recall Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-recall-product
           type: VARCHAR(1)
       - CRED_RCVD_RPLCD_DVC_SW:
           description:
@@ -14457,6 +16460,7 @@ cms:
             original_type: CHAR
             text: Credit Received Replaced Device Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/credit-received-replaced-device
           type: VARCHAR(1)
       - OBSRVTN_SW:
           description:
@@ -14464,6 +16468,7 @@ cms:
             original_type: CHAR
             text: Observation Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/observation-unit-indicator
           type: VARCHAR(1)
       - NEW_TCHNLGY_ADD_ON_AMT:
           description:
@@ -14471,6 +16476,7 @@ cms:
             original_type: NUM
             text: New Technology Add-On Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/new-technology-add-amount
           type: INT
       - BASE_OPRTG_DRG_AMT:
           description:
@@ -14478,6 +16484,7 @@ cms:
             original_type: NUM
             text: Base Operating DRG Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/base-operating-drg-amount
           type: INT
       - OPRTG_HSP_AMT:
           description:
@@ -14485,6 +16492,7 @@ cms:
             original_type: NUM
             text: Operating Hospital Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-hospital-amount
           type: INT
       - MDCL_SRGCL_GNRL_AMT:
           description:
@@ -14492,6 +16500,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical General Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_NSTRL_AMT:
           description:
@@ -14499,6 +16508,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Non-Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-non-sterile-supplies-amount
           type: INT
       - MDCL_SRGCL_STRL_AMT:
           description:
@@ -14506,6 +16516,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-sterile-supplies-amount
           type: INT
       - TAKE_HOME_AMT:
           description:
@@ -14513,6 +16524,7 @@ cms:
             original_type: NUM
             text: Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-take-home-amount
           type: INT
       - PRSTHTC_ORTHTC_AMT:
           description:
@@ -14520,6 +16532,7 @@ cms:
             original_type: NUM
             text: Prosthetic Orthotic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_PCMKR_AMT:
           description:
@@ -14527,6 +16540,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Pacemaker Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-pacemaker-amount
           type: INT
       - INTRAOCULAR_LENS_AMT:
           description:
@@ -14534,6 +16548,7 @@ cms:
             original_type: NUM
             text: Intraocular Lens Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-intraocular-lens-amount
           type: INT
       - OXYGN_TAKE_HOME_AMT:
           description:
@@ -14541,6 +16556,7 @@ cms:
             original_type: NUM
             text: Oxygen Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-oxygen-take-home-amount
           type: INT
       - OTHR_IMPLANTS_AMT:
           description:
@@ -14548,6 +16564,7 @@ cms:
             original_type: NUM
             text: Other Implants Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-implants-amount
           type: INT
       - OTHR_SUPLIES_DVC_AMT:
           description:
@@ -14555,6 +16572,7 @@ cms:
             original_type: NUM
             text: Other Supplies Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-device-amount
           type: INT
       - INCDNT_RDLGY_AMT:
           description:
@@ -14562,6 +16580,7 @@ cms:
             original_type: NUM
             text: Incident Radiology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-radiology-amount
           type: INT
       - INCDNT_DGNSTC_SRVCS_AMT:
           description:
@@ -14569,6 +16588,7 @@ cms:
             original_type: NUM
             text: Incident Diagnostic Services Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-diagnostic-services-amount
           type: INT
       - MDCL_SRGCL_DRSNG_AMT:
           description:
@@ -14576,6 +16596,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Dressing Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-dressing-amount
           type: INT
       - INVSTGTNL_DVC_AMT:
           description:
@@ -14583,6 +16604,7 @@ cms:
             original_type: NUM
             text: Investigational Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-investigational-device-amount
           type: INT
       - MDCL_SRGCL_MISC_AMT:
           description:
@@ -14590,6 +16612,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Miscellaneous Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medical-surgical-miscellaneous-amount
           type: INT
       - RDLGY_ONCOLOGY_AMT:
           description:
@@ -14597,6 +16620,7 @@ cms:
             original_type: NUM
             text: Radiology/Oncology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/oncology-amount
           type: INT
       - RDLGY_DGNSTC_AMT:
           description:
@@ -14604,6 +16628,7 @@ cms:
             original_type: NUM
             text: Radiology Diagnostic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-diagnostic-amount
           type: INT
       - RDLGY_THRPTC_AMT:
           description:
@@ -14611,6 +16636,7 @@ cms:
             original_type: NUM
             text: Radiology Therapeutic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-therapeutic-amount
           type: INT
       - RDLGY_NUCLR_MDCN_AMT:
           description:
@@ -14618,6 +16644,7 @@ cms:
             original_type: NUM
             text: Radiology Nuclear Medicine Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-amount
           type: INT
       - RDLGY_CT_SCAN_AMT:
           description:
@@ -14625,6 +16652,7 @@ cms:
             original_type: NUM
             text: Radiology CT Scan Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-ct-scan-amount
           type: INT
       - RDLGY_OTHR_IMGNG_AMT:
           description:
@@ -14632,6 +16660,7 @@ cms:
             original_type: NUM
             text: Radiology Other Imaging Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-amount
           type: INT
       - OPRTG_ROOM_AMT:
           description:
@@ -14639,6 +16668,7 @@ cms:
             original_type: NUM
             text: Operating Room Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-and-recovery-room-amount
           type: INT
       - OR_LABOR_DLVRY_AMT:
           description:
@@ -14646,6 +16676,7 @@ cms:
             original_type: NUM
             text: O/R Labor Delivery Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/labor-room-and-delivery-amount
           type: INT
       - CRDC_CATHRZTN_AMT:
           description:
@@ -14653,6 +16684,7 @@ cms:
             original_type: NUM
             text: Cardiac Catheterization Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiac-catheterization-lab-amount
           type: INT
       - FILE:
           description:
@@ -14661,6 +16693,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -14669,6 +16702,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -14676,6 +16710,7 @@ cms:
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -14686,6 +16721,7 @@ cms:
             text: Year of MedPAR Record
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (MEDPAR_YR_NUM) STORED
             type: generated
@@ -14696,6 +16732,7 @@ cms:
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (BENE_ZIP) STORED
             type: generated
@@ -14717,6 +16754,7 @@ cms:
             text: Encrypted 723 Beneficiary ID
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - MEDPARID:
           description:
@@ -14724,6 +16762,7 @@ cms:
             original_type: CHAR
             text: Unique Key for CCW MedPAR Table
             width: 15.0
+          reference: https://resdac.org/cms-data/variables/medpar-id-number
           type: VARCHAR(15)
       - MEDPAR_YR_NUM:
           description:
@@ -14731,6 +16770,7 @@ cms:
             original_type: CHAR
             text: Year of MedPAR Record
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/year-medpar-record
           type: VARCHAR(4)
       - CLM_TYPE:
           description:
@@ -14738,6 +16778,7 @@ cms:
             original_type: CHAR
             text: NCH Claim Type Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/nch-claim-type-code
           type: VARCHAR(2)
       - BIC:
           description:
@@ -14745,6 +16786,7 @@ cms:
             original_type: CHAR
             text: BIC reported on first claim included in stay
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/bic-reported-first-claim-included-stay
           type: VARCHAR(2)
       - EQ_BIC:
           description:
@@ -14752,6 +16794,7 @@ cms:
             original_type: CHAR
             text: Equated BIC
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/equated-bic
           type: VARCHAR(2)
       - AGE_CNT:
           description:
@@ -14759,6 +16802,7 @@ cms:
             original_type: NUM
             text: Age as of Date of Admission.
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/age-date-admission
           type: INT
       - SEX:
           description:
@@ -14766,6 +16810,7 @@ cms:
             original_type: CHAR
             text: Sex of Beneficiary
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -14773,6 +16818,7 @@ cms:
             original_type: CHAR
             text: Race of Beneficiary
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - MS_CD:
           description:
@@ -14780,6 +16826,7 @@ cms:
             original_type: CHAR
             text: Reason for entitlement to Medicare benefits as of CLM_THRU_DT
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/reason-entitlement-medicare-benefits-clmthrudt
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -14787,6 +16834,7 @@ cms:
             original_type: CHAR
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -14794,6 +16842,7 @@ cms:
             original_type: CHAR
             text: SSA standard county code of a beneficiarys residence.
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - BENE_ZIP:
           description:
@@ -14801,6 +16850,7 @@ cms:
             original_type: CHAR
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary-home-or-mailing-address-latest-year
           type: VARCHAR(5)
       - DSCHRGCD:
           description:
@@ -14808,6 +16858,7 @@ cms:
             original_type: CHAR
             text: Code identifying status of patient as of CLM_THRU_DT
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-identifying-status-patient-clmthrudt
           type: VARCHAR(1)
       - FICARR:
           description:
@@ -14815,6 +16866,7 @@ cms:
             original_type: CHAR
             text: Intermediary processor identification
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/fiscal-intermediary-fi-id-number
           type: VARCHAR(5)
       - WRNGCD:
           description:
@@ -14823,6 +16875,7 @@ cms:
             text: Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay
               prcss
             width: 18.0
+          reference: https://resdac.org/cms-data/variables/warning-indicators-code-specifying-detailed-billing-info
           type: VARCHAR(18)
       - GHOPDCD:
           description:
@@ -14830,6 +16883,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not GHO has paid provider for claim(s)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-whether-group-health-organization-gho-has-paid-provider-claims
           type: VARCHAR(1)
       - PPS_IND:
           description:
@@ -14837,6 +16891,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not facility is being paid under PPS
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/prospective-payment-system-pps-indicator-code
           type: VARCHAR(1)
       - ORGNPINM:
           description:
@@ -14844,6 +16899,7 @@ cms:
             original_type: CHAR
             text: Organization NPI Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organization-npi-number-ffs
           type: VARCHAR(10)
       - PRVDRNUM:
           description:
@@ -14851,6 +16907,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Provider Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/provider-number
           type: VARCHAR(10)
       - SPCLUNIT:
           description:
@@ -14859,6 +16916,7 @@ cms:
             text: Special num system code for hosp units that are PPS/SNF SB dsgntn
               excl.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/provider-number-special-unit-code
           type: VARCHAR(1)
       - SSLSSNF:
           description:
@@ -14866,6 +16924,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether stay is short stay, long stay, or SNF
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/short-staylong-staysnf-provider-indicator-code
           type: VARCHAR(1)
       - ACTV_XREF_IND:
           description:
@@ -14873,6 +16932,7 @@ cms:
             original_type: CHAR
             text: Active Cross-Refference Indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-active-cross-reference-indicator
           type: VARCHAR(1)
       - SLCT_RSN_CD:
           description:
@@ -14880,6 +16940,7 @@ cms:
             original_type: CHAR
             text: Specifies whether this record is a case or control record.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/specifies-whether-record-case-or-control-record
           type: VARCHAR(1)
       - FACLMCNT:
           description:
@@ -14887,6 +16948,7 @@ cms:
             original_type: NUM
             text: Claims (final action) included in stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/number-claims-final-action-included-stay
           type: INT
       - ACRTNDT:
           description:
@@ -14895,6 +16957,7 @@ cms:
             text: Date latest claim incl in stay accreted to bene mstr rec at the
               CWF host
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/latest-claim-accretion-date
           type: DATE
       - EXHST_DT:
           description:
@@ -14902,6 +16965,7 @@ cms:
             original_type: DATE
             text: Last date beneficiary had Medicare coverage
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-medicare-benefit-exhausted-date
           type: DATE
       - QLFYFROM:
           description:
@@ -14909,6 +16973,7 @@ cms:
             original_type: DATE
             text: Beginning date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beginning-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - QLFYTHRU:
           description:
@@ -14916,6 +16981,7 @@ cms:
             original_type: DATE
             text: Ending date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/ending-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - SRC_ADMS:
           description:
@@ -14924,6 +16990,7 @@ cms:
             text: Admssn to an Inp facility or, for newborn admssn, type of delivery
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/source-admission-inpatient-facility-newborn-admit-type-delivery-code
           type: VARCHAR(1)
       - TYPE_ADM:
           description:
@@ -14932,6 +16999,7 @@ cms:
             text: Type and priority of benes admission to facility for Inp hosp stay
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/inpatient-admission-type-code
           type: VARCHAR(1)
       - ADMSNDAY:
           description:
@@ -14939,6 +17007,7 @@ cms:
             original_type: CHAR
             text: Code indicating day of week beneficiary was admitted to facility.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-day-week-beneficiary-was-admitted-facility
           type: VARCHAR(1)
       - ADMSNDT:
           description:
@@ -14946,6 +17015,7 @@ cms:
             original_type: DATE
             text: Date beneficiary admitted for Inpatient care or date care started
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-beneficiary-admitted-inpatient-care-or-date-care-started
           type: DATE
       - DSCHRGDT:
           description:
@@ -14953,6 +17023,7 @@ cms:
             original_type: DATE
             text: Date beneficiary was discharged or died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/discharge-date
           type: DATE
       - DSTNTNCD:
           description:
@@ -14960,6 +17031,7 @@ cms:
             original_type: CHAR
             text: Destination upon discharge from facility code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medpar-discharge-destination-code
           type: VARCHAR(2)
       - CVRLVLDT:
           description:
@@ -14967,6 +17039,7 @@ cms:
             original_type: DATE
             text: Date covered level of care ended in a SNF
             width: 8.0
+          reference: null
           type: DATE
       - DEATHDT:
           description:
@@ -14974,6 +17047,7 @@ cms:
             original_type: DATE
             text: Date beneficiary died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - DEATHCD:
           description:
@@ -14981,6 +17055,7 @@ cms:
             original_type: CHAR
             text: Death Date Verification Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/death-date-verification-code
           type: VARCHAR(1)
       - DEATHDAY:
           description:
@@ -14988,6 +17063,7 @@ cms:
             original_type: NUM
             text: Days from date admitted to facility to date of death
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-date-admitted-facility-date-death
           type: INT
       - SSICD:
           description:
@@ -14995,6 +17071,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Internal Use SSI Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-indicator-code
           type: VARCHAR(1)
       - SSIDAY:
           description:
@@ -15002,6 +17079,7 @@ cms:
             original_type: NUM
             text: MEDPAR Internal Use SSI Day Count
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-day-count
           type: INT
       - INTRNL_USE_SSI_DATA:
           description:
@@ -15009,6 +17087,7 @@ cms:
             original_type: CHAR
             text: Internal Use SSI Data
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-data
           type: VARCHAR(1)
       - IPSBCD:
           description:
@@ -15016,6 +17095,7 @@ cms:
             original_type: CHAR
             text: For internal Use Only. IPSB Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ipsb-code
           type: VARCHAR(3)
       - FILDTCD:
           description:
@@ -15023,6 +17103,7 @@ cms:
             original_type: CHAR
             text: For internal use only.  Fiscal year/calendar year segments.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-only-fiscal-yearcalendar-year-segments
           type: VARCHAR(1)
       - SMPLSIZE:
           description:
@@ -15030,6 +17111,7 @@ cms:
             original_type: CHAR
             text: For internal use.  MEDPAR sample size.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-medpar-sample-size
           type: VARCHAR(1)
       - LOSCNT:
           description:
@@ -15037,6 +17119,7 @@ cms:
             original_type: NUM
             text: Days of beneficiarys stay in a hospital/SNF
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-beneficiarys-stay-hospitalsnf
           type: INT
       - OUTLRDAY:
           description:
@@ -15045,6 +17128,7 @@ cms:
             text: Days paid as outliers (either day or cost) under PPS beyond DRG
               threshld
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/days-paid-outliers-either-day-or-cost-under-pps-beyond-drg-threshold
           type: INT
       - UTIL_DAY:
           description:
@@ -15052,6 +17136,7 @@ cms:
             original_type: NUM
             text: Covered days of care chargeable to Medicare utilization for stay
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/covered-days-care-chargeable-medicare-utilization-stay
           type: INT
       - COIN_DAY:
           description:
@@ -15059,6 +17144,7 @@ cms:
             original_type: NUM
             text: MEDPAR Beneficiary Total Coinsurance Day Count
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-total-coinsurance-day-count
           type: INT
       - LRD_USE:
           description:
@@ -15066,6 +17152,7 @@ cms:
             original_type: NUM
             text: Lifetime reserve days (LRD) used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/lifetime-reserve-days-lrd-used-beneficiary-stay
           type: INT
       - COIN_AMT:
           description:
@@ -15073,6 +17160,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for part A coinsurance for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-part-coinsurance-stay
           type: INT
       - DED_AMT:
           description:
@@ -15080,6 +17168,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-deductible-stay
           type: INT
       - BLDDEDAM:
           description:
@@ -15087,6 +17176,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for blood deductible for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-blood-deductible-stay
           type: INT
       - PRPAY_CD:
           description:
@@ -15094,6 +17184,7 @@ cms:
             original_type: CHAR
             text: Primary payer responsibility code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-primary-payer-code
           type: VARCHAR(1)
       - PRPAYAMT:
           description:
@@ -15102,6 +17193,7 @@ cms:
             text: Primry payer other than Medicare for covered Medicare chrgs for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/primary-payer-paid-amount
           type: INT
       - DRG_CD:
           description:
@@ -15109,6 +17201,7 @@ cms:
             original_type: CHAR
             text: DRG Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-related-group-drg-code
           type: VARCHAR(3)
       - OUTLR_CD:
           description:
@@ -15116,6 +17209,7 @@ cms:
             original_type: CHAR
             text: Cost or Day Outlier code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-drgoutlier-stay-code
           type: VARCHAR(1)
       - OUTLRAMT:
           description:
@@ -15124,6 +17218,7 @@ cms:
             text: Addtnl approved due to outlier situation over DRG allowance for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-outlier-approved-payment-amount
           type: INT
       - DRGPRICE:
           description:
@@ -15132,6 +17227,7 @@ cms:
             text: Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-price-amount
           type: INT
       - DISP_SHR:
           description:
@@ -15140,6 +17236,7 @@ cms:
             text: Over the DRG amount for disproportionate share hospital for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-disproportionate-share-dsh-amount
           type: INT
       - IME_AMT:
           description:
@@ -15147,6 +17244,7 @@ cms:
             original_type: NUM
             text: Additional payment made to teaching hospitals for IME for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/indirect-medical-education-ime-amount
           type: INT
       - PASSTHRU:
           description:
@@ -15154,6 +17252,7 @@ cms:
             original_type: NUM
             text: Total of all claim pass thru for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pass-thru-diem-amount-stay
           type: INT
       - PPS_CPTL:
           description:
@@ -15161,6 +17260,7 @@ cms:
             original_type: NUM
             text: Total payable for capital PPS ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-pps-capital-amount
           type: INT
       - IP_LOW_VOL_PYMT_AMT:
           description:
@@ -15168,6 +17268,7 @@ cms:
             original_type: NUM
             text: Inpatient Low Volume Payment Amount.
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-low-volume-payment-amount
           type: INT
       - TOTCHRG:
           description:
@@ -15176,6 +17277,7 @@ cms:
             text: Total all charges for all srvcs provided to beneficiary for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-amount
           type: INT
       - CVRCHRG:
           description:
@@ -15183,6 +17285,7 @@ cms:
             original_type: NUM
             text: Portion of total charges covered by Medicare for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-covered-charge-amount
           type: INT
       - PMT_AMT:
           description:
@@ -15191,6 +17294,7 @@ cms:
             text: Amt of payment from Medicare trust fund for srvcs covered by claim
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-medicare-payment-amount
           type: INT
       - ACMDTNS:
           description:
@@ -15199,6 +17303,7 @@ cms:
             text: Total charge for all accommodations related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-accommodations
           type: INT
       - DPRTMNTL:
           description:
@@ -15207,6 +17312,7 @@ cms:
             text: Total charge for all ancillary depts related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-ancillary-departments-related-beneficiarys-stay
           type: INT
       - PRVTDAY:
           description:
@@ -15214,6 +17320,7 @@ cms:
             original_type: NUM
             text: Private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/private-room-day-count
           type: INT
       - SPRVTDAY:
           description:
@@ -15221,6 +17328,7 @@ cms:
             original_type: NUM
             text: Semi-private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-day-count
           type: INT
       - WARDDAY:
           description:
@@ -15228,6 +17336,7 @@ cms:
             original_type: NUM
             text: Ward days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/ward-day-count
           type: INT
       - ICARECNT:
           description:
@@ -15235,6 +17344,7 @@ cms:
             original_type: NUM
             text: Intensive care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-day-count
           type: INT
       - CRNRYDAY:
           description:
@@ -15242,6 +17352,7 @@ cms:
             original_type: NUM
             text: Coronary care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-day-count
           type: INT
       - PRVTAMT:
           description:
@@ -15249,6 +17360,7 @@ cms:
             original_type: NUM
             text: Private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/private-room-charge-amount
           type: INT
       - SPRVTAMT:
           description:
@@ -15256,6 +17368,7 @@ cms:
             original_type: NUM
             text: Semi-private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-charge-amount
           type: INT
       - WARDAMT:
           description:
@@ -15263,6 +17376,7 @@ cms:
             original_type: NUM
             text: Ward accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ward-charge-amount
           type: INT
       - ICAREAMT:
           description:
@@ -15270,6 +17384,7 @@ cms:
             original_type: NUM
             text: Intensive care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-charge-amount
           type: INT
       - CRNRYAMT:
           description:
@@ -15277,6 +17392,7 @@ cms:
             original_type: NUM
             text: Coronary care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-charge-amount
           type: INT
       - OTHRAMT:
           description:
@@ -15284,6 +17400,7 @@ cms:
             original_type: NUM
             text: Other services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/other-service-charge-amount
           type: INT
       - PHRMCAMT:
           description:
@@ -15291,6 +17408,7 @@ cms:
             original_type: NUM
             text: Pharmaceutical costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-charge-amount
           type: INT
       - SUPLYAMT:
           description:
@@ -15298,6 +17416,7 @@ cms:
             original_type: NUM
             text: Medical/surgical supplies related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-charge-amount
           type: INT
       - DME_AMT:
           description:
@@ -15305,6 +17424,7 @@ cms:
             original_type: NUM
             text: DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/durable-medical-equipment-dme-charge-amount
           type: INT
       - UDME_AMT:
           description:
@@ -15312,6 +17432,7 @@ cms:
             original_type: NUM
             text: Used DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/used-durable-medical-equipment-dme-charge-amount
           type: INT
       - PHYTHAMT:
           description:
@@ -15319,6 +17440,7 @@ cms:
             original_type: NUM
             text: Physical therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/physical-therapy-charge-amount
           type: INT
       - OCPTLAMT:
           description:
@@ -15327,6 +17449,7 @@ cms:
             text: Occupational therapy services provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/occupational-therapy-charge-amount
           type: INT
       - SPCH_AMT:
           description:
@@ -15334,6 +17457,7 @@ cms:
             original_type: NUM
             text: Speech pathology services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/speech-pathology-charge-amount
           type: INT
       - INHLTAMT:
           description:
@@ -15341,6 +17465,7 @@ cms:
             original_type: NUM
             text: Inhalation therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inhalation-therapy-charge-amount
           type: INT
       - BLOODAMT:
           description:
@@ -15348,6 +17473,7 @@ cms:
             original_type: NUM
             text: Blood provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-charge-amount
           type: INT
       - BLDADMIN:
           description:
@@ -15355,6 +17481,7 @@ cms:
             original_type: NUM
             text: Blood storage and processing related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-storage-and-processing-charge-amount
           type: INT
       - BLDFRNSH:
           description:
@@ -15363,6 +17490,7 @@ cms:
             text: Quantity of blood (whole pints) furnished to beneficiary during
               stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/blood-pints-furnished-quantity
           type: INT
       - OROOMAMT:
           description:
@@ -15371,6 +17499,7 @@ cms:
             text: OR, recovery rm, and labor rm delivery used by bene during stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-room-charge-amount
           type: INT
       - LTHTRPSY:
           description:
@@ -15378,6 +17507,7 @@ cms:
             original_type: NUM
             text: Lithotripsy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/lithotripsy-charge-amount
           type: INT
       - CRDLGY:
           description:
@@ -15386,6 +17516,7 @@ cms:
             text: Cardiology services and ECG(s) provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiology-charge-amount
           type: INT
       - ANSTHSA:
           description:
@@ -15393,6 +17524,7 @@ cms:
             original_type: NUM
             text: Anesthesia services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/anesthesia-charge-amount
           type: INT
       - LAB_AMT:
           description:
@@ -15400,6 +17532,7 @@ cms:
             original_type: NUM
             text: Laboratory costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/laboratory-charge-amount
           type: INT
       - RDLGYAMT:
           description:
@@ -15407,6 +17540,7 @@ cms:
             original_type: NUM
             text: Radiology costs (excluding MRI) related to a beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-charge-amount-excluding-mri
           type: INT
       - MRI_AMT:
           description:
@@ -15414,6 +17548,7 @@ cms:
             original_type: NUM
             text: MRI services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/magnetic-resonance-imaging-mri-charge-amount
           type: INT
       - OPSRVC:
           description:
@@ -15421,6 +17556,7 @@ cms:
             original_type: NUM
             text: Outpatient services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/outpatient-service-charge-amount
           type: INT
       - ER_AMT:
           description:
@@ -15428,6 +17564,7 @@ cms:
             original_type: NUM
             text: Emergency room services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/emergency-room-er-charge-amount
           type: INT
       - AMBLNC:
           description:
@@ -15435,6 +17572,7 @@ cms:
             original_type: NUM
             text: Ambulance services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ambulance-charge-amount
           type: INT
       - PROFFEES:
           description:
@@ -15442,6 +17580,7 @@ cms:
             original_type: NUM
             text: Professional fees related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/professional-fees-charge-amount
           type: INT
       - ORGNAMT:
           description:
@@ -15450,6 +17589,7 @@ cms:
             text: Organ acquisition or oth donor bank srvcs related to benes stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-or-other-donor-bank-charge-amount
           type: INT
       - ESRDSETG:
           description:
@@ -15457,6 +17597,7 @@ cms:
             original_type: NUM
             text: ESRD services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-charge-amount
           type: INT
       - CLNC_AMT:
           description:
@@ -15464,6 +17605,7 @@ cms:
             original_type: NUM
             text: Clinic visits related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/clinic-visit-charge-amount
           type: INT
       - ICUINDCD:
           description:
@@ -15471,6 +17613,7 @@ cms:
             original_type: CHAR
             text: ICU type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-unit-icu-indicator-code
           type: VARCHAR(1)
       - CRNRY_CD:
           description:
@@ -15478,6 +17621,7 @@ cms:
             original_type: CHAR
             text: Coronary care unit type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-unit-ccu-indicator-code
           type: VARCHAR(1)
       - PHRMCYCD:
           description:
@@ -15485,6 +17629,7 @@ cms:
             original_type: CHAR
             text: Drugs type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-indicator-code
           type: VARCHAR(1)
       - TRNSPLNT:
           description:
@@ -15492,6 +17637,7 @@ cms:
             original_type: CHAR
             text: Organ transplant code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/organ-transplant-indicator-code
           type: VARCHAR(1)
       - ONCLGYSW:
           description:
@@ -15499,6 +17645,7 @@ cms:
             original_type: CHAR
             text: Radiology oncology services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/oncology-indicator
           type: VARCHAR(1)
       - DGNSTCSW:
           description:
@@ -15506,6 +17653,7 @@ cms:
             original_type: CHAR
             text: Radiology diagnostic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnostic-radiology-indicator
           type: VARCHAR(1)
       - THRPTCSW:
           description:
@@ -15513,6 +17661,7 @@ cms:
             original_type: CHAR
             text: Radiology therapeutic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/therapeutic-radiology-indicator
           type: VARCHAR(1)
       - NUCLR_SW:
           description:
@@ -15520,6 +17669,7 @@ cms:
             original_type: CHAR
             text: Radiology nuclear medicine services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-indicator
           type: VARCHAR(1)
       - CTSCANSW:
           description:
@@ -15527,6 +17677,7 @@ cms:
             original_type: CHAR
             text: Radiology computed tomographic (CT) scan services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-computed-tomographic-ct-scan-indicator
           type: VARCHAR(1)
       - IMGNG_SW:
           description:
@@ -15534,6 +17685,7 @@ cms:
             original_type: CHAR
             text: Radiology other imaging services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-indicator
           type: VARCHAR(1)
       - OPSRVCCD:
           description:
@@ -15541,6 +17693,7 @@ cms:
             original_type: CHAR
             text: Outpatient services/ambulatory surgical care code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/outpatient-servicesambulatory-surgical-care-indicator-code
           type: VARCHAR(1)
       - ORGNCD:
           description:
@@ -15548,6 +17701,7 @@ cms:
             original_type: CHAR
             text: Organ acquisition type code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-type-code
           type: VARCHAR(2)
       - ESRD_CD:
           description:
@@ -15555,6 +17709,7 @@ cms:
             original_type: CHAR
             text: ESRD condition code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-condition-indicator-code
           type: VARCHAR(2)
       - ESRDSTG1:
           description:
@@ -15562,6 +17717,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code I
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-1
           type: VARCHAR(2)
       - ESRDSTG2:
           description:
@@ -15569,6 +17725,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code II
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-2
           type: VARCHAR(2)
       - ESRDSTG3:
           description:
@@ -15576,6 +17733,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code III
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-3
           type: VARCHAR(2)
       - ESRDSTG4:
           description:
@@ -15583,6 +17741,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code IV
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-4
           type: VARCHAR(2)
       - ESRDSTG5:
           description:
@@ -15590,6 +17749,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code V
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-5
           type: VARCHAR(2)
       - AD_DGNS:
           description:
@@ -15597,6 +17757,7 @@ cms:
             original_type: CHAR
             text: Initial diagnosis at time of admission
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/admitting-diagnosis-code
           type: VARCHAR(7)
       - ADMTG_DGNS_VRSN_CD:
           description:
@@ -15604,6 +17765,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Admitting Diagnosis Version Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-admitting-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCNT:
           description:
@@ -15611,6 +17773,7 @@ cms:
             original_type: NUM
             text: Diagnosis codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-codes
           type: INT
       - DGNS_VRSN_CD:
           description:
@@ -15619,6 +17782,7 @@ cms:
             text: Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier
               Ve
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_1:
           description:
@@ -15626,6 +17790,7 @@ cms:
             original_type: CHAR
             text: Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-1-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_2:
           description:
@@ -15633,6 +17798,7 @@ cms:
             original_type: CHAR
             text: Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-2-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_3:
           description:
@@ -15640,6 +17806,7 @@ cms:
             original_type: CHAR
             text: Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-3-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_4:
           description:
@@ -15647,6 +17814,7 @@ cms:
             original_type: CHAR
             text: Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-4-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_5:
           description:
@@ -15654,6 +17822,7 @@ cms:
             original_type: CHAR
             text: Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-5-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_6:
           description:
@@ -15661,6 +17830,7 @@ cms:
             original_type: CHAR
             text: Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-6-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_7:
           description:
@@ -15668,6 +17838,7 @@ cms:
             original_type: CHAR
             text: Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-7-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_8:
           description:
@@ -15675,6 +17846,7 @@ cms:
             original_type: CHAR
             text: Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-8-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_9:
           description:
@@ -15682,6 +17854,7 @@ cms:
             original_type: CHAR
             text: Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-9-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_10:
           description:
@@ -15689,6 +17862,7 @@ cms:
             original_type: CHAR
             text: Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-10-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_11:
           description:
@@ -15696,6 +17870,7 @@ cms:
             original_type: CHAR
             text: Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-11-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_12:
           description:
@@ -15703,6 +17878,7 @@ cms:
             original_type: CHAR
             text: Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-12-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_13:
           description:
@@ -15710,6 +17886,7 @@ cms:
             original_type: CHAR
             text: Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-13-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_14:
           description:
@@ -15717,6 +17894,7 @@ cms:
             original_type: CHAR
             text: Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-14-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_15:
           description:
@@ -15724,6 +17902,7 @@ cms:
             original_type: CHAR
             text: Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-15-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_16:
           description:
@@ -15731,6 +17910,7 @@ cms:
             original_type: CHAR
             text: Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-16-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_17:
           description:
@@ -15738,6 +17918,7 @@ cms:
             original_type: CHAR
             text: Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-17-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_18:
           description:
@@ -15745,6 +17926,7 @@ cms:
             original_type: CHAR
             text: Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-18-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_19:
           description:
@@ -15752,6 +17934,7 @@ cms:
             original_type: CHAR
             text: Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-19-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_20:
           description:
@@ -15759,6 +17942,7 @@ cms:
             original_type: CHAR
             text: Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-20-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_21:
           description:
@@ -15766,6 +17950,7 @@ cms:
             original_type: CHAR
             text: Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-21-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_22:
           description:
@@ -15773,6 +17958,7 @@ cms:
             original_type: CHAR
             text: Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-22-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_23:
           description:
@@ -15780,6 +17966,7 @@ cms:
             original_type: CHAR
             text: Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-23-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_24:
           description:
@@ -15787,6 +17974,7 @@ cms:
             original_type: CHAR
             text: Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-24-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_25:
           description:
@@ -15794,6 +17982,7 @@ cms:
             original_type: CHAR
             text: Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-25-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCD1:
           description:
@@ -15801,6 +17990,7 @@ cms:
             original_type: CHAR
             text: Primary ICD-9-CM code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-principal-diagnosis-code
           type: VARCHAR(7)
       - DGNSCD2:
           description:
@@ -15808,6 +17998,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-2
           type: VARCHAR(7)
       - DGNSCD3:
           description:
@@ -15815,6 +18006,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-3
           type: VARCHAR(7)
       - DGNSCD4:
           description:
@@ -15822,6 +18014,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-4
           type: VARCHAR(7)
       - DGNSCD5:
           description:
@@ -15829,6 +18022,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-5
           type: VARCHAR(7)
       - DGNSCD6:
           description:
@@ -15836,6 +18030,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-6
           type: VARCHAR(7)
       - DGNSCD7:
           description:
@@ -15843,6 +18038,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-7
           type: VARCHAR(7)
       - DGNSCD8:
           description:
@@ -15850,6 +18046,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-8
           type: VARCHAR(7)
       - DGNSCD9:
           description:
@@ -15857,6 +18054,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-9
           type: VARCHAR(7)
       - DGNSCD10:
           description:
@@ -15864,6 +18062,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-10
           type: VARCHAR(7)
       - DGNSCD11:
           description:
@@ -15871,6 +18070,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-11
           type: VARCHAR(7)
       - DGNSCD12:
           description:
@@ -15878,6 +18078,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-12
           type: VARCHAR(7)
       - DGNSCD13:
           description:
@@ -15885,6 +18086,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-13
           type: VARCHAR(7)
       - DGNSCD14:
           description:
@@ -15892,6 +18094,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-14
           type: VARCHAR(7)
       - DGNSCD15:
           description:
@@ -15899,6 +18102,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-15
           type: VARCHAR(7)
       - DGNSCD16:
           description:
@@ -15906,6 +18110,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-16
           type: VARCHAR(7)
       - DGNSCD17:
           description:
@@ -15913,6 +18118,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-17
           type: VARCHAR(7)
       - DGNSCD18:
           description:
@@ -15920,6 +18126,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-18
           type: VARCHAR(7)
       - DGNSCD19:
           description:
@@ -15927,6 +18134,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-19
           type: VARCHAR(7)
       - DGNSCD20:
           description:
@@ -15934,6 +18142,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-20
           type: VARCHAR(7)
       - DGNSCD21:
           description:
@@ -15941,6 +18150,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-21
           type: VARCHAR(7)
       - DGNSCD22:
           description:
@@ -15948,6 +18158,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-22
           type: VARCHAR(7)
       - DGNSCD23:
           description:
@@ -15955,6 +18166,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-23
           type: VARCHAR(7)
       - DGNSCD24:
           description:
@@ -15962,6 +18174,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-24
           type: VARCHAR(7)
       - DGNSCD25:
           description:
@@ -15969,6 +18182,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-25
           type: VARCHAR(7)
       - DGNS_POA:
           description:
@@ -15976,6 +18190,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Code POA Array
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-code-poa-array
           type: VARCHAR(10)
       - POA_DGNS_CD_CNT:
           description:
@@ -15983,6 +18198,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-codes
           type: INT
       - POA_DGNS_1_IND_CD:
           description:
@@ -15990,6 +18206,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_2_IND_CD:
           description:
@@ -15997,6 +18214,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_3_IND_CD:
           description:
@@ -16004,6 +18222,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_4_IND_CD:
           description:
@@ -16011,6 +18230,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_5_IND_CD:
           description:
@@ -16018,6 +18238,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_6_IND_CD:
           description:
@@ -16025,6 +18246,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_7_IND_CD:
           description:
@@ -16032,6 +18254,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_8_IND_CD:
           description:
@@ -16039,6 +18262,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_9_IND_CD:
           description:
@@ -16046,6 +18270,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_10_IND_CD:
           description:
@@ -16053,6 +18278,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_11_IND_CD:
           description:
@@ -16060,6 +18286,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_12_IND_CD:
           description:
@@ -16067,6 +18294,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-12
           type: VARCHAR(1)
       - POA_DGNS_13_IND_CD:
           description:
@@ -16074,6 +18302,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-13
           type: VARCHAR(1)
       - POA_DGNS_14_IND_CD:
           description:
@@ -16081,6 +18310,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-14
           type: VARCHAR(1)
       - POA_DGNS_15_IND_CD:
           description:
@@ -16088,6 +18318,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-15
           type: VARCHAR(1)
       - POA_DGNS_16_IND_CD:
           description:
@@ -16095,6 +18326,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-16
           type: VARCHAR(1)
       - POA_DGNS_17_IND_CD:
           description:
@@ -16102,6 +18334,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-17
           type: VARCHAR(1)
       - POA_DGNS_18_IND_CD:
           description:
@@ -16109,6 +18342,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-18
           type: VARCHAR(1)
       - POA_DGNS_19_IND_CD:
           description:
@@ -16116,6 +18350,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-19
           type: VARCHAR(1)
       - POA_DGNS_20_IND_CD:
           description:
@@ -16123,6 +18358,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-20
           type: VARCHAR(1)
       - POA_DGNS_21_IND_CD:
           description:
@@ -16130,6 +18366,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-21
           type: VARCHAR(1)
       - POA_DGNS_22_IND_CD:
           description:
@@ -16137,6 +18374,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-22
           type: VARCHAR(1)
       - POA_DGNS_23_IND_CD:
           description:
@@ -16144,6 +18382,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-23
           type: VARCHAR(1)
       - POA_DGNS_24_IND_CD:
           description:
@@ -16151,6 +18390,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-24
           type: VARCHAR(1)
       - POA_DGNS_25_IND_CD:
           description:
@@ -16158,6 +18398,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - DGNS_E_CD_CNT:
           description:
@@ -16165,6 +18406,7 @@ cms:
             original_type: NUM
             text: MEDPAR Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-e-codes
           type: INT
       - DGNS_E_VRSN_CD:
           description:
@@ -16172,6 +18414,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-earlier-version
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_1:
           description:
@@ -16179,6 +18422,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_2:
           description:
@@ -16186,6 +18430,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-2
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_3:
           description:
@@ -16193,6 +18438,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-3
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_4:
           description:
@@ -16200,6 +18446,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-4
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_5:
           description:
@@ -16207,6 +18454,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-5
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_6:
           description:
@@ -16214,6 +18462,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-6
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_7:
           description:
@@ -16221,6 +18470,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-7
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_8:
           description:
@@ -16228,6 +18478,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-8
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_9:
           description:
@@ -16235,6 +18486,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-9
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_10:
           description:
@@ -16242,6 +18494,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-10
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_11:
           description:
@@ -16249,6 +18502,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-11
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_12:
           description:
@@ -16256,6 +18510,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-12
           type: VARCHAR(1)
       - DGNS_E_1_CD:
           description:
@@ -16264,6 +18519,7 @@ cms:
             text: E Diagnosis Code  1 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - DGNS_E_2_CD:
           description:
@@ -16272,6 +18528,7 @@ cms:
             text: E Diagnosis Code  2 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-2
           type: VARCHAR(7)
       - DGNS_E_3_CD:
           description:
@@ -16280,6 +18537,7 @@ cms:
             text: E Diagnosis Code  3 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-3
           type: VARCHAR(7)
       - DGNS_E_4_CD:
           description:
@@ -16288,6 +18546,7 @@ cms:
             text: E Diagnosis Code  4 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-4
           type: VARCHAR(7)
       - DGNS_E_5_CD:
           description:
@@ -16296,6 +18555,7 @@ cms:
             text: E Diagnosis Code  5 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-5
           type: VARCHAR(7)
       - DGNS_E_6_CD:
           description:
@@ -16304,6 +18564,7 @@ cms:
             text: E Diagnosis Code  6 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-6
           type: VARCHAR(7)
       - DGNS_E_7_CD:
           description:
@@ -16312,6 +18573,7 @@ cms:
             text: E Diagnosis Code  7 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-7
           type: VARCHAR(7)
       - DGNS_E_8_CD:
           description:
@@ -16320,6 +18582,7 @@ cms:
             text: E Diagnosis Code  8 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-8
           type: VARCHAR(7)
       - DGNS_E_9_CD:
           description:
@@ -16328,6 +18591,7 @@ cms:
             text: E Diagnosis Code  9 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-9
           type: VARCHAR(7)
       - DGNS_E_10_CD:
           description:
@@ -16336,6 +18600,7 @@ cms:
             text: E Diagnosis Code  10 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-10
           type: VARCHAR(7)
       - DGNS_E_11_CD:
           description:
@@ -16344,6 +18609,7 @@ cms:
             text: E Diagnosis Code  11 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-11
           type: VARCHAR(7)
       - DGNS_E_12_CD:
           description:
@@ -16352,6 +18618,7 @@ cms:
             text: E Diagnosis Code  12 - Extrnl cause of injury, poisoning, or oth
               adverse
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - POA_DGNS_E_CD_CNT:
           description:
@@ -16359,6 +18626,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-e-codes
           type: INT
       - POA_DGNS_E_1_IND_CD:
           description:
@@ -16366,6 +18634,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_E_2_IND_CD:
           description:
@@ -16373,6 +18642,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_E_3_IND_CD:
           description:
@@ -16380,6 +18650,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_E_4_IND_CD:
           description:
@@ -16387,6 +18658,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_E_5_IND_CD:
           description:
@@ -16394,6 +18666,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_E_6_IND_CD:
           description:
@@ -16401,6 +18674,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_E_7_IND_CD:
           description:
@@ -16408,6 +18682,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_E_8_IND_CD:
           description:
@@ -16415,6 +18690,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_E_9_IND_CD:
           description:
@@ -16422,6 +18698,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_E_10_IND_CD:
           description:
@@ -16429,6 +18706,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_E_11_IND_CD:
           description:
@@ -16436,6 +18714,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_E_12_IND_CD:
           description:
@@ -16443,6 +18722,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-12
           type: VARCHAR(1)
       - PRCDRSW:
           description:
@@ -16450,6 +18730,7 @@ cms:
             original_type: CHAR
             text: Surgical procedures indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-indicator
           type: VARCHAR(1)
       - PRCDRCNT:
           description:
@@ -16457,6 +18738,7 @@ cms:
             original_type: NUM
             text: Surgical procedure codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-codes-included-stay
           type: INT
       - SRGCL_PRCDR_VRSN_CD:
           description:
@@ -16464,6 +18746,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code  (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_1:
           description:
@@ -16471,6 +18754,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_2:
           description:
@@ -16478,6 +18762,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-2
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_3:
           description:
@@ -16485,6 +18770,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-3
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_4:
           description:
@@ -16492,6 +18778,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-4
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_5:
           description:
@@ -16499,6 +18786,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-5
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_6:
           description:
@@ -16506,6 +18794,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-6
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_7:
           description:
@@ -16513,6 +18802,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-7
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_8:
           description:
@@ -16520,6 +18810,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-8
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_9:
           description:
@@ -16527,6 +18818,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-9
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_10:
           description:
@@ -16534,6 +18826,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-10
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_11:
           description:
@@ -16541,6 +18834,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_12:
           description:
@@ -16548,6 +18842,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_13:
           description:
@@ -16555,6 +18850,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-13
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_14:
           description:
@@ -16562,6 +18858,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-14
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_15:
           description:
@@ -16569,6 +18866,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-15
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_16:
           description:
@@ -16576,6 +18874,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-16
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_17:
           description:
@@ -16583,6 +18882,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-17
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_18:
           description:
@@ -16590,6 +18890,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-18
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_19:
           description:
@@ -16597,6 +18898,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-19
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_20:
           description:
@@ -16604,6 +18906,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-20
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_21:
           description:
@@ -16611,6 +18914,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-21
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_22:
           description:
@@ -16618,6 +18922,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-22
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_23:
           description:
@@ -16625,6 +18930,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-23
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_24:
           description:
@@ -16632,6 +18938,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-24
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_25:
           description:
@@ -16639,6 +18946,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(1)
       - PRCDRCD1:
           description:
@@ -16646,6 +18954,7 @@ cms:
             original_type: CHAR
             text: Principal Procedure code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(7)
       - PRCDRCD2:
           description:
@@ -16653,6 +18962,7 @@ cms:
             original_type: CHAR
             text: Procedure Code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-2
           type: VARCHAR(7)
       - PRCDRCD3:
           description:
@@ -16660,6 +18970,7 @@ cms:
             original_type: CHAR
             text: Procedure Code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-3
           type: VARCHAR(7)
       - PRCDRCD4:
           description:
@@ -16667,6 +18978,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(7)
       - PRCDRCD5:
           description:
@@ -16674,6 +18986,7 @@ cms:
             original_type: CHAR
             text: Procedure Code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-5
           type: VARCHAR(7)
       - PRCDRCD6:
           description:
@@ -16681,6 +18994,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-6
           type: VARCHAR(7)
       - PRCDRCD7:
           description:
@@ -16688,6 +19002,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-7
           type: VARCHAR(7)
       - PRCDRCD8:
           description:
@@ -16695,6 +19010,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-8
           type: VARCHAR(7)
       - PRCDRCD9:
           description:
@@ -16702,6 +19018,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-9
           type: VARCHAR(7)
       - PRCDRCD10:
           description:
@@ -16709,6 +19026,7 @@ cms:
             original_type: CHAR
             text: Procedure Code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-10
           type: VARCHAR(7)
       - PRCDRCD11:
           description:
@@ -16716,6 +19034,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-11
           type: VARCHAR(7)
       - PRCDRCD12:
           description:
@@ -16723,6 +19042,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-12
           type: VARCHAR(7)
       - PRCDRCD13:
           description:
@@ -16730,6 +19050,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-13
           type: VARCHAR(7)
       - PRCDRCD14:
           description:
@@ -16737,6 +19058,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-14
           type: VARCHAR(7)
       - PRCDRCD15:
           description:
@@ -16744,6 +19066,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-15
           type: VARCHAR(7)
       - PRCDRCD16:
           description:
@@ -16751,6 +19074,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-16
           type: VARCHAR(7)
       - PRCDRCD17:
           description:
@@ -16758,6 +19082,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-17
           type: VARCHAR(7)
       - PRCDRCD18:
           description:
@@ -16765,6 +19090,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-18
           type: VARCHAR(7)
       - PRCDRCD19:
           description:
@@ -16772,6 +19098,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-19
           type: VARCHAR(7)
       - PRCDRCD20:
           description:
@@ -16779,6 +19106,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-20
           type: VARCHAR(7)
       - PRCDRCD21:
           description:
@@ -16786,6 +19114,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-21
           type: VARCHAR(7)
       - PRCDRCD22:
           description:
@@ -16793,6 +19122,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-22
           type: VARCHAR(7)
       - PRCDRCD23:
           description:
@@ -16800,6 +19130,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-23
           type: VARCHAR(7)
       - PRCDRCD24:
           description:
@@ -16807,6 +19138,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-24
           type: VARCHAR(7)
       - PRCDRCD25:
           description:
@@ -16814,6 +19146,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-25
           type: VARCHAR(7)
       - PRCDTCNT:
           description:
@@ -16821,6 +19154,7 @@ cms:
             original_type: NUM
             text: Dates associated with surgical procedures included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/dates-associated-surgical-procedures-included-stay
           type: INT
       - PRCDRDT1:
           description:
@@ -16828,6 +19162,7 @@ cms:
             original_type: DATE
             text: Principal Procedure Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-date
           type: DATE
       - PRCDRDT2:
           description:
@@ -16835,6 +19170,7 @@ cms:
             original_type: DATE
             text: Procedure Date II
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-2
           type: DATE
       - PRCDRDT3:
           description:
@@ -16842,6 +19178,7 @@ cms:
             original_type: DATE
             text: Procedure Date III
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-3
           type: DATE
       - PRCDRDT4:
           description:
@@ -16849,6 +19186,7 @@ cms:
             original_type: DATE
             text: Procedure Date IV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-4
           type: DATE
       - PRCDRDT5:
           description:
@@ -16856,6 +19194,7 @@ cms:
             original_type: DATE
             text: Procedure Date V
             width: 8.0
+          reference: null
           type: DATE
       - PRCDRDT6:
           description:
@@ -16863,6 +19202,7 @@ cms:
             original_type: DATE
             text: Procedure Date VI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-6
           type: DATE
       - PRCDRDT7:
           description:
@@ -16870,6 +19210,7 @@ cms:
             original_type: DATE
             text: Procedure Date VII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-7
           type: DATE
       - PRCDRDT8:
           description:
@@ -16877,6 +19218,7 @@ cms:
             original_type: DATE
             text: Procedure Date VIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-8
           type: DATE
       - PRCDRDT9:
           description:
@@ -16884,6 +19226,7 @@ cms:
             original_type: DATE
             text: Procedure Date IX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-9
           type: DATE
       - PRCDRDT10:
           description:
@@ -16891,6 +19234,7 @@ cms:
             original_type: DATE
             text: Procedure Date X
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-10
           type: DATE
       - PRCDRDT11:
           description:
@@ -16898,6 +19242,7 @@ cms:
             original_type: DATE
             text: Procedure Date XI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-11
           type: DATE
       - PRCDRDT12:
           description:
@@ -16905,6 +19250,7 @@ cms:
             original_type: DATE
             text: Procedure Date XII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-12
           type: DATE
       - PRCDRDT13:
           description:
@@ -16912,6 +19258,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-13
           type: DATE
       - PRCDRDT14:
           description:
@@ -16919,6 +19266,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-14
           type: DATE
       - PRCDRDT15:
           description:
@@ -16926,6 +19274,7 @@ cms:
             original_type: DATE
             text: Procedure Date XV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-15
           type: DATE
       - PRCDRDT16:
           description:
@@ -16933,6 +19282,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-16
           type: DATE
       - PRCDRDT17:
           description:
@@ -16940,6 +19290,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-17
           type: DATE
       - PRCDRDT18:
           description:
@@ -16947,6 +19298,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-18
           type: DATE
       - PRCDRDT19:
           description:
@@ -16954,6 +19306,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-19
           type: DATE
       - PRCDRDT20:
           description:
@@ -16961,6 +19314,7 @@ cms:
             original_type: DATE
             text: Procedure Date XX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-20
           type: DATE
       - PRCDRDT21:
           description:
@@ -16968,6 +19322,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-21
           type: DATE
       - PRCDRDT22:
           description:
@@ -16975,6 +19330,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-22
           type: DATE
       - PRCDRDT23:
           description:
@@ -16982,6 +19338,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-23
           type: DATE
       - PRCDRDT24:
           description:
@@ -16989,6 +19346,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-24
           type: DATE
       - PRCDRDT25:
           description:
@@ -16996,6 +19354,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-25
           type: DATE
       - CLM_PTNT_RLTNSHP_CD:
           description:
@@ -17003,6 +19362,7 @@ cms:
             original_type: CHAR
             text: Claim Patient Relationship Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/claim-patient-relationship-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_1_CD:
           description:
@@ -17010,6 +19370,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 1 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-1-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_2_CD:
           description:
@@ -17017,6 +19378,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 2 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-2-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_3_CD:
           description:
@@ -17024,6 +19386,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 3 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-3-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_4_CD:
           description:
@@ -17031,6 +19394,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 4 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-4-code
           type: VARCHAR(2)
       - VBP_PRTCPNT_IND_CD:
           description:
@@ -17038,6 +19402,7 @@ cms:
             original_type: CHAR
             text: VBP Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-participant-indicator-code
           type: VARCHAR(1)
       - HRR_PRTCPNT_IND_CD:
           description:
@@ -17045,6 +19410,7 @@ cms:
             original_type: CHAR
             text: HRR Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-participant-indicator-code
           type: VARCHAR(1)
       - BNDLD_MODEL_DSCNT_PCT:
           description:
@@ -17052,6 +19418,7 @@ cms:
             original_type: NUM
             text: Bundled Model Discount Percent
             width: 4.2
+          reference: https://resdac.org/cms-data/variables/bundled-payment-model-discount-percent
           type: NUMERIC(4,2)
       - VBP_ADJSTMT_PCT:
           description:
@@ -17059,6 +19426,7 @@ cms:
             original_type: NUM
             text: VBP Adjustment Percent
             width: 13.1
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-adjustment-percent
           type: NUMERIC(13,1)
       - HRR_ADJSTMT_PCT:
           description:
@@ -17066,6 +19434,7 @@ cms:
             original_type: NUM
             text: HRR Adjustment Percent
             width: 6.4
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-adjustment-percent
           type: NUMERIC(6,4)
       - INFRMTL_ENCTR_IND_SW:
           description:
@@ -17073,6 +19442,7 @@ cms:
             original_type: CHAR
             text: Informational Encounter Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/informational-encounter-indicator
           type: VARCHAR(1)
       - MA_TCHNG_IND_SW:
           description:
@@ -17080,6 +19450,7 @@ cms:
             original_type: CHAR
             text: MA Teaching Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/ma-teaching-indicator
           type: VARCHAR(1)
       - PROD_RPLCMT_LIFECYC_SW:
           description:
@@ -17087,6 +19458,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Lifecycle Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-within-product-lifecycle-early
           type: VARCHAR(1)
       - PROD_RPLCMT_RCLL_SW:
           description:
@@ -17094,6 +19466,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Recall Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-recall-product
           type: VARCHAR(1)
       - CRED_RCVD_RPLCD_DVC_SW:
           description:
@@ -17101,6 +19474,7 @@ cms:
             original_type: CHAR
             text: Credit Received Replaced Device Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/credit-received-replaced-device
           type: VARCHAR(1)
       - OBSRVTN_SW:
           description:
@@ -17108,6 +19482,7 @@ cms:
             original_type: CHAR
             text: Observation Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/observation-unit-indicator
           type: VARCHAR(1)
       - NEW_TCHNLGY_ADD_ON_AMT:
           description:
@@ -17115,6 +19490,7 @@ cms:
             original_type: NUM
             text: New Technology Add-On Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/new-technology-add-amount
           type: INT
       - BASE_OPRTG_DRG_AMT:
           description:
@@ -17122,6 +19498,7 @@ cms:
             original_type: NUM
             text: Base Operating DRG Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/base-operating-drg-amount
           type: INT
       - OPRTG_HSP_AMT:
           description:
@@ -17129,6 +19506,7 @@ cms:
             original_type: NUM
             text: Operating Hospital Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-hospital-amount
           type: INT
       - MDCL_SRGCL_GNRL_AMT:
           description:
@@ -17136,6 +19514,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical General Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_NSTRL_AMT:
           description:
@@ -17143,6 +19522,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Non-Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-non-sterile-supplies-amount
           type: INT
       - MDCL_SRGCL_STRL_AMT:
           description:
@@ -17150,6 +19530,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-sterile-supplies-amount
           type: INT
       - TAKE_HOME_AMT:
           description:
@@ -17157,6 +19538,7 @@ cms:
             original_type: NUM
             text: Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-take-home-amount
           type: INT
       - PRSTHTC_ORTHTC_AMT:
           description:
@@ -17164,6 +19546,7 @@ cms:
             original_type: NUM
             text: Prosthetic Orthotic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_PCMKR_AMT:
           description:
@@ -17171,6 +19554,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Pacemaker Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-pacemaker-amount
           type: INT
       - INTRAOCULAR_LENS_AMT:
           description:
@@ -17178,6 +19562,7 @@ cms:
             original_type: NUM
             text: Intraocular Lens Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-intraocular-lens-amount
           type: INT
       - OXYGN_TAKE_HOME_AMT:
           description:
@@ -17185,6 +19570,7 @@ cms:
             original_type: NUM
             text: Oxygen Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-oxygen-take-home-amount
           type: INT
       - OTHR_IMPLANTS_AMT:
           description:
@@ -17192,6 +19578,7 @@ cms:
             original_type: NUM
             text: Other Implants Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-implants-amount
           type: INT
       - OTHR_SUPLIES_DVC_AMT:
           description:
@@ -17199,6 +19586,7 @@ cms:
             original_type: NUM
             text: Other Supplies Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-device-amount
           type: INT
       - INCDNT_RDLGY_AMT:
           description:
@@ -17206,6 +19594,7 @@ cms:
             original_type: NUM
             text: Incident Radiology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-radiology-amount
           type: INT
       - INCDNT_DGNSTC_SRVCS_AMT:
           description:
@@ -17213,6 +19602,7 @@ cms:
             original_type: NUM
             text: Incident Diagnostic Services Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-diagnostic-services-amount
           type: INT
       - MDCL_SRGCL_DRSNG_AMT:
           description:
@@ -17220,6 +19610,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Dressing Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-dressing-amount
           type: INT
       - INVSTGTNL_DVC_AMT:
           description:
@@ -17227,6 +19618,7 @@ cms:
             original_type: NUM
             text: Investigational Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-investigational-device-amount
           type: INT
       - MDCL_SRGCL_MISC_AMT:
           description:
@@ -17234,6 +19626,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Miscellaneous Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medical-surgical-miscellaneous-amount
           type: INT
       - RDLGY_ONCOLOGY_AMT:
           description:
@@ -17241,6 +19634,7 @@ cms:
             original_type: NUM
             text: Radiology/Oncology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/oncology-amount
           type: INT
       - RDLGY_DGNSTC_AMT:
           description:
@@ -17248,6 +19642,7 @@ cms:
             original_type: NUM
             text: Radiology Diagnostic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-diagnostic-amount
           type: INT
       - RDLGY_THRPTC_AMT:
           description:
@@ -17255,6 +19650,7 @@ cms:
             original_type: NUM
             text: Radiology Therapeutic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-therapeutic-amount
           type: INT
       - RDLGY_NUCLR_MDCN_AMT:
           description:
@@ -17262,6 +19658,7 @@ cms:
             original_type: NUM
             text: Radiology Nuclear Medicine Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-amount
           type: INT
       - RDLGY_CT_SCAN_AMT:
           description:
@@ -17269,6 +19666,7 @@ cms:
             original_type: NUM
             text: Radiology CT Scan Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-ct-scan-amount
           type: INT
       - RDLGY_OTHR_IMGNG_AMT:
           description:
@@ -17276,6 +19674,7 @@ cms:
             original_type: NUM
             text: Radiology Other Imaging Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-amount
           type: INT
       - OPRTG_ROOM_AMT:
           description:
@@ -17283,6 +19682,7 @@ cms:
             original_type: NUM
             text: Operating Room Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-and-recovery-room-amount
           type: INT
       - OR_LABOR_DLVRY_AMT:
           description:
@@ -17290,6 +19690,7 @@ cms:
             original_type: NUM
             text: O/R Labor Delivery Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/labor-room-and-delivery-amount
           type: INT
       - CRDC_CATHRZTN_AMT:
           description:
@@ -17297,6 +19698,7 @@ cms:
             original_type: NUM
             text: Cardiac Catheterization Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiac-catheterization-lab-amount
           type: INT
       - SQSTRTN_RDCTN_AMT:
           description:
@@ -17304,6 +19706,7 @@ cms:
             original_type: NUM
             text: Sequestration Reduction Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/sequestration-reduction-amount
           type: INT
       - UNCOMPD_CARE_PYMT_AMT:
           description:
@@ -17311,6 +19714,7 @@ cms:
             original_type: NUM
             text: Uncompensated Care Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/uncompensated-care-payment-amount
           type: INT
       - BNDLD_ADJSTMT_AMT:
           description:
@@ -17318,6 +19722,7 @@ cms:
             original_type: NUM
             text: Bundled Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/bundled-payment-adjustment-amount
           type: INT
       - VBP_ADJSTMT_AMT:
           description:
@@ -17325,6 +19730,7 @@ cms:
             original_type: NUM
             text: Hospital Value Based Purchasing (VBP) Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-value-based-purchasing-vbp-amount
           type: INT
       - HRR_ADJSTMT_AMT:
           description:
@@ -17332,6 +19738,7 @@ cms:
             original_type: NUM
             text: Hospital Readmission Reduction (HRR) Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-adjustment-amount
           type: INT
       - FILE:
           description:
@@ -17340,6 +19747,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -17348,6 +19756,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -17355,6 +19764,7 @@ cms:
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -17365,6 +19775,7 @@ cms:
             text: Year of MedPAR Record
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (MEDPAR_YR_NUM) STORED
             type: generated
@@ -17375,6 +19786,7 @@ cms:
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (BENE_ZIP) STORED
             type: generated
@@ -17396,6 +19808,7 @@ cms:
             text: Encrypted 723 Beneficiary ID
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - MEDPARID:
           description:
@@ -17403,6 +19816,7 @@ cms:
             original_type: CHAR
             text: Unique Key for CCW MedPAR Table
             width: 15.0
+          reference: https://resdac.org/cms-data/variables/medpar-id-number
           type: VARCHAR(15)
       - MEDPAR_YR_NUM:
           description:
@@ -17410,6 +19824,7 @@ cms:
             original_type: CHAR
             text: Year of MedPAR Record
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/year-medpar-record
           type: VARCHAR(4)
       - CLM_TYPE:
           description:
@@ -17417,6 +19832,7 @@ cms:
             original_type: CHAR
             text: NCH Claim Type Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/nch-claim-type-code
           type: VARCHAR(2)
       - BIC:
           description:
@@ -17424,6 +19840,7 @@ cms:
             original_type: CHAR
             text: BIC reported on first claim included in stay
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/bic-reported-first-claim-included-stay
           type: VARCHAR(2)
       - EQ_BIC:
           description:
@@ -17431,6 +19848,7 @@ cms:
             original_type: CHAR
             text: Equated BIC
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/equated-bic
           type: VARCHAR(2)
       - AGE_CNT:
           description:
@@ -17438,6 +19856,7 @@ cms:
             original_type: NUM
             text: Age as of Date of Admission.
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/age-date-admission
           type: INT
       - SEX:
           description:
@@ -17445,6 +19864,7 @@ cms:
             original_type: CHAR
             text: Sex of Beneficiary
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -17452,6 +19872,7 @@ cms:
             original_type: CHAR
             text: Race of Beneficiary
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - MS_CD:
           description:
@@ -17459,6 +19880,7 @@ cms:
             original_type: CHAR
             text: Reason for entitlement to Medicare benefits as of CLM_THRU_DT
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/reason-entitlement-medicare-benefits-clmthrudt
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -17466,6 +19888,7 @@ cms:
             original_type: CHAR
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -17473,6 +19896,7 @@ cms:
             original_type: CHAR
             text: SSA standard county code of a beneficiarys residence.
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - BENE_ZIP:
           description:
@@ -17480,6 +19904,7 @@ cms:
             original_type: CHAR
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary-home-or-mailing-address-latest-year
           type: VARCHAR(5)
       - DSCHRGCD:
           description:
@@ -17487,6 +19912,7 @@ cms:
             original_type: CHAR
             text: Code identifying status of patient as of CLM_THRU_DT
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-identifying-status-patient-clmthrudt
           type: VARCHAR(1)
       - FICARR:
           description:
@@ -17494,6 +19920,7 @@ cms:
             original_type: CHAR
             text: Intermediary processor identification
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/fiscal-intermediary-fi-id-number
           type: VARCHAR(5)
       - WRNGCD:
           description:
@@ -17502,6 +19929,7 @@ cms:
             text: Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay
               prcss
             width: 18.0
+          reference: https://resdac.org/cms-data/variables/warning-indicators-code-specifying-detailed-billing-info
           type: VARCHAR(18)
       - GHOPDCD:
           description:
@@ -17509,6 +19937,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not GHO has paid provider for claim(s)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-whether-group-health-organization-gho-has-paid-provider-claims
           type: VARCHAR(1)
       - PPS_IND:
           description:
@@ -17516,6 +19945,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not facility is being paid under PPS
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/prospective-payment-system-pps-indicator-code
           type: VARCHAR(1)
       - ORGNPINM:
           description:
@@ -17523,6 +19953,7 @@ cms:
             original_type: CHAR
             text: Organization NPI Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organization-npi-number-ffs
           type: VARCHAR(10)
       - PRVDRNUM:
           description:
@@ -17530,6 +19961,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Provider Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/provider-number
           type: VARCHAR(10)
       - SPCLUNIT:
           description:
@@ -17538,6 +19970,7 @@ cms:
             text: Special num system code for hosp units that are PPS/SNF SB dsgntn
               excl.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/provider-number-special-unit-code
           type: VARCHAR(1)
       - SSLSSNF:
           description:
@@ -17545,6 +19978,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether stay is short stay, long stay, or SNF
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/short-staylong-staysnf-provider-indicator-code
           type: VARCHAR(1)
       - ACTV_XREF_IND:
           description:
@@ -17552,6 +19986,7 @@ cms:
             original_type: CHAR
             text: Active Cross-Refference Indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-active-cross-reference-indicator
           type: VARCHAR(1)
       - SLCT_RSN_CD:
           description:
@@ -17559,6 +19994,7 @@ cms:
             original_type: CHAR
             text: Specifies whether this record is a case or control record.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/specifies-whether-record-case-or-control-record
           type: VARCHAR(1)
       - FACLMCNT:
           description:
@@ -17566,6 +20002,7 @@ cms:
             original_type: NUM
             text: Claims (final action) included in stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/number-claims-final-action-included-stay
           type: INT
       - ACRTNDT:
           description:
@@ -17574,6 +20011,7 @@ cms:
             text: Date latest claim incl in stay accreted to bene mstr rec at the
               CWF host
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/latest-claim-accretion-date
           type: DATE
       - EXHST_DT:
           description:
@@ -17581,6 +20019,7 @@ cms:
             original_type: DATE
             text: Last date beneficiary had Medicare coverage
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-medicare-benefit-exhausted-date
           type: DATE
       - QLFYFROM:
           description:
@@ -17588,6 +20027,7 @@ cms:
             original_type: DATE
             text: Beginning date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beginning-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - QLFYTHRU:
           description:
@@ -17595,6 +20035,7 @@ cms:
             original_type: DATE
             text: Ending date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/ending-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - SRC_ADMS:
           description:
@@ -17603,6 +20044,7 @@ cms:
             text: Admssn to an Inp facility or, for newborn admssn, type of delivery
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/source-admission-inpatient-facility-newborn-admit-type-delivery-code
           type: VARCHAR(1)
       - TYPE_ADM:
           description:
@@ -17611,6 +20053,7 @@ cms:
             text: Type and priority of benes admission to facility for Inp hosp stay
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/inpatient-admission-type-code
           type: VARCHAR(1)
       - ADMSNDAY:
           description:
@@ -17618,6 +20061,7 @@ cms:
             original_type: CHAR
             text: Code indicating day of week beneficiary was admitted to facility.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-day-week-beneficiary-was-admitted-facility
           type: VARCHAR(1)
       - ADMSNDT:
           description:
@@ -17625,6 +20069,7 @@ cms:
             original_type: DATE
             text: Date beneficiary admitted for Inpatient care or date care started
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-beneficiary-admitted-inpatient-care-or-date-care-started
           type: DATE
       - DSCHRGDT:
           description:
@@ -17632,6 +20077,7 @@ cms:
             original_type: DATE
             text: Date beneficiary was discharged or died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/discharge-date
           type: DATE
       - DSTNTNCD:
           description:
@@ -17639,6 +20085,7 @@ cms:
             original_type: CHAR
             text: Destination upon discharge from facility code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medpar-discharge-destination-code
           type: VARCHAR(2)
       - CVRLVLDT:
           description:
@@ -17646,6 +20093,7 @@ cms:
             original_type: DATE
             text: Date covered level of care ended in a SNF
             width: 8.0
+          reference: null
           type: DATE
       - DEATHDT:
           description:
@@ -17653,6 +20101,7 @@ cms:
             original_type: DATE
             text: Date beneficiary died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - DEATHCD:
           description:
@@ -17660,6 +20109,7 @@ cms:
             original_type: CHAR
             text: Death Date Verification Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/death-date-verification-code
           type: VARCHAR(1)
       - DEATHDAY:
           description:
@@ -17667,6 +20117,7 @@ cms:
             original_type: NUM
             text: Days from date admitted to facility to date of death
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-date-admitted-facility-date-death
           type: INT
       - SSICD:
           description:
@@ -17674,6 +20125,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Internal Use SSI Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-indicator-code
           type: VARCHAR(1)
       - SSIDAY:
           description:
@@ -17681,6 +20133,7 @@ cms:
             original_type: NUM
             text: MEDPAR Internal Use SSI Day Count
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-day-count
           type: INT
       - INTRNL_USE_SSI_DATA:
           description:
@@ -17688,6 +20141,7 @@ cms:
             original_type: CHAR
             text: Internal Use SSI Data
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-data
           type: VARCHAR(1)
       - IPSBCD:
           description:
@@ -17695,6 +20149,7 @@ cms:
             original_type: CHAR
             text: For internal Use Only. IPSB Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ipsb-code
           type: VARCHAR(3)
       - FILDTCD:
           description:
@@ -17702,6 +20157,7 @@ cms:
             original_type: CHAR
             text: For internal use only.  Fiscal year/calendar year segments.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-only-fiscal-yearcalendar-year-segments
           type: VARCHAR(1)
       - SMPLSIZE:
           description:
@@ -17709,6 +20165,7 @@ cms:
             original_type: CHAR
             text: For internal use.  MEDPAR sample size.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-medpar-sample-size
           type: VARCHAR(1)
       - LOSCNT:
           description:
@@ -17716,6 +20173,7 @@ cms:
             original_type: NUM
             text: Days of beneficiarys stay in a hospital/SNF
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-beneficiarys-stay-hospitalsnf
           type: INT
       - OUTLRDAY:
           description:
@@ -17724,6 +20182,7 @@ cms:
             text: Days paid as outliers (either day or cost) under PPS beyond DRG
               threshld
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/days-paid-outliers-either-day-or-cost-under-pps-beyond-drg-threshold
           type: INT
       - UTIL_DAY:
           description:
@@ -17731,6 +20190,7 @@ cms:
             original_type: NUM
             text: Covered days of care chargeable to Medicare utilization for stay
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/covered-days-care-chargeable-medicare-utilization-stay
           type: INT
       - COIN_DAY:
           description:
@@ -17738,6 +20198,7 @@ cms:
             original_type: NUM
             text: MEDPAR Beneficiary Total Coinsurance Day Count
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-total-coinsurance-day-count
           type: INT
       - LRD_USE:
           description:
@@ -17745,6 +20206,7 @@ cms:
             original_type: NUM
             text: Lifetime reserve days (LRD) used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/lifetime-reserve-days-lrd-used-beneficiary-stay
           type: INT
       - COIN_AMT:
           description:
@@ -17752,6 +20214,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for part A coinsurance for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-part-coinsurance-stay
           type: INT
       - DED_AMT:
           description:
@@ -17759,6 +20222,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-deductible-stay
           type: INT
       - BLDDEDAM:
           description:
@@ -17766,6 +20230,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for blood deductible for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-blood-deductible-stay
           type: INT
       - PRPAY_CD:
           description:
@@ -17773,6 +20238,7 @@ cms:
             original_type: CHAR
             text: Primary payer responsibility code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-primary-payer-code
           type: VARCHAR(1)
       - PRPAYAMT:
           description:
@@ -17781,6 +20247,7 @@ cms:
             text: Primry payer other than Medicare for covered Medicare chrgs for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/primary-payer-paid-amount
           type: INT
       - DRG_CD:
           description:
@@ -17788,6 +20255,7 @@ cms:
             original_type: CHAR
             text: DRG Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-related-group-drg-code
           type: VARCHAR(3)
       - OUTLR_CD:
           description:
@@ -17795,6 +20263,7 @@ cms:
             original_type: CHAR
             text: Cost or Day Outlier code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-drgoutlier-stay-code
           type: VARCHAR(1)
       - OUTLRAMT:
           description:
@@ -17803,6 +20272,7 @@ cms:
             text: Addtnl approved due to outlier situation over DRG allowance for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-outlier-approved-payment-amount
           type: INT
       - DRGPRICE:
           description:
@@ -17811,6 +20281,7 @@ cms:
             text: Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-price-amount
           type: INT
       - DISP_SHR:
           description:
@@ -17819,6 +20290,7 @@ cms:
             text: Over the DRG amount for disproportionate share hospital for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-disproportionate-share-dsh-amount
           type: INT
       - IME_AMT:
           description:
@@ -17826,6 +20298,7 @@ cms:
             original_type: NUM
             text: Additional payment made to teaching hospitals for IME for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/indirect-medical-education-ime-amount
           type: INT
       - PASSTHRU:
           description:
@@ -17833,6 +20306,7 @@ cms:
             original_type: NUM
             text: Total of all claim pass thru for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pass-thru-diem-amount-stay
           type: INT
       - PPS_CPTL:
           description:
@@ -17840,6 +20314,7 @@ cms:
             original_type: NUM
             text: Total payable for capital PPS ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-pps-capital-amount
           type: INT
       - IP_LOW_VOL_PYMT_AMT:
           description:
@@ -17847,6 +20322,7 @@ cms:
             original_type: NUM
             text: Inpatient Low Volume Payment Amount.
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-low-volume-payment-amount
           type: INT
       - TOTCHRG:
           description:
@@ -17855,6 +20331,7 @@ cms:
             text: Total all charges for all srvcs provided to beneficiary for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-amount
           type: INT
       - CVRCHRG:
           description:
@@ -17862,6 +20339,7 @@ cms:
             original_type: NUM
             text: Portion of total charges covered by Medicare for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-covered-charge-amount
           type: INT
       - PMT_AMT:
           description:
@@ -17870,6 +20348,7 @@ cms:
             text: Amt of payment from Medicare trust fund for srvcs covered by claim
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-medicare-payment-amount
           type: INT
       - ACMDTNS:
           description:
@@ -17878,6 +20357,7 @@ cms:
             text: Total charge for all accommodations related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-accommodations
           type: INT
       - DPRTMNTL:
           description:
@@ -17886,6 +20366,7 @@ cms:
             text: Total charge for all ancillary depts related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-ancillary-departments-related-beneficiarys-stay
           type: INT
       - PRVTDAY:
           description:
@@ -17893,6 +20374,7 @@ cms:
             original_type: NUM
             text: Private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/private-room-day-count
           type: INT
       - SPRVTDAY:
           description:
@@ -17900,6 +20382,7 @@ cms:
             original_type: NUM
             text: Semi-private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-day-count
           type: INT
       - WARDDAY:
           description:
@@ -17907,6 +20390,7 @@ cms:
             original_type: NUM
             text: Ward days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/ward-day-count
           type: INT
       - ICARECNT:
           description:
@@ -17914,6 +20398,7 @@ cms:
             original_type: NUM
             text: Intensive care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-day-count
           type: INT
       - CRNRYDAY:
           description:
@@ -17921,6 +20406,7 @@ cms:
             original_type: NUM
             text: Coronary care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-day-count
           type: INT
       - PRVTAMT:
           description:
@@ -17928,6 +20414,7 @@ cms:
             original_type: NUM
             text: Private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/private-room-charge-amount
           type: INT
       - SPRVTAMT:
           description:
@@ -17935,6 +20422,7 @@ cms:
             original_type: NUM
             text: Semi-private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-charge-amount
           type: INT
       - WARDAMT:
           description:
@@ -17942,6 +20430,7 @@ cms:
             original_type: NUM
             text: Ward accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ward-charge-amount
           type: INT
       - ICAREAMT:
           description:
@@ -17949,6 +20438,7 @@ cms:
             original_type: NUM
             text: Intensive care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-charge-amount
           type: INT
       - CRNRYAMT:
           description:
@@ -17956,6 +20446,7 @@ cms:
             original_type: NUM
             text: Coronary care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-charge-amount
           type: INT
       - OTHRAMT:
           description:
@@ -17963,6 +20454,7 @@ cms:
             original_type: NUM
             text: Other services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/other-service-charge-amount
           type: INT
       - PHRMCAMT:
           description:
@@ -17970,6 +20462,7 @@ cms:
             original_type: NUM
             text: Pharmaceutical costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-charge-amount
           type: INT
       - SUPLYAMT:
           description:
@@ -17977,6 +20470,7 @@ cms:
             original_type: NUM
             text: Medical/surgical supplies related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-charge-amount
           type: INT
       - DME_AMT:
           description:
@@ -17984,6 +20478,7 @@ cms:
             original_type: NUM
             text: DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/durable-medical-equipment-dme-charge-amount
           type: INT
       - UDME_AMT:
           description:
@@ -17991,6 +20486,7 @@ cms:
             original_type: NUM
             text: Used DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/used-durable-medical-equipment-dme-charge-amount
           type: INT
       - PHYTHAMT:
           description:
@@ -17998,6 +20494,7 @@ cms:
             original_type: NUM
             text: Physical therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/physical-therapy-charge-amount
           type: INT
       - OCPTLAMT:
           description:
@@ -18006,6 +20503,7 @@ cms:
             text: Occupational therapy services provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/occupational-therapy-charge-amount
           type: INT
       - SPCH_AMT:
           description:
@@ -18013,6 +20511,7 @@ cms:
             original_type: NUM
             text: Speech pathology services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/speech-pathology-charge-amount
           type: INT
       - INHLTAMT:
           description:
@@ -18020,6 +20519,7 @@ cms:
             original_type: NUM
             text: Inhalation therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inhalation-therapy-charge-amount
           type: INT
       - BLOODAMT:
           description:
@@ -18027,6 +20527,7 @@ cms:
             original_type: NUM
             text: Blood provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-charge-amount
           type: INT
       - BLDADMIN:
           description:
@@ -18034,6 +20535,7 @@ cms:
             original_type: NUM
             text: Blood storage and processing related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-storage-and-processing-charge-amount
           type: INT
       - BLDFRNSH:
           description:
@@ -18042,6 +20544,7 @@ cms:
             text: Quantity of blood (whole pints) furnished to beneficiary during
               stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/blood-pints-furnished-quantity
           type: INT
       - OROOMAMT:
           description:
@@ -18050,6 +20553,7 @@ cms:
             text: OR, recovery rm, and labor rm delivery used by bene during stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-room-charge-amount
           type: INT
       - LTHTRPSY:
           description:
@@ -18057,6 +20561,7 @@ cms:
             original_type: NUM
             text: Lithotripsy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/lithotripsy-charge-amount
           type: INT
       - CRDLGY:
           description:
@@ -18065,6 +20570,7 @@ cms:
             text: Cardiology services and ECG(s) provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiology-charge-amount
           type: INT
       - ANSTHSA:
           description:
@@ -18072,6 +20578,7 @@ cms:
             original_type: NUM
             text: Anesthesia services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/anesthesia-charge-amount
           type: INT
       - LAB_AMT:
           description:
@@ -18079,6 +20586,7 @@ cms:
             original_type: NUM
             text: Laboratory costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/laboratory-charge-amount
           type: INT
       - RDLGYAMT:
           description:
@@ -18086,6 +20594,7 @@ cms:
             original_type: NUM
             text: Radiology costs (excluding MRI) related to a beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-charge-amount-excluding-mri
           type: INT
       - MRI_AMT:
           description:
@@ -18093,6 +20602,7 @@ cms:
             original_type: NUM
             text: MRI services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/magnetic-resonance-imaging-mri-charge-amount
           type: INT
       - OPSRVC:
           description:
@@ -18100,6 +20610,7 @@ cms:
             original_type: NUM
             text: Outpatient services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/outpatient-service-charge-amount
           type: INT
       - ER_AMT:
           description:
@@ -18107,6 +20618,7 @@ cms:
             original_type: NUM
             text: Emergency room services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/emergency-room-er-charge-amount
           type: INT
       - AMBLNC:
           description:
@@ -18114,6 +20626,7 @@ cms:
             original_type: NUM
             text: Ambulance services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ambulance-charge-amount
           type: INT
       - PROFFEES:
           description:
@@ -18121,6 +20634,7 @@ cms:
             original_type: NUM
             text: Professional fees related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/professional-fees-charge-amount
           type: INT
       - ORGNAMT:
           description:
@@ -18129,6 +20643,7 @@ cms:
             text: Organ acquisition or oth donor bank srvcs related to benes stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-or-other-donor-bank-charge-amount
           type: INT
       - ESRDSETG:
           description:
@@ -18136,6 +20651,7 @@ cms:
             original_type: NUM
             text: ESRD services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-charge-amount
           type: INT
       - CLNC_AMT:
           description:
@@ -18143,6 +20659,7 @@ cms:
             original_type: NUM
             text: Clinic visits related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/clinic-visit-charge-amount
           type: INT
       - ICUINDCD:
           description:
@@ -18150,6 +20667,7 @@ cms:
             original_type: CHAR
             text: ICU type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-unit-icu-indicator-code
           type: VARCHAR(1)
       - CRNRY_CD:
           description:
@@ -18157,6 +20675,7 @@ cms:
             original_type: CHAR
             text: Coronary care unit type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-unit-ccu-indicator-code
           type: VARCHAR(1)
       - PHRMCYCD:
           description:
@@ -18164,6 +20683,7 @@ cms:
             original_type: CHAR
             text: Drugs type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-indicator-code
           type: VARCHAR(1)
       - TRNSPLNT:
           description:
@@ -18171,6 +20691,7 @@ cms:
             original_type: CHAR
             text: Organ transplant code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/organ-transplant-indicator-code
           type: VARCHAR(1)
       - ONCLGYSW:
           description:
@@ -18178,6 +20699,7 @@ cms:
             original_type: CHAR
             text: Radiology oncology services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/oncology-indicator
           type: VARCHAR(1)
       - DGNSTCSW:
           description:
@@ -18185,6 +20707,7 @@ cms:
             original_type: CHAR
             text: Radiology diagnostic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnostic-radiology-indicator
           type: VARCHAR(1)
       - THRPTCSW:
           description:
@@ -18192,6 +20715,7 @@ cms:
             original_type: CHAR
             text: Radiology therapeutic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/therapeutic-radiology-indicator
           type: VARCHAR(1)
       - NUCLR_SW:
           description:
@@ -18199,6 +20723,7 @@ cms:
             original_type: CHAR
             text: Radiology nuclear medicine services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-indicator
           type: VARCHAR(1)
       - CTSCANSW:
           description:
@@ -18206,6 +20731,7 @@ cms:
             original_type: CHAR
             text: Radiology computed tomographic (CT) scan services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-computed-tomographic-ct-scan-indicator
           type: VARCHAR(1)
       - IMGNG_SW:
           description:
@@ -18213,6 +20739,7 @@ cms:
             original_type: CHAR
             text: Radiology other imaging services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-indicator
           type: VARCHAR(1)
       - OPSRVCCD:
           description:
@@ -18220,6 +20747,7 @@ cms:
             original_type: CHAR
             text: Outpatient services/ambulatory surgical care code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/outpatient-servicesambulatory-surgical-care-indicator-code
           type: VARCHAR(1)
       - ORGNCD:
           description:
@@ -18227,6 +20755,7 @@ cms:
             original_type: CHAR
             text: Organ acquisition type code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-type-code
           type: VARCHAR(2)
       - ESRD_CD:
           description:
@@ -18234,6 +20763,7 @@ cms:
             original_type: CHAR
             text: ESRD condition code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-condition-indicator-code
           type: VARCHAR(2)
       - ESRDSTG1:
           description:
@@ -18241,6 +20771,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code I
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-1
           type: VARCHAR(2)
       - ESRDSTG2:
           description:
@@ -18248,6 +20779,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code II
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-2
           type: VARCHAR(2)
       - ESRDSTG3:
           description:
@@ -18255,6 +20787,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code III
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-3
           type: VARCHAR(2)
       - ESRDSTG4:
           description:
@@ -18262,6 +20795,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code IV
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-4
           type: VARCHAR(2)
       - ESRDSTG5:
           description:
@@ -18269,6 +20803,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code V
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-5
           type: VARCHAR(2)
       - AD_DGNS:
           description:
@@ -18276,6 +20811,7 @@ cms:
             original_type: CHAR
             text: Initial diagnosis at time of admission
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/admitting-diagnosis-code
           type: VARCHAR(7)
       - ADMTG_DGNS_VRSN_CD:
           description:
@@ -18283,6 +20819,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Admitting Diagnosis Version Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-admitting-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCNT:
           description:
@@ -18290,6 +20827,7 @@ cms:
             original_type: NUM
             text: Diagnosis codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-codes
           type: INT
       - DGNS_VRSN_CD:
           description:
@@ -18298,6 +20836,7 @@ cms:
             text: Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier
               Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_1:
           description:
@@ -18305,6 +20844,7 @@ cms:
             original_type: CHAR
             text: Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-1-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_2:
           description:
@@ -18312,6 +20852,7 @@ cms:
             original_type: CHAR
             text: Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-2-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_3:
           description:
@@ -18319,6 +20860,7 @@ cms:
             original_type: CHAR
             text: Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-3-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_4:
           description:
@@ -18326,6 +20868,7 @@ cms:
             original_type: CHAR
             text: Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-4-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_5:
           description:
@@ -18333,6 +20876,7 @@ cms:
             original_type: CHAR
             text: Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-5-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_6:
           description:
@@ -18340,6 +20884,7 @@ cms:
             original_type: CHAR
             text: Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-6-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_7:
           description:
@@ -18347,6 +20892,7 @@ cms:
             original_type: CHAR
             text: Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-7-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_8:
           description:
@@ -18354,6 +20900,7 @@ cms:
             original_type: CHAR
             text: Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-8-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_9:
           description:
@@ -18361,6 +20908,7 @@ cms:
             original_type: CHAR
             text: Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-9-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_10:
           description:
@@ -18368,6 +20916,7 @@ cms:
             original_type: CHAR
             text: Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-10-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_11:
           description:
@@ -18375,6 +20924,7 @@ cms:
             original_type: CHAR
             text: Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-11-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_12:
           description:
@@ -18382,6 +20932,7 @@ cms:
             original_type: CHAR
             text: Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-12-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_13:
           description:
@@ -18389,6 +20940,7 @@ cms:
             original_type: CHAR
             text: Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-13-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_14:
           description:
@@ -18396,6 +20948,7 @@ cms:
             original_type: CHAR
             text: Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-14-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_15:
           description:
@@ -18403,6 +20956,7 @@ cms:
             original_type: CHAR
             text: Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-15-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_16:
           description:
@@ -18410,6 +20964,7 @@ cms:
             original_type: CHAR
             text: Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-16-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_17:
           description:
@@ -18417,6 +20972,7 @@ cms:
             original_type: CHAR
             text: Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-17-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_18:
           description:
@@ -18424,6 +20980,7 @@ cms:
             original_type: CHAR
             text: Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-18-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_19:
           description:
@@ -18431,6 +20988,7 @@ cms:
             original_type: CHAR
             text: Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-19-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_20:
           description:
@@ -18438,6 +20996,7 @@ cms:
             original_type: CHAR
             text: Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-20-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_21:
           description:
@@ -18445,6 +21004,7 @@ cms:
             original_type: CHAR
             text: Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-21-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_22:
           description:
@@ -18452,6 +21012,7 @@ cms:
             original_type: CHAR
             text: Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-22-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_23:
           description:
@@ -18459,6 +21020,7 @@ cms:
             original_type: CHAR
             text: Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-23-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_24:
           description:
@@ -18466,6 +21028,7 @@ cms:
             original_type: CHAR
             text: Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-24-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_25:
           description:
@@ -18473,6 +21036,7 @@ cms:
             original_type: CHAR
             text: Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-25-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCD1:
           description:
@@ -18480,6 +21044,7 @@ cms:
             original_type: CHAR
             text: Primary ICD-9-CM code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-principal-diagnosis-code
           type: VARCHAR(7)
       - DGNSCD2:
           description:
@@ -18487,6 +21052,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-2
           type: VARCHAR(7)
       - DGNSCD3:
           description:
@@ -18494,6 +21060,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-3
           type: VARCHAR(7)
       - DGNSCD4:
           description:
@@ -18501,6 +21068,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-4
           type: VARCHAR(7)
       - DGNSCD5:
           description:
@@ -18508,6 +21076,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-5
           type: VARCHAR(7)
       - DGNSCD6:
           description:
@@ -18515,6 +21084,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-6
           type: VARCHAR(7)
       - DGNSCD7:
           description:
@@ -18522,6 +21092,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-7
           type: VARCHAR(7)
       - DGNSCD8:
           description:
@@ -18529,6 +21100,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-8
           type: VARCHAR(7)
       - DGNSCD9:
           description:
@@ -18536,6 +21108,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-9
           type: VARCHAR(7)
       - DGNSCD10:
           description:
@@ -18543,6 +21116,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-10
           type: VARCHAR(7)
       - DGNSCD11:
           description:
@@ -18550,6 +21124,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-11
           type: VARCHAR(7)
       - DGNSCD12:
           description:
@@ -18557,6 +21132,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-12
           type: VARCHAR(7)
       - DGNSCD13:
           description:
@@ -18564,6 +21140,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-13
           type: VARCHAR(7)
       - DGNSCD14:
           description:
@@ -18571,6 +21148,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-14
           type: VARCHAR(7)
       - DGNSCD15:
           description:
@@ -18578,6 +21156,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-15
           type: VARCHAR(7)
       - DGNSCD16:
           description:
@@ -18585,6 +21164,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-16
           type: VARCHAR(7)
       - DGNSCD17:
           description:
@@ -18592,6 +21172,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-17
           type: VARCHAR(7)
       - DGNSCD18:
           description:
@@ -18599,6 +21180,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-18
           type: VARCHAR(7)
       - DGNSCD19:
           description:
@@ -18606,6 +21188,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-19
           type: VARCHAR(7)
       - DGNSCD20:
           description:
@@ -18613,6 +21196,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-20
           type: VARCHAR(7)
       - DGNSCD21:
           description:
@@ -18620,6 +21204,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-21
           type: VARCHAR(7)
       - DGNSCD22:
           description:
@@ -18627,6 +21212,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-22
           type: VARCHAR(7)
       - DGNSCD23:
           description:
@@ -18634,6 +21220,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-23
           type: VARCHAR(7)
       - DGNSCD24:
           description:
@@ -18641,6 +21228,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-24
           type: VARCHAR(7)
       - DGNSCD25:
           description:
@@ -18648,6 +21236,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-25
           type: VARCHAR(7)
       - DGNS_POA:
           description:
@@ -18655,6 +21244,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Code POA Array
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-code-poa-array
           type: VARCHAR(10)
       - POA_DGNS_CD_CNT:
           description:
@@ -18662,6 +21252,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-codes
           type: INT
       - POA_DGNS_1_IND_CD:
           description:
@@ -18669,6 +21260,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_2_IND_CD:
           description:
@@ -18676,6 +21268,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_3_IND_CD:
           description:
@@ -18683,6 +21276,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_4_IND_CD:
           description:
@@ -18690,6 +21284,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_5_IND_CD:
           description:
@@ -18697,6 +21292,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_6_IND_CD:
           description:
@@ -18704,6 +21300,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_7_IND_CD:
           description:
@@ -18711,6 +21308,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_8_IND_CD:
           description:
@@ -18718,6 +21316,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_9_IND_CD:
           description:
@@ -18725,6 +21324,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_10_IND_CD:
           description:
@@ -18732,6 +21332,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_11_IND_CD:
           description:
@@ -18739,6 +21340,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_12_IND_CD:
           description:
@@ -18746,6 +21348,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-12
           type: VARCHAR(1)
       - POA_DGNS_13_IND_CD:
           description:
@@ -18753,6 +21356,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-13
           type: VARCHAR(1)
       - POA_DGNS_14_IND_CD:
           description:
@@ -18760,6 +21364,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-14
           type: VARCHAR(1)
       - POA_DGNS_15_IND_CD:
           description:
@@ -18767,6 +21372,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-15
           type: VARCHAR(1)
       - POA_DGNS_16_IND_CD:
           description:
@@ -18774,6 +21380,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-16
           type: VARCHAR(1)
       - POA_DGNS_17_IND_CD:
           description:
@@ -18781,6 +21388,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-17
           type: VARCHAR(1)
       - POA_DGNS_18_IND_CD:
           description:
@@ -18788,6 +21396,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-18
           type: VARCHAR(1)
       - POA_DGNS_19_IND_CD:
           description:
@@ -18795,6 +21404,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-19
           type: VARCHAR(1)
       - POA_DGNS_20_IND_CD:
           description:
@@ -18802,6 +21412,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-20
           type: VARCHAR(1)
       - POA_DGNS_21_IND_CD:
           description:
@@ -18809,6 +21420,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-21
           type: VARCHAR(1)
       - POA_DGNS_22_IND_CD:
           description:
@@ -18816,6 +21428,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-22
           type: VARCHAR(1)
       - POA_DGNS_23_IND_CD:
           description:
@@ -18823,6 +21436,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-23
           type: VARCHAR(1)
       - POA_DGNS_24_IND_CD:
           description:
@@ -18830,6 +21444,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-24
           type: VARCHAR(1)
       - POA_DGNS_25_IND_CD:
           description:
@@ -18837,6 +21452,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - DGNS_E_CD_CNT:
           description:
@@ -18844,6 +21460,7 @@ cms:
             original_type: NUM
             text: MEDPAR Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-e-codes
           type: INT
       - DGNS_E_VRSN_CD:
           description:
@@ -18851,6 +21468,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-earlier-version
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_1:
           description:
@@ -18858,6 +21476,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_2:
           description:
@@ -18865,6 +21484,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-2
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_3:
           description:
@@ -18872,6 +21492,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-3
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_4:
           description:
@@ -18879,6 +21500,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-4
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_5:
           description:
@@ -18886,6 +21508,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-5
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_6:
           description:
@@ -18893,6 +21516,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-6
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_7:
           description:
@@ -18900,6 +21524,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-7
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_8:
           description:
@@ -18907,6 +21532,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-8
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_9:
           description:
@@ -18914,6 +21540,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-9
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_10:
           description:
@@ -18921,6 +21548,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-10
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_11:
           description:
@@ -18928,6 +21556,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-11
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_12:
           description:
@@ -18935,6 +21564,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-12
           type: VARCHAR(1)
       - DGNS_E_1_CD:
           description:
@@ -18943,6 +21573,7 @@ cms:
             text: E Diagnosis Code  1 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - DGNS_E_2_CD:
           description:
@@ -18951,6 +21582,7 @@ cms:
             text: E Diagnosis Code  2 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-2
           type: VARCHAR(7)
       - DGNS_E_3_CD:
           description:
@@ -18959,6 +21591,7 @@ cms:
             text: E Diagnosis Code  3 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-3
           type: VARCHAR(7)
       - DGNS_E_4_CD:
           description:
@@ -18967,6 +21600,7 @@ cms:
             text: E Diagnosis Code  4 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-4
           type: VARCHAR(7)
       - DGNS_E_5_CD:
           description:
@@ -18975,6 +21609,7 @@ cms:
             text: E Diagnosis Code  5 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-5
           type: VARCHAR(7)
       - DGNS_E_6_CD:
           description:
@@ -18983,6 +21618,7 @@ cms:
             text: E Diagnosis Code  6 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-6
           type: VARCHAR(7)
       - DGNS_E_7_CD:
           description:
@@ -18991,6 +21627,7 @@ cms:
             text: E Diagnosis Code  7 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-7
           type: VARCHAR(7)
       - DGNS_E_8_CD:
           description:
@@ -18999,6 +21636,7 @@ cms:
             text: E Diagnosis Code  8 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-8
           type: VARCHAR(7)
       - DGNS_E_9_CD:
           description:
@@ -19007,6 +21645,7 @@ cms:
             text: E Diagnosis Code  9 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-9
           type: VARCHAR(7)
       - DGNS_E_10_CD:
           description:
@@ -19015,6 +21654,7 @@ cms:
             text: E Diagnosis Code  10 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-10
           type: VARCHAR(7)
       - DGNS_E_11_CD:
           description:
@@ -19023,6 +21663,7 @@ cms:
             text: E Diagnosis Code  11 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-11
           type: VARCHAR(7)
       - DGNS_E_12_CD:
           description:
@@ -19031,6 +21672,7 @@ cms:
             text: E Diagnosis Code  12 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - POA_DGNS_E_CD_CNT:
           description:
@@ -19038,6 +21680,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-e-codes
           type: INT
       - POA_DGNS_E_1_IND_CD:
           description:
@@ -19045,6 +21688,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_E_2_IND_CD:
           description:
@@ -19052,6 +21696,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_E_3_IND_CD:
           description:
@@ -19059,6 +21704,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_E_4_IND_CD:
           description:
@@ -19066,6 +21712,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_E_5_IND_CD:
           description:
@@ -19073,6 +21720,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_E_6_IND_CD:
           description:
@@ -19080,6 +21728,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_E_7_IND_CD:
           description:
@@ -19087,6 +21736,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_E_8_IND_CD:
           description:
@@ -19094,6 +21744,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_E_9_IND_CD:
           description:
@@ -19101,6 +21752,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_E_10_IND_CD:
           description:
@@ -19108,6 +21760,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_E_11_IND_CD:
           description:
@@ -19115,6 +21768,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_E_12_IND_CD:
           description:
@@ -19122,6 +21776,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-12
           type: VARCHAR(1)
       - PRCDRSW:
           description:
@@ -19129,6 +21784,7 @@ cms:
             original_type: CHAR
             text: Surgical procedures indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-indicator
           type: VARCHAR(1)
       - PRCDRCNT:
           description:
@@ -19136,6 +21792,7 @@ cms:
             original_type: NUM
             text: Surgical procedure codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-codes-included-stay
           type: INT
       - SRGCL_PRCDR_VRSN_CD:
           description:
@@ -19143,6 +21800,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code  (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_1:
           description:
@@ -19150,6 +21808,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_2:
           description:
@@ -19157,6 +21816,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-2
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_3:
           description:
@@ -19164,6 +21824,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-3
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_4:
           description:
@@ -19171,6 +21832,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-4
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_5:
           description:
@@ -19178,6 +21840,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-5
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_6:
           description:
@@ -19185,6 +21848,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-6
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_7:
           description:
@@ -19192,6 +21856,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-7
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_8:
           description:
@@ -19199,6 +21864,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-8
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_9:
           description:
@@ -19206,6 +21872,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-9
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_10:
           description:
@@ -19213,6 +21880,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-10
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_11:
           description:
@@ -19220,6 +21888,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_12:
           description:
@@ -19227,6 +21896,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_13:
           description:
@@ -19234,6 +21904,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-13
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_14:
           description:
@@ -19241,6 +21912,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-14
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_15:
           description:
@@ -19248,6 +21920,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-15
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_16:
           description:
@@ -19255,6 +21928,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-16
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_17:
           description:
@@ -19262,6 +21936,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-17
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_18:
           description:
@@ -19269,6 +21944,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-18
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_19:
           description:
@@ -19276,6 +21952,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-19
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_20:
           description:
@@ -19283,6 +21960,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-20
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_21:
           description:
@@ -19290,6 +21968,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-21
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_22:
           description:
@@ -19297,6 +21976,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-22
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_23:
           description:
@@ -19304,6 +21984,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-23
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_24:
           description:
@@ -19311,6 +21992,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-24
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_25:
           description:
@@ -19318,6 +22000,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(1)
       - PRCDRCD1:
           description:
@@ -19325,6 +22008,7 @@ cms:
             original_type: CHAR
             text: Principal Procedure code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(7)
       - PRCDRCD2:
           description:
@@ -19332,6 +22016,7 @@ cms:
             original_type: CHAR
             text: Procedure Code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-2
           type: VARCHAR(7)
       - PRCDRCD3:
           description:
@@ -19339,6 +22024,7 @@ cms:
             original_type: CHAR
             text: Procedure Code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-3
           type: VARCHAR(7)
       - PRCDRCD4:
           description:
@@ -19346,6 +22032,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(7)
       - PRCDRCD5:
           description:
@@ -19353,6 +22040,7 @@ cms:
             original_type: CHAR
             text: Procedure Code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-5
           type: VARCHAR(7)
       - PRCDRCD6:
           description:
@@ -19360,6 +22048,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-6
           type: VARCHAR(7)
       - PRCDRCD7:
           description:
@@ -19367,6 +22056,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-7
           type: VARCHAR(7)
       - PRCDRCD8:
           description:
@@ -19374,6 +22064,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-8
           type: VARCHAR(7)
       - PRCDRCD9:
           description:
@@ -19381,6 +22072,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-9
           type: VARCHAR(7)
       - PRCDRCD10:
           description:
@@ -19388,6 +22080,7 @@ cms:
             original_type: CHAR
             text: Procedure Code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-10
           type: VARCHAR(7)
       - PRCDRCD11:
           description:
@@ -19395,6 +22088,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-11
           type: VARCHAR(7)
       - PRCDRCD12:
           description:
@@ -19402,6 +22096,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-12
           type: VARCHAR(7)
       - PRCDRCD13:
           description:
@@ -19409,6 +22104,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-13
           type: VARCHAR(7)
       - PRCDRCD14:
           description:
@@ -19416,6 +22112,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-14
           type: VARCHAR(7)
       - PRCDRCD15:
           description:
@@ -19423,6 +22120,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-15
           type: VARCHAR(7)
       - PRCDRCD16:
           description:
@@ -19430,6 +22128,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-16
           type: VARCHAR(7)
       - PRCDRCD17:
           description:
@@ -19437,6 +22136,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-17
           type: VARCHAR(7)
       - PRCDRCD18:
           description:
@@ -19444,6 +22144,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-18
           type: VARCHAR(7)
       - PRCDRCD19:
           description:
@@ -19451,6 +22152,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-19
           type: VARCHAR(7)
       - PRCDRCD20:
           description:
@@ -19458,6 +22160,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-20
           type: VARCHAR(7)
       - PRCDRCD21:
           description:
@@ -19465,6 +22168,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-21
           type: VARCHAR(7)
       - PRCDRCD22:
           description:
@@ -19472,6 +22176,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-22
           type: VARCHAR(7)
       - PRCDRCD23:
           description:
@@ -19479,6 +22184,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-23
           type: VARCHAR(7)
       - PRCDRCD24:
           description:
@@ -19486,6 +22192,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-24
           type: VARCHAR(7)
       - PRCDRCD25:
           description:
@@ -19493,6 +22200,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-25
           type: VARCHAR(7)
       - PRCDTCNT:
           description:
@@ -19500,6 +22208,7 @@ cms:
             original_type: NUM
             text: Dates associated with surgical procedures included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/dates-associated-surgical-procedures-included-stay
           type: INT
       - PRCDRDT1:
           description:
@@ -19507,6 +22216,7 @@ cms:
             original_type: DATE
             text: Principal Procedure Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-date
           type: DATE
       - PRCDRDT2:
           description:
@@ -19514,6 +22224,7 @@ cms:
             original_type: DATE
             text: Procedure Date II
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-2
           type: DATE
       - PRCDRDT3:
           description:
@@ -19521,6 +22232,7 @@ cms:
             original_type: DATE
             text: Procedure Date III
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-3
           type: DATE
       - PRCDRDT4:
           description:
@@ -19528,6 +22240,7 @@ cms:
             original_type: DATE
             text: Procedure Date IV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-4
           type: DATE
       - PRCDRDT5:
           description:
@@ -19535,6 +22248,7 @@ cms:
             original_type: DATE
             text: Procedure Date V
             width: 8.0
+          reference: null
           type: DATE
       - PRCDRDT6:
           description:
@@ -19542,6 +22256,7 @@ cms:
             original_type: DATE
             text: Procedure Date VI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-6
           type: DATE
       - PRCDRDT7:
           description:
@@ -19549,6 +22264,7 @@ cms:
             original_type: DATE
             text: Procedure Date VII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-7
           type: DATE
       - PRCDRDT8:
           description:
@@ -19556,6 +22272,7 @@ cms:
             original_type: DATE
             text: Procedure Date VIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-8
           type: DATE
       - PRCDRDT9:
           description:
@@ -19563,6 +22280,7 @@ cms:
             original_type: DATE
             text: Procedure Date IX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-9
           type: DATE
       - PRCDRDT10:
           description:
@@ -19570,6 +22288,7 @@ cms:
             original_type: DATE
             text: Procedure Date X
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-10
           type: DATE
       - PRCDRDT11:
           description:
@@ -19577,6 +22296,7 @@ cms:
             original_type: DATE
             text: Procedure Date XI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-11
           type: DATE
       - PRCDRDT12:
           description:
@@ -19584,6 +22304,7 @@ cms:
             original_type: DATE
             text: Procedure Date XII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-12
           type: DATE
       - PRCDRDT13:
           description:
@@ -19591,6 +22312,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-13
           type: DATE
       - PRCDRDT14:
           description:
@@ -19598,6 +22320,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-14
           type: DATE
       - PRCDRDT15:
           description:
@@ -19605,6 +22328,7 @@ cms:
             original_type: DATE
             text: Procedure Date XV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-15
           type: DATE
       - PRCDRDT16:
           description:
@@ -19612,6 +22336,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-16
           type: DATE
       - PRCDRDT17:
           description:
@@ -19619,6 +22344,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-17
           type: DATE
       - PRCDRDT18:
           description:
@@ -19626,6 +22352,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-18
           type: DATE
       - PRCDRDT19:
           description:
@@ -19633,6 +22360,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-19
           type: DATE
       - PRCDRDT20:
           description:
@@ -19640,6 +22368,7 @@ cms:
             original_type: DATE
             text: Procedure Date XX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-20
           type: DATE
       - PRCDRDT21:
           description:
@@ -19647,6 +22376,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-21
           type: DATE
       - PRCDRDT22:
           description:
@@ -19654,6 +22384,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-22
           type: DATE
       - PRCDRDT23:
           description:
@@ -19661,6 +22392,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-23
           type: DATE
       - PRCDRDT24:
           description:
@@ -19668,6 +22400,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-24
           type: DATE
       - PRCDRDT25:
           description:
@@ -19675,6 +22408,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-25
           type: DATE
       - CLM_PTNT_RLTNSHP_CD:
           description:
@@ -19682,6 +22416,7 @@ cms:
             original_type: CHAR
             text: Claim Patient Relationship Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/claim-patient-relationship-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_1_CD:
           description:
@@ -19689,6 +22424,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 1 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-1-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_2_CD:
           description:
@@ -19696,6 +22432,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 2 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-2-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_3_CD:
           description:
@@ -19703,6 +22440,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 3 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-3-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_4_CD:
           description:
@@ -19710,6 +22448,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 4 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-4-code
           type: VARCHAR(2)
       - VBP_PRTCPNT_IND_CD:
           description:
@@ -19717,6 +22456,7 @@ cms:
             original_type: CHAR
             text: VBP Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-participant-indicator-code
           type: VARCHAR(1)
       - HRR_PRTCPNT_IND_CD:
           description:
@@ -19724,6 +22464,7 @@ cms:
             original_type: CHAR
             text: HRR Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-participant-indicator-code
           type: VARCHAR(1)
       - BNDLD_MODEL_DSCNT_PCT:
           description:
@@ -19731,6 +22472,7 @@ cms:
             original_type: NUM
             text: Bundled Model Discount Percent
             width: 7.4
+          reference: https://resdac.org/cms-data/variables/bundled-payment-model-discount-percent
           type: NUMERIC(7,4)
       - VBP_ADJSTMT_PCT:
           description:
@@ -19738,6 +22480,7 @@ cms:
             original_type: NUM
             text: VBP Adjustment Percent
             width: 15.12
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-adjustment-percent
           type: NUMERIC(15,12)
       - HRR_ADJSTMT_PCT:
           description:
@@ -19745,6 +22488,7 @@ cms:
             original_type: NUM
             text: HRR Adjustment Percent
             width: 8.5
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-adjustment-percent
           type: NUMERIC(8,5)
       - INFRMTL_ENCTR_IND_SW:
           description:
@@ -19752,6 +22496,7 @@ cms:
             original_type: CHAR
             text: Informational Encounter Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/informational-encounter-indicator
           type: VARCHAR(1)
       - MA_TCHNG_IND_SW:
           description:
@@ -19759,6 +22504,7 @@ cms:
             original_type: CHAR
             text: MA Teaching Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/ma-teaching-indicator
           type: VARCHAR(1)
       - PROD_RPLCMT_LIFECYC_SW:
           description:
@@ -19766,6 +22512,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Lifecycle Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-within-product-lifecycle-early
           type: VARCHAR(1)
       - PROD_RPLCMT_RCLL_SW:
           description:
@@ -19773,6 +22520,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Recall Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-recall-product
           type: VARCHAR(1)
       - CRED_RCVD_RPLCD_DVC_SW:
           description:
@@ -19780,6 +22528,7 @@ cms:
             original_type: CHAR
             text: Credit Received Replaced Device Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/credit-received-replaced-device
           type: VARCHAR(1)
       - OBSRVTN_SW:
           description:
@@ -19787,6 +22536,7 @@ cms:
             original_type: CHAR
             text: Observation Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/observation-unit-indicator
           type: VARCHAR(1)
       - NEW_TCHNLGY_ADD_ON_AMT:
           description:
@@ -19794,6 +22544,7 @@ cms:
             original_type: NUM
             text: New Technology Add-On Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/new-technology-add-amount
           type: INT
       - BASE_OPRTG_DRG_AMT:
           description:
@@ -19801,6 +22552,7 @@ cms:
             original_type: NUM
             text: Base Operating DRG Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/base-operating-drg-amount
           type: INT
       - OPRTG_HSP_AMT:
           description:
@@ -19808,6 +22560,7 @@ cms:
             original_type: NUM
             text: Operating Hospital Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-hospital-amount
           type: INT
       - MDCL_SRGCL_GNRL_AMT:
           description:
@@ -19815,6 +22568,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical General Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_NSTRL_AMT:
           description:
@@ -19822,6 +22576,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Non-Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-non-sterile-supplies-amount
           type: INT
       - MDCL_SRGCL_STRL_AMT:
           description:
@@ -19829,6 +22584,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-sterile-supplies-amount
           type: INT
       - TAKE_HOME_AMT:
           description:
@@ -19836,6 +22592,7 @@ cms:
             original_type: NUM
             text: Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-take-home-amount
           type: INT
       - PRSTHTC_ORTHTC_AMT:
           description:
@@ -19843,6 +22600,7 @@ cms:
             original_type: NUM
             text: Prosthetic Orthotic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_PCMKR_AMT:
           description:
@@ -19850,6 +22608,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Pacemaker Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-pacemaker-amount
           type: INT
       - INTRAOCULAR_LENS_AMT:
           description:
@@ -19857,6 +22616,7 @@ cms:
             original_type: NUM
             text: Intraocular Lens Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-intraocular-lens-amount
           type: INT
       - OXYGN_TAKE_HOME_AMT:
           description:
@@ -19864,6 +22624,7 @@ cms:
             original_type: NUM
             text: Oxygen Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-oxygen-take-home-amount
           type: INT
       - OTHR_IMPLANTS_AMT:
           description:
@@ -19871,6 +22632,7 @@ cms:
             original_type: NUM
             text: Other Implants Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-implants-amount
           type: INT
       - OTHR_SUPLIES_DVC_AMT:
           description:
@@ -19878,6 +22640,7 @@ cms:
             original_type: NUM
             text: Other Supplies Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-device-amount
           type: INT
       - INCDNT_RDLGY_AMT:
           description:
@@ -19885,6 +22648,7 @@ cms:
             original_type: NUM
             text: Incident Radiology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-radiology-amount
           type: INT
       - INCDNT_DGNSTC_SRVCS_AMT:
           description:
@@ -19892,6 +22656,7 @@ cms:
             original_type: NUM
             text: Incident Diagnostic Services Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-diagnostic-services-amount
           type: INT
       - MDCL_SRGCL_DRSNG_AMT:
           description:
@@ -19899,6 +22664,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Dressing Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-dressing-amount
           type: INT
       - INVSTGTNL_DVC_AMT:
           description:
@@ -19906,6 +22672,7 @@ cms:
             original_type: NUM
             text: Investigational Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-investigational-device-amount
           type: INT
       - MDCL_SRGCL_MISC_AMT:
           description:
@@ -19913,6 +22680,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Miscellaneous Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medical-surgical-miscellaneous-amount
           type: INT
       - RDLGY_ONCOLOGY_AMT:
           description:
@@ -19920,6 +22688,7 @@ cms:
             original_type: NUM
             text: Radiology/Oncology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/oncology-amount
           type: INT
       - RDLGY_DGNSTC_AMT:
           description:
@@ -19927,6 +22696,7 @@ cms:
             original_type: NUM
             text: Radiology Diagnostic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-diagnostic-amount
           type: INT
       - RDLGY_THRPTC_AMT:
           description:
@@ -19934,6 +22704,7 @@ cms:
             original_type: NUM
             text: Radiology Therapeutic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-therapeutic-amount
           type: INT
       - RDLGY_NUCLR_MDCN_AMT:
           description:
@@ -19941,6 +22712,7 @@ cms:
             original_type: NUM
             text: Radiology Nuclear Medicine Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-amount
           type: INT
       - RDLGY_CT_SCAN_AMT:
           description:
@@ -19948,6 +22720,7 @@ cms:
             original_type: NUM
             text: Radiology CT Scan Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-ct-scan-amount
           type: INT
       - RDLGY_OTHR_IMGNG_AMT:
           description:
@@ -19955,6 +22728,7 @@ cms:
             original_type: NUM
             text: Radiology Other Imaging Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-amount
           type: INT
       - OPRTG_ROOM_AMT:
           description:
@@ -19962,6 +22736,7 @@ cms:
             original_type: NUM
             text: Operating Room Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-and-recovery-room-amount
           type: INT
       - OR_LABOR_DLVRY_AMT:
           description:
@@ -19969,6 +22744,7 @@ cms:
             original_type: NUM
             text: O/R Labor Delivery Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/labor-room-and-delivery-amount
           type: INT
       - CRDC_CATHRZTN_AMT:
           description:
@@ -19976,6 +22752,7 @@ cms:
             original_type: NUM
             text: Cardiac Catheterization Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiac-catheterization-lab-amount
           type: INT
       - SQSTRTN_RDCTN_AMT:
           description:
@@ -19983,6 +22760,7 @@ cms:
             original_type: NUM
             text: Sequestration Reduction Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/sequestration-reduction-amount
           type: INT
       - UNCOMPD_CARE_PYMT_AMT:
           description:
@@ -19990,6 +22768,7 @@ cms:
             original_type: NUM
             text: Uncompensated Care Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/uncompensated-care-payment-amount
           type: INT
       - BNDLD_ADJSTMT_AMT:
           description:
@@ -19997,6 +22776,7 @@ cms:
             original_type: NUM
             text: Bundled Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/bundled-payment-adjustment-amount
           type: INT
       - VBP_ADJSTMT_AMT:
           description:
@@ -20004,6 +22784,7 @@ cms:
             original_type: NUM
             text: Hospital Value Based Purchasing (VBP) Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-value-based-purchasing-vbp-amount
           type: INT
       - HRR_ADJSTMT_AMT:
           description:
@@ -20011,6 +22792,7 @@ cms:
             original_type: NUM
             text: Hospital Readmission Reduction (HRR) Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-adjustment-amount
           type: INT
       - EHR_PYMT_ADJSTMT_AMT:
           description:
@@ -20018,6 +22800,7 @@ cms:
             original_type: NUM
             text: Electronic Health Record (EHR) Payment Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/electronic-health-record-ehr-payment-adjustment-amount
           type: INT
       - PPS_STD_VAL_PYMT_AMT:
           description:
@@ -20025,6 +22808,7 @@ cms:
             original_type: NUM
             text: Claim PPS Standard Value Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/standard-payment-amount
           type: INT
       - FINL_STD_AMT:
           description:
@@ -20032,6 +22816,7 @@ cms:
             original_type: NUM
             text: Claim Final Standard Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-final-standard-payment-amount
           type: INT
       - IPPS_FLEX_PYMT_6_AMT:
           description:
@@ -20039,6 +22824,7 @@ cms:
             original_type: NUM
             text: IPPS Flexible Payment Amount I
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/flexible-payment-amount-6th-renamed-hospital-acquired-conditions-hac-reduction
           type: INT
       - IPPS_FLEX_PYMT_7_AMT:
           description:
@@ -20046,6 +22832,7 @@ cms:
             original_type: NUM
             text: IPPS Flexible Payment Amount II
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/flexible-payment-amount-7th-placeholder
           type: INT
       - PTNT_ADD_ON_PYMT_AMT:
           description:
@@ -20053,6 +22840,7 @@ cms:
             original_type: NUM
             text: Revenue Center Patient/Initial Visit Add-On Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/patient-add-payment-amount-new-patient
           type: INT
       - HAC_PGM_RDCTN_IND_SW:
           description:
@@ -20060,6 +22848,7 @@ cms:
             original_type: CHAR
             text: Hospital Acquired Conditions (HAC) Program Reduction Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-hospital-acquired-condition-hac-program-reduction-indicator-switch
           type: VARCHAR(1)
       - PGM_RDCTN_IND_SW:
           description:
@@ -20067,6 +22856,7 @@ cms:
             original_type: CHAR
             text: Electronic Health Records (EHR) Program Reduction Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/electronic-health-records-ehr-program-reduction-indicator
           type: VARCHAR(1)
       - PA_IND_CD:
           description:
@@ -20074,6 +22864,7 @@ cms:
             original_type: CHAR
             text: Claim Prior Authorization Indicator Code
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/prior-authorization-indicator-code
           type: VARCHAR(4)
       - UNIQ_TRKNG_NUM:
           description:
@@ -20081,6 +22872,7 @@ cms:
             original_type: CHAR
             text: Claim Unique Tracking Number
             width: 14.0
+          reference: https://resdac.org/cms-data/variables/unique-tracking-number
           type: VARCHAR(14)
       - STAY_2_IND_SW:
           description:
@@ -20088,6 +22880,7 @@ cms:
             original_type: CHAR
             text: Stay 2 Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/two-midnight-stay-indicator
           type: VARCHAR(1)
       - FILE:
           description:
@@ -20096,6 +22889,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -20104,6 +22898,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -20111,6 +22906,7 @@ cms:
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -20121,6 +22917,7 @@ cms:
             text: Year of MedPAR Record
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (MEDPAR_YR_NUM) STORED
             type: generated
@@ -20131,6 +22928,7 @@ cms:
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (BENE_ZIP) STORED
             type: generated
@@ -20152,6 +22950,7 @@ cms:
             text: Encrypted 723 Beneficiary ID
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - MEDPARID:
           description:
@@ -20159,6 +22958,7 @@ cms:
             original_type: CHAR
             text: Unique Key for CCW MedPAR Table
             width: 15.0
+          reference: https://resdac.org/cms-data/variables/medpar-id-number
           type: VARCHAR(15)
       - MEDPAR_YR_NUM:
           description:
@@ -20166,6 +22966,7 @@ cms:
             original_type: CHAR
             text: Year of MedPAR Record
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/year-medpar-record
           type: VARCHAR(4)
       - CLM_TYPE:
           description:
@@ -20173,6 +22974,7 @@ cms:
             original_type: CHAR
             text: NCH Claim Type Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/nch-claim-type-code
           type: VARCHAR(2)
       - BIC:
           description:
@@ -20180,6 +22982,7 @@ cms:
             original_type: CHAR
             text: BIC reported on first claim included in stay
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/bic-reported-first-claim-included-stay
           type: VARCHAR(2)
       - EQ_BIC:
           description:
@@ -20187,6 +22990,7 @@ cms:
             original_type: CHAR
             text: Equated BIC
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/equated-bic
           type: VARCHAR(2)
       - AGE_CNT:
           description:
@@ -20194,6 +22998,7 @@ cms:
             original_type: NUM
             text: Age as of Date of Admission.
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/age-date-admission
           type: INT
       - SEX:
           description:
@@ -20201,6 +23006,7 @@ cms:
             original_type: CHAR
             text: Sex of Beneficiary
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -20208,6 +23014,7 @@ cms:
             original_type: CHAR
             text: Race of Beneficiary
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - MS_CD:
           description:
@@ -20215,6 +23022,7 @@ cms:
             original_type: CHAR
             text: Reason for entitlement to Medicare benefits as of CLM_THRU_DT
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/reason-entitlement-medicare-benefits-clmthrudt
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -20222,6 +23030,7 @@ cms:
             original_type: CHAR
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -20229,6 +23038,7 @@ cms:
             original_type: CHAR
             text: SSA standard county code of a beneficiarys residence.
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - BENE_ZIP:
           description:
@@ -20236,6 +23046,7 @@ cms:
             original_type: CHAR
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary-home-or-mailing-address-latest-year
           type: VARCHAR(5)
       - DSCHRGCD:
           description:
@@ -20243,6 +23054,7 @@ cms:
             original_type: CHAR
             text: Code identifying status of patient as of CLM_THRU_DT
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-identifying-status-patient-clmthrudt
           type: VARCHAR(1)
       - FICARR:
           description:
@@ -20250,6 +23062,7 @@ cms:
             original_type: CHAR
             text: Intermediary processor identification
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/fiscal-intermediary-fi-id-number
           type: VARCHAR(5)
       - WRNGCD:
           description:
@@ -20258,6 +23071,7 @@ cms:
             text: Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay
               prcss
             width: 18.0
+          reference: https://resdac.org/cms-data/variables/warning-indicators-code-specifying-detailed-billing-info
           type: VARCHAR(18)
       - GHOPDCD:
           description:
@@ -20265,6 +23079,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not GHO has paid provider for claim(s)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-whether-group-health-organization-gho-has-paid-provider-claims
           type: VARCHAR(1)
       - PPS_IND:
           description:
@@ -20272,6 +23087,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not facility is being paid under PPS
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/prospective-payment-system-pps-indicator-code
           type: VARCHAR(1)
       - ORGNPINM:
           description:
@@ -20279,6 +23095,7 @@ cms:
             original_type: CHAR
             text: Organization NPI Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organization-npi-number-ffs
           type: VARCHAR(10)
       - PRVDRNUM:
           description:
@@ -20286,6 +23103,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Provider Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/provider-number
           type: VARCHAR(10)
       - SPCLUNIT:
           description:
@@ -20294,6 +23112,7 @@ cms:
             text: Special num system code for hosp units that are PPS/SNF SB dsgntn
               excl.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/provider-number-special-unit-code
           type: VARCHAR(1)
       - SSLSSNF:
           description:
@@ -20301,6 +23120,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether stay is short stay, long stay, or SNF
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/short-staylong-staysnf-provider-indicator-code
           type: VARCHAR(1)
       - ACTV_XREF_IND:
           description:
@@ -20308,6 +23128,7 @@ cms:
             original_type: CHAR
             text: Active Cross-Refference Indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-active-cross-reference-indicator
           type: VARCHAR(1)
       - SLCT_RSN_CD:
           description:
@@ -20315,6 +23136,7 @@ cms:
             original_type: CHAR
             text: Specifies whether this record is a case or control record.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/specifies-whether-record-case-or-control-record
           type: VARCHAR(1)
       - FACLMCNT:
           description:
@@ -20322,6 +23144,7 @@ cms:
             original_type: NUM
             text: Claims (final action) included in stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/number-claims-final-action-included-stay
           type: INT
       - ACRTNDT:
           description:
@@ -20330,6 +23153,7 @@ cms:
             text: Date latest claim incl in stay accreted to bene mstr rec at the
               CWF host
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/latest-claim-accretion-date
           type: DATE
       - EXHST_DT:
           description:
@@ -20337,6 +23161,7 @@ cms:
             original_type: DATE
             text: Last date beneficiary had Medicare coverage
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-medicare-benefit-exhausted-date
           type: DATE
       - QLFYFROM:
           description:
@@ -20344,6 +23169,7 @@ cms:
             original_type: DATE
             text: Beginning date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beginning-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - QLFYTHRU:
           description:
@@ -20351,6 +23177,7 @@ cms:
             original_type: DATE
             text: Ending date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/ending-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - SRC_ADMS:
           description:
@@ -20359,6 +23186,7 @@ cms:
             text: Admssn to an Inp facility or, for newborn admssn, type of delivery
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/source-admission-inpatient-facility-newborn-admit-type-delivery-code
           type: VARCHAR(1)
       - TYPE_ADM:
           description:
@@ -20367,6 +23195,7 @@ cms:
             text: Type and priority of benes admission to facility for Inp hosp stay
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/inpatient-admission-type-code
           type: VARCHAR(1)
       - ADMSNDAY:
           description:
@@ -20374,6 +23203,7 @@ cms:
             original_type: CHAR
             text: Code indicating day of week beneficiary was admitted to facility.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-day-week-beneficiary-was-admitted-facility
           type: VARCHAR(1)
       - ADMSNDT:
           description:
@@ -20381,6 +23211,7 @@ cms:
             original_type: DATE
             text: Date beneficiary admitted for Inpatient care or date care started
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-beneficiary-admitted-inpatient-care-or-date-care-started
           type: DATE
       - DSCHRGDT:
           description:
@@ -20388,6 +23219,7 @@ cms:
             original_type: DATE
             text: Date beneficiary was discharged or died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/discharge-date
           type: DATE
       - DSTNTNCD:
           description:
@@ -20395,6 +23227,7 @@ cms:
             original_type: CHAR
             text: Destination upon discharge from facility code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medpar-discharge-destination-code
           type: VARCHAR(2)
       - CVRLVLDT:
           description:
@@ -20402,6 +23235,7 @@ cms:
             original_type: DATE
             text: Date covered level of care ended in a SNF
             width: 8.0
+          reference: null
           type: DATE
       - DEATHDT:
           description:
@@ -20409,6 +23243,7 @@ cms:
             original_type: DATE
             text: Date beneficiary died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - DEATHCD:
           description:
@@ -20416,6 +23251,7 @@ cms:
             original_type: CHAR
             text: Death Date Verification Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/death-date-verification-code
           type: VARCHAR(1)
       - DEATHDAY:
           description:
@@ -20423,6 +23259,7 @@ cms:
             original_type: NUM
             text: Days from date admitted to facility to date of death
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-date-admitted-facility-date-death
           type: INT
       - SSICD:
           description:
@@ -20430,6 +23267,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Internal Use SSI Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-indicator-code
           type: VARCHAR(1)
       - SSIDAY:
           description:
@@ -20437,6 +23275,7 @@ cms:
             original_type: NUM
             text: MEDPAR Internal Use SSI Day Count
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-day-count
           type: INT
       - INTRNL_USE_SSI_DATA:
           description:
@@ -20444,6 +23283,7 @@ cms:
             original_type: CHAR
             text: Internal Use SSI Data
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-data
           type: VARCHAR(1)
       - IPSBCD:
           description:
@@ -20451,6 +23291,7 @@ cms:
             original_type: CHAR
             text: For internal Use Only. IPSB Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ipsb-code
           type: VARCHAR(3)
       - FILDTCD:
           description:
@@ -20458,6 +23299,7 @@ cms:
             original_type: CHAR
             text: For internal use only. Fiscal year/calendar year segments.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-only-fiscal-yearcalendar-year-segments
           type: VARCHAR(1)
       - SMPLSIZE:
           description:
@@ -20465,6 +23307,7 @@ cms:
             original_type: CHAR
             text: For internal use. MEDPAR sample size.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-medpar-sample-size
           type: VARCHAR(1)
       - LOSCNT:
           description:
@@ -20472,6 +23315,7 @@ cms:
             original_type: NUM
             text: Days of beneficiarys stay in a hospital/SNF
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-beneficiarys-stay-hospitalsnf
           type: INT
       - OUTLRDAY:
           description:
@@ -20480,6 +23324,7 @@ cms:
             text: Days paid as outliers (either day or cost) under PPS beyond DRG
               threshld
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/days-paid-outliers-either-day-or-cost-under-pps-beyond-drg-threshold
           type: INT
       - UTIL_DAY:
           description:
@@ -20487,6 +23332,7 @@ cms:
             original_type: NUM
             text: Covered days of care chargeable to Medicare utilization for stay
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/covered-days-care-chargeable-medicare-utilization-stay
           type: INT
       - COIN_DAY:
           description:
@@ -20494,6 +23340,7 @@ cms:
             original_type: NUM
             text: MEDPAR Beneficiary Total Coinsurance Day Count
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-total-coinsurance-day-count
           type: INT
       - LRD_USE:
           description:
@@ -20501,6 +23348,7 @@ cms:
             original_type: NUM
             text: Lifetime reserve days (LRD) used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/lifetime-reserve-days-lrd-used-beneficiary-stay
           type: INT
       - COIN_AMT:
           description:
@@ -20508,6 +23356,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for part A coinsurance for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-part-coinsurance-stay
           type: INT
       - DED_AMT:
           description:
@@ -20515,6 +23364,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-deductible-stay
           type: INT
       - BLDDEDAM:
           description:
@@ -20522,6 +23372,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for blood deductible for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-blood-deductible-stay
           type: INT
       - PRPAY_CD:
           description:
@@ -20529,6 +23380,7 @@ cms:
             original_type: CHAR
             text: Primary payer responsibility code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-primary-payer-code
           type: VARCHAR(1)
       - PRPAYAMT:
           description:
@@ -20537,6 +23389,7 @@ cms:
             text: Primry payer other than Medicare for covered Medicare chrgs for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/primary-payer-paid-amount
           type: INT
       - DRG_CD:
           description:
@@ -20544,6 +23397,7 @@ cms:
             original_type: CHAR
             text: DRG Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-related-group-drg-code
           type: VARCHAR(3)
       - OUTLR_CD:
           description:
@@ -20551,6 +23405,7 @@ cms:
             original_type: CHAR
             text: Cost or Day Outlier code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-drgoutlier-stay-code
           type: VARCHAR(1)
       - OUTLRAMT:
           description:
@@ -20559,6 +23414,7 @@ cms:
             text: Addtnl approved due to outlier situation over DRG allowance for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-outlier-approved-payment-amount
           type: INT
       - DRGPRICE:
           description:
@@ -20567,6 +23423,7 @@ cms:
             text: Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-price-amount
           type: INT
       - DISP_SHR:
           description:
@@ -20575,6 +23432,7 @@ cms:
             text: Over the DRG amount for disproportionate share hospital for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-disproportionate-share-dsh-amount
           type: INT
       - IME_AMT:
           description:
@@ -20582,6 +23440,7 @@ cms:
             original_type: NUM
             text: Additional payment made to teaching hospitals for IME for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/indirect-medical-education-ime-amount
           type: INT
       - PASSTHRU:
           description:
@@ -20589,6 +23448,7 @@ cms:
             original_type: NUM
             text: Total of all claim pass thru for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pass-thru-diem-amount-stay
           type: INT
       - PPS_CPTL:
           description:
@@ -20596,6 +23456,7 @@ cms:
             original_type: NUM
             text: Total payable for capital PPS ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-pps-capital-amount
           type: INT
       - IP_LOW_VOL_PYMT_AMT:
           description:
@@ -20603,6 +23464,7 @@ cms:
             original_type: NUM
             text: Inpatient Low Volume Payment Amount.
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-low-volume-payment-amount
           type: INT
       - TOTCHRG:
           description:
@@ -20611,6 +23473,7 @@ cms:
             text: Total all charges for all srvcs provided to beneficiary for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-amount
           type: INT
       - CVRCHRG:
           description:
@@ -20618,6 +23481,7 @@ cms:
             original_type: NUM
             text: Portion of total charges covered by Medicare for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-covered-charge-amount
           type: INT
       - PMT_AMT:
           description:
@@ -20626,6 +23490,7 @@ cms:
             text: Amt of payment from Medicare trust fund for srvcs covered by claim
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-medicare-payment-amount
           type: INT
       - ACMDTNS:
           description:
@@ -20634,6 +23499,7 @@ cms:
             text: Total charge for all accommodations related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-accommodations
           type: INT
       - DPRTMNTL:
           description:
@@ -20642,6 +23508,7 @@ cms:
             text: Total charge for all ancillary depts related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-ancillary-departments-related-beneficiarys-stay
           type: INT
       - PRVTDAY:
           description:
@@ -20649,6 +23516,7 @@ cms:
             original_type: NUM
             text: Private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/private-room-day-count
           type: INT
       - SPRVTDAY:
           description:
@@ -20656,6 +23524,7 @@ cms:
             original_type: NUM
             text: Semi-private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-day-count
           type: INT
       - WARDDAY:
           description:
@@ -20663,6 +23532,7 @@ cms:
             original_type: NUM
             text: Ward days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/ward-day-count
           type: INT
       - ICARECNT:
           description:
@@ -20670,6 +23540,7 @@ cms:
             original_type: NUM
             text: Intensive care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-day-count
           type: INT
       - CRNRYDAY:
           description:
@@ -20677,6 +23548,7 @@ cms:
             original_type: NUM
             text: Coronary care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-day-count
           type: INT
       - PRVTAMT:
           description:
@@ -20684,6 +23556,7 @@ cms:
             original_type: NUM
             text: Private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/private-room-charge-amount
           type: INT
       - SPRVTAMT:
           description:
@@ -20691,6 +23564,7 @@ cms:
             original_type: NUM
             text: Semi-private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-charge-amount
           type: INT
       - WARDAMT:
           description:
@@ -20698,6 +23572,7 @@ cms:
             original_type: NUM
             text: Ward accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ward-charge-amount
           type: INT
       - ICAREAMT:
           description:
@@ -20705,6 +23580,7 @@ cms:
             original_type: NUM
             text: Intensive care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-charge-amount
           type: INT
       - CRNRYAMT:
           description:
@@ -20712,6 +23588,7 @@ cms:
             original_type: NUM
             text: Coronary care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-charge-amount
           type: INT
       - OTHRAMT:
           description:
@@ -20719,6 +23596,7 @@ cms:
             original_type: NUM
             text: Other services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/other-service-charge-amount
           type: INT
       - PHRMCAMT:
           description:
@@ -20726,6 +23604,7 @@ cms:
             original_type: NUM
             text: Pharmaceutical costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-charge-amount
           type: INT
       - SUPLYAMT:
           description:
@@ -20733,6 +23612,7 @@ cms:
             original_type: NUM
             text: Medical/surgical supplies related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-charge-amount
           type: INT
       - DME_AMT:
           description:
@@ -20740,6 +23620,7 @@ cms:
             original_type: NUM
             text: DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/durable-medical-equipment-dme-charge-amount
           type: INT
       - UDME_AMT:
           description:
@@ -20747,6 +23628,7 @@ cms:
             original_type: NUM
             text: Used DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/used-durable-medical-equipment-dme-charge-amount
           type: INT
       - PHYTHAMT:
           description:
@@ -20754,6 +23636,7 @@ cms:
             original_type: NUM
             text: Physical therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/physical-therapy-charge-amount
           type: INT
       - OCPTLAMT:
           description:
@@ -20762,6 +23645,7 @@ cms:
             text: Occupational therapy services provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/occupational-therapy-charge-amount
           type: INT
       - SPCH_AMT:
           description:
@@ -20769,6 +23653,7 @@ cms:
             original_type: NUM
             text: Speech pathology services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/speech-pathology-charge-amount
           type: INT
       - INHLTAMT:
           description:
@@ -20776,6 +23661,7 @@ cms:
             original_type: NUM
             text: Inhalation therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inhalation-therapy-charge-amount
           type: INT
       - BLOODAMT:
           description:
@@ -20783,6 +23669,7 @@ cms:
             original_type: NUM
             text: Blood provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-charge-amount
           type: INT
       - BLDADMIN:
           description:
@@ -20790,6 +23677,7 @@ cms:
             original_type: NUM
             text: Blood storage and processing related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-storage-and-processing-charge-amount
           type: INT
       - BLDFRNSH:
           description:
@@ -20798,6 +23686,7 @@ cms:
             text: Quantity of blood (whole pints) furnished to beneficiary during
               stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/blood-pints-furnished-quantity
           type: INT
       - OROOMAMT:
           description:
@@ -20806,6 +23695,7 @@ cms:
             text: OR, recovery rm, and labor rm delivery used by bene during stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-room-charge-amount
           type: INT
       - LTHTRPSY:
           description:
@@ -20813,6 +23703,7 @@ cms:
             original_type: NUM
             text: Lithotripsy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/lithotripsy-charge-amount
           type: INT
       - CRDLGY:
           description:
@@ -20821,6 +23712,7 @@ cms:
             text: Cardiology services and ECG(s) provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiology-charge-amount
           type: INT
       - ANSTHSA:
           description:
@@ -20828,6 +23720,7 @@ cms:
             original_type: NUM
             text: Anesthesia services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/anesthesia-charge-amount
           type: INT
       - LAB_AMT:
           description:
@@ -20835,6 +23728,7 @@ cms:
             original_type: NUM
             text: Laboratory costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/laboratory-charge-amount
           type: INT
       - RDLGYAMT:
           description:
@@ -20842,6 +23736,7 @@ cms:
             original_type: NUM
             text: Radiology costs (excluding MRI) related to a beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-charge-amount-excluding-mri
           type: INT
       - MRI_AMT:
           description:
@@ -20849,6 +23744,7 @@ cms:
             original_type: NUM
             text: MRI services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/magnetic-resonance-imaging-mri-charge-amount
           type: INT
       - OPSRVC:
           description:
@@ -20856,6 +23752,7 @@ cms:
             original_type: NUM
             text: Outpatient services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/outpatient-service-charge-amount
           type: INT
       - ER_AMT:
           description:
@@ -20863,6 +23760,7 @@ cms:
             original_type: NUM
             text: Emergency room services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/emergency-room-er-charge-amount
           type: INT
       - AMBLNC:
           description:
@@ -20870,6 +23768,7 @@ cms:
             original_type: NUM
             text: Ambulance services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ambulance-charge-amount
           type: INT
       - PROFFEES:
           description:
@@ -20877,6 +23776,7 @@ cms:
             original_type: NUM
             text: Professional fees related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/professional-fees-charge-amount
           type: INT
       - ORGNAMT:
           description:
@@ -20885,6 +23785,7 @@ cms:
             text: Organ acquisition or oth donor bank srvcs related to benes stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-or-other-donor-bank-charge-amount
           type: INT
       - ESRDSETG:
           description:
@@ -20892,6 +23793,7 @@ cms:
             original_type: NUM
             text: ESRD services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-charge-amount
           type: INT
       - CLNC_AMT:
           description:
@@ -20899,6 +23801,7 @@ cms:
             original_type: NUM
             text: Clinic visits related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/clinic-visit-charge-amount
           type: INT
       - ICUINDCD:
           description:
@@ -20906,6 +23809,7 @@ cms:
             original_type: CHAR
             text: ICU type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-unit-icu-indicator-code
           type: VARCHAR(1)
       - CRNRY_CD:
           description:
@@ -20913,6 +23817,7 @@ cms:
             original_type: CHAR
             text: Coronary care unit type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-unit-ccu-indicator-code
           type: VARCHAR(1)
       - PHRMCYCD:
           description:
@@ -20920,6 +23825,7 @@ cms:
             original_type: CHAR
             text: Drugs type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-indicator-code
           type: VARCHAR(1)
       - TRNSPLNT:
           description:
@@ -20927,6 +23833,7 @@ cms:
             original_type: CHAR
             text: Organ transplant code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/organ-transplant-indicator-code
           type: VARCHAR(1)
       - ONCLGYSW:
           description:
@@ -20934,6 +23841,7 @@ cms:
             original_type: CHAR
             text: Radiology oncology services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/oncology-indicator
           type: VARCHAR(1)
       - DGNSTCSW:
           description:
@@ -20941,6 +23849,7 @@ cms:
             original_type: CHAR
             text: Radiology diagnostic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnostic-radiology-indicator
           type: VARCHAR(1)
       - THRPTCSW:
           description:
@@ -20948,6 +23857,7 @@ cms:
             original_type: CHAR
             text: Radiology therapeutic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/therapeutic-radiology-indicator
           type: VARCHAR(1)
       - NUCLR_SW:
           description:
@@ -20955,6 +23865,7 @@ cms:
             original_type: CHAR
             text: Radiology nuclear medicine services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-indicator
           type: VARCHAR(1)
       - CTSCANSW:
           description:
@@ -20962,6 +23873,7 @@ cms:
             original_type: CHAR
             text: Radiology computed tomographic (CT) scan services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-computed-tomographic-ct-scan-indicator
           type: VARCHAR(1)
       - IMGNG_SW:
           description:
@@ -20969,6 +23881,7 @@ cms:
             original_type: CHAR
             text: Radiology other imaging services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-indicator
           type: VARCHAR(1)
       - OPSRVCCD:
           description:
@@ -20976,6 +23889,7 @@ cms:
             original_type: CHAR
             text: Outpatient services/ambulatory surgical care code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/outpatient-servicesambulatory-surgical-care-indicator-code
           type: VARCHAR(1)
       - ORGNCD:
           description:
@@ -20983,6 +23897,7 @@ cms:
             original_type: CHAR
             text: Organ acquisition type code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-type-code
           type: VARCHAR(2)
       - ESRD_CD:
           description:
@@ -20990,6 +23905,7 @@ cms:
             original_type: CHAR
             text: ESRD condition code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-condition-indicator-code
           type: VARCHAR(2)
       - ESRDSTG1:
           description:
@@ -20997,6 +23913,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code I
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-1
           type: VARCHAR(2)
       - ESRDSTG2:
           description:
@@ -21004,6 +23921,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code II
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-2
           type: VARCHAR(2)
       - ESRDSTG3:
           description:
@@ -21011,6 +23929,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code III
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-3
           type: VARCHAR(2)
       - ESRDSTG4:
           description:
@@ -21018,6 +23937,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code IV
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-4
           type: VARCHAR(2)
       - ESRDSTG5:
           description:
@@ -21025,6 +23945,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code V
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-5
           type: VARCHAR(2)
       - AD_DGNS:
           description:
@@ -21032,6 +23953,7 @@ cms:
             original_type: CHAR
             text: Initial diagnosis at time of admission
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/admitting-diagnosis-code
           type: VARCHAR(7)
       - ADMTG_DGNS_VRSN_CD:
           description:
@@ -21039,6 +23961,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Admitting Diagnosis Version Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-admitting-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCNT:
           description:
@@ -21046,6 +23969,7 @@ cms:
             original_type: NUM
             text: Diagnosis codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-codes
           type: INT
       - DGNS_VRSN_CD:
           description:
@@ -21054,6 +23978,7 @@ cms:
             text: Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier
               Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_1:
           description:
@@ -21061,6 +23986,7 @@ cms:
             original_type: CHAR
             text: Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-1-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_2:
           description:
@@ -21068,6 +23994,7 @@ cms:
             original_type: CHAR
             text: Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-2-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_3:
           description:
@@ -21075,6 +24002,7 @@ cms:
             original_type: CHAR
             text: Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-3-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_4:
           description:
@@ -21082,6 +24010,7 @@ cms:
             original_type: CHAR
             text: Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-4-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_5:
           description:
@@ -21089,6 +24018,7 @@ cms:
             original_type: CHAR
             text: Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-5-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_6:
           description:
@@ -21096,6 +24026,7 @@ cms:
             original_type: CHAR
             text: Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-6-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_7:
           description:
@@ -21103,6 +24034,7 @@ cms:
             original_type: CHAR
             text: Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-7-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_8:
           description:
@@ -21110,6 +24042,7 @@ cms:
             original_type: CHAR
             text: Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-8-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_9:
           description:
@@ -21117,6 +24050,7 @@ cms:
             original_type: CHAR
             text: Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-9-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_10:
           description:
@@ -21124,6 +24058,7 @@ cms:
             original_type: CHAR
             text: Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-10-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_11:
           description:
@@ -21131,6 +24066,7 @@ cms:
             original_type: CHAR
             text: Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-11-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_12:
           description:
@@ -21138,6 +24074,7 @@ cms:
             original_type: CHAR
             text: Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-12-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_13:
           description:
@@ -21145,6 +24082,7 @@ cms:
             original_type: CHAR
             text: Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-13-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_14:
           description:
@@ -21152,6 +24090,7 @@ cms:
             original_type: CHAR
             text: Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-14-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_15:
           description:
@@ -21159,6 +24098,7 @@ cms:
             original_type: CHAR
             text: Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-15-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_16:
           description:
@@ -21166,6 +24106,7 @@ cms:
             original_type: CHAR
             text: Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-16-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_17:
           description:
@@ -21173,6 +24114,7 @@ cms:
             original_type: CHAR
             text: Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-17-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_18:
           description:
@@ -21180,6 +24122,7 @@ cms:
             original_type: CHAR
             text: Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-18-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_19:
           description:
@@ -21187,6 +24130,7 @@ cms:
             original_type: CHAR
             text: Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-19-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_20:
           description:
@@ -21194,6 +24138,7 @@ cms:
             original_type: CHAR
             text: Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-20-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_21:
           description:
@@ -21201,6 +24146,7 @@ cms:
             original_type: CHAR
             text: Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-21-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_22:
           description:
@@ -21208,6 +24154,7 @@ cms:
             original_type: CHAR
             text: Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-22-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_23:
           description:
@@ -21215,6 +24162,7 @@ cms:
             original_type: CHAR
             text: Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-23-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_24:
           description:
@@ -21222,6 +24170,7 @@ cms:
             original_type: CHAR
             text: Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-24-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_25:
           description:
@@ -21229,6 +24178,7 @@ cms:
             original_type: CHAR
             text: Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-25-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCD1:
           description:
@@ -21236,6 +24186,7 @@ cms:
             original_type: CHAR
             text: Primary ICD-9-CM code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-principal-diagnosis-code
           type: VARCHAR(7)
       - DGNSCD2:
           description:
@@ -21243,6 +24194,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-2
           type: VARCHAR(7)
       - DGNSCD3:
           description:
@@ -21250,6 +24202,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-3
           type: VARCHAR(7)
       - DGNSCD4:
           description:
@@ -21257,6 +24210,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-4
           type: VARCHAR(7)
       - DGNSCD5:
           description:
@@ -21264,6 +24218,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-5
           type: VARCHAR(7)
       - DGNSCD6:
           description:
@@ -21271,6 +24226,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-6
           type: VARCHAR(7)
       - DGNSCD7:
           description:
@@ -21278,6 +24234,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-7
           type: VARCHAR(7)
       - DGNSCD8:
           description:
@@ -21285,6 +24242,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-8
           type: VARCHAR(7)
       - DGNSCD9:
           description:
@@ -21292,6 +24250,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-9
           type: VARCHAR(7)
       - DGNSCD10:
           description:
@@ -21299,6 +24258,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-10
           type: VARCHAR(7)
       - DGNSCD11:
           description:
@@ -21306,6 +24266,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-11
           type: VARCHAR(7)
       - DGNSCD12:
           description:
@@ -21313,6 +24274,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-12
           type: VARCHAR(7)
       - DGNSCD13:
           description:
@@ -21320,6 +24282,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-13
           type: VARCHAR(7)
       - DGNSCD14:
           description:
@@ -21327,6 +24290,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-14
           type: VARCHAR(7)
       - DGNSCD15:
           description:
@@ -21334,6 +24298,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-15
           type: VARCHAR(7)
       - DGNSCD16:
           description:
@@ -21341,6 +24306,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-16
           type: VARCHAR(7)
       - DGNSCD17:
           description:
@@ -21348,6 +24314,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-17
           type: VARCHAR(7)
       - DGNSCD18:
           description:
@@ -21355,6 +24322,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-18
           type: VARCHAR(7)
       - DGNSCD19:
           description:
@@ -21362,6 +24330,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-19
           type: VARCHAR(7)
       - DGNSCD20:
           description:
@@ -21369,6 +24338,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-20
           type: VARCHAR(7)
       - DGNSCD21:
           description:
@@ -21376,6 +24346,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-21
           type: VARCHAR(7)
       - DGNSCD22:
           description:
@@ -21383,6 +24354,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-22
           type: VARCHAR(7)
       - DGNSCD23:
           description:
@@ -21390,6 +24362,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-23
           type: VARCHAR(7)
       - DGNSCD24:
           description:
@@ -21397,6 +24370,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-24
           type: VARCHAR(7)
       - DGNSCD25:
           description:
@@ -21404,6 +24378,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-25
           type: VARCHAR(7)
       - DGNS_POA:
           description:
@@ -21411,6 +24386,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Code POA Array
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-code-poa-array
           type: VARCHAR(10)
       - POA_DGNS_CD_CNT:
           description:
@@ -21418,6 +24394,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-codes
           type: INT
       - POA_DGNS_1_IND_CD:
           description:
@@ -21425,6 +24402,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_2_IND_CD:
           description:
@@ -21432,6 +24410,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_3_IND_CD:
           description:
@@ -21439,6 +24418,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_4_IND_CD:
           description:
@@ -21446,6 +24426,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_5_IND_CD:
           description:
@@ -21453,6 +24434,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_6_IND_CD:
           description:
@@ -21460,6 +24442,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_7_IND_CD:
           description:
@@ -21467,6 +24450,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_8_IND_CD:
           description:
@@ -21474,6 +24458,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_9_IND_CD:
           description:
@@ -21481,6 +24466,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_10_IND_CD:
           description:
@@ -21488,6 +24474,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_11_IND_CD:
           description:
@@ -21495,6 +24482,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_12_IND_CD:
           description:
@@ -21502,6 +24490,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-12
           type: VARCHAR(1)
       - POA_DGNS_13_IND_CD:
           description:
@@ -21509,6 +24498,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-13
           type: VARCHAR(1)
       - POA_DGNS_14_IND_CD:
           description:
@@ -21516,6 +24506,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-14
           type: VARCHAR(1)
       - POA_DGNS_15_IND_CD:
           description:
@@ -21523,6 +24514,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-15
           type: VARCHAR(1)
       - POA_DGNS_16_IND_CD:
           description:
@@ -21530,6 +24522,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-16
           type: VARCHAR(1)
       - POA_DGNS_17_IND_CD:
           description:
@@ -21537,6 +24530,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-17
           type: VARCHAR(1)
       - POA_DGNS_18_IND_CD:
           description:
@@ -21544,6 +24538,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-18
           type: VARCHAR(1)
       - POA_DGNS_19_IND_CD:
           description:
@@ -21551,6 +24546,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-19
           type: VARCHAR(1)
       - POA_DGNS_20_IND_CD:
           description:
@@ -21558,6 +24554,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-20
           type: VARCHAR(1)
       - POA_DGNS_21_IND_CD:
           description:
@@ -21565,6 +24562,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-21
           type: VARCHAR(1)
       - POA_DGNS_22_IND_CD:
           description:
@@ -21572,6 +24570,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-22
           type: VARCHAR(1)
       - POA_DGNS_23_IND_CD:
           description:
@@ -21579,6 +24578,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-23
           type: VARCHAR(1)
       - POA_DGNS_24_IND_CD:
           description:
@@ -21586,6 +24586,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-24
           type: VARCHAR(1)
       - POA_DGNS_25_IND_CD:
           description:
@@ -21593,6 +24594,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - DGNS_E_CD_CNT:
           description:
@@ -21600,6 +24602,7 @@ cms:
             original_type: NUM
             text: MEDPAR Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-e-codes
           type: INT
       - DGNS_E_VRSN_CD:
           description:
@@ -21607,6 +24610,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-earlier-version
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_1:
           description:
@@ -21614,6 +24618,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_2:
           description:
@@ -21621,6 +24626,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-2
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_3:
           description:
@@ -21628,6 +24634,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-3
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_4:
           description:
@@ -21635,6 +24642,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-4
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_5:
           description:
@@ -21642,6 +24650,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-5
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_6:
           description:
@@ -21649,6 +24658,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-6
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_7:
           description:
@@ -21656,6 +24666,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-7
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_8:
           description:
@@ -21663,6 +24674,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-8
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_9:
           description:
@@ -21670,6 +24682,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-9
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_10:
           description:
@@ -21677,6 +24690,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-10
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_11:
           description:
@@ -21684,6 +24698,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-11
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_12:
           description:
@@ -21691,6 +24706,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-12
           type: VARCHAR(1)
       - DGNS_E_1_CD:
           description:
@@ -21699,6 +24715,7 @@ cms:
             text: E Diagnosis Code 1 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - DGNS_E_2_CD:
           description:
@@ -21707,6 +24724,7 @@ cms:
             text: E Diagnosis Code 2 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-2
           type: VARCHAR(7)
       - DGNS_E_3_CD:
           description:
@@ -21715,6 +24733,7 @@ cms:
             text: E Diagnosis Code 3 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-3
           type: VARCHAR(7)
       - DGNS_E_4_CD:
           description:
@@ -21723,6 +24742,7 @@ cms:
             text: E Diagnosis Code 4 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-4
           type: VARCHAR(7)
       - DGNS_E_5_CD:
           description:
@@ -21731,6 +24751,7 @@ cms:
             text: E Diagnosis Code 5 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-5
           type: VARCHAR(7)
       - DGNS_E_6_CD:
           description:
@@ -21739,6 +24760,7 @@ cms:
             text: E Diagnosis Code 6 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-6
           type: VARCHAR(7)
       - DGNS_E_7_CD:
           description:
@@ -21747,6 +24769,7 @@ cms:
             text: E Diagnosis Code 7 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-7
           type: VARCHAR(7)
       - DGNS_E_8_CD:
           description:
@@ -21755,6 +24778,7 @@ cms:
             text: E Diagnosis Code 8 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-8
           type: VARCHAR(7)
       - DGNS_E_9_CD:
           description:
@@ -21763,6 +24787,7 @@ cms:
             text: E Diagnosis Code 9 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-9
           type: VARCHAR(7)
       - DGNS_E_10_CD:
           description:
@@ -21771,6 +24796,7 @@ cms:
             text: E Diagnosis Code 10 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-10
           type: VARCHAR(7)
       - DGNS_E_11_CD:
           description:
@@ -21779,6 +24805,7 @@ cms:
             text: E Diagnosis Code 11 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-11
           type: VARCHAR(7)
       - DGNS_E_12_CD:
           description:
@@ -21787,6 +24814,7 @@ cms:
             text: E Diagnosis Code 12 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - POA_DGNS_E_CD_CNT:
           description:
@@ -21794,6 +24822,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-e-codes
           type: INT
       - POA_DGNS_E_1_IND_CD:
           description:
@@ -21801,6 +24830,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_E_2_IND_CD:
           description:
@@ -21808,6 +24838,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_E_3_IND_CD:
           description:
@@ -21815,6 +24846,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_E_4_IND_CD:
           description:
@@ -21822,6 +24854,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_E_5_IND_CD:
           description:
@@ -21829,6 +24862,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_E_6_IND_CD:
           description:
@@ -21836,6 +24870,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_E_7_IND_CD:
           description:
@@ -21843,6 +24878,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_E_8_IND_CD:
           description:
@@ -21850,6 +24886,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_E_9_IND_CD:
           description:
@@ -21857,6 +24894,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_E_10_IND_CD:
           description:
@@ -21864,6 +24902,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_E_11_IND_CD:
           description:
@@ -21871,6 +24910,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_E_12_IND_CD:
           description:
@@ -21878,6 +24918,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-12
           type: VARCHAR(1)
       - PRCDRSW:
           description:
@@ -21885,6 +24926,7 @@ cms:
             original_type: CHAR
             text: Surgical procedures indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-indicator
           type: VARCHAR(1)
       - PRCDRCNT:
           description:
@@ -21892,6 +24934,7 @@ cms:
             original_type: NUM
             text: Surgical procedure codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-codes-included-stay
           type: INT
       - SRGCL_PRCDR_VRSN_CD:
           description:
@@ -21899,6 +24942,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_1:
           description:
@@ -21906,6 +24950,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_2:
           description:
@@ -21913,6 +24958,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-2
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_3:
           description:
@@ -21920,6 +24966,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-3
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_4:
           description:
@@ -21927,6 +24974,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-4
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_5:
           description:
@@ -21934,6 +24982,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-5
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_6:
           description:
@@ -21941,6 +24990,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-6
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_7:
           description:
@@ -21948,6 +24998,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-7
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_8:
           description:
@@ -21955,6 +25006,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-8
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_9:
           description:
@@ -21962,6 +25014,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-9
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_10:
           description:
@@ -21969,6 +25022,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-10
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_11:
           description:
@@ -21976,6 +25030,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_12:
           description:
@@ -21983,6 +25038,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_13:
           description:
@@ -21990,6 +25046,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-13
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_14:
           description:
@@ -21997,6 +25054,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-14
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_15:
           description:
@@ -22004,6 +25062,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-15
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_16:
           description:
@@ -22011,6 +25070,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-16
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_17:
           description:
@@ -22018,6 +25078,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-17
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_18:
           description:
@@ -22025,6 +25086,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-18
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_19:
           description:
@@ -22032,6 +25094,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-19
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_20:
           description:
@@ -22039,6 +25102,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-20
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_21:
           description:
@@ -22046,6 +25110,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-21
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_22:
           description:
@@ -22053,6 +25118,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-22
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_23:
           description:
@@ -22060,6 +25126,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-23
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_24:
           description:
@@ -22067,6 +25134,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-24
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_25:
           description:
@@ -22074,6 +25142,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(1)
       - PRCDRCD1:
           description:
@@ -22081,6 +25150,7 @@ cms:
             original_type: CHAR
             text: Principal Procedure code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(7)
       - PRCDRCD2:
           description:
@@ -22088,6 +25158,7 @@ cms:
             original_type: CHAR
             text: Procedure Code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-2
           type: VARCHAR(7)
       - PRCDRCD3:
           description:
@@ -22095,6 +25166,7 @@ cms:
             original_type: CHAR
             text: Procedure Code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-3
           type: VARCHAR(7)
       - PRCDRCD4:
           description:
@@ -22102,6 +25174,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(7)
       - PRCDRCD5:
           description:
@@ -22109,6 +25182,7 @@ cms:
             original_type: CHAR
             text: Procedure Code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-5
           type: VARCHAR(7)
       - PRCDRCD6:
           description:
@@ -22116,6 +25190,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-6
           type: VARCHAR(7)
       - PRCDRCD7:
           description:
@@ -22123,6 +25198,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-7
           type: VARCHAR(7)
       - PRCDRCD8:
           description:
@@ -22130,6 +25206,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-8
           type: VARCHAR(7)
       - PRCDRCD9:
           description:
@@ -22137,6 +25214,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-9
           type: VARCHAR(7)
       - PRCDRCD10:
           description:
@@ -22144,6 +25222,7 @@ cms:
             original_type: CHAR
             text: Procedure Code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-10
           type: VARCHAR(7)
       - PRCDRCD11:
           description:
@@ -22151,6 +25230,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-11
           type: VARCHAR(7)
       - PRCDRCD12:
           description:
@@ -22158,6 +25238,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-12
           type: VARCHAR(7)
       - PRCDRCD13:
           description:
@@ -22165,6 +25246,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-13
           type: VARCHAR(7)
       - PRCDRCD14:
           description:
@@ -22172,6 +25254,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-14
           type: VARCHAR(7)
       - PRCDRCD15:
           description:
@@ -22179,6 +25262,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-15
           type: VARCHAR(7)
       - PRCDRCD16:
           description:
@@ -22186,6 +25270,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-16
           type: VARCHAR(7)
       - PRCDRCD17:
           description:
@@ -22193,6 +25278,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-17
           type: VARCHAR(7)
       - PRCDRCD18:
           description:
@@ -22200,6 +25286,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-18
           type: VARCHAR(7)
       - PRCDRCD19:
           description:
@@ -22207,6 +25294,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-19
           type: VARCHAR(7)
       - PRCDRCD20:
           description:
@@ -22214,6 +25302,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-20
           type: VARCHAR(7)
       - PRCDRCD21:
           description:
@@ -22221,6 +25310,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-21
           type: VARCHAR(7)
       - PRCDRCD22:
           description:
@@ -22228,6 +25318,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-22
           type: VARCHAR(7)
       - PRCDRCD23:
           description:
@@ -22235,6 +25326,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-23
           type: VARCHAR(7)
       - PRCDRCD24:
           description:
@@ -22242,6 +25334,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-24
           type: VARCHAR(7)
       - PRCDRCD25:
           description:
@@ -22249,6 +25342,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-25
           type: VARCHAR(7)
       - PRCDTCNT:
           description:
@@ -22256,6 +25350,7 @@ cms:
             original_type: NUM
             text: Dates associated with surgical procedures included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/dates-associated-surgical-procedures-included-stay
           type: INT
       - PRCDRDT1:
           description:
@@ -22263,6 +25358,7 @@ cms:
             original_type: DATE
             text: Principal Procedure Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-date
           type: DATE
       - PRCDRDT2:
           description:
@@ -22270,6 +25366,7 @@ cms:
             original_type: DATE
             text: Procedure Date II
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-2
           type: DATE
       - PRCDRDT3:
           description:
@@ -22277,6 +25374,7 @@ cms:
             original_type: DATE
             text: Procedure Date III
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-3
           type: DATE
       - PRCDRDT4:
           description:
@@ -22284,6 +25382,7 @@ cms:
             original_type: DATE
             text: Procedure Date IV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-4
           type: DATE
       - PRCDRDT5:
           description:
@@ -22291,6 +25390,7 @@ cms:
             original_type: DATE
             text: Procedure Date V
             width: 8.0
+          reference: null
           type: DATE
       - PRCDRDT6:
           description:
@@ -22298,6 +25398,7 @@ cms:
             original_type: DATE
             text: Procedure Date VI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-6
           type: DATE
       - PRCDRDT7:
           description:
@@ -22305,6 +25406,7 @@ cms:
             original_type: DATE
             text: Procedure Date VII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-7
           type: DATE
       - PRCDRDT8:
           description:
@@ -22312,6 +25414,7 @@ cms:
             original_type: DATE
             text: Procedure Date VIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-8
           type: DATE
       - PRCDRDT9:
           description:
@@ -22319,6 +25422,7 @@ cms:
             original_type: DATE
             text: Procedure Date IX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-9
           type: DATE
       - PRCDRDT10:
           description:
@@ -22326,6 +25430,7 @@ cms:
             original_type: DATE
             text: Procedure Date X
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-10
           type: DATE
       - PRCDRDT11:
           description:
@@ -22333,6 +25438,7 @@ cms:
             original_type: DATE
             text: Procedure Date XI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-11
           type: DATE
       - PRCDRDT12:
           description:
@@ -22340,6 +25446,7 @@ cms:
             original_type: DATE
             text: Procedure Date XII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-12
           type: DATE
       - PRCDRDT13:
           description:
@@ -22347,6 +25454,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-13
           type: DATE
       - PRCDRDT14:
           description:
@@ -22354,6 +25462,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-14
           type: DATE
       - PRCDRDT15:
           description:
@@ -22361,6 +25470,7 @@ cms:
             original_type: DATE
             text: Procedure Date XV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-15
           type: DATE
       - PRCDRDT16:
           description:
@@ -22368,6 +25478,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-16
           type: DATE
       - PRCDRDT17:
           description:
@@ -22375,6 +25486,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-17
           type: DATE
       - PRCDRDT18:
           description:
@@ -22382,6 +25494,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-18
           type: DATE
       - PRCDRDT19:
           description:
@@ -22389,6 +25502,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-19
           type: DATE
       - PRCDRDT20:
           description:
@@ -22396,6 +25510,7 @@ cms:
             original_type: DATE
             text: Procedure Date XX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-20
           type: DATE
       - PRCDRDT21:
           description:
@@ -22403,6 +25518,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-21
           type: DATE
       - PRCDRDT22:
           description:
@@ -22410,6 +25526,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-22
           type: DATE
       - PRCDRDT23:
           description:
@@ -22417,6 +25534,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-23
           type: DATE
       - PRCDRDT24:
           description:
@@ -22424,6 +25542,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-24
           type: DATE
       - PRCDRDT25:
           description:
@@ -22431,6 +25550,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-25
           type: DATE
       - CLM_PTNT_RLTNSHP_CD:
           description:
@@ -22438,6 +25558,7 @@ cms:
             original_type: CHAR
             text: Claim Patient Relationship Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/claim-patient-relationship-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_1_CD:
           description:
@@ -22445,6 +25566,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 1 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-1-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_2_CD:
           description:
@@ -22452,6 +25574,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 2 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-2-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_3_CD:
           description:
@@ -22459,6 +25582,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 3 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-3-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_4_CD:
           description:
@@ -22466,6 +25590,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 4 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-4-code
           type: VARCHAR(2)
       - VBP_PRTCPNT_IND_CD:
           description:
@@ -22473,6 +25598,7 @@ cms:
             original_type: CHAR
             text: VBP Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-participant-indicator-code
           type: VARCHAR(1)
       - HRR_PRTCPNT_IND_CD:
           description:
@@ -22480,6 +25606,7 @@ cms:
             original_type: CHAR
             text: HRR Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-participant-indicator-code
           type: VARCHAR(1)
       - BNDLD_MODEL_DSCNT_PCT:
           description:
@@ -22487,6 +25614,7 @@ cms:
             original_type: NUM
             text: Bundled Model Discount Percent
             width: 7.4
+          reference: https://resdac.org/cms-data/variables/bundled-payment-model-discount-percent
           type: NUMERIC(7,4)
       - VBP_ADJSTMT_PCT:
           description:
@@ -22494,6 +25622,7 @@ cms:
             original_type: NUM
             text: VBP Adjustment Percent
             width: 15.12
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-adjustment-percent
           type: NUMERIC(15,12)
       - HRR_ADJSTMT_PCT:
           description:
@@ -22501,6 +25630,7 @@ cms:
             original_type: NUM
             text: HRR Adjustment Percent
             width: 8.5
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-adjustment-percent
           type: NUMERIC(8,5)
       - INFRMTL_ENCTR_IND_SW:
           description:
@@ -22508,6 +25638,7 @@ cms:
             original_type: CHAR
             text: Informational Encounter Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/informational-encounter-indicator
           type: VARCHAR(1)
       - MA_TCHNG_IND_SW:
           description:
@@ -22515,6 +25646,7 @@ cms:
             original_type: CHAR
             text: MA Teaching Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/ma-teaching-indicator
           type: VARCHAR(1)
       - PROD_RPLCMT_LIFECYC_SW:
           description:
@@ -22522,6 +25654,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Lifecycle Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-within-product-lifecycle-early
           type: VARCHAR(1)
       - PROD_RPLCMT_RCLL_SW:
           description:
@@ -22529,6 +25662,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Recall Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-recall-product
           type: VARCHAR(1)
       - CRED_RCVD_RPLCD_DVC_SW:
           description:
@@ -22536,6 +25670,7 @@ cms:
             original_type: CHAR
             text: Credit Received Replaced Device Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/credit-received-replaced-device
           type: VARCHAR(1)
       - OBSRVTN_SW:
           description:
@@ -22543,6 +25678,7 @@ cms:
             original_type: CHAR
             text: Observation Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/observation-unit-indicator
           type: VARCHAR(1)
       - NEW_TCHNLGY_ADD_ON_AMT:
           description:
@@ -22550,6 +25686,7 @@ cms:
             original_type: NUM
             text: New Technology Add-On Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/new-technology-add-amount
           type: INT
       - BASE_OPRTG_DRG_AMT:
           description:
@@ -22557,6 +25694,7 @@ cms:
             original_type: NUM
             text: Base Operating DRG Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/base-operating-drg-amount
           type: INT
       - OPRTG_HSP_AMT:
           description:
@@ -22564,6 +25702,7 @@ cms:
             original_type: NUM
             text: Operating Hospital Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-hospital-amount
           type: INT
       - MDCL_SRGCL_GNRL_AMT:
           description:
@@ -22571,6 +25710,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical General Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_NSTRL_AMT:
           description:
@@ -22578,6 +25718,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Non-Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-non-sterile-supplies-amount
           type: INT
       - MDCL_SRGCL_STRL_AMT:
           description:
@@ -22585,6 +25726,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-sterile-supplies-amount
           type: INT
       - TAKE_HOME_AMT:
           description:
@@ -22592,6 +25734,7 @@ cms:
             original_type: NUM
             text: Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-take-home-amount
           type: INT
       - PRSTHTC_ORTHTC_AMT:
           description:
@@ -22599,6 +25742,7 @@ cms:
             original_type: NUM
             text: Prosthetic Orthotic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_PCMKR_AMT:
           description:
@@ -22606,6 +25750,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Pacemaker Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-pacemaker-amount
           type: INT
       - INTRAOCULAR_LENS_AMT:
           description:
@@ -22613,6 +25758,7 @@ cms:
             original_type: NUM
             text: Intraocular Lens Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-intraocular-lens-amount
           type: INT
       - OXYGN_TAKE_HOME_AMT:
           description:
@@ -22620,6 +25766,7 @@ cms:
             original_type: NUM
             text: Oxygen Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-oxygen-take-home-amount
           type: INT
       - OTHR_IMPLANTS_AMT:
           description:
@@ -22627,6 +25774,7 @@ cms:
             original_type: NUM
             text: Other Implants Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-implants-amount
           type: INT
       - OTHR_SUPLIES_DVC_AMT:
           description:
@@ -22634,6 +25782,7 @@ cms:
             original_type: NUM
             text: Other Supplies Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-device-amount
           type: INT
       - INCDNT_RDLGY_AMT:
           description:
@@ -22641,6 +25790,7 @@ cms:
             original_type: NUM
             text: Incident Radiology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-radiology-amount
           type: INT
       - INCDNT_DGNSTC_SRVCS_AMT:
           description:
@@ -22648,6 +25798,7 @@ cms:
             original_type: NUM
             text: Incident Diagnostic Services Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-diagnostic-services-amount
           type: INT
       - MDCL_SRGCL_DRSNG_AMT:
           description:
@@ -22655,6 +25806,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Dressing Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-dressing-amount
           type: INT
       - INVSTGTNL_DVC_AMT:
           description:
@@ -22662,6 +25814,7 @@ cms:
             original_type: NUM
             text: Investigational Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-investigational-device-amount
           type: INT
       - MDCL_SRGCL_MISC_AMT:
           description:
@@ -22669,6 +25822,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Miscellaneous Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medical-surgical-miscellaneous-amount
           type: INT
       - RDLGY_ONCOLOGY_AMT:
           description:
@@ -22676,6 +25830,7 @@ cms:
             original_type: NUM
             text: Radiology/Oncology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/oncology-amount
           type: INT
       - RDLGY_DGNSTC_AMT:
           description:
@@ -22683,6 +25838,7 @@ cms:
             original_type: NUM
             text: Radiology Diagnostic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-diagnostic-amount
           type: INT
       - RDLGY_THRPTC_AMT:
           description:
@@ -22690,6 +25846,7 @@ cms:
             original_type: NUM
             text: Radiology Therapeutic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-therapeutic-amount
           type: INT
       - RDLGY_NUCLR_MDCN_AMT:
           description:
@@ -22697,6 +25854,7 @@ cms:
             original_type: NUM
             text: Radiology Nuclear Medicine Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-amount
           type: INT
       - RDLGY_CT_SCAN_AMT:
           description:
@@ -22704,6 +25862,7 @@ cms:
             original_type: NUM
             text: Radiology CT Scan Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-ct-scan-amount
           type: INT
       - RDLGY_OTHR_IMGNG_AMT:
           description:
@@ -22711,6 +25870,7 @@ cms:
             original_type: NUM
             text: Radiology Other Imaging Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-amount
           type: INT
       - OPRTG_ROOM_AMT:
           description:
@@ -22718,6 +25878,7 @@ cms:
             original_type: NUM
             text: Operating Room Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-and-recovery-room-amount
           type: INT
       - OR_LABOR_DLVRY_AMT:
           description:
@@ -22725,6 +25886,7 @@ cms:
             original_type: NUM
             text: O/R Labor Delivery Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/labor-room-and-delivery-amount
           type: INT
       - CRDC_CATHRZTN_AMT:
           description:
@@ -22732,6 +25894,7 @@ cms:
             original_type: NUM
             text: Cardiac Catheterization Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiac-catheterization-lab-amount
           type: INT
       - SQSTRTN_RDCTN_AMT:
           description:
@@ -22739,6 +25902,7 @@ cms:
             original_type: NUM
             text: Sequestration Reduction Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/sequestration-reduction-amount
           type: INT
       - UNCOMPD_CARE_PYMT_AMT:
           description:
@@ -22746,6 +25910,7 @@ cms:
             original_type: NUM
             text: Uncompensated Care Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/uncompensated-care-payment-amount
           type: INT
       - BNDLD_ADJSTMT_AMT:
           description:
@@ -22753,6 +25918,7 @@ cms:
             original_type: NUM
             text: Bundled Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/bundled-payment-adjustment-amount
           type: INT
       - VBP_ADJSTMT_AMT:
           description:
@@ -22760,6 +25926,7 @@ cms:
             original_type: NUM
             text: Hospital Value Based Purchasing (VBP) Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-value-based-purchasing-vbp-amount
           type: INT
       - HRR_ADJSTMT_AMT:
           description:
@@ -22767,6 +25934,7 @@ cms:
             original_type: NUM
             text: Hospital Readmission Reduction (HRR) Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-adjustment-amount
           type: INT
       - EHR_PYMT_ADJSTMT_AMT:
           description:
@@ -22774,6 +25942,7 @@ cms:
             original_type: NUM
             text: Electronic Health Record (EHR) Payment Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/electronic-health-record-ehr-payment-adjustment-amount
           type: INT
       - PPS_STD_VAL_PYMT_AMT:
           description:
@@ -22781,6 +25950,7 @@ cms:
             original_type: NUM
             text: Claim PPS Standard Value Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/standard-payment-amount
           type: INT
       - FINL_STD_AMT:
           description:
@@ -22788,6 +25958,7 @@ cms:
             original_type: NUM
             text: Claim Final Standard Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-final-standard-payment-amount
           type: INT
       - HAC_RDCTN_PMT_AMT:
           description:
@@ -22795,6 +25966,7 @@ cms:
             original_type: NUM
             text: Hospital Acquired Conditions Reduction Payment Amount (IPPS_FLEX_PYMT_6_AMT)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-acquired-conditions-hac-reduction-payment-amount
           type: INT
       - IPPS_FLEX_PYMT_7_AMT:
           description:
@@ -22802,6 +25974,7 @@ cms:
             original_type: NUM
             text: IPPS Flexible Payment Amount II
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/flexible-payment-amount-7th-placeholder
           type: INT
       - PTNT_ADD_ON_PYMT_AMT:
           description:
@@ -22809,6 +25982,7 @@ cms:
             original_type: NUM
             text: Revenue Center Patient/Initial Visit Add-On Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/patient-add-payment-amount-new-patient
           type: INT
       - HAC_PGM_RDCTN_IND_SW:
           description:
@@ -22816,6 +25990,7 @@ cms:
             original_type: CHAR
             text: Hospital Acquired Conditions (HAC) Program Reduction Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-hospital-acquired-condition-hac-program-reduction-indicator-switch
           type: VARCHAR(1)
       - PGM_RDCTN_IND_SW:
           description:
@@ -22823,6 +25998,7 @@ cms:
             original_type: CHAR
             text: Electronic Health Records (EHR) Program Reduction Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/electronic-health-records-ehr-program-reduction-indicator
           type: VARCHAR(1)
       - PA_IND_CD:
           description:
@@ -22830,6 +26006,7 @@ cms:
             original_type: CHAR
             text: Claim Prior Authorization Indicator Code
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/prior-authorization-indicator-code
           type: VARCHAR(4)
       - UNIQ_TRKNG_NUM:
           description:
@@ -22837,6 +26014,7 @@ cms:
             original_type: CHAR
             text: Claim Unique Tracking Number
             width: 14.0
+          reference: https://resdac.org/cms-data/variables/unique-tracking-number
           type: VARCHAR(14)
       - STAY_2_IND_SW:
           description:
@@ -22844,6 +26022,7 @@ cms:
             original_type: CHAR
             text: Stay 2 Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/two-midnight-stay-indicator
           type: VARCHAR(1)
       - CLM_SITE_NTRL_PYMT_CST_AMT:
           description:
@@ -22851,6 +26030,7 @@ cms:
             original_type: NUM
             text: Claim Site Neutral Payment Based on Cost Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-site-neutral-payment-based-cost-amount
           type: INT
       - CLM_SITE_NTRL_PYMT_IPPS_AMT:
           description:
@@ -22858,6 +26038,7 @@ cms:
             original_type: NUM
             text: Claim Site Neutral Payment Based on IPPS Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-site-neutral-payment-based-ipps-amount
           type: INT
       - CLM_FULL_STD_PYMT_AMT:
           description:
@@ -22865,6 +26046,7 @@ cms:
             original_type: NUM
             text: Claim Full Standard Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-full-standard-payment-amount
           type: INT
       - CLM_SS_OUTLIER_STD_PYMT_AMT:
           description:
@@ -22872,6 +26054,7 @@ cms:
             original_type: NUM
             text: Claim Short Stay Outlier (SSO) Standard Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-short-stay-outlier-sso-standard-payment-amount
           type: INT
       - CLM_NGACO_IND_1_CD:
           description:
@@ -22880,6 +26063,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-1
           type: VARCHAR(1)
       - CLM_NGACO_IND_2_CD:
           description:
@@ -22888,6 +26072,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-2
           type: VARCHAR(1)
       - CLM_NGACO_IND_3_CD:
           description:
@@ -22896,6 +26081,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-3
           type: VARCHAR(1)
       - CLM_NGACO_IND_4_CD:
           description:
@@ -22904,6 +26090,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-4
           type: VARCHAR(1)
       - CLM_NGACO_IND_5_CD:
           description:
@@ -22912,6 +26099,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-5
           type: VARCHAR(1)
       - CLM_RSDL_PYMT_IND_CD:
           description:
@@ -22919,6 +26107,7 @@ cms:
             original_type: CHAR
             text: Claim Residual Payment Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-residual-payment-indicator-code
           type: VARCHAR(1)
       - CLM_RP_IND_CD:
           description:
@@ -22926,6 +26115,7 @@ cms:
             original_type: CHAR
             text: Claim Representative Payee (RP) Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-claim-representative-payee-rp-indicator-code
           type: VARCHAR(1)
       - RC_RP_IND_CD:
           description:
@@ -22933,6 +26123,7 @@ cms:
             original_type: CHAR
             text: Revenue Center Representative Payee (RP) Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-claim-representative-payee-rp-indicator-code
           type: VARCHAR(1)
       - FILE:
           description:
@@ -22941,6 +26132,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -22949,6 +26141,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -22956,6 +26149,7 @@ cms:
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -22966,6 +26160,7 @@ cms:
             text: Year of MedPAR Record
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (MEDPAR_YR_NUM) STORED
             type: generated
@@ -22976,6 +26171,7 @@ cms:
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (BENE_ZIP) STORED
             type: generated
@@ -22997,6 +26193,7 @@ cms:
             text: Encrypted 723 Beneficiary ID
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - MEDPARID:
           description:
@@ -23004,6 +26201,7 @@ cms:
             original_type: CHAR
             text: Unique Key for CCW MedPAR Table
             width: 15.0
+          reference: https://resdac.org/cms-data/variables/medpar-id-number
           type: VARCHAR(15)
       - MEDPAR_YR_NUM:
           description:
@@ -23011,6 +26209,7 @@ cms:
             original_type: CHAR
             text: Year of MedPAR Record
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/year-medpar-record
           type: VARCHAR(4)
       - CLM_TYPE:
           description:
@@ -23018,6 +26217,7 @@ cms:
             original_type: CHAR
             text: NCH Claim Type Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/nch-claim-type-code
           type: VARCHAR(2)
       - BIC:
           description:
@@ -23025,6 +26225,7 @@ cms:
             original_type: CHAR
             text: BIC reported on first claim included in stay
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/bic-reported-first-claim-included-stay
           type: VARCHAR(2)
       - EQ_BIC:
           description:
@@ -23032,6 +26233,7 @@ cms:
             original_type: CHAR
             text: Equated BIC
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/equated-bic
           type: VARCHAR(2)
       - AGE_CNT:
           description:
@@ -23039,6 +26241,7 @@ cms:
             original_type: NUM
             text: Age as of Date of Admission.
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/age-date-admission
           type: INT
       - SEX:
           description:
@@ -23046,6 +26249,7 @@ cms:
             original_type: CHAR
             text: Sex of Beneficiary
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -23053,6 +26257,7 @@ cms:
             original_type: CHAR
             text: Race of Beneficiary
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - MS_CD:
           description:
@@ -23060,6 +26265,7 @@ cms:
             original_type: CHAR
             text: Reason for entitlement to Medicare benefits as of CLM_THRU_DT
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/reason-entitlement-medicare-benefits-clmthrudt
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -23067,6 +26273,7 @@ cms:
             original_type: CHAR
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -23074,6 +26281,7 @@ cms:
             original_type: CHAR
             text: SSA standard county code of a beneficiarys residence.
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - BENE_ZIP:
           description:
@@ -23081,6 +26289,7 @@ cms:
             original_type: CHAR
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary-home-or-mailing-address-latest-year
           type: VARCHAR(5)
       - DSCHRGCD:
           description:
@@ -23088,6 +26297,7 @@ cms:
             original_type: CHAR
             text: Code identifying status of patient as of CLM_THRU_DT
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-identifying-status-patient-clmthrudt
           type: VARCHAR(1)
       - FICARR:
           description:
@@ -23095,6 +26305,7 @@ cms:
             original_type: CHAR
             text: Intermediary processor identification
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/fiscal-intermediary-fi-id-number
           type: VARCHAR(5)
       - WRNGCD:
           description:
@@ -23103,6 +26314,7 @@ cms:
             text: Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay
               prcss
             width: 18.0
+          reference: https://resdac.org/cms-data/variables/warning-indicators-code-specifying-detailed-billing-info
           type: VARCHAR(18)
       - GHOPDCD:
           description:
@@ -23110,6 +26322,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not GHO has paid provider for claim(s)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-whether-group-health-organization-gho-has-paid-provider-claims
           type: VARCHAR(1)
       - PPS_IND:
           description:
@@ -23117,6 +26330,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not facility is being paid under PPS
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/prospective-payment-system-pps-indicator-code
           type: VARCHAR(1)
       - ORGNPINM:
           description:
@@ -23124,6 +26338,7 @@ cms:
             original_type: CHAR
             text: Organization NPI Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organization-npi-number-ffs
           type: VARCHAR(10)
       - PRVDRNUM:
           description:
@@ -23131,6 +26346,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Provider Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/provider-number
           type: VARCHAR(10)
       - SPCLUNIT:
           description:
@@ -23139,6 +26355,7 @@ cms:
             text: Special num system code for hosp units that are PPS/SNF SB dsgntn
               excl.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/provider-number-special-unit-code
           type: VARCHAR(1)
       - SSLSSNF:
           description:
@@ -23146,6 +26363,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether stay is short stay, long stay, or SNF
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/short-staylong-staysnf-provider-indicator-code
           type: VARCHAR(1)
       - ACTV_XREF_IND:
           description:
@@ -23153,6 +26371,7 @@ cms:
             original_type: CHAR
             text: Active Cross-Refference Indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-active-cross-reference-indicator
           type: VARCHAR(1)
       - SLCT_RSN_CD:
           description:
@@ -23160,6 +26379,7 @@ cms:
             original_type: CHAR
             text: Specifies whether this record is a case or control record.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/specifies-whether-record-case-or-control-record
           type: VARCHAR(1)
       - FACLMCNT:
           description:
@@ -23167,6 +26387,7 @@ cms:
             original_type: NUM
             text: Claims (final action) included in stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/number-claims-final-action-included-stay
           type: INT
       - ACRTNDT:
           description:
@@ -23175,6 +26396,7 @@ cms:
             text: Date latest claim incl in stay accreted to bene mstr rec at the
               CWF host
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/latest-claim-accretion-date
           type: DATE
       - EXHST_DT:
           description:
@@ -23182,6 +26404,7 @@ cms:
             original_type: DATE
             text: Last date beneficiary had Medicare coverage
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-medicare-benefit-exhausted-date
           type: DATE
       - QLFYFROM:
           description:
@@ -23189,6 +26412,7 @@ cms:
             original_type: DATE
             text: Beginning date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beginning-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - QLFYTHRU:
           description:
@@ -23196,6 +26420,7 @@ cms:
             original_type: DATE
             text: Ending date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/ending-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - SRC_ADMS:
           description:
@@ -23204,6 +26429,7 @@ cms:
             text: Admssn to an Inp facility or, for newborn admssn, type of delivery
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/source-admission-inpatient-facility-newborn-admit-type-delivery-code
           type: VARCHAR(1)
       - TYPE_ADM:
           description:
@@ -23212,6 +26438,7 @@ cms:
             text: Type and priority of benes admission to facility for Inp hosp stay
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/inpatient-admission-type-code
           type: VARCHAR(1)
       - ADMSNDAY:
           description:
@@ -23219,6 +26446,7 @@ cms:
             original_type: CHAR
             text: Code indicating day of week beneficiary was admitted to facility.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-day-week-beneficiary-was-admitted-facility
           type: VARCHAR(1)
       - ADMSNDT:
           description:
@@ -23226,6 +26454,7 @@ cms:
             original_type: DATE
             text: Date beneficiary admitted for Inpatient care or date care started
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-beneficiary-admitted-inpatient-care-or-date-care-started
           type: DATE
       - DSCHRGDT:
           description:
@@ -23233,6 +26462,7 @@ cms:
             original_type: DATE
             text: Date beneficiary was discharged or died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/discharge-date
           type: DATE
       - DSTNTNCD:
           description:
@@ -23240,6 +26470,7 @@ cms:
             original_type: CHAR
             text: Destination upon discharge from facility code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medpar-discharge-destination-code
           type: VARCHAR(2)
       - CVRLVLDT:
           description:
@@ -23247,6 +26478,7 @@ cms:
             original_type: DATE
             text: Date covered level of care ended in a SNF
             width: 8.0
+          reference: null
           type: DATE
       - DEATHDT:
           description:
@@ -23254,6 +26486,7 @@ cms:
             original_type: DATE
             text: Date beneficiary died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - DEATHCD:
           description:
@@ -23261,6 +26494,7 @@ cms:
             original_type: CHAR
             text: Death Date Verification Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/death-date-verification-code
           type: VARCHAR(1)
       - DEATHDAY:
           description:
@@ -23268,6 +26502,7 @@ cms:
             original_type: NUM
             text: Days from date admitted to facility to date of death
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-date-admitted-facility-date-death
           type: INT
       - SSICD:
           description:
@@ -23275,6 +26510,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Internal Use SSI Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-indicator-code
           type: VARCHAR(1)
       - SSIDAY:
           description:
@@ -23282,6 +26518,7 @@ cms:
             original_type: NUM
             text: MEDPAR Internal Use SSI Day Count
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-day-count
           type: INT
       - INTRNL_USE_SSI_DATA:
           description:
@@ -23289,6 +26526,7 @@ cms:
             original_type: CHAR
             text: Internal Use SSI Data
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-data
           type: VARCHAR(1)
       - IPSBCD:
           description:
@@ -23296,6 +26534,7 @@ cms:
             original_type: CHAR
             text: For internal Use Only. IPSB Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ipsb-code
           type: VARCHAR(3)
       - FILDTCD:
           description:
@@ -23303,6 +26542,7 @@ cms:
             original_type: CHAR
             text: For internal use only. Fiscal year/calendar year segments.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-only-fiscal-yearcalendar-year-segments
           type: VARCHAR(1)
       - SMPLSIZE:
           description:
@@ -23310,6 +26550,7 @@ cms:
             original_type: CHAR
             text: For internal use. MEDPAR sample size.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-medpar-sample-size
           type: VARCHAR(1)
       - LOSCNT:
           description:
@@ -23317,6 +26558,7 @@ cms:
             original_type: NUM
             text: Days of beneficiarys stay in a hospital/SNF
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-beneficiarys-stay-hospitalsnf
           type: INT
       - OUTLRDAY:
           description:
@@ -23325,6 +26567,7 @@ cms:
             text: Days paid as outliers (either day or cost) under PPS beyond DRG
               threshld
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/days-paid-outliers-either-day-or-cost-under-pps-beyond-drg-threshold
           type: INT
       - UTIL_DAY:
           description:
@@ -23332,6 +26575,7 @@ cms:
             original_type: NUM
             text: Covered days of care chargeable to Medicare utilization for stay
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/covered-days-care-chargeable-medicare-utilization-stay
           type: INT
       - COIN_DAY:
           description:
@@ -23339,6 +26583,7 @@ cms:
             original_type: NUM
             text: MEDPAR Beneficiary Total Coinsurance Day Count
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-total-coinsurance-day-count
           type: INT
       - LRD_USE:
           description:
@@ -23346,6 +26591,7 @@ cms:
             original_type: NUM
             text: Lifetime reserve days (LRD) used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/lifetime-reserve-days-lrd-used-beneficiary-stay
           type: INT
       - COIN_AMT:
           description:
@@ -23353,6 +26599,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for part A coinsurance for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-part-coinsurance-stay
           type: INT
       - DED_AMT:
           description:
@@ -23360,6 +26607,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-deductible-stay
           type: INT
       - BLDDEDAM:
           description:
@@ -23367,6 +26615,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for blood deductible for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-blood-deductible-stay
           type: INT
       - PRPAY_CD:
           description:
@@ -23374,6 +26623,7 @@ cms:
             original_type: CHAR
             text: Primary payer responsibility code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-primary-payer-code
           type: VARCHAR(1)
       - PRPAYAMT:
           description:
@@ -23382,6 +26632,7 @@ cms:
             text: Primry payer other than Medicare for covered Medicare chrgs for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/primary-payer-paid-amount
           type: INT
       - DRG_CD:
           description:
@@ -23389,6 +26640,7 @@ cms:
             original_type: CHAR
             text: DRG Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-related-group-drg-code
           type: VARCHAR(3)
       - OUTLR_CD:
           description:
@@ -23396,6 +26648,7 @@ cms:
             original_type: CHAR
             text: Cost or Day Outlier code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-drgoutlier-stay-code
           type: VARCHAR(1)
       - OUTLRAMT:
           description:
@@ -23404,6 +26657,7 @@ cms:
             text: Addtnl approved due to outlier situation over DRG allowance for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-outlier-approved-payment-amount
           type: INT
       - DRGPRICE:
           description:
@@ -23412,6 +26666,7 @@ cms:
             text: Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-price-amount
           type: INT
       - DISP_SHR:
           description:
@@ -23420,6 +26675,7 @@ cms:
             text: Over the DRG amount for disproportionate share hospital for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-disproportionate-share-dsh-amount
           type: INT
       - IME_AMT:
           description:
@@ -23427,6 +26683,7 @@ cms:
             original_type: NUM
             text: Additional payment made to teaching hospitals for IME for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/indirect-medical-education-ime-amount
           type: INT
       - PASSTHRU:
           description:
@@ -23434,6 +26691,7 @@ cms:
             original_type: NUM
             text: Total of all claim pass thru for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pass-thru-diem-amount-stay
           type: INT
       - PPS_CPTL:
           description:
@@ -23441,6 +26699,7 @@ cms:
             original_type: NUM
             text: Total payable for capital PPS ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-pps-capital-amount
           type: INT
       - IP_LOW_VOL_PYMT_AMT:
           description:
@@ -23448,6 +26707,7 @@ cms:
             original_type: NUM
             text: Inpatient Low Volume Payment Amount.
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-low-volume-payment-amount
           type: INT
       - TOTCHRG:
           description:
@@ -23456,6 +26716,7 @@ cms:
             text: Total all charges for all srvcs provided to beneficiary for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-amount
           type: INT
       - CVRCHRG:
           description:
@@ -23463,6 +26724,7 @@ cms:
             original_type: NUM
             text: Portion of total charges covered by Medicare for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-covered-charge-amount
           type: INT
       - PMT_AMT:
           description:
@@ -23471,6 +26733,7 @@ cms:
             text: Amt of payment from Medicare trust fund for srvcs covered by claim
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-medicare-payment-amount
           type: INT
       - ACMDTNS:
           description:
@@ -23479,6 +26742,7 @@ cms:
             text: Total charge for all accommodations related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-accommodations
           type: INT
       - DPRTMNTL:
           description:
@@ -23487,6 +26751,7 @@ cms:
             text: Total charge for all ancillary depts related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-ancillary-departments-related-beneficiarys-stay
           type: INT
       - PRVTDAY:
           description:
@@ -23494,6 +26759,7 @@ cms:
             original_type: NUM
             text: Private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/private-room-day-count
           type: INT
       - SPRVTDAY:
           description:
@@ -23501,6 +26767,7 @@ cms:
             original_type: NUM
             text: Semi-private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-day-count
           type: INT
       - WARDDAY:
           description:
@@ -23508,6 +26775,7 @@ cms:
             original_type: NUM
             text: Ward days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/ward-day-count
           type: INT
       - ICARECNT:
           description:
@@ -23515,6 +26783,7 @@ cms:
             original_type: NUM
             text: Intensive care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-day-count
           type: INT
       - CRNRYDAY:
           description:
@@ -23522,6 +26791,7 @@ cms:
             original_type: NUM
             text: Coronary care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-day-count
           type: INT
       - PRVTAMT:
           description:
@@ -23529,6 +26799,7 @@ cms:
             original_type: NUM
             text: Private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/private-room-charge-amount
           type: INT
       - SPRVTAMT:
           description:
@@ -23536,6 +26807,7 @@ cms:
             original_type: NUM
             text: Semi-private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-charge-amount
           type: INT
       - WARDAMT:
           description:
@@ -23543,6 +26815,7 @@ cms:
             original_type: NUM
             text: Ward accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ward-charge-amount
           type: INT
       - ICAREAMT:
           description:
@@ -23550,6 +26823,7 @@ cms:
             original_type: NUM
             text: Intensive care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-charge-amount
           type: INT
       - CRNRYAMT:
           description:
@@ -23557,6 +26831,7 @@ cms:
             original_type: NUM
             text: Coronary care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-charge-amount
           type: INT
       - OTHRAMT:
           description:
@@ -23564,6 +26839,7 @@ cms:
             original_type: NUM
             text: Other services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/other-service-charge-amount
           type: INT
       - PHRMCAMT:
           description:
@@ -23571,6 +26847,7 @@ cms:
             original_type: NUM
             text: Pharmaceutical costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-charge-amount
           type: INT
       - SUPLYAMT:
           description:
@@ -23578,6 +26855,7 @@ cms:
             original_type: NUM
             text: Medical/surgical supplies related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-charge-amount
           type: INT
       - DME_AMT:
           description:
@@ -23585,6 +26863,7 @@ cms:
             original_type: NUM
             text: DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/durable-medical-equipment-dme-charge-amount
           type: INT
       - UDME_AMT:
           description:
@@ -23592,6 +26871,7 @@ cms:
             original_type: NUM
             text: Used DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/used-durable-medical-equipment-dme-charge-amount
           type: INT
       - PHYTHAMT:
           description:
@@ -23599,6 +26879,7 @@ cms:
             original_type: NUM
             text: Physical therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/physical-therapy-charge-amount
           type: INT
       - OCPTLAMT:
           description:
@@ -23607,6 +26888,7 @@ cms:
             text: Occupational therapy services provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/occupational-therapy-charge-amount
           type: INT
       - SPCH_AMT:
           description:
@@ -23614,6 +26896,7 @@ cms:
             original_type: NUM
             text: Speech pathology services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/speech-pathology-charge-amount
           type: INT
       - INHLTAMT:
           description:
@@ -23621,6 +26904,7 @@ cms:
             original_type: NUM
             text: Inhalation therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inhalation-therapy-charge-amount
           type: INT
       - BLOODAMT:
           description:
@@ -23628,6 +26912,7 @@ cms:
             original_type: NUM
             text: Blood provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-charge-amount
           type: INT
       - BLDADMIN:
           description:
@@ -23635,6 +26920,7 @@ cms:
             original_type: NUM
             text: Blood storage and processing related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-storage-and-processing-charge-amount
           type: INT
       - BLDFRNSH:
           description:
@@ -23643,6 +26929,7 @@ cms:
             text: Quantity of blood (whole pints) furnished to beneficiary during
               stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/blood-pints-furnished-quantity
           type: INT
       - OROOMAMT:
           description:
@@ -23651,6 +26938,7 @@ cms:
             text: OR, recovery rm, and labor rm delivery used by bene during stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-room-charge-amount
           type: INT
       - LTHTRPSY:
           description:
@@ -23658,6 +26946,7 @@ cms:
             original_type: NUM
             text: Lithotripsy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/lithotripsy-charge-amount
           type: INT
       - CRDLGY:
           description:
@@ -23666,6 +26955,7 @@ cms:
             text: Cardiology services and ECG(s) provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiology-charge-amount
           type: INT
       - ANSTHSA:
           description:
@@ -23673,6 +26963,7 @@ cms:
             original_type: NUM
             text: Anesthesia services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/anesthesia-charge-amount
           type: INT
       - LAB_AMT:
           description:
@@ -23680,6 +26971,7 @@ cms:
             original_type: NUM
             text: Laboratory costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/laboratory-charge-amount
           type: INT
       - RDLGYAMT:
           description:
@@ -23687,6 +26979,7 @@ cms:
             original_type: NUM
             text: Radiology costs (excluding MRI) related to a beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-charge-amount-excluding-mri
           type: INT
       - MRI_AMT:
           description:
@@ -23694,6 +26987,7 @@ cms:
             original_type: NUM
             text: MRI services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/magnetic-resonance-imaging-mri-charge-amount
           type: INT
       - OPSRVC:
           description:
@@ -23701,6 +26995,7 @@ cms:
             original_type: NUM
             text: Outpatient services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/outpatient-service-charge-amount
           type: INT
       - ER_AMT:
           description:
@@ -23708,6 +27003,7 @@ cms:
             original_type: NUM
             text: Emergency room services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/emergency-room-er-charge-amount
           type: INT
       - AMBLNC:
           description:
@@ -23715,6 +27011,7 @@ cms:
             original_type: NUM
             text: Ambulance services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ambulance-charge-amount
           type: INT
       - PROFFEES:
           description:
@@ -23722,6 +27019,7 @@ cms:
             original_type: NUM
             text: Professional fees related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/professional-fees-charge-amount
           type: INT
       - ORGNAMT:
           description:
@@ -23730,6 +27028,7 @@ cms:
             text: Organ acquisition or oth donor bank srvcs related to benes stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-or-other-donor-bank-charge-amount
           type: INT
       - ESRDSETG:
           description:
@@ -23737,6 +27036,7 @@ cms:
             original_type: NUM
             text: ESRD services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-charge-amount
           type: INT
       - CLNC_AMT:
           description:
@@ -23744,6 +27044,7 @@ cms:
             original_type: NUM
             text: Clinic visits related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/clinic-visit-charge-amount
           type: INT
       - ICUINDCD:
           description:
@@ -23751,6 +27052,7 @@ cms:
             original_type: CHAR
             text: ICU type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-unit-icu-indicator-code
           type: VARCHAR(1)
       - CRNRY_CD:
           description:
@@ -23758,6 +27060,7 @@ cms:
             original_type: CHAR
             text: Coronary care unit type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-unit-ccu-indicator-code
           type: VARCHAR(1)
       - PHRMCYCD:
           description:
@@ -23765,6 +27068,7 @@ cms:
             original_type: CHAR
             text: Drugs type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-indicator-code
           type: VARCHAR(1)
       - TRNSPLNT:
           description:
@@ -23772,6 +27076,7 @@ cms:
             original_type: CHAR
             text: Organ transplant code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/organ-transplant-indicator-code
           type: VARCHAR(1)
       - ONCLGYSW:
           description:
@@ -23779,6 +27084,7 @@ cms:
             original_type: CHAR
             text: Radiology oncology services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/oncology-indicator
           type: VARCHAR(1)
       - DGNSTCSW:
           description:
@@ -23786,6 +27092,7 @@ cms:
             original_type: CHAR
             text: Radiology diagnostic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnostic-radiology-indicator
           type: VARCHAR(1)
       - THRPTCSW:
           description:
@@ -23793,6 +27100,7 @@ cms:
             original_type: CHAR
             text: Radiology therapeutic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/therapeutic-radiology-indicator
           type: VARCHAR(1)
       - NUCLR_SW:
           description:
@@ -23800,6 +27108,7 @@ cms:
             original_type: CHAR
             text: Radiology nuclear medicine services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-indicator
           type: VARCHAR(1)
       - CTSCANSW:
           description:
@@ -23807,6 +27116,7 @@ cms:
             original_type: CHAR
             text: Radiology computed tomographic (CT) scan services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-computed-tomographic-ct-scan-indicator
           type: VARCHAR(1)
       - IMGNG_SW:
           description:
@@ -23814,6 +27124,7 @@ cms:
             original_type: CHAR
             text: Radiology other imaging services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-indicator
           type: VARCHAR(1)
       - OPSRVCCD:
           description:
@@ -23821,6 +27132,7 @@ cms:
             original_type: CHAR
             text: Outpatient services/ambulatory surgical care code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/outpatient-servicesambulatory-surgical-care-indicator-code
           type: VARCHAR(1)
       - ORGNCD:
           description:
@@ -23828,6 +27140,7 @@ cms:
             original_type: CHAR
             text: Organ acquisition type code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-type-code
           type: VARCHAR(2)
       - ESRD_CD:
           description:
@@ -23835,6 +27148,7 @@ cms:
             original_type: CHAR
             text: ESRD condition code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-condition-indicator-code
           type: VARCHAR(2)
       - ESRDSTG1:
           description:
@@ -23842,6 +27156,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code I
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-1
           type: VARCHAR(2)
       - ESRDSTG2:
           description:
@@ -23849,6 +27164,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code II
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-2
           type: VARCHAR(2)
       - ESRDSTG3:
           description:
@@ -23856,6 +27172,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code III
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-3
           type: VARCHAR(2)
       - ESRDSTG4:
           description:
@@ -23863,6 +27180,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code IV
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-4
           type: VARCHAR(2)
       - ESRDSTG5:
           description:
@@ -23870,6 +27188,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code V
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-5
           type: VARCHAR(2)
       - AD_DGNS:
           description:
@@ -23877,6 +27196,7 @@ cms:
             original_type: CHAR
             text: Initial diagnosis at time of admission
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/admitting-diagnosis-code
           type: VARCHAR(7)
       - ADMTG_DGNS_VRSN_CD:
           description:
@@ -23884,6 +27204,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Admitting Diagnosis Version Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-admitting-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCNT:
           description:
@@ -23891,6 +27212,7 @@ cms:
             original_type: NUM
             text: Diagnosis codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-codes
           type: INT
       - DGNS_VRSN_CD:
           description:
@@ -23899,6 +27221,7 @@ cms:
             text: Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier
               Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_1:
           description:
@@ -23906,6 +27229,7 @@ cms:
             original_type: CHAR
             text: Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-1-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_2:
           description:
@@ -23913,6 +27237,7 @@ cms:
             original_type: CHAR
             text: Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-2-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_3:
           description:
@@ -23920,6 +27245,7 @@ cms:
             original_type: CHAR
             text: Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-3-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_4:
           description:
@@ -23927,6 +27253,7 @@ cms:
             original_type: CHAR
             text: Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-4-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_5:
           description:
@@ -23934,6 +27261,7 @@ cms:
             original_type: CHAR
             text: Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-5-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_6:
           description:
@@ -23941,6 +27269,7 @@ cms:
             original_type: CHAR
             text: Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-6-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_7:
           description:
@@ -23948,6 +27277,7 @@ cms:
             original_type: CHAR
             text: Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-7-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_8:
           description:
@@ -23955,6 +27285,7 @@ cms:
             original_type: CHAR
             text: Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-8-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_9:
           description:
@@ -23962,6 +27293,7 @@ cms:
             original_type: CHAR
             text: Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-9-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_10:
           description:
@@ -23969,6 +27301,7 @@ cms:
             original_type: CHAR
             text: Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-10-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_11:
           description:
@@ -23976,6 +27309,7 @@ cms:
             original_type: CHAR
             text: Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-11-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_12:
           description:
@@ -23983,6 +27317,7 @@ cms:
             original_type: CHAR
             text: Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-12-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_13:
           description:
@@ -23990,6 +27325,7 @@ cms:
             original_type: CHAR
             text: Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-13-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_14:
           description:
@@ -23997,6 +27333,7 @@ cms:
             original_type: CHAR
             text: Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-14-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_15:
           description:
@@ -24004,6 +27341,7 @@ cms:
             original_type: CHAR
             text: Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-15-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_16:
           description:
@@ -24011,6 +27349,7 @@ cms:
             original_type: CHAR
             text: Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-16-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_17:
           description:
@@ -24018,6 +27357,7 @@ cms:
             original_type: CHAR
             text: Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-17-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_18:
           description:
@@ -24025,6 +27365,7 @@ cms:
             original_type: CHAR
             text: Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-18-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_19:
           description:
@@ -24032,6 +27373,7 @@ cms:
             original_type: CHAR
             text: Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-19-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_20:
           description:
@@ -24039,6 +27381,7 @@ cms:
             original_type: CHAR
             text: Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-20-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_21:
           description:
@@ -24046,6 +27389,7 @@ cms:
             original_type: CHAR
             text: Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-21-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_22:
           description:
@@ -24053,6 +27397,7 @@ cms:
             original_type: CHAR
             text: Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-22-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_23:
           description:
@@ -24060,6 +27405,7 @@ cms:
             original_type: CHAR
             text: Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-23-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_24:
           description:
@@ -24067,6 +27413,7 @@ cms:
             original_type: CHAR
             text: Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-24-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_25:
           description:
@@ -24074,6 +27421,7 @@ cms:
             original_type: CHAR
             text: Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-25-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCD1:
           description:
@@ -24081,6 +27429,7 @@ cms:
             original_type: CHAR
             text: Primary ICD-9-CM code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-principal-diagnosis-code
           type: VARCHAR(7)
       - DGNSCD2:
           description:
@@ -24088,6 +27437,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-2
           type: VARCHAR(7)
       - DGNSCD3:
           description:
@@ -24095,6 +27445,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-3
           type: VARCHAR(7)
       - DGNSCD4:
           description:
@@ -24102,6 +27453,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-4
           type: VARCHAR(7)
       - DGNSCD5:
           description:
@@ -24109,6 +27461,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-5
           type: VARCHAR(7)
       - DGNSCD6:
           description:
@@ -24116,6 +27469,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-6
           type: VARCHAR(7)
       - DGNSCD7:
           description:
@@ -24123,6 +27477,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-7
           type: VARCHAR(7)
       - DGNSCD8:
           description:
@@ -24130,6 +27485,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-8
           type: VARCHAR(7)
       - DGNSCD9:
           description:
@@ -24137,6 +27493,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-9
           type: VARCHAR(7)
       - DGNSCD10:
           description:
@@ -24144,6 +27501,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-10
           type: VARCHAR(7)
       - DGNSCD11:
           description:
@@ -24151,6 +27509,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-11
           type: VARCHAR(7)
       - DGNSCD12:
           description:
@@ -24158,6 +27517,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-12
           type: VARCHAR(7)
       - DGNSCD13:
           description:
@@ -24165,6 +27525,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-13
           type: VARCHAR(7)
       - DGNSCD14:
           description:
@@ -24172,6 +27533,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-14
           type: VARCHAR(7)
       - DGNSCD15:
           description:
@@ -24179,6 +27541,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-15
           type: VARCHAR(7)
       - DGNSCD16:
           description:
@@ -24186,6 +27549,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-16
           type: VARCHAR(7)
       - DGNSCD17:
           description:
@@ -24193,6 +27557,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-17
           type: VARCHAR(7)
       - DGNSCD18:
           description:
@@ -24200,6 +27565,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-18
           type: VARCHAR(7)
       - DGNSCD19:
           description:
@@ -24207,6 +27573,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-19
           type: VARCHAR(7)
       - DGNSCD20:
           description:
@@ -24214,6 +27581,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-20
           type: VARCHAR(7)
       - DGNSCD21:
           description:
@@ -24221,6 +27589,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-21
           type: VARCHAR(7)
       - DGNSCD22:
           description:
@@ -24228,6 +27597,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-22
           type: VARCHAR(7)
       - DGNSCD23:
           description:
@@ -24235,6 +27605,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-23
           type: VARCHAR(7)
       - DGNSCD24:
           description:
@@ -24242,6 +27613,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-24
           type: VARCHAR(7)
       - DGNSCD25:
           description:
@@ -24249,6 +27621,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-25
           type: VARCHAR(7)
       - DGNS_POA:
           description:
@@ -24256,6 +27629,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Code POA Array
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-code-poa-array
           type: VARCHAR(10)
       - POA_DGNS_CD_CNT:
           description:
@@ -24263,6 +27637,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-codes
           type: INT
       - POA_DGNS_1_IND_CD:
           description:
@@ -24270,6 +27645,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_2_IND_CD:
           description:
@@ -24277,6 +27653,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_3_IND_CD:
           description:
@@ -24284,6 +27661,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_4_IND_CD:
           description:
@@ -24291,6 +27669,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_5_IND_CD:
           description:
@@ -24298,6 +27677,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_6_IND_CD:
           description:
@@ -24305,6 +27685,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_7_IND_CD:
           description:
@@ -24312,6 +27693,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_8_IND_CD:
           description:
@@ -24319,6 +27701,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_9_IND_CD:
           description:
@@ -24326,6 +27709,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_10_IND_CD:
           description:
@@ -24333,6 +27717,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_11_IND_CD:
           description:
@@ -24340,6 +27725,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_12_IND_CD:
           description:
@@ -24347,6 +27733,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-12
           type: VARCHAR(1)
       - POA_DGNS_13_IND_CD:
           description:
@@ -24354,6 +27741,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-13
           type: VARCHAR(1)
       - POA_DGNS_14_IND_CD:
           description:
@@ -24361,6 +27749,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-14
           type: VARCHAR(1)
       - POA_DGNS_15_IND_CD:
           description:
@@ -24368,6 +27757,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-15
           type: VARCHAR(1)
       - POA_DGNS_16_IND_CD:
           description:
@@ -24375,6 +27765,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-16
           type: VARCHAR(1)
       - POA_DGNS_17_IND_CD:
           description:
@@ -24382,6 +27773,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-17
           type: VARCHAR(1)
       - POA_DGNS_18_IND_CD:
           description:
@@ -24389,6 +27781,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-18
           type: VARCHAR(1)
       - POA_DGNS_19_IND_CD:
           description:
@@ -24396,6 +27789,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-19
           type: VARCHAR(1)
       - POA_DGNS_20_IND_CD:
           description:
@@ -24403,6 +27797,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-20
           type: VARCHAR(1)
       - POA_DGNS_21_IND_CD:
           description:
@@ -24410,6 +27805,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-21
           type: VARCHAR(1)
       - POA_DGNS_22_IND_CD:
           description:
@@ -24417,6 +27813,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-22
           type: VARCHAR(1)
       - POA_DGNS_23_IND_CD:
           description:
@@ -24424,6 +27821,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-23
           type: VARCHAR(1)
       - POA_DGNS_24_IND_CD:
           description:
@@ -24431,6 +27829,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-24
           type: VARCHAR(1)
       - POA_DGNS_25_IND_CD:
           description:
@@ -24438,6 +27837,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - DGNS_E_CD_CNT:
           description:
@@ -24445,6 +27845,7 @@ cms:
             original_type: NUM
             text: MEDPAR Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-e-codes
           type: INT
       - DGNS_E_VRSN_CD:
           description:
@@ -24452,6 +27853,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-earlier-version
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_1:
           description:
@@ -24459,6 +27861,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_2:
           description:
@@ -24466,6 +27869,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-2
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_3:
           description:
@@ -24473,6 +27877,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-3
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_4:
           description:
@@ -24480,6 +27885,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-4
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_5:
           description:
@@ -24487,6 +27893,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-5
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_6:
           description:
@@ -24494,6 +27901,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-6
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_7:
           description:
@@ -24501,6 +27909,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-7
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_8:
           description:
@@ -24508,6 +27917,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-8
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_9:
           description:
@@ -24515,6 +27925,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-9
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_10:
           description:
@@ -24522,6 +27933,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-10
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_11:
           description:
@@ -24529,6 +27941,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-11
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_12:
           description:
@@ -24536,6 +27949,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-12
           type: VARCHAR(1)
       - DGNS_E_1_CD:
           description:
@@ -24544,6 +27958,7 @@ cms:
             text: E Diagnosis Code 1 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - DGNS_E_2_CD:
           description:
@@ -24552,6 +27967,7 @@ cms:
             text: E Diagnosis Code 2 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-2
           type: VARCHAR(7)
       - DGNS_E_3_CD:
           description:
@@ -24560,6 +27976,7 @@ cms:
             text: E Diagnosis Code 3 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-3
           type: VARCHAR(7)
       - DGNS_E_4_CD:
           description:
@@ -24568,6 +27985,7 @@ cms:
             text: E Diagnosis Code 4 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-4
           type: VARCHAR(7)
       - DGNS_E_5_CD:
           description:
@@ -24576,6 +27994,7 @@ cms:
             text: E Diagnosis Code 5 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-5
           type: VARCHAR(7)
       - DGNS_E_6_CD:
           description:
@@ -24584,6 +28003,7 @@ cms:
             text: E Diagnosis Code 6 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-6
           type: VARCHAR(7)
       - DGNS_E_7_CD:
           description:
@@ -24592,6 +28012,7 @@ cms:
             text: E Diagnosis Code 7 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-7
           type: VARCHAR(7)
       - DGNS_E_8_CD:
           description:
@@ -24600,6 +28021,7 @@ cms:
             text: E Diagnosis Code 8 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-8
           type: VARCHAR(7)
       - DGNS_E_9_CD:
           description:
@@ -24608,6 +28030,7 @@ cms:
             text: E Diagnosis Code 9 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-9
           type: VARCHAR(7)
       - DGNS_E_10_CD:
           description:
@@ -24616,6 +28039,7 @@ cms:
             text: E Diagnosis Code 10 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-10
           type: VARCHAR(7)
       - DGNS_E_11_CD:
           description:
@@ -24624,6 +28048,7 @@ cms:
             text: E Diagnosis Code 11 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-11
           type: VARCHAR(7)
       - DGNS_E_12_CD:
           description:
@@ -24632,6 +28057,7 @@ cms:
             text: E Diagnosis Code 12 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - POA_DGNS_E_CD_CNT:
           description:
@@ -24639,6 +28065,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-e-codes
           type: INT
       - POA_DGNS_E_1_IND_CD:
           description:
@@ -24646,6 +28073,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_E_2_IND_CD:
           description:
@@ -24653,6 +28081,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_E_3_IND_CD:
           description:
@@ -24660,6 +28089,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_E_4_IND_CD:
           description:
@@ -24667,6 +28097,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_E_5_IND_CD:
           description:
@@ -24674,6 +28105,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_E_6_IND_CD:
           description:
@@ -24681,6 +28113,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_E_7_IND_CD:
           description:
@@ -24688,6 +28121,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_E_8_IND_CD:
           description:
@@ -24695,6 +28129,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_E_9_IND_CD:
           description:
@@ -24702,6 +28137,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_E_10_IND_CD:
           description:
@@ -24709,6 +28145,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_E_11_IND_CD:
           description:
@@ -24716,6 +28153,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_E_12_IND_CD:
           description:
@@ -24723,6 +28161,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-12
           type: VARCHAR(1)
       - PRCDRSW:
           description:
@@ -24730,6 +28169,7 @@ cms:
             original_type: CHAR
             text: Surgical procedures indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-indicator
           type: VARCHAR(1)
       - PRCDRCNT:
           description:
@@ -24737,6 +28177,7 @@ cms:
             original_type: NUM
             text: Surgical procedure codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-codes-included-stay
           type: INT
       - SRGCL_PRCDR_VRSN_CD:
           description:
@@ -24744,6 +28185,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_1:
           description:
@@ -24751,6 +28193,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_2:
           description:
@@ -24758,6 +28201,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-2
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_3:
           description:
@@ -24765,6 +28209,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-3
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_4:
           description:
@@ -24772,6 +28217,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-4
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_5:
           description:
@@ -24779,6 +28225,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-5
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_6:
           description:
@@ -24786,6 +28233,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-6
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_7:
           description:
@@ -24793,6 +28241,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-7
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_8:
           description:
@@ -24800,6 +28249,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-8
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_9:
           description:
@@ -24807,6 +28257,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-9
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_10:
           description:
@@ -24814,6 +28265,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-10
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_11:
           description:
@@ -24821,6 +28273,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_12:
           description:
@@ -24828,6 +28281,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_13:
           description:
@@ -24835,6 +28289,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-13
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_14:
           description:
@@ -24842,6 +28297,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-14
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_15:
           description:
@@ -24849,6 +28305,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-15
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_16:
           description:
@@ -24856,6 +28313,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-16
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_17:
           description:
@@ -24863,6 +28321,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-17
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_18:
           description:
@@ -24870,6 +28329,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-18
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_19:
           description:
@@ -24877,6 +28337,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-19
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_20:
           description:
@@ -24884,6 +28345,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-20
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_21:
           description:
@@ -24891,6 +28353,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-21
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_22:
           description:
@@ -24898,6 +28361,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-22
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_23:
           description:
@@ -24905,6 +28369,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-23
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_24:
           description:
@@ -24912,6 +28377,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-24
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_25:
           description:
@@ -24919,6 +28385,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(1)
       - PRCDRCD1:
           description:
@@ -24926,6 +28393,7 @@ cms:
             original_type: CHAR
             text: Principal Procedure code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(7)
       - PRCDRCD2:
           description:
@@ -24933,6 +28401,7 @@ cms:
             original_type: CHAR
             text: Procedure Code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-2
           type: VARCHAR(7)
       - PRCDRCD3:
           description:
@@ -24940,6 +28409,7 @@ cms:
             original_type: CHAR
             text: Procedure Code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-3
           type: VARCHAR(7)
       - PRCDRCD4:
           description:
@@ -24947,6 +28417,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(7)
       - PRCDRCD5:
           description:
@@ -24954,6 +28425,7 @@ cms:
             original_type: CHAR
             text: Procedure Code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-5
           type: VARCHAR(7)
       - PRCDRCD6:
           description:
@@ -24961,6 +28433,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-6
           type: VARCHAR(7)
       - PRCDRCD7:
           description:
@@ -24968,6 +28441,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-7
           type: VARCHAR(7)
       - PRCDRCD8:
           description:
@@ -24975,6 +28449,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-8
           type: VARCHAR(7)
       - PRCDRCD9:
           description:
@@ -24982,6 +28457,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-9
           type: VARCHAR(7)
       - PRCDRCD10:
           description:
@@ -24989,6 +28465,7 @@ cms:
             original_type: CHAR
             text: Procedure Code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-10
           type: VARCHAR(7)
       - PRCDRCD11:
           description:
@@ -24996,6 +28473,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-11
           type: VARCHAR(7)
       - PRCDRCD12:
           description:
@@ -25003,6 +28481,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-12
           type: VARCHAR(7)
       - PRCDRCD13:
           description:
@@ -25010,6 +28489,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-13
           type: VARCHAR(7)
       - PRCDRCD14:
           description:
@@ -25017,6 +28497,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-14
           type: VARCHAR(7)
       - PRCDRCD15:
           description:
@@ -25024,6 +28505,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-15
           type: VARCHAR(7)
       - PRCDRCD16:
           description:
@@ -25031,6 +28513,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-16
           type: VARCHAR(7)
       - PRCDRCD17:
           description:
@@ -25038,6 +28521,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-17
           type: VARCHAR(7)
       - PRCDRCD18:
           description:
@@ -25045,6 +28529,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-18
           type: VARCHAR(7)
       - PRCDRCD19:
           description:
@@ -25052,6 +28537,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-19
           type: VARCHAR(7)
       - PRCDRCD20:
           description:
@@ -25059,6 +28545,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-20
           type: VARCHAR(7)
       - PRCDRCD21:
           description:
@@ -25066,6 +28553,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-21
           type: VARCHAR(7)
       - PRCDRCD22:
           description:
@@ -25073,6 +28561,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-22
           type: VARCHAR(7)
       - PRCDRCD23:
           description:
@@ -25080,6 +28569,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-23
           type: VARCHAR(7)
       - PRCDRCD24:
           description:
@@ -25087,6 +28577,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-24
           type: VARCHAR(7)
       - PRCDRCD25:
           description:
@@ -25094,6 +28585,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-25
           type: VARCHAR(7)
       - PRCDTCNT:
           description:
@@ -25101,6 +28593,7 @@ cms:
             original_type: NUM
             text: Dates associated with surgical procedures included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/dates-associated-surgical-procedures-included-stay
           type: INT
       - PRCDRDT1:
           description:
@@ -25108,6 +28601,7 @@ cms:
             original_type: DATE
             text: Principal Procedure Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-date
           type: DATE
       - PRCDRDT2:
           description:
@@ -25115,6 +28609,7 @@ cms:
             original_type: DATE
             text: Procedure Date II
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-2
           type: DATE
       - PRCDRDT3:
           description:
@@ -25122,6 +28617,7 @@ cms:
             original_type: DATE
             text: Procedure Date III
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-3
           type: DATE
       - PRCDRDT4:
           description:
@@ -25129,6 +28625,7 @@ cms:
             original_type: DATE
             text: Procedure Date IV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-4
           type: DATE
       - PRCDRDT5:
           description:
@@ -25136,6 +28633,7 @@ cms:
             original_type: DATE
             text: Procedure Date V
             width: 8.0
+          reference: null
           type: DATE
       - PRCDRDT6:
           description:
@@ -25143,6 +28641,7 @@ cms:
             original_type: DATE
             text: Procedure Date VI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-6
           type: DATE
       - PRCDRDT7:
           description:
@@ -25150,6 +28649,7 @@ cms:
             original_type: DATE
             text: Procedure Date VII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-7
           type: DATE
       - PRCDRDT8:
           description:
@@ -25157,6 +28657,7 @@ cms:
             original_type: DATE
             text: Procedure Date VIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-8
           type: DATE
       - PRCDRDT9:
           description:
@@ -25164,6 +28665,7 @@ cms:
             original_type: DATE
             text: Procedure Date IX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-9
           type: DATE
       - PRCDRDT10:
           description:
@@ -25171,6 +28673,7 @@ cms:
             original_type: DATE
             text: Procedure Date X
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-10
           type: DATE
       - PRCDRDT11:
           description:
@@ -25178,6 +28681,7 @@ cms:
             original_type: DATE
             text: Procedure Date XI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-11
           type: DATE
       - PRCDRDT12:
           description:
@@ -25185,6 +28689,7 @@ cms:
             original_type: DATE
             text: Procedure Date XII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-12
           type: DATE
       - PRCDRDT13:
           description:
@@ -25192,6 +28697,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-13
           type: DATE
       - PRCDRDT14:
           description:
@@ -25199,6 +28705,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-14
           type: DATE
       - PRCDRDT15:
           description:
@@ -25206,6 +28713,7 @@ cms:
             original_type: DATE
             text: Procedure Date XV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-15
           type: DATE
       - PRCDRDT16:
           description:
@@ -25213,6 +28721,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-16
           type: DATE
       - PRCDRDT17:
           description:
@@ -25220,6 +28729,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-17
           type: DATE
       - PRCDRDT18:
           description:
@@ -25227,6 +28737,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-18
           type: DATE
       - PRCDRDT19:
           description:
@@ -25234,6 +28745,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-19
           type: DATE
       - PRCDRDT20:
           description:
@@ -25241,6 +28753,7 @@ cms:
             original_type: DATE
             text: Procedure Date XX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-20
           type: DATE
       - PRCDRDT21:
           description:
@@ -25248,6 +28761,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-21
           type: DATE
       - PRCDRDT22:
           description:
@@ -25255,6 +28769,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-22
           type: DATE
       - PRCDRDT23:
           description:
@@ -25262,6 +28777,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-23
           type: DATE
       - PRCDRDT24:
           description:
@@ -25269,6 +28785,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-24
           type: DATE
       - PRCDRDT25:
           description:
@@ -25276,6 +28793,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-25
           type: DATE
       - CLM_PTNT_RLTNSHP_CD:
           description:
@@ -25283,6 +28801,7 @@ cms:
             original_type: CHAR
             text: Claim Patient Relationship Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/claim-patient-relationship-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_1_CD:
           description:
@@ -25290,6 +28809,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 1 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-1-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_2_CD:
           description:
@@ -25297,6 +28817,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 2 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-2-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_3_CD:
           description:
@@ -25304,6 +28825,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 3 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-3-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_4_CD:
           description:
@@ -25311,6 +28833,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 4 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-4-code
           type: VARCHAR(2)
       - VBP_PRTCPNT_IND_CD:
           description:
@@ -25318,6 +28841,7 @@ cms:
             original_type: CHAR
             text: VBP Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-participant-indicator-code
           type: VARCHAR(1)
       - HRR_PRTCPNT_IND_CD:
           description:
@@ -25325,6 +28849,7 @@ cms:
             original_type: CHAR
             text: HRR Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-participant-indicator-code
           type: VARCHAR(1)
       - BNDLD_MODEL_DSCNT_PCT:
           description:
@@ -25332,6 +28857,7 @@ cms:
             original_type: NUM
             text: Bundled Model Discount Percent
             width: 7.4
+          reference: https://resdac.org/cms-data/variables/bundled-payment-model-discount-percent
           type: NUMERIC(7,4)
       - VBP_ADJSTMT_PCT:
           description:
@@ -25339,6 +28865,7 @@ cms:
             original_type: NUM
             text: VBP Adjustment Percent
             width: 15.12
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-adjustment-percent
           type: NUMERIC(15,12)
       - HRR_ADJSTMT_PCT:
           description:
@@ -25346,6 +28873,7 @@ cms:
             original_type: NUM
             text: HRR Adjustment Percent
             width: 8.5
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-adjustment-percent
           type: NUMERIC(8,5)
       - INFRMTL_ENCTR_IND_SW:
           description:
@@ -25353,6 +28881,7 @@ cms:
             original_type: CHAR
             text: Informational Encounter Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/informational-encounter-indicator
           type: VARCHAR(1)
       - MA_TCHNG_IND_SW:
           description:
@@ -25360,6 +28889,7 @@ cms:
             original_type: CHAR
             text: MA Teaching Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/ma-teaching-indicator
           type: VARCHAR(1)
       - PROD_RPLCMT_LIFECYC_SW:
           description:
@@ -25367,6 +28897,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Lifecycle Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-within-product-lifecycle-early
           type: VARCHAR(1)
       - PROD_RPLCMT_RCLL_SW:
           description:
@@ -25374,6 +28905,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Recall Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-recall-product
           type: VARCHAR(1)
       - CRED_RCVD_RPLCD_DVC_SW:
           description:
@@ -25381,6 +28913,7 @@ cms:
             original_type: CHAR
             text: Credit Received Replaced Device Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/credit-received-replaced-device
           type: VARCHAR(1)
       - OBSRVTN_SW:
           description:
@@ -25388,6 +28921,7 @@ cms:
             original_type: CHAR
             text: Observation Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/observation-unit-indicator
           type: VARCHAR(1)
       - NEW_TCHNLGY_ADD_ON_AMT:
           description:
@@ -25395,6 +28929,7 @@ cms:
             original_type: NUM
             text: New Technology Add-On Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/new-technology-add-amount
           type: INT
       - BASE_OPRTG_DRG_AMT:
           description:
@@ -25402,6 +28937,7 @@ cms:
             original_type: NUM
             text: Base Operating DRG Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/base-operating-drg-amount
           type: INT
       - OPRTG_HSP_AMT:
           description:
@@ -25409,6 +28945,7 @@ cms:
             original_type: NUM
             text: Operating Hospital Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-hospital-amount
           type: INT
       - MDCL_SRGCL_GNRL_AMT:
           description:
@@ -25416,6 +28953,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical General Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_NSTRL_AMT:
           description:
@@ -25423,6 +28961,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Non-Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-non-sterile-supplies-amount
           type: INT
       - MDCL_SRGCL_STRL_AMT:
           description:
@@ -25430,6 +28969,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-sterile-supplies-amount
           type: INT
       - TAKE_HOME_AMT:
           description:
@@ -25437,6 +28977,7 @@ cms:
             original_type: NUM
             text: Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-take-home-amount
           type: INT
       - PRSTHTC_ORTHTC_AMT:
           description:
@@ -25444,6 +28985,7 @@ cms:
             original_type: NUM
             text: Prosthetic Orthotic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_PCMKR_AMT:
           description:
@@ -25451,6 +28993,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Pacemaker Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-pacemaker-amount
           type: INT
       - INTRAOCULAR_LENS_AMT:
           description:
@@ -25458,6 +29001,7 @@ cms:
             original_type: NUM
             text: Intraocular Lens Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-intraocular-lens-amount
           type: INT
       - OXYGN_TAKE_HOME_AMT:
           description:
@@ -25465,6 +29009,7 @@ cms:
             original_type: NUM
             text: Oxygen Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-oxygen-take-home-amount
           type: INT
       - OTHR_IMPLANTS_AMT:
           description:
@@ -25472,6 +29017,7 @@ cms:
             original_type: NUM
             text: Other Implants Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-implants-amount
           type: INT
       - OTHR_SUPLIES_DVC_AMT:
           description:
@@ -25479,6 +29025,7 @@ cms:
             original_type: NUM
             text: Other Supplies Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-device-amount
           type: INT
       - INCDNT_RDLGY_AMT:
           description:
@@ -25486,6 +29033,7 @@ cms:
             original_type: NUM
             text: Incident Radiology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-radiology-amount
           type: INT
       - INCDNT_DGNSTC_SRVCS_AMT:
           description:
@@ -25493,6 +29041,7 @@ cms:
             original_type: NUM
             text: Incident Diagnostic Services Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-diagnostic-services-amount
           type: INT
       - MDCL_SRGCL_DRSNG_AMT:
           description:
@@ -25500,6 +29049,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Dressing Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-dressing-amount
           type: INT
       - INVSTGTNL_DVC_AMT:
           description:
@@ -25507,6 +29057,7 @@ cms:
             original_type: NUM
             text: Investigational Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-investigational-device-amount
           type: INT
       - MDCL_SRGCL_MISC_AMT:
           description:
@@ -25514,6 +29065,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Miscellaneous Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medical-surgical-miscellaneous-amount
           type: INT
       - RDLGY_ONCOLOGY_AMT:
           description:
@@ -25521,6 +29073,7 @@ cms:
             original_type: NUM
             text: Radiology/Oncology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/oncology-amount
           type: INT
       - RDLGY_DGNSTC_AMT:
           description:
@@ -25528,6 +29081,7 @@ cms:
             original_type: NUM
             text: Radiology Diagnostic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-diagnostic-amount
           type: INT
       - RDLGY_THRPTC_AMT:
           description:
@@ -25535,6 +29089,7 @@ cms:
             original_type: NUM
             text: Radiology Therapeutic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-therapeutic-amount
           type: INT
       - RDLGY_NUCLR_MDCN_AMT:
           description:
@@ -25542,6 +29097,7 @@ cms:
             original_type: NUM
             text: Radiology Nuclear Medicine Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-amount
           type: INT
       - RDLGY_CT_SCAN_AMT:
           description:
@@ -25549,6 +29105,7 @@ cms:
             original_type: NUM
             text: Radiology CT Scan Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-ct-scan-amount
           type: INT
       - RDLGY_OTHR_IMGNG_AMT:
           description:
@@ -25556,6 +29113,7 @@ cms:
             original_type: NUM
             text: Radiology Other Imaging Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-amount
           type: INT
       - OPRTG_ROOM_AMT:
           description:
@@ -25563,6 +29121,7 @@ cms:
             original_type: NUM
             text: Operating Room Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-and-recovery-room-amount
           type: INT
       - OR_LABOR_DLVRY_AMT:
           description:
@@ -25570,6 +29129,7 @@ cms:
             original_type: NUM
             text: O/R Labor Delivery Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/labor-room-and-delivery-amount
           type: INT
       - CRDC_CATHRZTN_AMT:
           description:
@@ -25577,6 +29137,7 @@ cms:
             original_type: NUM
             text: Cardiac Catheterization Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiac-catheterization-lab-amount
           type: INT
       - SQSTRTN_RDCTN_AMT:
           description:
@@ -25584,6 +29145,7 @@ cms:
             original_type: NUM
             text: Sequestration Reduction Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/sequestration-reduction-amount
           type: INT
       - UNCOMPD_CARE_PYMT_AMT:
           description:
@@ -25591,6 +29153,7 @@ cms:
             original_type: NUM
             text: Uncompensated Care Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/uncompensated-care-payment-amount
           type: INT
       - BNDLD_ADJSTMT_AMT:
           description:
@@ -25598,6 +29161,7 @@ cms:
             original_type: NUM
             text: Bundled Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/bundled-payment-adjustment-amount
           type: INT
       - VBP_ADJSTMT_AMT:
           description:
@@ -25605,6 +29169,7 @@ cms:
             original_type: NUM
             text: Hospital Value Based Purchasing (VBP) Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-value-based-purchasing-vbp-amount
           type: INT
       - HRR_ADJSTMT_AMT:
           description:
@@ -25612,6 +29177,7 @@ cms:
             original_type: NUM
             text: Hospital Readmission Reduction (HRR) Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-adjustment-amount
           type: INT
       - EHR_PYMT_ADJSTMT_AMT:
           description:
@@ -25619,6 +29185,7 @@ cms:
             original_type: NUM
             text: Electronic Health Record (EHR) Payment Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/electronic-health-record-ehr-payment-adjustment-amount
           type: INT
       - PPS_STD_VAL_PYMT_AMT:
           description:
@@ -25626,6 +29193,7 @@ cms:
             original_type: NUM
             text: Claim PPS Standard Value Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/standard-payment-amount
           type: INT
       - FINL_STD_AMT:
           description:
@@ -25633,6 +29201,7 @@ cms:
             original_type: NUM
             text: Claim Final Standard Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-final-standard-payment-amount
           type: INT
       - HAC_RDCTN_PMT_AMT:
           description:
@@ -25640,6 +29209,7 @@ cms:
             original_type: NUM
             text: Hospital Acquired Conditions Reduction Payment Amount (IPPS_FLEX_PYMT_6_AMT)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-acquired-conditions-hac-reduction-payment-amount
           type: INT
       - IPPS_FLEX_PYMT_7_AMT:
           description:
@@ -25647,6 +29217,7 @@ cms:
             original_type: NUM
             text: IPPS Flexible Payment Amount II
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/flexible-payment-amount-7th-placeholder
           type: INT
       - PTNT_ADD_ON_PYMT_AMT:
           description:
@@ -25654,6 +29225,7 @@ cms:
             original_type: NUM
             text: Revenue Center Patient/Initial Visit Add-On Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/patient-add-payment-amount-new-patient
           type: INT
       - HAC_PGM_RDCTN_IND_SW:
           description:
@@ -25661,6 +29233,7 @@ cms:
             original_type: CHAR
             text: Hospital Acquired Conditions (HAC) Program Reduction Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-hospital-acquired-condition-hac-program-reduction-indicator-switch
           type: VARCHAR(1)
       - PGM_RDCTN_IND_SW:
           description:
@@ -25668,6 +29241,7 @@ cms:
             original_type: CHAR
             text: Electronic Health Records (EHR) Program Reduction Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/electronic-health-records-ehr-program-reduction-indicator
           type: VARCHAR(1)
       - PA_IND_CD:
           description:
@@ -25675,6 +29249,7 @@ cms:
             original_type: CHAR
             text: Claim Prior Authorization Indicator Code
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/prior-authorization-indicator-code
           type: VARCHAR(4)
       - UNIQ_TRKNG_NUM:
           description:
@@ -25682,6 +29257,7 @@ cms:
             original_type: CHAR
             text: Claim Unique Tracking Number
             width: 14.0
+          reference: https://resdac.org/cms-data/variables/unique-tracking-number
           type: VARCHAR(14)
       - STAY_2_IND_SW:
           description:
@@ -25689,6 +29265,7 @@ cms:
             original_type: CHAR
             text: Stay 2 Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/two-midnight-stay-indicator
           type: VARCHAR(1)
       - CLM_SITE_NTRL_PYMT_CST_AMT:
           description:
@@ -25696,6 +29273,7 @@ cms:
             original_type: NUM
             text: Claim Site Neutral Payment Based on Cost Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-site-neutral-payment-based-cost-amount
           type: INT
       - CLM_SITE_NTRL_PYMT_IPPS_AMT:
           description:
@@ -25703,6 +29281,7 @@ cms:
             original_type: NUM
             text: Claim Site Neutral Payment Based on IPPS Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-site-neutral-payment-based-ipps-amount
           type: INT
       - CLM_FULL_STD_PYMT_AMT:
           description:
@@ -25710,6 +29289,7 @@ cms:
             original_type: NUM
             text: Claim Full Standard Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-full-standard-payment-amount
           type: INT
       - CLM_SS_OUTLIER_STD_PYMT_AMT:
           description:
@@ -25717,6 +29297,7 @@ cms:
             original_type: NUM
             text: Claim Short Stay Outlier (SSO) Standard Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-short-stay-outlier-sso-standard-payment-amount
           type: INT
       - CLM_NGACO_IND_1_CD:
           description:
@@ -25725,6 +29306,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-1
           type: VARCHAR(1)
       - CLM_NGACO_IND_2_CD:
           description:
@@ -25733,6 +29315,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-2
           type: VARCHAR(1)
       - CLM_NGACO_IND_3_CD:
           description:
@@ -25741,6 +29324,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-3
           type: VARCHAR(1)
       - CLM_NGACO_IND_4_CD:
           description:
@@ -25749,6 +29333,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-4
           type: VARCHAR(1)
       - CLM_NGACO_IND_5_CD:
           description:
@@ -25757,6 +29342,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-5
           type: VARCHAR(1)
       - CLM_RSDL_PYMT_IND_CD:
           description:
@@ -25764,6 +29350,7 @@ cms:
             original_type: CHAR
             text: Claim Residual Payment Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-residual-payment-indicator-code
           type: VARCHAR(1)
       - CLM_RP_IND_CD:
           description:
@@ -25771,6 +29358,7 @@ cms:
             original_type: CHAR
             text: Claim Representative Payee (RP) Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-claim-representative-payee-rp-indicator-code
           type: VARCHAR(1)
       - RC_RP_IND_CD:
           description:
@@ -25778,6 +29366,7 @@ cms:
             original_type: CHAR
             text: Revenue Center Representative Payee (RP) Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-claim-representative-payee-rp-indicator-code
           type: VARCHAR(1)
       - ACO_ID_NUM:
           description:
@@ -25785,6 +29374,7 @@ cms:
             original_type: CHAR
             text: Accountable Care Organization (ACO) Identification Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-accountable-care-organization-aco-identification-number
           type: VARCHAR(10)
       - RC_ALLOGENEIC_STEM_CELL_AMT:
           description:
@@ -25792,6 +29382,7 @@ cms:
             original_type: NUM
             text: Revenue Center Allogeneic Stem Cell Acquisition/Donor Services Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-allogeneic-stem-cell-acquisitiondonor-services-amount
           type: INT
       - ISLET_ADD_ON_PYMT_AMT:
           description:
@@ -25799,6 +29390,7 @@ cms:
             original_type: NUM
             text: Islet Add-On Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/islet-add-payment-amount
           type: INT
       - FILE:
           description:
@@ -25807,6 +29399,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -25815,6 +29408,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -25822,6 +29416,7 @@ cms:
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -25832,6 +29427,7 @@ cms:
             text: Year of MedPAR Record
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (MEDPAR_YR_NUM) STORED
             type: generated
@@ -25842,6 +29438,7 @@ cms:
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (BENE_ZIP) STORED
             type: generated
@@ -25863,6 +29460,7 @@ cms:
             text: Encrypted 723 Beneficiary ID
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - MEDPARID:
           description:
@@ -25870,6 +29468,7 @@ cms:
             original_type: CHAR
             text: Unique Key for CCW MedPAR Table
             width: 15.0
+          reference: https://resdac.org/cms-data/variables/medpar-id-number
           type: VARCHAR(15)
       - MEDPAR_YR_NUM:
           description:
@@ -25877,6 +29476,7 @@ cms:
             original_type: CHAR
             text: Year of MedPAR Record
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/year-medpar-record
           type: VARCHAR(4)
       - CLM_TYPE:
           description:
@@ -25884,6 +29484,7 @@ cms:
             original_type: CHAR
             text: NCH Claim Type Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/nch-claim-type-code
           type: VARCHAR(2)
       - BIC:
           description:
@@ -25891,6 +29492,7 @@ cms:
             original_type: CHAR
             text: BIC reported on first claim included in stay
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/bic-reported-first-claim-included-stay
           type: VARCHAR(2)
       - EQ_BIC:
           description:
@@ -25898,6 +29500,7 @@ cms:
             original_type: CHAR
             text: Equated BIC
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/equated-bic
           type: VARCHAR(2)
       - AGE_CNT:
           description:
@@ -25905,6 +29508,7 @@ cms:
             original_type: NUM
             text: Age as of Date of Admission.
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/age-date-admission
           type: INT
       - SEX:
           description:
@@ -25912,6 +29516,7 @@ cms:
             original_type: CHAR
             text: Sex of Beneficiary
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -25919,6 +29524,7 @@ cms:
             original_type: CHAR
             text: Race of Beneficiary
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - MS_CD:
           description:
@@ -25926,6 +29532,7 @@ cms:
             original_type: CHAR
             text: Reason for entitlement to Medicare benefits as of CLM_THRU_DT
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/reason-entitlement-medicare-benefits-clmthrudt
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -25933,6 +29540,7 @@ cms:
             original_type: CHAR
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -25940,6 +29548,7 @@ cms:
             original_type: CHAR
             text: SSA standard county code of a beneficiarys residence.
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - BENE_ZIP:
           description:
@@ -25947,6 +29556,7 @@ cms:
             original_type: CHAR
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary-home-or-mailing-address-latest-year
           type: VARCHAR(5)
       - DSCHRGCD:
           description:
@@ -25954,6 +29564,7 @@ cms:
             original_type: CHAR
             text: Code identifying status of patient as of CLM_THRU_DT
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-identifying-status-patient-clmthrudt
           type: VARCHAR(1)
       - FICARR:
           description:
@@ -25961,6 +29572,7 @@ cms:
             original_type: CHAR
             text: Intermediary processor identification
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/fiscal-intermediary-fi-id-number
           type: VARCHAR(5)
       - WRNGCD:
           description:
@@ -25969,6 +29581,7 @@ cms:
             text: Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay
               prcss
             width: 18.0
+          reference: https://resdac.org/cms-data/variables/warning-indicators-code-specifying-detailed-billing-info
           type: VARCHAR(18)
       - GHOPDCD:
           description:
@@ -25976,6 +29589,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not GHO has paid provider for claim(s)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-whether-group-health-organization-gho-has-paid-provider-claims
           type: VARCHAR(1)
       - PPS_IND:
           description:
@@ -25983,6 +29597,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not facility is being paid under PPS
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/prospective-payment-system-pps-indicator-code
           type: VARCHAR(1)
       - ORGNPINM:
           description:
@@ -25990,6 +29605,7 @@ cms:
             original_type: CHAR
             text: Organization NPI Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organization-npi-number-ffs
           type: VARCHAR(10)
       - PRVDRNUM:
           description:
@@ -25997,6 +29613,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Provider Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/provider-number
           type: VARCHAR(10)
       - SPCLUNIT:
           description:
@@ -26005,6 +29622,7 @@ cms:
             text: Special num system code for hosp units that are PPS/SNF SB dsgntn
               excl.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/provider-number-special-unit-code
           type: VARCHAR(1)
       - SSLSSNF:
           description:
@@ -26012,6 +29630,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether stay is short stay, long stay, or SNF
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/short-staylong-staysnf-provider-indicator-code
           type: VARCHAR(1)
       - ACTV_XREF_IND:
           description:
@@ -26019,6 +29638,7 @@ cms:
             original_type: CHAR
             text: Active Cross-Refference Indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-active-cross-reference-indicator
           type: VARCHAR(1)
       - SLCT_RSN_CD:
           description:
@@ -26026,6 +29646,7 @@ cms:
             original_type: CHAR
             text: Specifies whether this record is a case or control record.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/specifies-whether-record-case-or-control-record
           type: VARCHAR(1)
       - FACLMCNT:
           description:
@@ -26033,6 +29654,7 @@ cms:
             original_type: NUM
             text: Claims (final action) included in stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/number-claims-final-action-included-stay
           type: INT
       - ACRTNDT:
           description:
@@ -26041,6 +29663,7 @@ cms:
             text: Date latest claim incl in stay accreted to bene mstr rec at the
               CWF host
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/latest-claim-accretion-date
           type: DATE
       - EXHST_DT:
           description:
@@ -26048,6 +29671,7 @@ cms:
             original_type: DATE
             text: Last date beneficiary had Medicare coverage
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-medicare-benefit-exhausted-date
           type: DATE
       - QLFYFROM:
           description:
@@ -26055,6 +29679,7 @@ cms:
             original_type: DATE
             text: Beginning date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beginning-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - QLFYTHRU:
           description:
@@ -26062,6 +29687,7 @@ cms:
             original_type: DATE
             text: Ending date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/ending-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - SRC_ADMS:
           description:
@@ -26070,6 +29696,7 @@ cms:
             text: Admssn to an Inp facility or, for newborn admssn, type of delivery
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/source-admission-inpatient-facility-newborn-admit-type-delivery-code
           type: VARCHAR(1)
       - TYPE_ADM:
           description:
@@ -26078,6 +29705,7 @@ cms:
             text: Type and priority of benes admission to facility for Inp hosp stay
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/inpatient-admission-type-code
           type: VARCHAR(1)
       - ADMSNDAY:
           description:
@@ -26085,6 +29713,7 @@ cms:
             original_type: CHAR
             text: Code indicating day of week beneficiary was admitted to facility.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-day-week-beneficiary-was-admitted-facility
           type: VARCHAR(1)
       - ADMSNDT:
           description:
@@ -26092,6 +29721,7 @@ cms:
             original_type: DATE
             text: Date beneficiary admitted for Inpatient care or date care started
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-beneficiary-admitted-inpatient-care-or-date-care-started
           type: DATE
       - DSCHRGDT:
           description:
@@ -26099,6 +29729,7 @@ cms:
             original_type: DATE
             text: Date beneficiary was discharged or died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/discharge-date
           type: DATE
       - DSTNTNCD:
           description:
@@ -26106,6 +29737,7 @@ cms:
             original_type: CHAR
             text: Destination upon discharge from facility code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medpar-discharge-destination-code
           type: VARCHAR(2)
       - CVRLVLDT:
           description:
@@ -26113,6 +29745,7 @@ cms:
             original_type: DATE
             text: Date covered level of care ended in a SNF
             width: 8.0
+          reference: null
           type: DATE
       - DEATHDT:
           description:
@@ -26120,6 +29753,7 @@ cms:
             original_type: DATE
             text: Date beneficiary died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - DEATHCD:
           description:
@@ -26127,6 +29761,7 @@ cms:
             original_type: CHAR
             text: Death Date Verification Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/death-date-verification-code
           type: VARCHAR(1)
       - DEATHDAY:
           description:
@@ -26134,6 +29769,7 @@ cms:
             original_type: NUM
             text: Days from date admitted to facility to date of death
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-date-admitted-facility-date-death
           type: INT
       - SSICD:
           description:
@@ -26141,6 +29777,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Internal Use SSI Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-indicator-code
           type: VARCHAR(1)
       - SSIDAY:
           description:
@@ -26148,6 +29785,7 @@ cms:
             original_type: NUM
             text: MEDPAR Internal Use SSI Day Count
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-day-count
           type: INT
       - INTRNL_USE_SSI_DATA:
           description:
@@ -26155,6 +29793,7 @@ cms:
             original_type: CHAR
             text: Internal Use SSI Data
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-data
           type: VARCHAR(1)
       - IPSBCD:
           description:
@@ -26162,6 +29801,7 @@ cms:
             original_type: CHAR
             text: For internal Use Only. IPSB Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ipsb-code
           type: VARCHAR(3)
       - FILDTCD:
           description:
@@ -26169,6 +29809,7 @@ cms:
             original_type: CHAR
             text: For internal use only. Fiscal year/calendar year segments.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-only-fiscal-yearcalendar-year-segments
           type: VARCHAR(1)
       - SMPLSIZE:
           description:
@@ -26176,6 +29817,7 @@ cms:
             original_type: CHAR
             text: For internal use. MEDPAR sample size.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-medpar-sample-size
           type: VARCHAR(1)
       - LOSCNT:
           description:
@@ -26183,6 +29825,7 @@ cms:
             original_type: NUM
             text: Days of beneficiarys stay in a hospital/SNF
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-beneficiarys-stay-hospitalsnf
           type: INT
       - OUTLRDAY:
           description:
@@ -26191,6 +29834,7 @@ cms:
             text: Days paid as outliers (either day or cost) under PPS beyond DRG
               threshld
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/days-paid-outliers-either-day-or-cost-under-pps-beyond-drg-threshold
           type: INT
       - UTIL_DAY:
           description:
@@ -26198,6 +29842,7 @@ cms:
             original_type: NUM
             text: Covered days of care chargeable to Medicare utilization for stay
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/covered-days-care-chargeable-medicare-utilization-stay
           type: INT
       - COIN_DAY:
           description:
@@ -26205,6 +29850,7 @@ cms:
             original_type: NUM
             text: MEDPAR Beneficiary Total Coinsurance Day Count
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-total-coinsurance-day-count
           type: INT
       - LRD_USE:
           description:
@@ -26212,6 +29858,7 @@ cms:
             original_type: NUM
             text: Lifetime reserve days (LRD) used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/lifetime-reserve-days-lrd-used-beneficiary-stay
           type: INT
       - COIN_AMT:
           description:
@@ -26219,6 +29866,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for part A coinsurance for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-part-coinsurance-stay
           type: INT
       - DED_AMT:
           description:
@@ -26226,6 +29874,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-deductible-stay
           type: INT
       - BLDDEDAM:
           description:
@@ -26233,6 +29882,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for blood deductible for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-blood-deductible-stay
           type: INT
       - PRPAY_CD:
           description:
@@ -26240,6 +29890,7 @@ cms:
             original_type: CHAR
             text: Primary payer responsibility code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-primary-payer-code
           type: VARCHAR(1)
       - PRPAYAMT:
           description:
@@ -26248,6 +29899,7 @@ cms:
             text: Primry payer other than Medicare for covered Medicare chrgs for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/primary-payer-paid-amount
           type: INT
       - DRG_CD:
           description:
@@ -26255,6 +29907,7 @@ cms:
             original_type: CHAR
             text: DRG Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-related-group-drg-code
           type: VARCHAR(3)
       - OUTLR_CD:
           description:
@@ -26262,6 +29915,7 @@ cms:
             original_type: CHAR
             text: Cost or Day Outlier code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-drgoutlier-stay-code
           type: VARCHAR(1)
       - OUTLRAMT:
           description:
@@ -26270,6 +29924,7 @@ cms:
             text: Addtnl approved due to outlier situation over DRG allowance for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-outlier-approved-payment-amount
           type: INT
       - DRGPRICE:
           description:
@@ -26278,6 +29933,7 @@ cms:
             text: Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-price-amount
           type: INT
       - DISP_SHR:
           description:
@@ -26286,6 +29942,7 @@ cms:
             text: Over the DRG amount for disproportionate share hospital for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-disproportionate-share-dsh-amount
           type: INT
       - IME_AMT:
           description:
@@ -26293,6 +29950,7 @@ cms:
             original_type: NUM
             text: Additional payment made to teaching hospitals for IME for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/indirect-medical-education-ime-amount
           type: INT
       - PASSTHRU:
           description:
@@ -26300,6 +29958,7 @@ cms:
             original_type: NUM
             text: Total of all claim pass thru for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pass-thru-diem-amount-stay
           type: INT
       - PPS_CPTL:
           description:
@@ -26307,6 +29966,7 @@ cms:
             original_type: NUM
             text: Total payable for capital PPS ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-pps-capital-amount
           type: INT
       - IP_LOW_VOL_PYMT_AMT:
           description:
@@ -26314,6 +29974,7 @@ cms:
             original_type: NUM
             text: Inpatient Low Volume Payment Amount.
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-low-volume-payment-amount
           type: INT
       - TOTCHRG:
           description:
@@ -26322,6 +29983,7 @@ cms:
             text: Total all charges for all srvcs provided to beneficiary for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-amount
           type: INT
       - CVRCHRG:
           description:
@@ -26329,6 +29991,7 @@ cms:
             original_type: NUM
             text: Portion of total charges covered by Medicare for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-covered-charge-amount
           type: INT
       - PMT_AMT:
           description:
@@ -26337,6 +30000,7 @@ cms:
             text: Amt of payment from Medicare trust fund for srvcs covered by claim
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-medicare-payment-amount
           type: INT
       - ACMDTNS:
           description:
@@ -26345,6 +30009,7 @@ cms:
             text: Total charge for all accommodations related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-accommodations
           type: INT
       - DPRTMNTL:
           description:
@@ -26353,6 +30018,7 @@ cms:
             text: Total charge for all ancillary depts related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-ancillary-departments-related-beneficiarys-stay
           type: INT
       - PRVTDAY:
           description:
@@ -26360,6 +30026,7 @@ cms:
             original_type: NUM
             text: Private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/private-room-day-count
           type: INT
       - SPRVTDAY:
           description:
@@ -26367,6 +30034,7 @@ cms:
             original_type: NUM
             text: Semi-private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-day-count
           type: INT
       - WARDDAY:
           description:
@@ -26374,6 +30042,7 @@ cms:
             original_type: NUM
             text: Ward days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/ward-day-count
           type: INT
       - ICARECNT:
           description:
@@ -26381,6 +30050,7 @@ cms:
             original_type: NUM
             text: Intensive care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-day-count
           type: INT
       - CRNRYDAY:
           description:
@@ -26388,6 +30058,7 @@ cms:
             original_type: NUM
             text: Coronary care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-day-count
           type: INT
       - PRVTAMT:
           description:
@@ -26395,6 +30066,7 @@ cms:
             original_type: NUM
             text: Private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/private-room-charge-amount
           type: INT
       - SPRVTAMT:
           description:
@@ -26402,6 +30074,7 @@ cms:
             original_type: NUM
             text: Semi-private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-charge-amount
           type: INT
       - WARDAMT:
           description:
@@ -26409,6 +30082,7 @@ cms:
             original_type: NUM
             text: Ward accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ward-charge-amount
           type: INT
       - ICAREAMT:
           description:
@@ -26416,6 +30090,7 @@ cms:
             original_type: NUM
             text: Intensive care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-charge-amount
           type: INT
       - CRNRYAMT:
           description:
@@ -26423,6 +30098,7 @@ cms:
             original_type: NUM
             text: Coronary care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-charge-amount
           type: INT
       - OTHRAMT:
           description:
@@ -26430,6 +30106,7 @@ cms:
             original_type: NUM
             text: Other services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/other-service-charge-amount
           type: INT
       - PHRMCAMT:
           description:
@@ -26437,6 +30114,7 @@ cms:
             original_type: NUM
             text: Pharmaceutical costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-charge-amount
           type: INT
       - SUPLYAMT:
           description:
@@ -26444,6 +30122,7 @@ cms:
             original_type: NUM
             text: Medical/surgical supplies related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-charge-amount
           type: INT
       - DME_AMT:
           description:
@@ -26451,6 +30130,7 @@ cms:
             original_type: NUM
             text: DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/durable-medical-equipment-dme-charge-amount
           type: INT
       - UDME_AMT:
           description:
@@ -26458,6 +30138,7 @@ cms:
             original_type: NUM
             text: Used DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/used-durable-medical-equipment-dme-charge-amount
           type: INT
       - PHYTHAMT:
           description:
@@ -26465,6 +30146,7 @@ cms:
             original_type: NUM
             text: Physical therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/physical-therapy-charge-amount
           type: INT
       - OCPTLAMT:
           description:
@@ -26473,6 +30155,7 @@ cms:
             text: Occupational therapy services provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/occupational-therapy-charge-amount
           type: INT
       - SPCH_AMT:
           description:
@@ -26480,6 +30163,7 @@ cms:
             original_type: NUM
             text: Speech pathology services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/speech-pathology-charge-amount
           type: INT
       - INHLTAMT:
           description:
@@ -26487,6 +30171,7 @@ cms:
             original_type: NUM
             text: Inhalation therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inhalation-therapy-charge-amount
           type: INT
       - BLOODAMT:
           description:
@@ -26494,6 +30179,7 @@ cms:
             original_type: NUM
             text: Blood provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-charge-amount
           type: INT
       - BLDADMIN:
           description:
@@ -26501,6 +30187,7 @@ cms:
             original_type: NUM
             text: Blood storage and processing related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-storage-and-processing-charge-amount
           type: INT
       - BLDFRNSH:
           description:
@@ -26509,6 +30196,7 @@ cms:
             text: Quantity of blood (whole pints) furnished to beneficiary during
               stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/blood-pints-furnished-quantity
           type: INT
       - OROOMAMT:
           description:
@@ -26517,6 +30205,7 @@ cms:
             text: OR, recovery rm, and labor rm delivery used by bene during stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-room-charge-amount
           type: INT
       - LTHTRPSY:
           description:
@@ -26524,6 +30213,7 @@ cms:
             original_type: NUM
             text: Lithotripsy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/lithotripsy-charge-amount
           type: INT
       - CRDLGY:
           description:
@@ -26532,6 +30222,7 @@ cms:
             text: Cardiology services and ECG(s) provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiology-charge-amount
           type: INT
       - ANSTHSA:
           description:
@@ -26539,6 +30230,7 @@ cms:
             original_type: NUM
             text: Anesthesia services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/anesthesia-charge-amount
           type: INT
       - LAB_AMT:
           description:
@@ -26546,6 +30238,7 @@ cms:
             original_type: NUM
             text: Laboratory costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/laboratory-charge-amount
           type: INT
       - RDLGYAMT:
           description:
@@ -26553,6 +30246,7 @@ cms:
             original_type: NUM
             text: Radiology costs (excluding MRI) related to a beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-charge-amount-excluding-mri
           type: INT
       - MRI_AMT:
           description:
@@ -26560,6 +30254,7 @@ cms:
             original_type: NUM
             text: MRI services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/magnetic-resonance-imaging-mri-charge-amount
           type: INT
       - OPSRVC:
           description:
@@ -26567,6 +30262,7 @@ cms:
             original_type: NUM
             text: Outpatient services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/outpatient-service-charge-amount
           type: INT
       - ER_AMT:
           description:
@@ -26574,6 +30270,7 @@ cms:
             original_type: NUM
             text: Emergency room services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/emergency-room-er-charge-amount
           type: INT
       - AMBLNC:
           description:
@@ -26581,6 +30278,7 @@ cms:
             original_type: NUM
             text: Ambulance services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ambulance-charge-amount
           type: INT
       - PROFFEES:
           description:
@@ -26588,6 +30286,7 @@ cms:
             original_type: NUM
             text: Professional fees related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/professional-fees-charge-amount
           type: INT
       - ORGNAMT:
           description:
@@ -26596,6 +30295,7 @@ cms:
             text: Organ acquisition or oth donor bank srvcs related to benes stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-or-other-donor-bank-charge-amount
           type: INT
       - ESRDSETG:
           description:
@@ -26603,6 +30303,7 @@ cms:
             original_type: NUM
             text: ESRD services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-charge-amount
           type: INT
       - CLNC_AMT:
           description:
@@ -26610,6 +30311,7 @@ cms:
             original_type: NUM
             text: Clinic visits related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/clinic-visit-charge-amount
           type: INT
       - ICUINDCD:
           description:
@@ -26617,6 +30319,7 @@ cms:
             original_type: CHAR
             text: ICU type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-unit-icu-indicator-code
           type: VARCHAR(1)
       - CRNRY_CD:
           description:
@@ -26624,6 +30327,7 @@ cms:
             original_type: CHAR
             text: Coronary care unit type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-unit-ccu-indicator-code
           type: VARCHAR(1)
       - PHRMCYCD:
           description:
@@ -26631,6 +30335,7 @@ cms:
             original_type: CHAR
             text: Drugs type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-indicator-code
           type: VARCHAR(1)
       - TRNSPLNT:
           description:
@@ -26638,6 +30343,7 @@ cms:
             original_type: CHAR
             text: Organ transplant code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/organ-transplant-indicator-code
           type: VARCHAR(1)
       - ONCLGYSW:
           description:
@@ -26645,6 +30351,7 @@ cms:
             original_type: CHAR
             text: Radiology oncology services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/oncology-indicator
           type: VARCHAR(1)
       - DGNSTCSW:
           description:
@@ -26652,6 +30359,7 @@ cms:
             original_type: CHAR
             text: Radiology diagnostic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnostic-radiology-indicator
           type: VARCHAR(1)
       - THRPTCSW:
           description:
@@ -26659,6 +30367,7 @@ cms:
             original_type: CHAR
             text: Radiology therapeutic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/therapeutic-radiology-indicator
           type: VARCHAR(1)
       - NUCLR_SW:
           description:
@@ -26666,6 +30375,7 @@ cms:
             original_type: CHAR
             text: Radiology nuclear medicine services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-indicator
           type: VARCHAR(1)
       - CTSCANSW:
           description:
@@ -26673,6 +30383,7 @@ cms:
             original_type: CHAR
             text: Radiology computed tomographic (CT) scan services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-computed-tomographic-ct-scan-indicator
           type: VARCHAR(1)
       - IMGNG_SW:
           description:
@@ -26680,6 +30391,7 @@ cms:
             original_type: CHAR
             text: Radiology other imaging services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-indicator
           type: VARCHAR(1)
       - OPSRVCCD:
           description:
@@ -26687,6 +30399,7 @@ cms:
             original_type: CHAR
             text: Outpatient services/ambulatory surgical care code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/outpatient-servicesambulatory-surgical-care-indicator-code
           type: VARCHAR(1)
       - ORGNCD:
           description:
@@ -26694,6 +30407,7 @@ cms:
             original_type: CHAR
             text: Organ acquisition type code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-type-code
           type: VARCHAR(2)
       - ESRD_CD:
           description:
@@ -26701,6 +30415,7 @@ cms:
             original_type: CHAR
             text: ESRD condition code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-condition-indicator-code
           type: VARCHAR(2)
       - ESRDSTG1:
           description:
@@ -26708,6 +30423,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code I
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-1
           type: VARCHAR(2)
       - ESRDSTG2:
           description:
@@ -26715,6 +30431,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code II
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-2
           type: VARCHAR(2)
       - ESRDSTG3:
           description:
@@ -26722,6 +30439,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code III
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-3
           type: VARCHAR(2)
       - ESRDSTG4:
           description:
@@ -26729,6 +30447,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code IV
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-4
           type: VARCHAR(2)
       - ESRDSTG5:
           description:
@@ -26736,6 +30455,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code V
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-5
           type: VARCHAR(2)
       - AD_DGNS:
           description:
@@ -26743,6 +30463,7 @@ cms:
             original_type: CHAR
             text: Initial diagnosis at time of admission
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/admitting-diagnosis-code
           type: VARCHAR(7)
       - ADMTG_DGNS_VRSN_CD:
           description:
@@ -26750,6 +30471,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Admitting Diagnosis Version Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-admitting-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCNT:
           description:
@@ -26757,6 +30479,7 @@ cms:
             original_type: NUM
             text: Diagnosis codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-codes
           type: INT
       - DGNS_VRSN_CD:
           description:
@@ -26765,6 +30488,7 @@ cms:
             text: Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier
               Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_1:
           description:
@@ -26772,6 +30496,7 @@ cms:
             original_type: CHAR
             text: Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-1-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_2:
           description:
@@ -26779,6 +30504,7 @@ cms:
             original_type: CHAR
             text: Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-2-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_3:
           description:
@@ -26786,6 +30512,7 @@ cms:
             original_type: CHAR
             text: Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-3-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_4:
           description:
@@ -26793,6 +30520,7 @@ cms:
             original_type: CHAR
             text: Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-4-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_5:
           description:
@@ -26800,6 +30528,7 @@ cms:
             original_type: CHAR
             text: Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-5-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_6:
           description:
@@ -26807,6 +30536,7 @@ cms:
             original_type: CHAR
             text: Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-6-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_7:
           description:
@@ -26814,6 +30544,7 @@ cms:
             original_type: CHAR
             text: Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-7-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_8:
           description:
@@ -26821,6 +30552,7 @@ cms:
             original_type: CHAR
             text: Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-8-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_9:
           description:
@@ -26828,6 +30560,7 @@ cms:
             original_type: CHAR
             text: Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-9-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_10:
           description:
@@ -26835,6 +30568,7 @@ cms:
             original_type: CHAR
             text: Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-10-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_11:
           description:
@@ -26842,6 +30576,7 @@ cms:
             original_type: CHAR
             text: Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-11-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_12:
           description:
@@ -26849,6 +30584,7 @@ cms:
             original_type: CHAR
             text: Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-12-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_13:
           description:
@@ -26856,6 +30592,7 @@ cms:
             original_type: CHAR
             text: Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-13-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_14:
           description:
@@ -26863,6 +30600,7 @@ cms:
             original_type: CHAR
             text: Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-14-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_15:
           description:
@@ -26870,6 +30608,7 @@ cms:
             original_type: CHAR
             text: Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-15-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_16:
           description:
@@ -26877,6 +30616,7 @@ cms:
             original_type: CHAR
             text: Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-16-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_17:
           description:
@@ -26884,6 +30624,7 @@ cms:
             original_type: CHAR
             text: Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-17-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_18:
           description:
@@ -26891,6 +30632,7 @@ cms:
             original_type: CHAR
             text: Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-18-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_19:
           description:
@@ -26898,6 +30640,7 @@ cms:
             original_type: CHAR
             text: Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-19-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_20:
           description:
@@ -26905,6 +30648,7 @@ cms:
             original_type: CHAR
             text: Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-20-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_21:
           description:
@@ -26912,6 +30656,7 @@ cms:
             original_type: CHAR
             text: Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-21-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_22:
           description:
@@ -26919,6 +30664,7 @@ cms:
             original_type: CHAR
             text: Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-22-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_23:
           description:
@@ -26926,6 +30672,7 @@ cms:
             original_type: CHAR
             text: Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-23-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_24:
           description:
@@ -26933,6 +30680,7 @@ cms:
             original_type: CHAR
             text: Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-24-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_25:
           description:
@@ -26940,6 +30688,7 @@ cms:
             original_type: CHAR
             text: Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-25-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCD1:
           description:
@@ -26947,6 +30696,7 @@ cms:
             original_type: CHAR
             text: Primary ICD-9-CM code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-principal-diagnosis-code
           type: VARCHAR(7)
       - DGNSCD2:
           description:
@@ -26954,6 +30704,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-2
           type: VARCHAR(7)
       - DGNSCD3:
           description:
@@ -26961,6 +30712,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-3
           type: VARCHAR(7)
       - DGNSCD4:
           description:
@@ -26968,6 +30720,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-4
           type: VARCHAR(7)
       - DGNSCD5:
           description:
@@ -26975,6 +30728,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-5
           type: VARCHAR(7)
       - DGNSCD6:
           description:
@@ -26982,6 +30736,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-6
           type: VARCHAR(7)
       - DGNSCD7:
           description:
@@ -26989,6 +30744,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-7
           type: VARCHAR(7)
       - DGNSCD8:
           description:
@@ -26996,6 +30752,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-8
           type: VARCHAR(7)
       - DGNSCD9:
           description:
@@ -27003,6 +30760,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-9
           type: VARCHAR(7)
       - DGNSCD10:
           description:
@@ -27010,6 +30768,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-10
           type: VARCHAR(7)
       - DGNSCD11:
           description:
@@ -27017,6 +30776,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-11
           type: VARCHAR(7)
       - DGNSCD12:
           description:
@@ -27024,6 +30784,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-12
           type: VARCHAR(7)
       - DGNSCD13:
           description:
@@ -27031,6 +30792,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-13
           type: VARCHAR(7)
       - DGNSCD14:
           description:
@@ -27038,6 +30800,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-14
           type: VARCHAR(7)
       - DGNSCD15:
           description:
@@ -27045,6 +30808,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-15
           type: VARCHAR(7)
       - DGNSCD16:
           description:
@@ -27052,6 +30816,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-16
           type: VARCHAR(7)
       - DGNSCD17:
           description:
@@ -27059,6 +30824,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-17
           type: VARCHAR(7)
       - DGNSCD18:
           description:
@@ -27066,6 +30832,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-18
           type: VARCHAR(7)
       - DGNSCD19:
           description:
@@ -27073,6 +30840,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-19
           type: VARCHAR(7)
       - DGNSCD20:
           description:
@@ -27080,6 +30848,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-20
           type: VARCHAR(7)
       - DGNSCD21:
           description:
@@ -27087,6 +30856,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-21
           type: VARCHAR(7)
       - DGNSCD22:
           description:
@@ -27094,6 +30864,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-22
           type: VARCHAR(7)
       - DGNSCD23:
           description:
@@ -27101,6 +30872,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-23
           type: VARCHAR(7)
       - DGNSCD24:
           description:
@@ -27108,6 +30880,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-24
           type: VARCHAR(7)
       - DGNSCD25:
           description:
@@ -27115,6 +30888,7 @@ cms:
             original_type: CHAR
             text: ICD-9-CM Diagnosis code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-25
           type: VARCHAR(7)
       - DGNS_POA:
           description:
@@ -27122,6 +30896,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Code POA Array
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-code-poa-array
           type: VARCHAR(10)
       - POA_DGNS_CD_CNT:
           description:
@@ -27129,6 +30904,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-codes
           type: INT
       - POA_DGNS_1_IND_CD:
           description:
@@ -27136,6 +30912,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_2_IND_CD:
           description:
@@ -27143,6 +30920,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_3_IND_CD:
           description:
@@ -27150,6 +30928,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_4_IND_CD:
           description:
@@ -27157,6 +30936,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_5_IND_CD:
           description:
@@ -27164,6 +30944,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_6_IND_CD:
           description:
@@ -27171,6 +30952,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_7_IND_CD:
           description:
@@ -27178,6 +30960,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_8_IND_CD:
           description:
@@ -27185,6 +30968,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_9_IND_CD:
           description:
@@ -27192,6 +30976,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_10_IND_CD:
           description:
@@ -27199,6 +30984,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_11_IND_CD:
           description:
@@ -27206,6 +30992,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_12_IND_CD:
           description:
@@ -27213,6 +31000,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-12
           type: VARCHAR(1)
       - POA_DGNS_13_IND_CD:
           description:
@@ -27220,6 +31008,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-13
           type: VARCHAR(1)
       - POA_DGNS_14_IND_CD:
           description:
@@ -27227,6 +31016,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-14
           type: VARCHAR(1)
       - POA_DGNS_15_IND_CD:
           description:
@@ -27234,6 +31024,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-15
           type: VARCHAR(1)
       - POA_DGNS_16_IND_CD:
           description:
@@ -27241,6 +31032,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-16
           type: VARCHAR(1)
       - POA_DGNS_17_IND_CD:
           description:
@@ -27248,6 +31040,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-17
           type: VARCHAR(1)
       - POA_DGNS_18_IND_CD:
           description:
@@ -27255,6 +31048,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-18
           type: VARCHAR(1)
       - POA_DGNS_19_IND_CD:
           description:
@@ -27262,6 +31056,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-19
           type: VARCHAR(1)
       - POA_DGNS_20_IND_CD:
           description:
@@ -27269,6 +31064,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-20
           type: VARCHAR(1)
       - POA_DGNS_21_IND_CD:
           description:
@@ -27276,6 +31072,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-21
           type: VARCHAR(1)
       - POA_DGNS_22_IND_CD:
           description:
@@ -27283,6 +31080,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-22
           type: VARCHAR(1)
       - POA_DGNS_23_IND_CD:
           description:
@@ -27290,6 +31088,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-23
           type: VARCHAR(1)
       - POA_DGNS_24_IND_CD:
           description:
@@ -27297,6 +31096,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-24
           type: VARCHAR(1)
       - POA_DGNS_25_IND_CD:
           description:
@@ -27304,6 +31104,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - DGNS_E_CD_CNT:
           description:
@@ -27311,6 +31112,7 @@ cms:
             original_type: NUM
             text: MEDPAR Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-e-codes
           type: INT
       - DGNS_E_VRSN_CD:
           description:
@@ -27318,6 +31120,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-earlier-version
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_1:
           description:
@@ -27325,6 +31128,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_2:
           description:
@@ -27332,6 +31136,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-2
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_3:
           description:
@@ -27339,6 +31144,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-3
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_4:
           description:
@@ -27346,6 +31152,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-4
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_5:
           description:
@@ -27353,6 +31160,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-5
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_6:
           description:
@@ -27360,6 +31168,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-6
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_7:
           description:
@@ -27367,6 +31176,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-7
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_8:
           description:
@@ -27374,6 +31184,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-8
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_9:
           description:
@@ -27381,6 +31192,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-9
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_10:
           description:
@@ -27388,6 +31200,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-10
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_11:
           description:
@@ -27395,6 +31208,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-11
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_12:
           description:
@@ -27402,6 +31216,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-12
           type: VARCHAR(1)
       - DGNS_E_1_CD:
           description:
@@ -27410,6 +31225,7 @@ cms:
             text: E Diagnosis Code 1 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - DGNS_E_2_CD:
           description:
@@ -27418,6 +31234,7 @@ cms:
             text: E Diagnosis Code 2 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-2
           type: VARCHAR(7)
       - DGNS_E_3_CD:
           description:
@@ -27426,6 +31243,7 @@ cms:
             text: E Diagnosis Code 3 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-3
           type: VARCHAR(7)
       - DGNS_E_4_CD:
           description:
@@ -27434,6 +31252,7 @@ cms:
             text: E Diagnosis Code 4 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-4
           type: VARCHAR(7)
       - DGNS_E_5_CD:
           description:
@@ -27442,6 +31261,7 @@ cms:
             text: E Diagnosis Code 5 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-5
           type: VARCHAR(7)
       - DGNS_E_6_CD:
           description:
@@ -27450,6 +31270,7 @@ cms:
             text: E Diagnosis Code 6 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-6
           type: VARCHAR(7)
       - DGNS_E_7_CD:
           description:
@@ -27458,6 +31279,7 @@ cms:
             text: E Diagnosis Code 7 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-7
           type: VARCHAR(7)
       - DGNS_E_8_CD:
           description:
@@ -27466,6 +31288,7 @@ cms:
             text: E Diagnosis Code 8 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-8
           type: VARCHAR(7)
       - DGNS_E_9_CD:
           description:
@@ -27474,6 +31297,7 @@ cms:
             text: E Diagnosis Code 9 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-9
           type: VARCHAR(7)
       - DGNS_E_10_CD:
           description:
@@ -27482,6 +31306,7 @@ cms:
             text: E Diagnosis Code 10 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-10
           type: VARCHAR(7)
       - DGNS_E_11_CD:
           description:
@@ -27490,6 +31315,7 @@ cms:
             text: E Diagnosis Code 11 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-11
           type: VARCHAR(7)
       - DGNS_E_12_CD:
           description:
@@ -27498,6 +31324,7 @@ cms:
             text: E Diagnosis Code 12 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - POA_DGNS_E_CD_CNT:
           description:
@@ -27505,6 +31332,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-e-codes
           type: INT
       - POA_DGNS_E_1_IND_CD:
           description:
@@ -27512,6 +31340,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_E_2_IND_CD:
           description:
@@ -27519,6 +31348,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_E_3_IND_CD:
           description:
@@ -27526,6 +31356,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_E_4_IND_CD:
           description:
@@ -27533,6 +31364,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_E_5_IND_CD:
           description:
@@ -27540,6 +31372,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_E_6_IND_CD:
           description:
@@ -27547,6 +31380,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_E_7_IND_CD:
           description:
@@ -27554,6 +31388,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_E_8_IND_CD:
           description:
@@ -27561,6 +31396,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_E_9_IND_CD:
           description:
@@ -27568,6 +31404,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_E_10_IND_CD:
           description:
@@ -27575,6 +31412,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_E_11_IND_CD:
           description:
@@ -27582,6 +31420,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_E_12_IND_CD:
           description:
@@ -27589,6 +31428,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-12
           type: VARCHAR(1)
       - PRCDRSW:
           description:
@@ -27596,6 +31436,7 @@ cms:
             original_type: CHAR
             text: Surgical procedures indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-indicator
           type: VARCHAR(1)
       - PRCDRCNT:
           description:
@@ -27603,6 +31444,7 @@ cms:
             original_type: NUM
             text: Surgical procedure codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-codes-included-stay
           type: INT
       - SRGCL_PRCDR_VRSN_CD:
           description:
@@ -27610,6 +31452,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_1:
           description:
@@ -27617,6 +31460,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_2:
           description:
@@ -27624,6 +31468,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-2
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_3:
           description:
@@ -27631,6 +31476,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-3
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_4:
           description:
@@ -27638,6 +31484,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-4
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_5:
           description:
@@ -27645,6 +31492,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-5
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_6:
           description:
@@ -27652,6 +31500,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-6
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_7:
           description:
@@ -27659,6 +31508,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-7
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_8:
           description:
@@ -27666,6 +31516,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-8
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_9:
           description:
@@ -27673,6 +31524,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-9
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_10:
           description:
@@ -27680,6 +31532,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-10
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_11:
           description:
@@ -27687,6 +31540,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_12:
           description:
@@ -27694,6 +31548,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_13:
           description:
@@ -27701,6 +31556,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-13
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_14:
           description:
@@ -27708,6 +31564,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-14
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_15:
           description:
@@ -27715,6 +31572,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-15
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_16:
           description:
@@ -27722,6 +31580,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-16
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_17:
           description:
@@ -27729,6 +31588,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-17
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_18:
           description:
@@ -27736,6 +31596,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-18
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_19:
           description:
@@ -27743,6 +31604,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-19
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_20:
           description:
@@ -27750,6 +31612,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-20
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_21:
           description:
@@ -27757,6 +31620,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-21
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_22:
           description:
@@ -27764,6 +31628,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-22
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_23:
           description:
@@ -27771,6 +31636,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-23
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_24:
           description:
@@ -27778,6 +31644,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-24
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_25:
           description:
@@ -27785,6 +31652,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(1)
       - PRCDRCD1:
           description:
@@ -27792,6 +31660,7 @@ cms:
             original_type: CHAR
             text: Principal Procedure code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(7)
       - PRCDRCD2:
           description:
@@ -27799,6 +31668,7 @@ cms:
             original_type: CHAR
             text: Procedure Code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-2
           type: VARCHAR(7)
       - PRCDRCD3:
           description:
@@ -27806,6 +31676,7 @@ cms:
             original_type: CHAR
             text: Procedure Code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-3
           type: VARCHAR(7)
       - PRCDRCD4:
           description:
@@ -27813,6 +31684,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(7)
       - PRCDRCD5:
           description:
@@ -27820,6 +31692,7 @@ cms:
             original_type: CHAR
             text: Procedure Code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-5
           type: VARCHAR(7)
       - PRCDRCD6:
           description:
@@ -27827,6 +31700,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-6
           type: VARCHAR(7)
       - PRCDRCD7:
           description:
@@ -27834,6 +31708,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-7
           type: VARCHAR(7)
       - PRCDRCD8:
           description:
@@ -27841,6 +31716,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-8
           type: VARCHAR(7)
       - PRCDRCD9:
           description:
@@ -27848,6 +31724,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-9
           type: VARCHAR(7)
       - PRCDRCD10:
           description:
@@ -27855,6 +31732,7 @@ cms:
             original_type: CHAR
             text: Procedure Code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-10
           type: VARCHAR(7)
       - PRCDRCD11:
           description:
@@ -27862,6 +31740,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-11
           type: VARCHAR(7)
       - PRCDRCD12:
           description:
@@ -27869,6 +31748,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-12
           type: VARCHAR(7)
       - PRCDRCD13:
           description:
@@ -27876,6 +31756,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-13
           type: VARCHAR(7)
       - PRCDRCD14:
           description:
@@ -27883,6 +31764,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-14
           type: VARCHAR(7)
       - PRCDRCD15:
           description:
@@ -27890,6 +31772,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-15
           type: VARCHAR(7)
       - PRCDRCD16:
           description:
@@ -27897,6 +31780,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-16
           type: VARCHAR(7)
       - PRCDRCD17:
           description:
@@ -27904,6 +31788,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-17
           type: VARCHAR(7)
       - PRCDRCD18:
           description:
@@ -27911,6 +31796,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-18
           type: VARCHAR(7)
       - PRCDRCD19:
           description:
@@ -27918,6 +31804,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-19
           type: VARCHAR(7)
       - PRCDRCD20:
           description:
@@ -27925,6 +31812,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-20
           type: VARCHAR(7)
       - PRCDRCD21:
           description:
@@ -27932,6 +31820,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-21
           type: VARCHAR(7)
       - PRCDRCD22:
           description:
@@ -27939,6 +31828,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-22
           type: VARCHAR(7)
       - PRCDRCD23:
           description:
@@ -27946,6 +31836,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-23
           type: VARCHAR(7)
       - PRCDRCD24:
           description:
@@ -27953,6 +31844,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-24
           type: VARCHAR(7)
       - PRCDRCD25:
           description:
@@ -27960,6 +31852,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-25
           type: VARCHAR(7)
       - PRCDTCNT:
           description:
@@ -27967,6 +31860,7 @@ cms:
             original_type: NUM
             text: Dates associated with surgical procedures included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/dates-associated-surgical-procedures-included-stay
           type: INT
       - PRCDRDT1:
           description:
@@ -27974,6 +31868,7 @@ cms:
             original_type: DATE
             text: Principal Procedure Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-date
           type: DATE
       - PRCDRDT2:
           description:
@@ -27981,6 +31876,7 @@ cms:
             original_type: DATE
             text: Procedure Date II
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-2
           type: DATE
       - PRCDRDT3:
           description:
@@ -27988,6 +31884,7 @@ cms:
             original_type: DATE
             text: Procedure Date III
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-3
           type: DATE
       - PRCDRDT4:
           description:
@@ -27995,6 +31892,7 @@ cms:
             original_type: DATE
             text: Procedure Date IV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-4
           type: DATE
       - PRCDRDT5:
           description:
@@ -28002,6 +31900,7 @@ cms:
             original_type: DATE
             text: Procedure Date V
             width: 8.0
+          reference: null
           type: DATE
       - PRCDRDT6:
           description:
@@ -28009,6 +31908,7 @@ cms:
             original_type: DATE
             text: Procedure Date VI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-6
           type: DATE
       - PRCDRDT7:
           description:
@@ -28016,6 +31916,7 @@ cms:
             original_type: DATE
             text: Procedure Date VII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-7
           type: DATE
       - PRCDRDT8:
           description:
@@ -28023,6 +31924,7 @@ cms:
             original_type: DATE
             text: Procedure Date VIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-8
           type: DATE
       - PRCDRDT9:
           description:
@@ -28030,6 +31932,7 @@ cms:
             original_type: DATE
             text: Procedure Date IX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-9
           type: DATE
       - PRCDRDT10:
           description:
@@ -28037,6 +31940,7 @@ cms:
             original_type: DATE
             text: Procedure Date X
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-10
           type: DATE
       - PRCDRDT11:
           description:
@@ -28044,6 +31948,7 @@ cms:
             original_type: DATE
             text: Procedure Date XI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-11
           type: DATE
       - PRCDRDT12:
           description:
@@ -28051,6 +31956,7 @@ cms:
             original_type: DATE
             text: Procedure Date XII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-12
           type: DATE
       - PRCDRDT13:
           description:
@@ -28058,6 +31964,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-13
           type: DATE
       - PRCDRDT14:
           description:
@@ -28065,6 +31972,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-14
           type: DATE
       - PRCDRDT15:
           description:
@@ -28072,6 +31980,7 @@ cms:
             original_type: DATE
             text: Procedure Date XV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-15
           type: DATE
       - PRCDRDT16:
           description:
@@ -28079,6 +31988,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-16
           type: DATE
       - PRCDRDT17:
           description:
@@ -28086,6 +31996,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-17
           type: DATE
       - PRCDRDT18:
           description:
@@ -28093,6 +32004,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-18
           type: DATE
       - PRCDRDT19:
           description:
@@ -28100,6 +32012,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-19
           type: DATE
       - PRCDRDT20:
           description:
@@ -28107,6 +32020,7 @@ cms:
             original_type: DATE
             text: Procedure Date XX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-20
           type: DATE
       - PRCDRDT21:
           description:
@@ -28114,6 +32028,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-21
           type: DATE
       - PRCDRDT22:
           description:
@@ -28121,6 +32036,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-22
           type: DATE
       - PRCDRDT23:
           description:
@@ -28128,6 +32044,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-23
           type: DATE
       - PRCDRDT24:
           description:
@@ -28135,6 +32052,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-24
           type: DATE
       - PRCDRDT25:
           description:
@@ -28142,6 +32060,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-25
           type: DATE
       - CLM_PTNT_RLTNSHP_CD:
           description:
@@ -28149,6 +32068,7 @@ cms:
             original_type: CHAR
             text: Claim Patient Relationship Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/claim-patient-relationship-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_1_CD:
           description:
@@ -28156,6 +32076,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 1 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-1-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_2_CD:
           description:
@@ -28163,6 +32084,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 2 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-2-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_3_CD:
           description:
@@ -28170,6 +32092,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 3 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-3-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_4_CD:
           description:
@@ -28177,6 +32100,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 4 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-4-code
           type: VARCHAR(2)
       - VBP_PRTCPNT_IND_CD:
           description:
@@ -28184,6 +32108,7 @@ cms:
             original_type: CHAR
             text: VBP Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-participant-indicator-code
           type: VARCHAR(1)
       - HRR_PRTCPNT_IND_CD:
           description:
@@ -28191,6 +32116,7 @@ cms:
             original_type: CHAR
             text: HRR Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-participant-indicator-code
           type: VARCHAR(1)
       - BNDLD_MODEL_DSCNT_PCT:
           description:
@@ -28198,6 +32124,7 @@ cms:
             original_type: NUM
             text: Bundled Model Discount Percent
             width: 7.4
+          reference: https://resdac.org/cms-data/variables/bundled-payment-model-discount-percent
           type: NUMERIC(7,4)
       - VBP_ADJSTMT_PCT:
           description:
@@ -28205,6 +32132,7 @@ cms:
             original_type: NUM
             text: VBP Adjustment Percent
             width: 15.12
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-adjustment-percent
           type: NUMERIC(15,12)
       - HRR_ADJSTMT_PCT:
           description:
@@ -28212,6 +32140,7 @@ cms:
             original_type: NUM
             text: HRR Adjustment Percent
             width: 8.5
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-adjustment-percent
           type: NUMERIC(8,5)
       - INFRMTL_ENCTR_IND_SW:
           description:
@@ -28219,6 +32148,7 @@ cms:
             original_type: CHAR
             text: Informational Encounter Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/informational-encounter-indicator
           type: VARCHAR(1)
       - MA_TCHNG_IND_SW:
           description:
@@ -28226,6 +32156,7 @@ cms:
             original_type: CHAR
             text: MA Teaching Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/ma-teaching-indicator
           type: VARCHAR(1)
       - PROD_RPLCMT_LIFECYC_SW:
           description:
@@ -28233,6 +32164,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Lifecycle Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-within-product-lifecycle-early
           type: VARCHAR(1)
       - PROD_RPLCMT_RCLL_SW:
           description:
@@ -28240,6 +32172,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Recall Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-recall-product
           type: VARCHAR(1)
       - CRED_RCVD_RPLCD_DVC_SW:
           description:
@@ -28247,6 +32180,7 @@ cms:
             original_type: CHAR
             text: Credit Received Replaced Device Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/credit-received-replaced-device
           type: VARCHAR(1)
       - OBSRVTN_SW:
           description:
@@ -28254,6 +32188,7 @@ cms:
             original_type: CHAR
             text: Observation Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/observation-unit-indicator
           type: VARCHAR(1)
       - NEW_TCHNLGY_ADD_ON_AMT:
           description:
@@ -28261,6 +32196,7 @@ cms:
             original_type: NUM
             text: New Technology Add-On Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/new-technology-add-amount
           type: INT
       - BASE_OPRTG_DRG_AMT:
           description:
@@ -28268,6 +32204,7 @@ cms:
             original_type: NUM
             text: Base Operating DRG Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/base-operating-drg-amount
           type: INT
       - OPRTG_HSP_AMT:
           description:
@@ -28275,6 +32212,7 @@ cms:
             original_type: NUM
             text: Operating Hospital Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-hospital-amount
           type: INT
       - MDCL_SRGCL_GNRL_AMT:
           description:
@@ -28282,6 +32220,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical General Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_NSTRL_AMT:
           description:
@@ -28289,6 +32228,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Non-Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-non-sterile-supplies-amount
           type: INT
       - MDCL_SRGCL_STRL_AMT:
           description:
@@ -28296,6 +32236,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-sterile-supplies-amount
           type: INT
       - TAKE_HOME_AMT:
           description:
@@ -28303,6 +32244,7 @@ cms:
             original_type: NUM
             text: Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-take-home-amount
           type: INT
       - PRSTHTC_ORTHTC_AMT:
           description:
@@ -28310,6 +32252,7 @@ cms:
             original_type: NUM
             text: Prosthetic Orthotic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_PCMKR_AMT:
           description:
@@ -28317,6 +32260,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Pacemaker Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-pacemaker-amount
           type: INT
       - INTRAOCULAR_LENS_AMT:
           description:
@@ -28324,6 +32268,7 @@ cms:
             original_type: NUM
             text: Intraocular Lens Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-intraocular-lens-amount
           type: INT
       - OXYGN_TAKE_HOME_AMT:
           description:
@@ -28331,6 +32276,7 @@ cms:
             original_type: NUM
             text: Oxygen Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-oxygen-take-home-amount
           type: INT
       - OTHR_IMPLANTS_AMT:
           description:
@@ -28338,6 +32284,7 @@ cms:
             original_type: NUM
             text: Other Implants Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-implants-amount
           type: INT
       - OTHR_SUPLIES_DVC_AMT:
           description:
@@ -28345,6 +32292,7 @@ cms:
             original_type: NUM
             text: Other Supplies Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-device-amount
           type: INT
       - INCDNT_RDLGY_AMT:
           description:
@@ -28352,6 +32300,7 @@ cms:
             original_type: NUM
             text: Incident Radiology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-radiology-amount
           type: INT
       - INCDNT_DGNSTC_SRVCS_AMT:
           description:
@@ -28359,6 +32308,7 @@ cms:
             original_type: NUM
             text: Incident Diagnostic Services Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-diagnostic-services-amount
           type: INT
       - MDCL_SRGCL_DRSNG_AMT:
           description:
@@ -28366,6 +32316,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Dressing Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-dressing-amount
           type: INT
       - INVSTGTNL_DVC_AMT:
           description:
@@ -28373,6 +32324,7 @@ cms:
             original_type: NUM
             text: Investigational Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-investigational-device-amount
           type: INT
       - MDCL_SRGCL_MISC_AMT:
           description:
@@ -28380,6 +32332,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Miscellaneous Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medical-surgical-miscellaneous-amount
           type: INT
       - RDLGY_ONCOLOGY_AMT:
           description:
@@ -28387,6 +32340,7 @@ cms:
             original_type: NUM
             text: Radiology/Oncology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/oncology-amount
           type: INT
       - RDLGY_DGNSTC_AMT:
           description:
@@ -28394,6 +32348,7 @@ cms:
             original_type: NUM
             text: Radiology Diagnostic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-diagnostic-amount
           type: INT
       - RDLGY_THRPTC_AMT:
           description:
@@ -28401,6 +32356,7 @@ cms:
             original_type: NUM
             text: Radiology Therapeutic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-therapeutic-amount
           type: INT
       - RDLGY_NUCLR_MDCN_AMT:
           description:
@@ -28408,6 +32364,7 @@ cms:
             original_type: NUM
             text: Radiology Nuclear Medicine Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-amount
           type: INT
       - RDLGY_CT_SCAN_AMT:
           description:
@@ -28415,6 +32372,7 @@ cms:
             original_type: NUM
             text: Radiology CT Scan Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-ct-scan-amount
           type: INT
       - RDLGY_OTHR_IMGNG_AMT:
           description:
@@ -28422,6 +32380,7 @@ cms:
             original_type: NUM
             text: Radiology Other Imaging Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-amount
           type: INT
       - OPRTG_ROOM_AMT:
           description:
@@ -28429,6 +32388,7 @@ cms:
             original_type: NUM
             text: Operating Room Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-and-recovery-room-amount
           type: INT
       - OR_LABOR_DLVRY_AMT:
           description:
@@ -28436,6 +32396,7 @@ cms:
             original_type: NUM
             text: O/R Labor Delivery Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/labor-room-and-delivery-amount
           type: INT
       - CRDC_CATHRZTN_AMT:
           description:
@@ -28443,6 +32404,7 @@ cms:
             original_type: NUM
             text: Cardiac Catheterization Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiac-catheterization-lab-amount
           type: INT
       - SQSTRTN_RDCTN_AMT:
           description:
@@ -28450,6 +32412,7 @@ cms:
             original_type: NUM
             text: Sequestration Reduction Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/sequestration-reduction-amount
           type: INT
       - UNCOMPD_CARE_PYMT_AMT:
           description:
@@ -28457,6 +32420,7 @@ cms:
             original_type: NUM
             text: Uncompensated Care Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/uncompensated-care-payment-amount
           type: INT
       - BNDLD_ADJSTMT_AMT:
           description:
@@ -28464,6 +32428,7 @@ cms:
             original_type: NUM
             text: Bundled Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/bundled-payment-adjustment-amount
           type: INT
       - VBP_ADJSTMT_AMT:
           description:
@@ -28471,6 +32436,7 @@ cms:
             original_type: NUM
             text: Hospital Value Based Purchasing (VBP) Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-value-based-purchasing-vbp-amount
           type: INT
       - HRR_ADJSTMT_AMT:
           description:
@@ -28478,6 +32444,7 @@ cms:
             original_type: NUM
             text: Hospital Readmission Reduction (HRR) Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-adjustment-amount
           type: INT
       - EHR_PYMT_ADJSTMT_AMT:
           description:
@@ -28485,6 +32452,7 @@ cms:
             original_type: NUM
             text: Electronic Health Record (EHR) Payment Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/electronic-health-record-ehr-payment-adjustment-amount
           type: INT
       - PPS_STD_VAL_PYMT_AMT:
           description:
@@ -28492,6 +32460,7 @@ cms:
             original_type: NUM
             text: Claim PPS Standard Value Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/standard-payment-amount
           type: INT
       - FINL_STD_AMT:
           description:
@@ -28499,6 +32468,7 @@ cms:
             original_type: NUM
             text: Claim Final Standard Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-final-standard-payment-amount
           type: INT
       - HAC_RDCTN_PMT_AMT:
           description:
@@ -28506,6 +32476,7 @@ cms:
             original_type: NUM
             text: Hospital Acquired Conditions Reduction Payment Amount (IPPS_FLEX_PYMT_6_AMT)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-acquired-conditions-hac-reduction-payment-amount
           type: INT
       - IPPS_FLEX_PYMT_7_AMT:
           description:
@@ -28513,6 +32484,7 @@ cms:
             original_type: NUM
             text: IPPS Flexible Payment Amount II
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/flexible-payment-amount-7th-placeholder
           type: INT
       - PTNT_ADD_ON_PYMT_AMT:
           description:
@@ -28520,6 +32492,7 @@ cms:
             original_type: NUM
             text: Revenue Center Patient/Initial Visit Add-On Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/patient-add-payment-amount-new-patient
           type: INT
       - HAC_PGM_RDCTN_IND_SW:
           description:
@@ -28527,6 +32500,7 @@ cms:
             original_type: CHAR
             text: Hospital Acquired Conditions (HAC) Program Reduction Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-hospital-acquired-condition-hac-program-reduction-indicator-switch
           type: VARCHAR(1)
       - PGM_RDCTN_IND_SW:
           description:
@@ -28534,6 +32508,7 @@ cms:
             original_type: CHAR
             text: Electronic Health Records (EHR) Program Reduction Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/electronic-health-records-ehr-program-reduction-indicator
           type: VARCHAR(1)
       - PA_IND_CD:
           description:
@@ -28541,6 +32516,7 @@ cms:
             original_type: CHAR
             text: Claim Prior Authorization Indicator Code
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/prior-authorization-indicator-code
           type: VARCHAR(4)
       - UNIQ_TRKNG_NUM:
           description:
@@ -28548,6 +32524,7 @@ cms:
             original_type: CHAR
             text: Claim Unique Tracking Number
             width: 14.0
+          reference: https://resdac.org/cms-data/variables/unique-tracking-number
           type: VARCHAR(14)
       - STAY_2_IND_SW:
           description:
@@ -28555,6 +32532,7 @@ cms:
             original_type: CHAR
             text: Stay 2 Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/two-midnight-stay-indicator
           type: VARCHAR(1)
       - CLM_SITE_NTRL_PYMT_CST_AMT:
           description:
@@ -28562,6 +32540,7 @@ cms:
             original_type: NUM
             text: Claim Site Neutral Payment Based on Cost Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-site-neutral-payment-based-cost-amount
           type: INT
       - CLM_SITE_NTRL_PYMT_IPPS_AMT:
           description:
@@ -28569,6 +32548,7 @@ cms:
             original_type: NUM
             text: Claim Site Neutral Payment Based on IPPS Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-site-neutral-payment-based-ipps-amount
           type: INT
       - CLM_FULL_STD_PYMT_AMT:
           description:
@@ -28576,6 +32556,7 @@ cms:
             original_type: NUM
             text: Claim Full Standard Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-full-standard-payment-amount
           type: INT
       - CLM_SS_OUTLIER_STD_PYMT_AMT:
           description:
@@ -28583,6 +32564,7 @@ cms:
             original_type: NUM
             text: Claim Short Stay Outlier (SSO) Standard Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-short-stay-outlier-sso-standard-payment-amount
           type: INT
       - CLM_NGACO_IND_1_CD:
           description:
@@ -28591,6 +32573,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-1
           type: VARCHAR(1)
       - CLM_NGACO_IND_2_CD:
           description:
@@ -28599,6 +32582,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-2
           type: VARCHAR(1)
       - CLM_NGACO_IND_3_CD:
           description:
@@ -28607,6 +32591,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-3
           type: VARCHAR(1)
       - CLM_NGACO_IND_4_CD:
           description:
@@ -28615,6 +32600,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-4
           type: VARCHAR(1)
       - CLM_NGACO_IND_5_CD:
           description:
@@ -28623,6 +32609,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-5
           type: VARCHAR(1)
       - CLM_RSDL_PYMT_IND_CD:
           description:
@@ -28630,6 +32617,7 @@ cms:
             original_type: CHAR
             text: Claim Residual Payment Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-residual-payment-indicator-code
           type: VARCHAR(1)
       - CLM_RP_IND_CD:
           description:
@@ -28637,6 +32625,7 @@ cms:
             original_type: CHAR
             text: Claim Representative Payee (RP) Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-claim-representative-payee-rp-indicator-code
           type: VARCHAR(1)
       - RC_RP_IND_CD:
           description:
@@ -28644,6 +32633,7 @@ cms:
             original_type: CHAR
             text: Revenue Center Representative Payee (RP) Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-claim-representative-payee-rp-indicator-code
           type: VARCHAR(1)
       - ACO_ID_NUM:
           description:
@@ -28651,6 +32641,7 @@ cms:
             original_type: CHAR
             text: Accountable Care Organization (ACO) Identification Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-accountable-care-organization-aco-identification-number
           type: VARCHAR(10)
       - RC_ALLOGENEIC_STEM_CELL_AMT:
           description:
@@ -28658,6 +32649,7 @@ cms:
             original_type: NUM
             text: Revenue Center Allogeneic Stem Cell Acquisition/Donor Services Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-allogeneic-stem-cell-acquisitiondonor-services-amount
           type: INT
       - ISLET_ADD_ON_PYMT_AMT:
           description:
@@ -28665,6 +32657,7 @@ cms:
             original_type: NUM
             text: Islet Add-On Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/islet-add-payment-amount
           type: INT
       - CLM_IP_INITL_MS_DRG_CD:
           description:
@@ -28672,6 +32665,7 @@ cms:
             original_type: CHAR
             text: Claim Inpatient Initial MS-DRG Code
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/medpar-claim-inpatient-initial-ms-drg-code
           type: VARCHAR(4)
       - VAL_CD_Q1_PYMT_RDCTN_AMT:
           description:
@@ -28679,6 +32673,7 @@ cms:
             original_type: NUM
             text: Value Code Q1 Payment Reduction Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/value-code-q1-payment-reduction-amount
           type: INT
       - CLM_MODEL_REIMBRSMT_AMT:
           description:
@@ -28686,6 +32681,7 @@ cms:
             original_type: NUM
             text: Claim Model Reimbursement Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-model-reimbursement-amount
           type: INT
       - RC_MODEL_REIMBRSMT_AMT:
           description:
@@ -28693,6 +32689,7 @@ cms:
             original_type: NUM
             text: Revenue Center Model Reimbursement Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-model-reimbursement-amount
           type: INT
       - VAL_CD_QB_OCM_PYMT_ADJSTMT_AMT:
           description:
@@ -28700,6 +32697,7 @@ cms:
             original_type: NUM
             text: Value Code QB OCM + Payment Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/value-code-qb-ocm-payment-adjustment-amount
           type: INT
       - CELL_GENE_THRPY_PRCDRS_TOT_AMT:
           description:
@@ -28707,6 +32705,7 @@ cms:
             original_type: NUM
             text: Cell/Gene Therapy Procedures Total Charge Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cellgene-therapy-procedures-total-charge-amount
           type: INT
       - CELL_THRPY_DRUGS_TOT_AMT:
           description:
@@ -28714,6 +32713,7 @@ cms:
             original_type: NUM
             text: Cell Therapy Drugs Total Charge Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cell-therapy-drugs-total-charge-amount
           type: INT
       - GENE_THRPY_DRUGS_TOT_AMT:
           description:
@@ -28721,6 +32721,7 @@ cms:
             original_type: NUM
             text: Gene Therapy Drugs Total Charge Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/gene-therapy-drugs-total-charge-amount
           type: INT
       - FILE:
           description:
@@ -28729,6 +32730,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -28737,6 +32739,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -28744,6 +32747,7 @@ cms:
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -28754,6 +32758,7 @@ cms:
             text: Year of MedPAR Record
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (MEDPAR_YR_NUM) STORED
             type: generated
@@ -28764,6 +32769,7 @@ cms:
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (BENE_ZIP) STORED
             type: generated
@@ -28785,6 +32791,7 @@ cms:
             text: Encrypted 723 Beneficiary ID
             width: 15.0
           index: true
+          reference: https://resdac.org/cms-data/variables/ccw-beneficiary-id
           type: VARCHAR(15)
       - MEDPARID:
           description:
@@ -28792,6 +32799,7 @@ cms:
             original_type: CHAR
             text: Unique Key for CCW MedPAR Table
             width: 15.0
+          reference: https://resdac.org/cms-data/variables/medpar-id-number
           type: VARCHAR(15)
       - MEDPAR_YR_NUM:
           description:
@@ -28799,6 +32807,7 @@ cms:
             original_type: CHAR
             text: Year of MedPAR Record
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/year-medpar-record
           type: VARCHAR(4)
       - CLM_TYPE:
           description:
@@ -28806,6 +32815,7 @@ cms:
             original_type: CHAR
             text: NCH Claim Type Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/nch-claim-type-code
           type: VARCHAR(2)
       - BIC:
           description:
@@ -28813,6 +32823,7 @@ cms:
             original_type: CHAR
             text: BIC reported on first claim included in stay
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/bic-reported-first-claim-included-stay
           type: VARCHAR(2)
       - EQ_BIC:
           description:
@@ -28820,6 +32831,7 @@ cms:
             original_type: CHAR
             text: Equated BIC
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/equated-bic
           type: VARCHAR(2)
       - AGE_CNT:
           description:
@@ -28827,6 +32839,7 @@ cms:
             original_type: NUM
             text: Age as of Date of Admission.
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/age-date-admission
           type: INT
       - SEX:
           description:
@@ -28834,6 +32847,7 @@ cms:
             original_type: CHAR
             text: Sex of Beneficiary
             width: 1.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(1)
       - RACE:
           description:
@@ -28841,6 +32855,7 @@ cms:
             original_type: CHAR
             text: Race of Beneficiary
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-race-code-base
           type: VARCHAR(1)
       - MS_CD:
           description:
@@ -28848,6 +32863,7 @@ cms:
             original_type: CHAR
             text: Reason for entitlement to Medicare benefits as of CLM_THRU_DT
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/reason-entitlement-medicare-benefits-clmthrudt
           type: VARCHAR(2)
       - STATE_CD:
           description:
@@ -28855,6 +32871,7 @@ cms:
             original_type: CHAR
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           type: VARCHAR(2)
       - CNTY_CD:
           description:
@@ -28862,6 +32879,7 @@ cms:
             original_type: CHAR
             text: SSA standard county code of a beneficiarys residence.
             width: 3.0
+          reference: https://resdac.org/sites/datadocumentation.resdac.org/files/Introduction%20to%20DE-SynPUF%20%28Slides%29.pdf
           type: VARCHAR(3)
       - BENE_ZIP:
           description:
@@ -28869,6 +32887,7 @@ cms:
             original_type: CHAR
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary-home-or-mailing-address-latest-year
           type: VARCHAR(5)
       - DSCHRGCD:
           description:
@@ -28876,6 +32895,7 @@ cms:
             original_type: CHAR
             text: Code identifying status of patient as of CLM_THRU_DT
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-identifying-status-patient-clmthrudt
           type: VARCHAR(1)
       - FICARR:
           description:
@@ -28883,6 +32903,7 @@ cms:
             original_type: CHAR
             text: Intermediary processor identification
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/fiscal-intermediary-fi-id-number
           type: VARCHAR(5)
       - WRNGCD:
           description:
@@ -28891,6 +32912,7 @@ cms:
             text: Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay
               prcss
             width: 18.0
+          reference: https://resdac.org/cms-data/variables/warning-indicators-code-specifying-detailed-billing-info
           type: VARCHAR(18)
       - GHOPDCD:
           description:
@@ -28898,6 +32920,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not GHO has paid provider for claim(s)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-whether-group-health-organization-gho-has-paid-provider-claims
           type: VARCHAR(1)
       - PPS_IND:
           description:
@@ -28905,6 +32928,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether or not facility is being paid under PPS
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/prospective-payment-system-pps-indicator-code
           type: VARCHAR(1)
       - ORGNPINM:
           description:
@@ -28912,6 +32936,7 @@ cms:
             original_type: CHAR
             text: Organization NPI Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organization-npi-number-ffs
           type: VARCHAR(10)
       - PRVDRNUM:
           description:
@@ -28919,6 +32944,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Provider Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/provider-number
           type: VARCHAR(10)
       - SPCLUNIT:
           description:
@@ -28927,6 +32953,7 @@ cms:
             text: Special num system code for hosp units that are PPS/SNF SB dsgntn
               excl.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/provider-number-special-unit-code
           type: VARCHAR(1)
       - SSLSSNF:
           description:
@@ -28934,6 +32961,7 @@ cms:
             original_type: CHAR
             text: Code indicating whether stay is short stay, long stay, or SNF
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/short-staylong-staysnf-provider-indicator-code
           type: VARCHAR(1)
       - ACTV_XREF_IND:
           description:
@@ -28941,6 +32969,7 @@ cms:
             original_type: CHAR
             text: Active Cross-Refference Indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-active-cross-reference-indicator
           type: VARCHAR(1)
       - SLCT_RSN_CD:
           description:
@@ -28948,6 +32977,7 @@ cms:
             original_type: CHAR
             text: Specifies whether this record is a case or control record.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/specifies-whether-record-case-or-control-record
           type: VARCHAR(1)
       - FACLMCNT:
           description:
@@ -28955,6 +32985,7 @@ cms:
             original_type: NUM
             text: Claims (final action) included in stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/number-claims-final-action-included-stay
           type: INT
       - ACRTNDT:
           description:
@@ -28963,6 +32994,7 @@ cms:
             text: Date latest claim incl in stay accreted to bene mstr rec at the
               CWF host
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/latest-claim-accretion-date
           type: DATE
       - EXHST_DT:
           description:
@@ -28970,6 +33002,7 @@ cms:
             original_type: DATE
             text: Last date beneficiary had Medicare coverage
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beneficiary-medicare-benefit-exhausted-date
           type: DATE
       - QLFYFROM:
           description:
@@ -28977,6 +33010,7 @@ cms:
             original_type: DATE
             text: Beginning date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/beginning-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - QLFYTHRU:
           description:
@@ -28984,6 +33018,7 @@ cms:
             original_type: DATE
             text: Ending date of beneficiarys qualifying stay
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/ending-date-beneficiarys-qualifying-snf-stay
           type: DATE
       - SRC_ADMS:
           description:
@@ -28992,6 +33027,7 @@ cms:
             text: Admssn to an Inp facility or, for newborn admssn, type of delivery
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/source-admission-inpatient-facility-newborn-admit-type-delivery-code
           type: VARCHAR(1)
       - TYPE_ADM:
           description:
@@ -29000,6 +33036,7 @@ cms:
             text: Type and priority of benes admission to facility for Inp hosp stay
               code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/inpatient-admission-type-code
           type: VARCHAR(1)
       - ADMSNDAY:
           description:
@@ -29007,6 +33044,7 @@ cms:
             original_type: CHAR
             text: Code indicating day of week beneficiary was admitted to facility.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/code-indicating-day-week-beneficiary-was-admitted-facility
           type: VARCHAR(1)
       - ADMSNDT:
           description:
@@ -29014,6 +33052,7 @@ cms:
             original_type: DATE
             text: Date beneficiary admitted for Inpatient care or date care started
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-beneficiary-admitted-inpatient-care-or-date-care-started
           type: DATE
       - DSCHRGDT:
           description:
@@ -29021,6 +33060,7 @@ cms:
             original_type: DATE
             text: Date beneficiary was discharged or died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/discharge-date
           type: DATE
       - DSTNTNCD:
           description:
@@ -29028,6 +33068,7 @@ cms:
             original_type: CHAR
             text: Destination upon discharge from facility code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/medpar-discharge-destination-code
           type: VARCHAR(2)
       - CVRLVLDT:
           description:
@@ -29035,6 +33076,7 @@ cms:
             original_type: DATE
             text: Date covered level of care ended in a SNF
             width: 8.0
+          reference: null
           type: DATE
       - DEATHDT:
           description:
@@ -29042,6 +33084,7 @@ cms:
             original_type: DATE
             text: Date beneficiary died
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/date-death
           type: DATE
       - DEATHCD:
           description:
@@ -29049,6 +33092,7 @@ cms:
             original_type: CHAR
             text: Death Date Verification Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/death-date-verification-code
           type: VARCHAR(1)
       - DEATHDAY:
           description:
@@ -29056,6 +33100,7 @@ cms:
             original_type: NUM
             text: Days from date admitted to facility to date of death
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-date-admitted-facility-date-death
           type: INT
       - SSICD:
           description:
@@ -29063,6 +33108,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Internal Use SSI Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-indicator-code
           type: VARCHAR(1)
       - SSIDAY:
           description:
@@ -29070,6 +33116,7 @@ cms:
             original_type: NUM
             text: MEDPAR Internal Use SSI Day Count
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-day-count
           type: INT
       - INTRNL_USE_SSI_DATA:
           description:
@@ -29077,6 +33124,7 @@ cms:
             original_type: CHAR
             text: Internal Use SSI Data
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ssi-data
           type: VARCHAR(1)
       - IPSBCD:
           description:
@@ -29084,6 +33132,7 @@ cms:
             original_type: CHAR
             text: For internal Use Only. IPSB Code
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/medpar-internal-use-ipsb-code
           type: VARCHAR(3)
       - FILDTCD:
           description:
@@ -29091,6 +33140,7 @@ cms:
             original_type: CHAR
             text: For internal use only. Fiscal year/calendar year segments.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-only-fiscal-yearcalendar-year-segments
           type: VARCHAR(1)
       - SMPLSIZE:
           description:
@@ -29098,6 +33148,7 @@ cms:
             original_type: CHAR
             text: For internal use. MEDPAR sample size.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/internal-use-medpar-sample-size
           type: VARCHAR(1)
       - LOSCNT:
           description:
@@ -29105,6 +33156,7 @@ cms:
             original_type: NUM
             text: Days of beneficiarys stay in a hospital/SNF
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/days-beneficiarys-stay-hospitalsnf
           type: INT
       - OUTLRDAY:
           description:
@@ -29113,6 +33165,7 @@ cms:
             text: Days paid as outliers (either day or cost) under PPS beyond DRG
               threshld
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/days-paid-outliers-either-day-or-cost-under-pps-beyond-drg-threshold
           type: INT
       - UTIL_DAY:
           description:
@@ -29120,6 +33173,7 @@ cms:
             original_type: NUM
             text: Covered days of care chargeable to Medicare utilization for stay
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/covered-days-care-chargeable-medicare-utilization-stay
           type: INT
       - COIN_DAY:
           description:
@@ -29127,6 +33181,7 @@ cms:
             original_type: NUM
             text: MEDPAR Beneficiary Total Coinsurance Day Count
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-total-coinsurance-day-count
           type: INT
       - LRD_USE:
           description:
@@ -29134,6 +33189,7 @@ cms:
             original_type: NUM
             text: Lifetime reserve days (LRD) used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/lifetime-reserve-days-lrd-used-beneficiary-stay
           type: INT
       - COIN_AMT:
           description:
@@ -29141,6 +33197,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for part A coinsurance for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-part-coinsurance-stay
           type: INT
       - DED_AMT:
           description:
@@ -29148,6 +33205,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-deductible-stay
           type: INT
       - BLDDEDAM:
           description:
@@ -29155,6 +33213,7 @@ cms:
             original_type: NUM
             text: Beneficiarys liability for blood deductible for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/beneficiarys-liability-blood-deductible-stay
           type: INT
       - PRPAY_CD:
           description:
@@ -29162,6 +33221,7 @@ cms:
             original_type: CHAR
             text: Primary payer responsibility code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-beneficiary-primary-payer-code
           type: VARCHAR(1)
       - PRPAYAMT:
           description:
@@ -29170,6 +33230,7 @@ cms:
             text: Primry payer other than Medicare for covered Medicare chrgs for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/primary-payer-paid-amount
           type: INT
       - DRG_CD:
           description:
@@ -29177,6 +33238,7 @@ cms:
             original_type: CHAR
             text: DRG Code
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-related-group-drg-code
           type: VARCHAR(4)
       - OUTLR_CD:
           description:
@@ -29184,6 +33246,7 @@ cms:
             original_type: CHAR
             text: Cost or Day Outlier code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-drgoutlier-stay-code
           type: VARCHAR(1)
       - OUTLRAMT:
           description:
@@ -29192,6 +33255,7 @@ cms:
             text: Addtnl approved due to outlier situation over DRG allowance for
               stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-outlier-approved-payment-amount
           type: INT
       - DRGPRICE:
           description:
@@ -29200,6 +33264,7 @@ cms:
             text: Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/drg-price-amount
           type: INT
       - DISP_SHR:
           description:
@@ -29208,6 +33273,7 @@ cms:
             text: Over the DRG amount for disproportionate share hospital for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-disproportionate-share-dsh-amount
           type: INT
       - IME_AMT:
           description:
@@ -29215,6 +33281,7 @@ cms:
             original_type: NUM
             text: Additional payment made to teaching hospitals for IME for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/indirect-medical-education-ime-amount
           type: INT
       - PASSTHRU:
           description:
@@ -29222,6 +33289,7 @@ cms:
             original_type: NUM
             text: Total of all claim pass thru for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pass-thru-diem-amount-stay
           type: INT
       - PPS_CPTL:
           description:
@@ -29229,6 +33297,7 @@ cms:
             original_type: NUM
             text: Total payable for capital PPS ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-pps-capital-amount
           type: INT
       - IP_LOW_VOL_PYMT_AMT:
           description:
@@ -29236,6 +33305,7 @@ cms:
             original_type: NUM
             text: Inpatient Low Volume Payment Amount.
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inpatient-low-volume-payment-amount
           type: INT
       - TOTCHRG:
           description:
@@ -29244,6 +33314,7 @@ cms:
             text: Total all charges for all srvcs provided to beneficiary for stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-amount
           type: INT
       - CVRCHRG:
           description:
@@ -29251,6 +33322,7 @@ cms:
             original_type: NUM
             text: Portion of total charges covered by Medicare for stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-covered-charge-amount
           type: INT
       - PMT_AMT:
           description:
@@ -29259,6 +33331,7 @@ cms:
             text: Amt of payment from Medicare trust fund for srvcs covered by claim
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-medicare-payment-amount
           type: INT
       - ACMDTNS:
           description:
@@ -29267,6 +33340,7 @@ cms:
             text: Total charge for all accommodations related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-accommodations
           type: INT
       - DPRTMNTL:
           description:
@@ -29275,6 +33349,7 @@ cms:
             text: Total charge for all ancillary depts related to beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/total-charge-all-ancillary-departments-related-beneficiarys-stay
           type: INT
       - PRVTDAY:
           description:
@@ -29282,6 +33357,7 @@ cms:
             original_type: NUM
             text: Private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/private-room-day-count
           type: INT
       - SPRVTDAY:
           description:
@@ -29289,6 +33365,7 @@ cms:
             original_type: NUM
             text: Semi-private room days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-day-count
           type: INT
       - WARDDAY:
           description:
@@ -29296,6 +33373,7 @@ cms:
             original_type: NUM
             text: Ward days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/ward-day-count
           type: INT
       - ICARECNT:
           description:
@@ -29303,6 +33381,7 @@ cms:
             original_type: NUM
             text: Intensive care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-day-count
           type: INT
       - CRNRYDAY:
           description:
@@ -29310,6 +33389,7 @@ cms:
             original_type: NUM
             text: Coronary care days used by beneficiary for stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-day-count
           type: INT
       - PRVTAMT:
           description:
@@ -29317,6 +33397,7 @@ cms:
             original_type: NUM
             text: Private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/private-room-charge-amount
           type: INT
       - SPRVTAMT:
           description:
@@ -29324,6 +33405,7 @@ cms:
             original_type: NUM
             text: Semi-private room accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/semi-private-room-charge-amount
           type: INT
       - WARDAMT:
           description:
@@ -29331,6 +33413,7 @@ cms:
             original_type: NUM
             text: Ward accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ward-charge-amount
           type: INT
       - ICAREAMT:
           description:
@@ -29338,6 +33421,7 @@ cms:
             original_type: NUM
             text: Intensive care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-charge-amount
           type: INT
       - CRNRYAMT:
           description:
@@ -29345,6 +33429,7 @@ cms:
             original_type: NUM
             text: Coronary care accommodations related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-charge-amount
           type: INT
       - OTHRAMT:
           description:
@@ -29352,6 +33437,7 @@ cms:
             original_type: NUM
             text: Other services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/other-service-charge-amount
           type: INT
       - PHRMCAMT:
           description:
@@ -29359,6 +33445,7 @@ cms:
             original_type: NUM
             text: Pharmaceutical costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-charge-amount
           type: INT
       - SUPLYAMT:
           description:
@@ -29366,6 +33453,7 @@ cms:
             original_type: NUM
             text: Medical/surgical supplies related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-charge-amount
           type: INT
       - DME_AMT:
           description:
@@ -29373,6 +33461,7 @@ cms:
             original_type: NUM
             text: DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/durable-medical-equipment-dme-charge-amount
           type: INT
       - UDME_AMT:
           description:
@@ -29380,6 +33469,7 @@ cms:
             original_type: NUM
             text: Used DME related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/used-durable-medical-equipment-dme-charge-amount
           type: INT
       - PHYTHAMT:
           description:
@@ -29387,6 +33477,7 @@ cms:
             original_type: NUM
             text: Physical therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/physical-therapy-charge-amount
           type: INT
       - OCPTLAMT:
           description:
@@ -29395,6 +33486,7 @@ cms:
             text: Occupational therapy services provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/occupational-therapy-charge-amount
           type: INT
       - SPCH_AMT:
           description:
@@ -29402,6 +33494,7 @@ cms:
             original_type: NUM
             text: Speech pathology services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/speech-pathology-charge-amount
           type: INT
       - INHLTAMT:
           description:
@@ -29409,6 +33502,7 @@ cms:
             original_type: NUM
             text: Inhalation therapy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/inhalation-therapy-charge-amount
           type: INT
       - BLOODAMT:
           description:
@@ -29416,6 +33510,7 @@ cms:
             original_type: NUM
             text: Blood provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-charge-amount
           type: INT
       - BLDADMIN:
           description:
@@ -29423,6 +33518,7 @@ cms:
             original_type: NUM
             text: Blood storage and processing related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/blood-storage-and-processing-charge-amount
           type: INT
       - BLDFRNSH:
           description:
@@ -29431,6 +33527,7 @@ cms:
             text: Quantity of blood (whole pints) furnished to beneficiary during
               stay
             width: 5.0
+          reference: https://resdac.org/cms-data/variables/blood-pints-furnished-quantity
           type: INT
       - OROOMAMT:
           description:
@@ -29439,6 +33536,7 @@ cms:
             text: OR, recovery rm, and labor rm delivery used by bene during stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-room-charge-amount
           type: INT
       - LTHTRPSY:
           description:
@@ -29446,6 +33544,7 @@ cms:
             original_type: NUM
             text: Lithotripsy services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/lithotripsy-charge-amount
           type: INT
       - CRDLGY:
           description:
@@ -29454,6 +33553,7 @@ cms:
             text: Cardiology services and ECG(s) provided during beneficiarys stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiology-charge-amount
           type: INT
       - ANSTHSA:
           description:
@@ -29461,6 +33561,7 @@ cms:
             original_type: NUM
             text: Anesthesia services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/anesthesia-charge-amount
           type: INT
       - LAB_AMT:
           description:
@@ -29468,6 +33569,7 @@ cms:
             original_type: NUM
             text: Laboratory costs related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/laboratory-charge-amount
           type: INT
       - RDLGYAMT:
           description:
@@ -29475,6 +33577,7 @@ cms:
             original_type: NUM
             text: Radiology costs (excluding MRI) related to a beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-charge-amount-excluding-mri
           type: INT
       - MRI_AMT:
           description:
@@ -29482,6 +33585,7 @@ cms:
             original_type: NUM
             text: MRI services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/magnetic-resonance-imaging-mri-charge-amount
           type: INT
       - OPSRVC:
           description:
@@ -29489,6 +33593,7 @@ cms:
             original_type: NUM
             text: Outpatient services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/outpatient-service-charge-amount
           type: INT
       - ER_AMT:
           description:
@@ -29496,6 +33601,7 @@ cms:
             original_type: NUM
             text: Emergency room services provided during beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/emergency-room-er-charge-amount
           type: INT
       - AMBLNC:
           description:
@@ -29503,6 +33609,7 @@ cms:
             original_type: NUM
             text: Ambulance services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/ambulance-charge-amount
           type: INT
       - PROFFEES:
           description:
@@ -29510,6 +33617,7 @@ cms:
             original_type: NUM
             text: Professional fees related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/professional-fees-charge-amount
           type: INT
       - ORGNAMT:
           description:
@@ -29518,6 +33626,7 @@ cms:
             text: Organ acquisition or oth donor bank srvcs related to benes stay
               ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-or-other-donor-bank-charge-amount
           type: INT
       - ESRDSETG:
           description:
@@ -29525,6 +33634,7 @@ cms:
             original_type: NUM
             text: ESRD services related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-charge-amount
           type: INT
       - CLNC_AMT:
           description:
@@ -29532,6 +33642,7 @@ cms:
             original_type: NUM
             text: Clinic visits related to beneficiarys stay ($)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/clinic-visit-charge-amount
           type: INT
       - ICUINDCD:
           description:
@@ -29539,6 +33650,7 @@ cms:
             original_type: CHAR
             text: ICU type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/intensive-care-unit-icu-indicator-code
           type: VARCHAR(1)
       - CRNRY_CD:
           description:
@@ -29546,6 +33658,7 @@ cms:
             original_type: CHAR
             text: Coronary care unit type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/coronary-care-unit-ccu-indicator-code
           type: VARCHAR(1)
       - PHRMCYCD:
           description:
@@ -29553,6 +33666,7 @@ cms:
             original_type: CHAR
             text: Drugs type code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/pharmacy-indicator-code
           type: VARCHAR(1)
       - TRNSPLNT:
           description:
@@ -29560,6 +33674,7 @@ cms:
             original_type: CHAR
             text: Organ transplant code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/organ-transplant-indicator-code
           type: VARCHAR(1)
       - ONCLGYSW:
           description:
@@ -29567,6 +33682,7 @@ cms:
             original_type: CHAR
             text: Radiology oncology services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/oncology-indicator
           type: VARCHAR(1)
       - DGNSTCSW:
           description:
@@ -29574,6 +33690,7 @@ cms:
             original_type: CHAR
             text: Radiology diagnostic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnostic-radiology-indicator
           type: VARCHAR(1)
       - THRPTCSW:
           description:
@@ -29581,6 +33698,7 @@ cms:
             original_type: CHAR
             text: Radiology therapeutic services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/therapeutic-radiology-indicator
           type: VARCHAR(1)
       - NUCLR_SW:
           description:
@@ -29588,6 +33706,7 @@ cms:
             original_type: CHAR
             text: Radiology nuclear medicine services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-indicator
           type: VARCHAR(1)
       - CTSCANSW:
           description:
@@ -29595,6 +33714,7 @@ cms:
             original_type: CHAR
             text: Radiology computed tomographic (CT) scan services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-computed-tomographic-ct-scan-indicator
           type: VARCHAR(1)
       - IMGNG_SW:
           description:
@@ -29602,6 +33722,7 @@ cms:
             original_type: CHAR
             text: Radiology other imaging services indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-indicator
           type: VARCHAR(1)
       - OPSRVCCD:
           description:
@@ -29609,6 +33730,7 @@ cms:
             original_type: CHAR
             text: Outpatient services/ambulatory surgical care code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/outpatient-servicesambulatory-surgical-care-indicator-code
           type: VARCHAR(1)
       - ORGNCD:
           description:
@@ -29616,6 +33738,7 @@ cms:
             original_type: CHAR
             text: Organ acquisition type code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/organ-acquisition-type-code
           type: VARCHAR(2)
       - ESRD_CD:
           description:
@@ -29623,6 +33746,7 @@ cms:
             original_type: CHAR
             text: ESRD condition code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/end-stage-renal-disease-esrd-condition-indicator-code
           type: VARCHAR(2)
       - ESRDSTG1:
           description:
@@ -29630,6 +33754,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code I
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-1
           type: VARCHAR(2)
       - ESRDSTG2:
           description:
@@ -29637,6 +33762,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code II
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-2
           type: VARCHAR(2)
       - ESRDSTG3:
           description:
@@ -29644,6 +33770,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code III
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-3
           type: VARCHAR(2)
       - ESRDSTG4:
           description:
@@ -29651,6 +33778,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code IV
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-4
           type: VARCHAR(2)
       - ESRDSTG5:
           description:
@@ -29658,6 +33786,7 @@ cms:
             original_type: CHAR
             text: Dialysis type code V
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/dialysis-service-type-code-5
           type: VARCHAR(2)
       - AD_DGNS:
           description:
@@ -29665,6 +33794,7 @@ cms:
             original_type: CHAR
             text: Initial diagnosis at time of admission
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/admitting-diagnosis-code
           type: VARCHAR(7)
       - ADMTG_DGNS_VRSN_CD:
           description:
@@ -29672,6 +33802,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Admitting Diagnosis Version Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-admitting-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCNT:
           description:
@@ -29679,6 +33810,7 @@ cms:
             original_type: NUM
             text: Diagnosis codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-codes
           type: INT
       - DGNS_VRSN_CD:
           description:
@@ -29687,6 +33819,7 @@ cms:
             text: Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier
               Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_1:
           description:
@@ -29694,6 +33827,7 @@ cms:
             original_type: CHAR
             text: Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-1-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_2:
           description:
@@ -29701,6 +33835,7 @@ cms:
             original_type: CHAR
             text: Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-version-code-2-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_3:
           description:
@@ -29708,6 +33843,7 @@ cms:
             original_type: CHAR
             text: Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-3-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_4:
           description:
@@ -29715,6 +33851,7 @@ cms:
             original_type: CHAR
             text: Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-4-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_5:
           description:
@@ -29722,6 +33859,7 @@ cms:
             original_type: CHAR
             text: Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-5-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_6:
           description:
@@ -29729,6 +33867,7 @@ cms:
             original_type: CHAR
             text: Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-6-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_7:
           description:
@@ -29736,6 +33875,7 @@ cms:
             original_type: CHAR
             text: Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-7-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_8:
           description:
@@ -29743,6 +33883,7 @@ cms:
             original_type: CHAR
             text: Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-8-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_9:
           description:
@@ -29750,6 +33891,7 @@ cms:
             original_type: CHAR
             text: Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-9-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_10:
           description:
@@ -29757,6 +33899,7 @@ cms:
             original_type: CHAR
             text: Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-10-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_11:
           description:
@@ -29764,6 +33907,7 @@ cms:
             original_type: CHAR
             text: Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-11-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_12:
           description:
@@ -29771,6 +33915,7 @@ cms:
             original_type: CHAR
             text: Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-12-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_13:
           description:
@@ -29778,6 +33923,7 @@ cms:
             original_type: CHAR
             text: Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-13-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_14:
           description:
@@ -29785,6 +33931,7 @@ cms:
             original_type: CHAR
             text: Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-14-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_15:
           description:
@@ -29792,6 +33939,7 @@ cms:
             original_type: CHAR
             text: Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-15-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_16:
           description:
@@ -29799,6 +33947,7 @@ cms:
             original_type: CHAR
             text: Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-16-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_17:
           description:
@@ -29806,6 +33955,7 @@ cms:
             original_type: CHAR
             text: Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-17-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_18:
           description:
@@ -29813,6 +33963,7 @@ cms:
             original_type: CHAR
             text: Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-18-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_19:
           description:
@@ -29820,6 +33971,7 @@ cms:
             original_type: CHAR
             text: Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-19-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_20:
           description:
@@ -29827,6 +33979,7 @@ cms:
             original_type: CHAR
             text: Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-20-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_21:
           description:
@@ -29834,6 +33987,7 @@ cms:
             original_type: CHAR
             text: Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-21-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_22:
           description:
@@ -29841,6 +33995,7 @@ cms:
             original_type: CHAR
             text: Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-22-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_23:
           description:
@@ -29848,6 +34003,7 @@ cms:
             original_type: CHAR
             text: Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-23-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_24:
           description:
@@ -29855,6 +34011,7 @@ cms:
             original_type: CHAR
             text: Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-24-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNS_VRSN_CD_25:
           description:
@@ -29862,6 +34019,7 @@ cms:
             original_type: CHAR
             text: Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-version-code-25-icd-9-or-icd-10
           type: VARCHAR(1)
       - DGNSCD1:
           description:
@@ -29869,6 +34027,7 @@ cms:
             original_type: CHAR
             text: Primary Diagnosis code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-principal-diagnosis-code
           type: VARCHAR(7)
       - DGNSCD2:
           description:
@@ -29876,6 +34035,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-2
           type: VARCHAR(7)
       - DGNSCD3:
           description:
@@ -29883,6 +34043,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-3
           type: VARCHAR(7)
       - DGNSCD4:
           description:
@@ -29890,6 +34051,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-4
           type: VARCHAR(7)
       - DGNSCD5:
           description:
@@ -29897,6 +34059,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-5
           type: VARCHAR(7)
       - DGNSCD6:
           description:
@@ -29904,6 +34067,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-6
           type: VARCHAR(7)
       - DGNSCD7:
           description:
@@ -29911,6 +34075,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-7
           type: VARCHAR(7)
       - DGNSCD8:
           description:
@@ -29918,6 +34083,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-8
           type: VARCHAR(7)
       - DGNSCD9:
           description:
@@ -29925,6 +34091,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-code-9
           type: VARCHAR(7)
       - DGNSCD10:
           description:
@@ -29932,6 +34099,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-10
           type: VARCHAR(7)
       - DGNSCD11:
           description:
@@ -29939,6 +34107,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-11
           type: VARCHAR(7)
       - DGNSCD12:
           description:
@@ -29946,6 +34115,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-12
           type: VARCHAR(7)
       - DGNSCD13:
           description:
@@ -29953,6 +34123,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-13
           type: VARCHAR(7)
       - DGNSCD14:
           description:
@@ -29960,6 +34131,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-14
           type: VARCHAR(7)
       - DGNSCD15:
           description:
@@ -29967,6 +34139,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-15
           type: VARCHAR(7)
       - DGNSCD16:
           description:
@@ -29974,6 +34147,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-16
           type: VARCHAR(7)
       - DGNSCD17:
           description:
@@ -29981,6 +34155,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-17
           type: VARCHAR(7)
       - DGNSCD18:
           description:
@@ -29988,6 +34163,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-18
           type: VARCHAR(7)
       - DGNSCD19:
           description:
@@ -29995,6 +34171,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-19
           type: VARCHAR(7)
       - DGNSCD20:
           description:
@@ -30002,6 +34179,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-20
           type: VARCHAR(7)
       - DGNSCD21:
           description:
@@ -30009,6 +34187,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-21
           type: VARCHAR(7)
       - DGNSCD22:
           description:
@@ -30016,6 +34195,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-22
           type: VARCHAR(7)
       - DGNSCD23:
           description:
@@ -30023,6 +34203,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-23
           type: VARCHAR(7)
       - DGNSCD24:
           description:
@@ -30030,6 +34211,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-24
           type: VARCHAR(7)
       - DGNSCD25:
           description:
@@ -30037,6 +34219,7 @@ cms:
             original_type: CHAR
             text: Diagnosis code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-icd-9-cm-diagnosis-code-25
           type: VARCHAR(7)
       - DGNS_POA:
           description:
@@ -30044,6 +34227,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Code POA Array
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-code-poa-array
           type: VARCHAR(10)
       - POA_DGNS_CD_CNT:
           description:
@@ -30051,6 +34235,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-codes
           type: INT
       - POA_DGNS_1_IND_CD:
           description:
@@ -30058,6 +34243,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_2_IND_CD:
           description:
@@ -30065,6 +34251,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_3_IND_CD:
           description:
@@ -30072,6 +34259,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_4_IND_CD:
           description:
@@ -30079,6 +34267,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_5_IND_CD:
           description:
@@ -30086,6 +34275,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_6_IND_CD:
           description:
@@ -30093,6 +34283,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_7_IND_CD:
           description:
@@ -30100,6 +34291,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_8_IND_CD:
           description:
@@ -30107,6 +34299,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_9_IND_CD:
           description:
@@ -30114,6 +34307,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_10_IND_CD:
           description:
@@ -30121,6 +34315,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_11_IND_CD:
           description:
@@ -30128,6 +34323,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_12_IND_CD:
           description:
@@ -30135,6 +34331,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-12
           type: VARCHAR(1)
       - POA_DGNS_13_IND_CD:
           description:
@@ -30142,6 +34339,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-13
           type: VARCHAR(1)
       - POA_DGNS_14_IND_CD:
           description:
@@ -30149,6 +34347,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-14
           type: VARCHAR(1)
       - POA_DGNS_15_IND_CD:
           description:
@@ -30156,6 +34355,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-15
           type: VARCHAR(1)
       - POA_DGNS_16_IND_CD:
           description:
@@ -30163,6 +34363,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-16
           type: VARCHAR(1)
       - POA_DGNS_17_IND_CD:
           description:
@@ -30170,6 +34371,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-17
           type: VARCHAR(1)
       - POA_DGNS_18_IND_CD:
           description:
@@ -30177,6 +34379,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-18
           type: VARCHAR(1)
       - POA_DGNS_19_IND_CD:
           description:
@@ -30184,6 +34387,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-19
           type: VARCHAR(1)
       - POA_DGNS_20_IND_CD:
           description:
@@ -30191,6 +34395,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-20
           type: VARCHAR(1)
       - POA_DGNS_21_IND_CD:
           description:
@@ -30198,6 +34403,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-21
           type: VARCHAR(1)
       - POA_DGNS_22_IND_CD:
           description:
@@ -30205,6 +34411,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-22
           type: VARCHAR(1)
       - POA_DGNS_23_IND_CD:
           description:
@@ -30212,6 +34419,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-23
           type: VARCHAR(1)
       - POA_DGNS_24_IND_CD:
           description:
@@ -30219,6 +34427,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-diagnosis-present-admission-indicator-24
           type: VARCHAR(1)
       - POA_DGNS_25_IND_CD:
           description:
@@ -30226,6 +34435,7 @@ cms:
             original_type: CHAR
             text: Diagnosis Present on Admission Indicator 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - DGNS_E_CD_CNT:
           description:
@@ -30233,6 +34443,7 @@ cms:
             original_type: NUM
             text: MEDPAR Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-diagnosis-e-codes
           type: INT
       - DGNS_E_VRSN_CD:
           description:
@@ -30240,6 +34451,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-earlier-version
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_1:
           description:
@@ -30247,6 +34459,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_2:
           description:
@@ -30254,6 +34467,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-2
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_3:
           description:
@@ -30261,6 +34475,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-3
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_4:
           description:
@@ -30268,6 +34483,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-4
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_5:
           description:
@@ -30275,6 +34491,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-5
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_6:
           description:
@@ -30282,6 +34499,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-6
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_7:
           description:
@@ -30289,6 +34507,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-7
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_8:
           description:
@@ -30296,6 +34515,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-8
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_9:
           description:
@@ -30303,6 +34523,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-9
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_10:
           description:
@@ -30310,6 +34531,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-10
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_11:
           description:
@@ -30317,6 +34539,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-11
           type: VARCHAR(1)
       - DGNS_E_VRSN_CD_12:
           description:
@@ -30324,6 +34547,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Diagnosis E Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-12
           type: VARCHAR(1)
       - DGNS_E_1_CD:
           description:
@@ -30332,6 +34556,7 @@ cms:
             text: E Diagnosis Code 1 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - DGNS_E_2_CD:
           description:
@@ -30340,6 +34565,7 @@ cms:
             text: E Diagnosis Code 2 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-2
           type: VARCHAR(7)
       - DGNS_E_3_CD:
           description:
@@ -30348,6 +34574,7 @@ cms:
             text: E Diagnosis Code 3 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-3
           type: VARCHAR(7)
       - DGNS_E_4_CD:
           description:
@@ -30356,6 +34583,7 @@ cms:
             text: E Diagnosis Code 4 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-4
           type: VARCHAR(7)
       - DGNS_E_5_CD:
           description:
@@ -30364,6 +34592,7 @@ cms:
             text: E Diagnosis Code 5 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-5
           type: VARCHAR(7)
       - DGNS_E_6_CD:
           description:
@@ -30372,6 +34601,7 @@ cms:
             text: E Diagnosis Code 6 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-6
           type: VARCHAR(7)
       - DGNS_E_7_CD:
           description:
@@ -30380,6 +34610,7 @@ cms:
             text: E Diagnosis Code 7 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-7
           type: VARCHAR(7)
       - DGNS_E_8_CD:
           description:
@@ -30388,6 +34619,7 @@ cms:
             text: E Diagnosis Code 8 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-8
           type: VARCHAR(7)
       - DGNS_E_9_CD:
           description:
@@ -30396,6 +34628,7 @@ cms:
             text: E Diagnosis Code 9 - Extrnl cause of injury, poisoning, or oth adverse
               effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-9
           type: VARCHAR(7)
       - DGNS_E_10_CD:
           description:
@@ -30404,6 +34637,7 @@ cms:
             text: E Diagnosis Code 10 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-10
           type: VARCHAR(7)
       - DGNS_E_11_CD:
           description:
@@ -30412,6 +34646,7 @@ cms:
             text: E Diagnosis Code 11 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-11
           type: VARCHAR(7)
       - DGNS_E_12_CD:
           description:
@@ -30420,6 +34655,7 @@ cms:
             text: E Diagnosis Code 12 - Extrnl cause of injury, poisoning, or oth
               adverse effect
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-version-code-1
           type: VARCHAR(7)
       - POA_DGNS_E_CD_CNT:
           description:
@@ -30427,6 +34663,7 @@ cms:
             original_type: NUM
             text: MEDPAR Claim Present on Admission Diagnosis E Code Count
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/count-present-admission-poa-diagnosis-e-codes
           type: INT
       - POA_DGNS_E_1_IND_CD:
           description:
@@ -30434,6 +34671,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-1-present-admission-poa-indicator-code
           type: VARCHAR(1)
       - POA_DGNS_E_2_IND_CD:
           description:
@@ -30441,6 +34679,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-2
           type: VARCHAR(1)
       - POA_DGNS_E_3_IND_CD:
           description:
@@ -30448,6 +34687,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-3
           type: VARCHAR(1)
       - POA_DGNS_E_4_IND_CD:
           description:
@@ -30455,6 +34695,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-4
           type: VARCHAR(1)
       - POA_DGNS_E_5_IND_CD:
           description:
@@ -30462,6 +34703,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-5
           type: VARCHAR(1)
       - POA_DGNS_E_6_IND_CD:
           description:
@@ -30469,6 +34711,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 6
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-6
           type: VARCHAR(1)
       - POA_DGNS_E_7_IND_CD:
           description:
@@ -30476,6 +34719,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 7
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-7
           type: VARCHAR(1)
       - POA_DGNS_E_8_IND_CD:
           description:
@@ -30483,6 +34727,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 8
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-8
           type: VARCHAR(1)
       - POA_DGNS_E_9_IND_CD:
           description:
@@ -30490,6 +34735,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 9
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-9
           type: VARCHAR(1)
       - POA_DGNS_E_10_IND_CD:
           description:
@@ -30497,6 +34743,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-10
           type: VARCHAR(1)
       - POA_DGNS_E_11_IND_CD:
           description:
@@ -30504,6 +34751,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-11
           type: VARCHAR(1)
       - POA_DGNS_E_12_IND_CD:
           description:
@@ -30511,6 +34759,7 @@ cms:
             original_type: CHAR
             text: Diagnosis E Code Present on Admission Indicator 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/diagnosis-e-code-present-admission-indicator-12
           type: VARCHAR(1)
       - PRCDRSW:
           description:
@@ -30518,6 +34767,7 @@ cms:
             original_type: CHAR
             text: Surgical procedures indicator
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-indicator
           type: VARCHAR(1)
       - PRCDRCNT:
           description:
@@ -30525,6 +34775,7 @@ cms:
             original_type: NUM
             text: Surgical procedure codes included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-codes-included-stay
           type: INT
       - SRGCL_PRCDR_VRSN_CD:
           description:
@@ -30532,6 +34783,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code (Earlier Version)
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_1:
           description:
@@ -30539,6 +34791,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 01
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_2:
           description:
@@ -30546,6 +34799,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 02
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-2
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_3:
           description:
@@ -30553,6 +34807,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 03
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-3
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_4:
           description:
@@ -30560,6 +34815,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 04
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-4
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_5:
           description:
@@ -30567,6 +34823,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 05
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-5
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_6:
           description:
@@ -30574,6 +34831,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 06
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-6
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_7:
           description:
@@ -30581,6 +34839,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 07
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-7
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_8:
           description:
@@ -30588,6 +34847,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 08
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-8
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_9:
           description:
@@ -30595,6 +34855,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 09
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-9
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_10:
           description:
@@ -30602,6 +34863,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 10
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-10
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_11:
           description:
@@ -30609,6 +34871,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 11
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_12:
           description:
@@ -30616,6 +34879,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 12
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/surgical-procedure-version-code-earlier-version
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_13:
           description:
@@ -30623,6 +34887,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 13
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-13
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_14:
           description:
@@ -30630,6 +34895,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 14
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-14
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_15:
           description:
@@ -30637,6 +34903,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 15
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-15
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_16:
           description:
@@ -30644,6 +34911,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 16
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-16
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_17:
           description:
@@ -30651,6 +34919,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 17
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-17
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_18:
           description:
@@ -30658,6 +34927,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 18
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-18
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_19:
           description:
@@ -30665,6 +34935,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 19
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-19
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_20:
           description:
@@ -30672,6 +34943,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 20
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-20
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_21:
           description:
@@ -30679,6 +34951,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 21
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-21
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_22:
           description:
@@ -30686,6 +34959,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 22
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-22
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_23:
           description:
@@ -30693,6 +34967,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 23
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-23
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_24:
           description:
@@ -30700,6 +34975,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 24
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-surgical-procedure-version-code-24
           type: VARCHAR(1)
       - SRGCL_PRCDR_VRSN_CD_25:
           description:
@@ -30707,6 +34983,7 @@ cms:
             original_type: CHAR
             text: MEDPAR Surgical Procedure Version Code 25
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(1)
       - PRCDRCD1:
           description:
@@ -30714,6 +34991,7 @@ cms:
             original_type: CHAR
             text: Principal Procedure code
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-code
           type: VARCHAR(7)
       - PRCDRCD2:
           description:
@@ -30721,6 +34999,7 @@ cms:
             original_type: CHAR
             text: Procedure Code II
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-2
           type: VARCHAR(7)
       - PRCDRCD3:
           description:
@@ -30728,6 +35007,7 @@ cms:
             original_type: CHAR
             text: Procedure Code III
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-3
           type: VARCHAR(7)
       - PRCDRCD4:
           description:
@@ -30735,6 +35015,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-4
           type: VARCHAR(7)
       - PRCDRCD5:
           description:
@@ -30742,6 +35023,7 @@ cms:
             original_type: CHAR
             text: Procedure Code V
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-5
           type: VARCHAR(7)
       - PRCDRCD6:
           description:
@@ -30749,6 +35031,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-6
           type: VARCHAR(7)
       - PRCDRCD7:
           description:
@@ -30756,6 +35039,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-7
           type: VARCHAR(7)
       - PRCDRCD8:
           description:
@@ -30763,6 +35047,7 @@ cms:
             original_type: CHAR
             text: Procedure Code VIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-8
           type: VARCHAR(7)
       - PRCDRCD9:
           description:
@@ -30770,6 +35055,7 @@ cms:
             original_type: CHAR
             text: Procedure Code IX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-9
           type: VARCHAR(7)
       - PRCDRCD10:
           description:
@@ -30777,6 +35063,7 @@ cms:
             original_type: CHAR
             text: Procedure Code X
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-10
           type: VARCHAR(7)
       - PRCDRCD11:
           description:
@@ -30784,6 +35071,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-11
           type: VARCHAR(7)
       - PRCDRCD12:
           description:
@@ -30791,6 +35079,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-12
           type: VARCHAR(7)
       - PRCDRCD13:
           description:
@@ -30798,6 +35087,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-13
           type: VARCHAR(7)
       - PRCDRCD14:
           description:
@@ -30805,6 +35095,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-14
           type: VARCHAR(7)
       - PRCDRCD15:
           description:
@@ -30812,6 +35103,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-15
           type: VARCHAR(7)
       - PRCDRCD16:
           description:
@@ -30819,6 +35111,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-16
           type: VARCHAR(7)
       - PRCDRCD17:
           description:
@@ -30826,6 +35119,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-17
           type: VARCHAR(7)
       - PRCDRCD18:
           description:
@@ -30833,6 +35127,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XVIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-18
           type: VARCHAR(7)
       - PRCDRCD19:
           description:
@@ -30840,6 +35135,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XIX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-19
           type: VARCHAR(7)
       - PRCDRCD20:
           description:
@@ -30847,6 +35143,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XX
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-20
           type: VARCHAR(7)
       - PRCDRCD21:
           description:
@@ -30854,6 +35151,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXI
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-21
           type: VARCHAR(7)
       - PRCDRCD22:
           description:
@@ -30861,6 +35159,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-22
           type: VARCHAR(7)
       - PRCDRCD23:
           description:
@@ -30868,6 +35167,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIII
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-23
           type: VARCHAR(7)
       - PRCDRCD24:
           description:
@@ -30875,6 +35175,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXIV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-24
           type: VARCHAR(7)
       - PRCDRCD25:
           description:
@@ -30882,6 +35183,7 @@ cms:
             original_type: CHAR
             text: Procedure Code XXV
             width: 7.0
+          reference: https://resdac.org/cms-data/variables/medpar-procedure-code-25
           type: VARCHAR(7)
       - PRCDTCNT:
           description:
@@ -30889,6 +35191,7 @@ cms:
             original_type: NUM
             text: Dates associated with surgical procedures included in stay
             width: 3.0
+          reference: https://resdac.org/cms-data/variables/dates-associated-surgical-procedures-included-stay
           type: INT
       - PRCDRDT1:
           description:
@@ -30896,6 +35199,7 @@ cms:
             original_type: DATE
             text: Principal Procedure Date
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/principal-procedure-date
           type: DATE
       - PRCDRDT2:
           description:
@@ -30903,6 +35207,7 @@ cms:
             original_type: DATE
             text: Procedure Date II
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-2
           type: DATE
       - PRCDRDT3:
           description:
@@ -30910,6 +35215,7 @@ cms:
             original_type: DATE
             text: Procedure Date III
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-3
           type: DATE
       - PRCDRDT4:
           description:
@@ -30917,6 +35223,7 @@ cms:
             original_type: DATE
             text: Procedure Date IV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-4
           type: DATE
       - PRCDRDT5:
           description:
@@ -30924,6 +35231,7 @@ cms:
             original_type: DATE
             text: Procedure Date V
             width: 8.0
+          reference: null
           type: DATE
       - PRCDRDT6:
           description:
@@ -30931,6 +35239,7 @@ cms:
             original_type: DATE
             text: Procedure Date VI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-6
           type: DATE
       - PRCDRDT7:
           description:
@@ -30938,6 +35247,7 @@ cms:
             original_type: DATE
             text: Procedure Date VII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-7
           type: DATE
       - PRCDRDT8:
           description:
@@ -30945,6 +35255,7 @@ cms:
             original_type: DATE
             text: Procedure Date VIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-8
           type: DATE
       - PRCDRDT9:
           description:
@@ -30952,6 +35263,7 @@ cms:
             original_type: DATE
             text: Procedure Date IX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-9
           type: DATE
       - PRCDRDT10:
           description:
@@ -30959,6 +35271,7 @@ cms:
             original_type: DATE
             text: Procedure Date X
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-10
           type: DATE
       - PRCDRDT11:
           description:
@@ -30966,6 +35279,7 @@ cms:
             original_type: DATE
             text: Procedure Date XI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-11
           type: DATE
       - PRCDRDT12:
           description:
@@ -30973,6 +35287,7 @@ cms:
             original_type: DATE
             text: Procedure Date XII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-12
           type: DATE
       - PRCDRDT13:
           description:
@@ -30980,6 +35295,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-13
           type: DATE
       - PRCDRDT14:
           description:
@@ -30987,6 +35303,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-14
           type: DATE
       - PRCDRDT15:
           description:
@@ -30994,6 +35311,7 @@ cms:
             original_type: DATE
             text: Procedure Date XV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-15
           type: DATE
       - PRCDRDT16:
           description:
@@ -31001,6 +35319,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-16
           type: DATE
       - PRCDRDT17:
           description:
@@ -31008,6 +35327,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-17
           type: DATE
       - PRCDRDT18:
           description:
@@ -31015,6 +35335,7 @@ cms:
             original_type: DATE
             text: Procedure Date XVIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-18
           type: DATE
       - PRCDRDT19:
           description:
@@ -31022,6 +35343,7 @@ cms:
             original_type: DATE
             text: Procedure Date XIX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-19
           type: DATE
       - PRCDRDT20:
           description:
@@ -31029,6 +35351,7 @@ cms:
             original_type: DATE
             text: Procedure Date XX
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-20
           type: DATE
       - PRCDRDT21:
           description:
@@ -31036,6 +35359,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXI
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-21
           type: DATE
       - PRCDRDT22:
           description:
@@ -31043,6 +35367,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-22
           type: DATE
       - PRCDRDT23:
           description:
@@ -31050,6 +35375,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIII
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-23
           type: DATE
       - PRCDRDT24:
           description:
@@ -31057,6 +35383,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXIV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-24
           type: DATE
       - PRCDRDT25:
           description:
@@ -31064,6 +35391,7 @@ cms:
             original_type: DATE
             text: Procedure Date XXV
             width: 8.0
+          reference: https://resdac.org/cms-data/variables/procedure-date-25
           type: DATE
       - CLM_PTNT_RLTNSHP_CD:
           description:
@@ -31071,6 +35399,7 @@ cms:
             original_type: CHAR
             text: Claim Patient Relationship Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/claim-patient-relationship-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_1_CD:
           description:
@@ -31078,6 +35407,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 1 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-1-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_2_CD:
           description:
@@ -31085,6 +35415,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 2 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-2-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_3_CD:
           description:
@@ -31092,6 +35423,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 3 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-3-code
           type: VARCHAR(2)
       - CARE_IMPRVMT_MODEL_4_CD:
           description:
@@ -31099,6 +35431,7 @@ cms:
             original_type: CHAR
             text: Care Improvement Model 4 Code
             width: 2.0
+          reference: https://resdac.org/cms-data/variables/care-improvement-model-4-code
           type: VARCHAR(2)
       - VBP_PRTCPNT_IND_CD:
           description:
@@ -31106,6 +35439,7 @@ cms:
             original_type: CHAR
             text: VBP Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-participant-indicator-code
           type: VARCHAR(1)
       - HRR_PRTCPNT_IND_CD:
           description:
@@ -31113,6 +35447,7 @@ cms:
             original_type: CHAR
             text: HRR Participant Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-participant-indicator-code
           type: VARCHAR(1)
       - BNDLD_MODEL_DSCNT_PCT:
           description:
@@ -31120,6 +35455,7 @@ cms:
             original_type: NUM
             text: Bundled Model Discount Percent
             width: 7.4
+          reference: https://resdac.org/cms-data/variables/bundled-payment-model-discount-percent
           type: NUMERIC(7,4)
       - VBP_ADJSTMT_PCT:
           description:
@@ -31127,6 +35463,7 @@ cms:
             original_type: NUM
             text: VBP Adjustment Percent
             width: 15.12
+          reference: https://resdac.org/cms-data/variables/value-based-purchasing-vbp-adjustment-percent
           type: NUMERIC(15,12)
       - HRR_ADJSTMT_PCT:
           description:
@@ -31134,6 +35471,7 @@ cms:
             original_type: NUM
             text: HRR Adjustment Percent
             width: 8.5
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-adjustment-percent
           type: NUMERIC(8,5)
       - INFRMTL_ENCTR_IND_SW:
           description:
@@ -31141,6 +35479,7 @@ cms:
             original_type: CHAR
             text: Informational Encounter Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/informational-encounter-indicator
           type: VARCHAR(1)
       - MA_TCHNG_IND_SW:
           description:
@@ -31148,6 +35487,7 @@ cms:
             original_type: CHAR
             text: MA Teaching Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/ma-teaching-indicator
           type: VARCHAR(1)
       - PROD_RPLCMT_LIFECYC_SW:
           description:
@@ -31155,6 +35495,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Lifecycle Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-within-product-lifecycle-early
           type: VARCHAR(1)
       - PROD_RPLCMT_RCLL_SW:
           description:
@@ -31162,6 +35503,7 @@ cms:
             original_type: CHAR
             text: Prod Replacement Recall Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/product-replacement-recall-product
           type: VARCHAR(1)
       - CRED_RCVD_RPLCD_DVC_SW:
           description:
@@ -31169,6 +35511,7 @@ cms:
             original_type: CHAR
             text: Credit Received Replaced Device Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/credit-received-replaced-device
           type: VARCHAR(1)
       - OBSRVTN_SW:
           description:
@@ -31176,6 +35519,7 @@ cms:
             original_type: CHAR
             text: Observation Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/observation-unit-indicator
           type: VARCHAR(1)
       - NEW_TCHNLGY_ADD_ON_AMT:
           description:
@@ -31183,6 +35527,7 @@ cms:
             original_type: NUM
             text: New Technology Add-On Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/new-technology-add-amount
           type: INT
       - BASE_OPRTG_DRG_AMT:
           description:
@@ -31190,6 +35535,7 @@ cms:
             original_type: NUM
             text: Base Operating DRG Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/base-operating-drg-amount
           type: INT
       - OPRTG_HSP_AMT:
           description:
@@ -31197,6 +35543,7 @@ cms:
             original_type: NUM
             text: Operating Hospital Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-hospital-amount
           type: INT
       - MDCL_SRGCL_GNRL_AMT:
           description:
@@ -31204,6 +35551,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical General Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_NSTRL_AMT:
           description:
@@ -31211,6 +35559,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Non-Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-non-sterile-supplies-amount
           type: INT
       - MDCL_SRGCL_STRL_AMT:
           description:
@@ -31218,6 +35567,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Sterile Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-sterile-supplies-amount
           type: INT
       - TAKE_HOME_AMT:
           description:
@@ -31225,6 +35575,7 @@ cms:
             original_type: NUM
             text: Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-take-home-amount
           type: INT
       - PRSTHTC_ORTHTC_AMT:
           description:
@@ -31232,6 +35583,7 @@ cms:
             original_type: NUM
             text: Prosthetic Orthotic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-prosthetic-orthotic-amount
           type: INT
       - MDCL_SRGCL_PCMKR_AMT:
           description:
@@ -31239,6 +35591,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Pacemaker Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-pacemaker-amount
           type: INT
       - INTRAOCULAR_LENS_AMT:
           description:
@@ -31246,6 +35599,7 @@ cms:
             original_type: NUM
             text: Intraocular Lens Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-intraocular-lens-amount
           type: INT
       - OXYGN_TAKE_HOME_AMT:
           description:
@@ -31253,6 +35607,7 @@ cms:
             original_type: NUM
             text: Oxygen Take Home Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-oxygen-take-home-amount
           type: INT
       - OTHR_IMPLANTS_AMT:
           description:
@@ -31260,6 +35615,7 @@ cms:
             original_type: NUM
             text: Other Implants Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-implants-amount
           type: INT
       - OTHR_SUPLIES_DVC_AMT:
           description:
@@ -31267,6 +35623,7 @@ cms:
             original_type: NUM
             text: Other Supplies Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-other-device-amount
           type: INT
       - INCDNT_RDLGY_AMT:
           description:
@@ -31274,6 +35631,7 @@ cms:
             original_type: NUM
             text: Incident Radiology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-radiology-amount
           type: INT
       - INCDNT_DGNSTC_SRVCS_AMT:
           description:
@@ -31281,6 +35639,7 @@ cms:
             original_type: NUM
             text: Incident Diagnostic Services Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-incident-diagnostic-services-amount
           type: INT
       - MDCL_SRGCL_DRSNG_AMT:
           description:
@@ -31288,6 +35647,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Dressing Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-dressing-amount
           type: INT
       - INVSTGTNL_DVC_AMT:
           description:
@@ -31295,6 +35655,7 @@ cms:
             original_type: NUM
             text: Investigational Device Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medicalsurgical-supplies-investigational-device-amount
           type: INT
       - MDCL_SRGCL_MISC_AMT:
           description:
@@ -31302,6 +35663,7 @@ cms:
             original_type: NUM
             text: Medical/Surgical Miscellaneous Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/medical-surgical-miscellaneous-amount
           type: INT
       - RDLGY_ONCOLOGY_AMT:
           description:
@@ -31309,6 +35671,7 @@ cms:
             original_type: NUM
             text: Radiology/Oncology Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/oncology-amount
           type: INT
       - RDLGY_DGNSTC_AMT:
           description:
@@ -31316,6 +35679,7 @@ cms:
             original_type: NUM
             text: Radiology Diagnostic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-diagnostic-amount
           type: INT
       - RDLGY_THRPTC_AMT:
           description:
@@ -31323,6 +35687,7 @@ cms:
             original_type: NUM
             text: Radiology Therapeutic Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-therapeutic-amount
           type: INT
       - RDLGY_NUCLR_MDCN_AMT:
           description:
@@ -31330,6 +35695,7 @@ cms:
             original_type: NUM
             text: Radiology Nuclear Medicine Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-nuclear-medicine-amount
           type: INT
       - RDLGY_CT_SCAN_AMT:
           description:
@@ -31337,6 +35703,7 @@ cms:
             original_type: NUM
             text: Radiology CT Scan Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-ct-scan-amount
           type: INT
       - RDLGY_OTHR_IMGNG_AMT:
           description:
@@ -31344,6 +35711,7 @@ cms:
             original_type: NUM
             text: Radiology Other Imaging Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/radiology-other-imaging-amount
           type: INT
       - OPRTG_ROOM_AMT:
           description:
@@ -31351,6 +35719,7 @@ cms:
             original_type: NUM
             text: Operating Room Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/operating-and-recovery-room-amount
           type: INT
       - OR_LABOR_DLVRY_AMT:
           description:
@@ -31358,6 +35727,7 @@ cms:
             original_type: NUM
             text: O/R Labor Delivery Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/labor-room-and-delivery-amount
           type: INT
       - CRDC_CATHRZTN_AMT:
           description:
@@ -31365,6 +35735,7 @@ cms:
             original_type: NUM
             text: Cardiac Catheterization Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cardiac-catheterization-lab-amount
           type: INT
       - SQSTRTN_RDCTN_AMT:
           description:
@@ -31372,6 +35743,7 @@ cms:
             original_type: NUM
             text: Sequestration Reduction Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/sequestration-reduction-amount
           type: INT
       - UNCOMPD_CARE_PYMT_AMT:
           description:
@@ -31379,6 +35751,7 @@ cms:
             original_type: NUM
             text: Uncompensated Care Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/uncompensated-care-payment-amount
           type: INT
       - BNDLD_ADJSTMT_AMT:
           description:
@@ -31386,6 +35759,7 @@ cms:
             original_type: NUM
             text: Bundled Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/bundled-payment-adjustment-amount
           type: INT
       - VBP_ADJSTMT_AMT:
           description:
@@ -31393,6 +35767,7 @@ cms:
             original_type: NUM
             text: Hospital Value Based Purchasing (VBP) Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-value-based-purchasing-vbp-amount
           type: INT
       - HRR_ADJSTMT_AMT:
           description:
@@ -31400,6 +35775,7 @@ cms:
             original_type: NUM
             text: Hospital Readmission Reduction (HRR) Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-readmission-reduction-hrr-adjustment-amount
           type: INT
       - EHR_PYMT_ADJSTMT_AMT:
           description:
@@ -31407,6 +35783,7 @@ cms:
             original_type: NUM
             text: Electronic Health Record (EHR) Payment Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/electronic-health-record-ehr-payment-adjustment-amount
           type: INT
       - PPS_STD_VAL_PYMT_AMT:
           description:
@@ -31414,6 +35791,7 @@ cms:
             original_type: NUM
             text: Claim PPS Standard Value Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/standard-payment-amount
           type: INT
       - FINL_STD_AMT:
           description:
@@ -31421,6 +35799,7 @@ cms:
             original_type: NUM
             text: Claim Final Standard Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-final-standard-payment-amount
           type: INT
       - HAC_RDCTN_PMT_AMT:
           description:
@@ -31428,6 +35807,7 @@ cms:
             original_type: NUM
             text: Hospital Acquired Conditions Reduction Payment Amount (IPPS_FLEX_PYMT_6_AMT)
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/hospital-acquired-conditions-hac-reduction-payment-amount
           type: INT
       - IPPS_FLEX_PYMT_7_AMT:
           description:
@@ -31435,6 +35815,7 @@ cms:
             original_type: NUM
             text: IPPS Flexible Payment Amount II
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/flexible-payment-amount-7th-placeholder
           type: INT
       - PTNT_ADD_ON_PYMT_AMT:
           description:
@@ -31442,6 +35823,7 @@ cms:
             original_type: NUM
             text: Revenue Center Patient/Initial Visit Add-On Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/patient-add-payment-amount-new-patient
           type: INT
       - HAC_PGM_RDCTN_IND_SW:
           description:
@@ -31449,6 +35831,7 @@ cms:
             original_type: CHAR
             text: Hospital Acquired Conditions (HAC) Program Reduction Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-hospital-acquired-condition-hac-program-reduction-indicator-switch
           type: VARCHAR(1)
       - PGM_RDCTN_IND_SW:
           description:
@@ -31456,6 +35839,7 @@ cms:
             original_type: CHAR
             text: Electronic Health Records (EHR) Program Reduction Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/electronic-health-records-ehr-program-reduction-indicator
           type: VARCHAR(1)
       - PA_IND_CD:
           description:
@@ -31463,6 +35847,7 @@ cms:
             original_type: CHAR
             text: Claim Prior Authorization Indicator Code
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/prior-authorization-indicator-code
           type: VARCHAR(4)
       - UNIQ_TRKNG_NUM:
           description:
@@ -31470,6 +35855,7 @@ cms:
             original_type: CHAR
             text: Claim Unique Tracking Number
             width: 14.0
+          reference: https://resdac.org/cms-data/variables/unique-tracking-number
           type: VARCHAR(14)
       - STAY_2_IND_SW:
           description:
@@ -31477,6 +35863,7 @@ cms:
             original_type: CHAR
             text: Stay 2 Indicator Switch
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/two-midnight-stay-indicator
           type: VARCHAR(1)
       - CLM_SITE_NTRL_PYMT_CST_AMT:
           description:
@@ -31484,6 +35871,7 @@ cms:
             original_type: NUM
             text: Claim Site Neutral Payment Based on Cost Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-site-neutral-payment-based-cost-amount
           type: INT
       - CLM_SITE_NTRL_PYMT_IPPS_AMT:
           description:
@@ -31491,6 +35879,7 @@ cms:
             original_type: NUM
             text: Claim Site Neutral Payment Based on IPPS Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-site-neutral-payment-based-ipps-amount
           type: INT
       - CLM_FULL_STD_PYMT_AMT:
           description:
@@ -31498,6 +35887,7 @@ cms:
             original_type: NUM
             text: Claim Full Standard Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-full-standard-payment-amount
           type: INT
       - CLM_SS_OUTLIER_STD_PYMT_AMT:
           description:
@@ -31505,6 +35895,7 @@ cms:
             original_type: NUM
             text: Claim Short Stay Outlier (SSO) Standard Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-short-stay-outlier-sso-standard-payment-amount
           type: INT
       - CLM_NGACO_IND_1_CD:
           description:
@@ -31513,6 +35904,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 1
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-1
           type: VARCHAR(1)
       - CLM_NGACO_IND_2_CD:
           description:
@@ -31521,6 +35913,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 2
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-2
           type: VARCHAR(1)
       - CLM_NGACO_IND_3_CD:
           description:
@@ -31529,6 +35922,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 3
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-3
           type: VARCHAR(1)
       - CLM_NGACO_IND_4_CD:
           description:
@@ -31537,6 +35931,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 4
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-4
           type: VARCHAR(1)
       - CLM_NGACO_IND_5_CD:
           description:
@@ -31545,6 +35940,7 @@ cms:
             text: Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator
               Code 5
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-next-generation-ng-accountable-care-organization-aco-indicator-code-5
           type: VARCHAR(1)
       - CLM_RSDL_PYMT_IND_CD:
           description:
@@ -31552,6 +35948,7 @@ cms:
             original_type: CHAR
             text: Claim Residual Payment Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/claim-residual-payment-indicator-code
           type: VARCHAR(1)
       - CLM_RP_IND_CD:
           description:
@@ -31559,6 +35956,7 @@ cms:
             original_type: CHAR
             text: Claim Representative Payee (RP) Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-claim-representative-payee-rp-indicator-code
           type: VARCHAR(1)
       - RC_RP_IND_CD:
           description:
@@ -31566,6 +35964,7 @@ cms:
             original_type: CHAR
             text: Revenue Center Representative Payee (RP) Indicator Code
             width: 1.0
+          reference: https://resdac.org/cms-data/variables/medpar-claim-representative-payee-rp-indicator-code
           type: VARCHAR(1)
       - ACO_ID_NUM:
           description:
@@ -31573,6 +35972,7 @@ cms:
             original_type: CHAR
             text: Accountable Care Organization (ACO) Identification Number
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-accountable-care-organization-aco-identification-number
           type: VARCHAR(10)
       - RC_ALLOGENEIC_STEM_CELL_AMT:
           description:
@@ -31580,6 +35980,7 @@ cms:
             original_type: NUM
             text: Revenue Center Allogeneic Stem Cell Acquisition/Donor Services Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-allogeneic-stem-cell-acquisitiondonor-services-amount
           type: INT
       - ISLET_ADD_ON_PYMT_AMT:
           description:
@@ -31587,6 +35988,7 @@ cms:
             original_type: NUM
             text: Islet Add-On Payment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/islet-add-payment-amount
           type: INT
       - CLM_IP_INITL_MS_DRG_CD:
           description:
@@ -31594,6 +35996,7 @@ cms:
             original_type: CHAR
             text: Claim Inpatient Initial MS-DRG Code
             width: 4.0
+          reference: https://resdac.org/cms-data/variables/medpar-claim-inpatient-initial-ms-drg-code
           type: VARCHAR(4)
       - VAL_CD_Q1_PYMT_RDCTN_AMT:
           description:
@@ -31601,6 +36004,7 @@ cms:
             original_type: NUM
             text: Value Code Q1 Payment Reduction Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/value-code-q1-payment-reduction-amount
           type: INT
       - CLM_MODEL_REIMBRSMT_AMT:
           description:
@@ -31608,6 +36012,7 @@ cms:
             original_type: NUM
             text: Claim Model Reimbursement Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/claim-model-reimbursement-amount
           type: INT
       - RC_MODEL_REIMBRSMT_AMT:
           description:
@@ -31615,6 +36020,7 @@ cms:
             original_type: NUM
             text: Revenue Center Model Reimbursement Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-model-reimbursement-amount
           type: INT
       - VAL_CD_QB_OCM_PYMT_ADJSTMT_AMT:
           description:
@@ -31622,6 +36028,7 @@ cms:
             original_type: NUM
             text: Value Code QB OCM + Payment Adjustment Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/value-code-qb-ocm-payment-adjustment-amount
           type: INT
       - CELL_GENE_THRPY_PRCDRS_TOT_AMT:
           description:
@@ -31629,6 +36036,7 @@ cms:
             original_type: NUM
             text: Cell/Gene Therapy Procedures Total Charge Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cellgene-therapy-procedures-total-charge-amount
           type: INT
       - CELL_THRPY_DRUGS_TOT_AMT:
           description:
@@ -31636,6 +36044,7 @@ cms:
             original_type: NUM
             text: Cell Therapy Drugs Total Charge Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/cell-therapy-drugs-total-charge-amount
           type: INT
       - GENE_THRPY_DRUGS_TOT_AMT:
           description:
@@ -31643,6 +36052,7 @@ cms:
             original_type: NUM
             text: Gene Therapy Drugs Total Charge Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/gene-therapy-drugs-total-charge-amount
           type: INT
       - LTCH_DPP_ADJSTMT_AMT:
           description:
@@ -31651,6 +36061,7 @@ cms:
             text: Long Term Care Hospital Discharge Payment Percentage Adjustment
               Amount
             width: 10.0
+          reference: https://resdac.org/cms-data/variables/long-term-care-hospital-discharge-payment-percentage-adjustment-amount
           type: INT
       - RC_NDC_1_CD:
           description:
@@ -31658,6 +36069,7 @@ cms:
             original_type: CHAR
             text: Revenue Center National Drug Code (NDC) 1
             width: 11.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-national-drug-code-ndc-1
           type: VARCHAR(11)
       - RC_NDC_2_CD:
           description:
@@ -31665,6 +36077,7 @@ cms:
             original_type: CHAR
             text: Revenue Center National Drug Code (NDC) 2
             width: 11.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-national-drug-code-ndc-2
           type: VARCHAR(11)
       - RC_NDC_3_CD:
           description:
@@ -31672,6 +36085,7 @@ cms:
             original_type: CHAR
             text: Revenue Center National Drug Code (NDC) 3
             width: 11.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-national-drug-code-ndc-3
           type: VARCHAR(11)
       - RC_NDC_4_CD:
           description:
@@ -31679,6 +36093,7 @@ cms:
             original_type: CHAR
             text: Revenue Center National Drug Code (NDC) 4
             width: 11.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-national-drug-code-ndc-4
           type: VARCHAR(11)
       - RC_NDC_5_CD:
           description:
@@ -31686,6 +36101,7 @@ cms:
             original_type: CHAR
             text: Revenue Center National Drug Code (NDC) 5
             width: 11.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-national-drug-code-ndc-5
           type: VARCHAR(11)
       - RC_NDC_6_CD:
           description:
@@ -31693,6 +36109,7 @@ cms:
             original_type: CHAR
             text: Revenue Center National Drug Code (NDC) 6
             width: 11.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-national-drug-code-ndc-6
           type: VARCHAR(11)
       - RC_NDC_7_CD:
           description:
@@ -31700,6 +36117,7 @@ cms:
             original_type: CHAR
             text: Revenue Center National Drug Code (NDC) 7
             width: 11.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-national-drug-code-ndc-7
           type: VARCHAR(11)
       - RC_NDC_8_CD:
           description:
@@ -31707,6 +36125,7 @@ cms:
             original_type: CHAR
             text: Revenue Center National Drug Code (NDC) 8
             width: 11.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-national-drug-code-ndc-8
           type: VARCHAR(11)
       - RC_NDC_9_CD:
           description:
@@ -31714,6 +36133,7 @@ cms:
             original_type: CHAR
             text: Revenue Center National Drug Code (NDC) 9
             width: 11.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-national-drug-code-ndc-9
           type: VARCHAR(11)
       - RC_NDC_10_CD:
           description:
@@ -31721,6 +36141,7 @@ cms:
             original_type: CHAR
             text: Revenue Center National Drug Code (NDC) 10
             width: 11.0
+          reference: https://resdac.org/cms-data/variables/revenue-center-national-drug-code-ndc-10
           type: VARCHAR(11)
       - FILE:
           description:
@@ -31729,6 +36150,7 @@ cms:
             width: 128
           index:
             required_before_loading_data: true
+          reference: null
           source:
             type: file
           type: VARCHAR(128)
@@ -31737,6 +36159,7 @@ cms:
             original_type: BIGSERIAL
             text: Record number in the file
             width: null
+          reference: https://resdac.org/cms-data/variables/nch-near-line-record-identification-code-ric
           type: BIGSERIAL
       - STATE:
           description:
@@ -31744,6 +36167,7 @@ cms:
             text: SSA standard state code of a beneficiarys residence.
             width: 2.0
           index: true
+          reference: https://resdac.org/cms-data/variables/state-code-beneficiary-ssa-code
           source:
             code: GENERATED ALWAYS AS (STATE_CD) STORED
             type: generated
@@ -31754,6 +36178,7 @@ cms:
             text: Year of MedPAR Record
             width: 4.0
           index: true
+          reference: https://resdac.org/cms-data/variables/mbsf-cc-30/alzheimers-disease-end-year-indicator
           source:
             code: GENERATED ALWAYS AS (MEDPAR_YR_NUM) STORED
             type: generated
@@ -31764,6 +36189,7 @@ cms:
             text: Zip code of the mailing address where the beneficiary may be contacted.
             width: 5.0
           index: true
+          reference: https://resdac.org/cms-data/variables/zip-code-beneficiary
           source:
             code: GENERATED ALWAYS AS (BENE_ZIP) STORED
             type: generated
diff --git a/src/python/dorieh/platform/dictionary/columns.py b/src/python/dorieh/platform/dictionary/columns.py
index 44a99594f..a00623ff3 100644
--- a/src/python/dorieh/platform/dictionary/columns.py
+++ b/src/python/dorieh/platform/dictionary/columns.py
@@ -16,15 +16,17 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 #
-from typing import Dict, List, Optional, Set
+import os
+from typing import Dict, List, Optional, Set, Callable
 
 import sqlparse
 import yaml
 from sqlparse.sql import IdentifierList, Parenthesis, Function, Identifier
 import html
 
-from dorieh.platform.dictionary.element import HTML, DataModelElement, qstr, attrs2string
+from dorieh.platform.dictionary.element import HTML, DataModelElement, qstr, attrs2string, hr
 from dorieh.platform.data_model.domain import Domain
+from dorieh.platform.dictionary.resdac_crawler import get_mapping
 
 
 def noop(x):
@@ -32,7 +34,9 @@ def noop(x):
 
 
 class Column(DataModelElement):
-    def __init__(self, table_name: str, column_block: Dict):
+    column_mapping = get_mapping(False, False)
+
+    def __init__(self, table_name: str, column_block: Dict, mode, describe_column_type: Callable):
         if isinstance(column_block, dict):
             for name in column_block:
                 self.name = name
@@ -50,32 +54,43 @@ def __init__(self, table_name: str, column_block: Dict):
         self.copied = False
         self.casts = dict()
         self.requires = []
+        self.mode = mode
+        self.describe_column_type = describe_column_type
         if self.block is None:
-            return
-        if "type" in self.block:
-            self.datatype = self.block["type"]
-        if "source" in self.block:
-            self.expand_macro2()
-            src_block = self.block["source"]
-            if isinstance(src_block, list):
-                for item in src_block:
-                    self.predecessors.add(item)
-            elif isinstance(src_block, dict):
-                if "type" in src_block:
-                    self.column_type = src_block["type"]
-                if "code" in src_block:
-                    self.parse_expr(src_block["code"])
-            elif isinstance(src_block, str):
-                self.parse_expr(src_block)
-        if "requires" in self.block:
-            req = self.block["requires"]
-            if isinstance(req, list):
-                self.requires = req
+            self.predecessors.add(self.name)
+        else:
+            if "type" in self.block:
+                self.datatype = self.block["type"]
+            if "source" in self.block:
+                self.expand_macro2()
+                src_block = self.block["source"]
+                if isinstance(src_block, list):
+                    for item in src_block:
+                        self.predecessors.add(item)
+                elif isinstance(src_block, dict):
+                    if "type" in src_block:
+                        self.column_type = src_block["type"]
+                    if "code" in src_block:
+                        self.parse_expr(src_block["code"])
+                elif isinstance(src_block, str):
+                    self.parse_expr(src_block)
+            if "requires" in self.block:
+                req = self.block["requires"]
+                if isinstance(req, list):
+                    self.requires = req
+                else:
+                    self.requires = [req]
+            if "cast" in self.block:
+                for t in self.block["cast"]:
+                    self.casts[t] = self.block["cast"][t]
+        if self.description is None and self.name.lower() in self.column_mapping:
+            descr = self.column_mapping[self.name.lower()].description
+            if isinstance(descr, dict):
+                self.description = descr
             else:
-                self.requires = [req]
-        if "cast" in self.block:
-            for t in self.block["cast"]:
-                self.casts[t] = self.block["cast"][t]
+                self.description = {"text": descr}
+        if self.reference is None and self.name.lower() in self.column_mapping:
+            self.reference = self.column_mapping[self.name.lower()].url
         return
 
     def is_transformed(self):
@@ -122,7 +137,7 @@ def expand_macro2(self):
             self.block["source"] = expansion
         return
 
-    def describe(self) -> str:
+    def describe_txt(self) -> str:
         text = f'{self.name} ({self.datatype}) {self.column_type}\n'
         if self.reference:
             text += "See: " + self.reference + '\n\n'
@@ -142,21 +157,24 @@ def describe(self) -> str:
             text += "\n\n" + exp + '\n'
         return text
 
+    def describe(self, format: str) -> str:
+        if format == 'html':
+            return self.describe_html()
+        return self.describe_markdown()
+
     def describe_html(self) -> str:
         text = "\n<TABLE>\n"
         text += "<tr>"
         text += f'<td align = "center" border = "0"><FONT POINT-SIZE="20"><b>{self.qualified_name}</b></FONT></td>'
-        text += f'<td align = "center" border = "0">{self.datatype}</td>'
         text += "</tr>\n"
 
         if self.column_type:
             text += f'<tr><td  align = "center" border = "0"><i>{self.column_type}</i></td></tr>\n'
-
         if self.reference:
             text += f'<tr><td  align = "center" border = "0"><i>For more information see: {self.reference}</i></td></tr>\n'
         if self.description and "text" in self.description:
             value = html.escape(self.description["text"])
-            text += f'<tr><td  align = "center" border = "0">{value}</td></tr>\n'
+            text += f'<tr><td align = "center" border = "0">{value}</td></tr>\n'
 
         n = 0
         if self.description is not None:
@@ -183,11 +201,80 @@ def describe_html(self) -> str:
         text += "\n</TABLE>\n"
         return text
 
-    def html(self, of: str, svg = None):
-        body = self.describe_html()
+    def describe_node(self) -> str:
+        text = "\n<TABLE>\n"
+        text += "<tr>"
+        text += f'<td align = "center" border = "0"><b>{self.qualified_name}</b></td>'
+        text += "</tr>\n"
+
+        if self.description and "text" in self.description:
+            value = html.escape(self.description["text"])
+            text += f'<tr><td align = "center" border = "0">{value}</td></tr>\n'
+
+        if self.expression:
+            for exp in self.expression:
+                value = html.escape(exp)
+                text += f'\t<tr><td align = "left">{value}</td></tr>\n'
+        if len(self.casts) > 1:
+            for key in self.casts:
+                value = html.escape(str(self.casts[key]))
+                text += f'<tr><td align = "left">{key} &rarr;</td><td align = "left">{value}</td></tr>\n'
+        text += "\n</TABLE>\n"
+        return text
+
+    def describe_markdown(self) -> str:
+        text = f"## Overview of {self.qualified_name} \n\n"
+        text +=  "|                               |                        |\n"
+        text +=  "| ----------------------------- | ---------------------- |\n"
+        text += f"| Qualified name                | {self.qualified_name}  |\n"
+        text += f"| Datatype                      | {self.datatype}        |\n"
+        ctype = self.describe_column_type(self)
+        if ctype:
+            text += f"| Column type | {ctype} |\n"
+        if self.requires:
+            text += f"| Tables, required for computation | {self.requires} |\n"
+        if self.reference:
+            text += f"| Reference | [{self.reference}]({self.reference}) |\n"
+
+        text += "\n\n"
+        if self.description and "text" in self.description:
+            text += f"{self.description['text']}\n\n"
+
+        # Add additional description details as a Markdown table
+        if self.description is not None:
+            keys = [key for key in self.description if key != "text"]
+            if keys:
+                text += "| Key | Value |\n"
+                text += "| --- | ----- |\n"
+                for key in keys:
+                    value = str(self.description[key])
+                    text += f"| {key} | {value} |\n"
+            text += "\n\n"
+
+        if self.expression:
+            text += "\n## Expressions\n\n"
+            for exp in self.expression:
+                text += "```sql\n"
+                text += f"{exp}\n"
+                text += "```\n\n"
+
+        if self.casts:
+            text += "\n### Casts:\n\n"
+            text += "| Original type | Cast expression      |\n"
+            text += "| ------------- | -------------------- |\n"
+            for key in self.casts:
+                value = str(self.casts[key])
+                text += f"| {key} | {value} |\n"
+            text += "\n\n"
+
+        return text
+
+    def html(self, of: str, svg=None):
+        fmt = 'html'
+        body = self.describe(format=fmt)
         if svg:
-            body += "<hr/>\n"
-            body += f'<object data="{svg}" type="image/svg+xml"> </object>'
+            body += hr(format=fmt)
+            body += f'<object data="{svg}" type="image/svg+xml"></object>'
         block = HTML.format(
             title = f"Column {self.qualified_name}",
             body = body
@@ -195,16 +282,32 @@ def html(self, of: str, svg = None):
         with open(of, "wt") as out:
             print(block, file=out)
 
-    def to_dot(self):
+    def markdown(self, of: str, svg=None):
+        fmt = 'markdown'
+        body = self.describe(format=fmt)
+        if svg:
+            body += hr(format=fmt)
+            body += f'<object data="{svg}" type="image/svg+xml"></object>'
+        block = f"# Column {self.qualified_name}\n\n{body}"
+        with open(of, "wt") as out:
+            print(block, file=out)
+        if self.mode == 'standalone':
+            fhtml = os.path.splitext(of)[0] + ".html"
+            os.system(f"/usr/local/bin/pandoc --from markdown  --to html {of} > {fhtml}")
+
+    def to_dot(self, node_label = None, shape = "box"):
         node_id = qstr(self.qualified_name)
-        node_label = '<' + self.describe_html() + '>'
+        if not node_label:
+            node_label = '<' + self.describe_node() + '>'
         attrs = {
             "label": node_label,
-            "shape": "box"
+            "shape": shape
         }
-        if self.reference:
-            attrs["URL"] = qstr(self.reference)
-            attrs["target"] = "_blank"
+        t, c = os.path.splitext(self.qualified_name)
+        c = c[1:]
+        cpath = os.path.join("..", t, c) + ".html"
+        attrs["URL"] = qstr(cpath)
+        attrs["target"] = "_blank"
         return f"\t{node_id} [{attrs2string(attrs)}];"
 
     def __repr__(self):
@@ -275,7 +378,7 @@ def __str__(self) -> str:
 if __name__ == '__main__':
     for c in [c1, c2, c3, c4]:
         a = yaml.safe_load(c)
-        column = Column("xxx", a)
+        column = Column("xxx", a, "standalone", lambda x: x.column_type)
         print(column)
 
 
diff --git a/src/python/dorieh/platform/dictionary/domain_dictionary.py b/src/python/dorieh/platform/dictionary/domain_dictionary.py
index 481c9a263..47b7955e8 100644
--- a/src/python/dorieh/platform/dictionary/domain_dictionary.py
+++ b/src/python/dorieh/platform/dictionary/domain_dictionary.py
@@ -39,6 +39,7 @@ def __init__(self, of: str, options: Dict):
         self.basedir = os.path.dirname(os.path.abspath(of))
         self.options = options
         self.link = self.options.get("fmt") in ["svg"]
+        self.mode = options["mode"]
 
     def add(self, path):
         yml = as_dict(path)
@@ -66,8 +67,8 @@ def print_node(self, out, t: str, indent: int):
         node_id = qstr(table)
         attrs = dict()
         if self.link:
-            f = os.path.join(self.basedir, "tables", t + ".html")
-            table.html(f)
+            f = os.path.join(self.basedir, "tables", t + ".md")
+            table.markdown(f)
             attrs["URL"] = qstr(os.path.join("tables", t + ".html"))
             attrs["target"] = "_blank"
         space = ''.join('\t' for _ in range(indent))
@@ -123,14 +124,41 @@ def to_dot(self, out = sys.stdout):
     def html(self, of: str, svg = None):
         if svg is None:
             return
-        body = f'<object data="{svg}" type="image/svg+xml"></object>'
         block = HTML.format(
             title = f"Table Lineage Diagram",
-            body = body
+            body = self.html_body(svg)
         )
         with open(of, "wt") as out:
             print(block, file=out)
 
+    @staticmethod
+    def html_body(svg):
+        body = f'<object data="{svg}" type="image/svg+xml"></object>'
+        return body
+
+    def markdown(self, of: str, svg=None):
+        if svg is None:
+            return
+
+        # Assume the title is similar
+        title = "# Table Lineage Diagram\n"
+
+        # In Markdown, we can provide a link to the SVG file
+        body = self.html_body(svg)
+
+        # Or alternatively, just provide a clickable link
+        # body = f"[View the Table Lineage Diagram]({svg})\n"
+
+        # Combine the title and body content
+        markdown_content = f"{title}\n{body}"
+
+        # Write the Markdown content to a file
+        with open(of, "wt") as out:
+            print(markdown_content, file=out)
+        if self.mode == 'standalone':
+            fhtml = os.path.splitext(of)[0] + ".html"
+            os.system(f"/usr/local/bin/pandoc --from markdown  --to html {of} > {fhtml}")
+
     def generate_graphs(self):
         fmt = self.options.get("fmt")
         generate_image = fmt and fmt != "none"
@@ -144,7 +172,8 @@ def generate_graphs(self):
             os.system(f"dot -T {fmt} -O {self.of}")
             if fmt == "svg":
                 svg = os.path.basename(self.of + ".svg")
-                self.html(self.of + ".html", svg)
+                # self.html(self.of + ".html", svg)
+                self.markdown(self.of + ".md", svg)
         if lod != LOD.none:
             n = 0
             for t in self.tables:
@@ -154,16 +183,18 @@ def generate_graphs(self):
                 table = self.tables[t]
                 for c in table.columns:
                     column = table.columns[c]
+                    basename = os.path.join(d, c)
                     if lod == LOD.min and not column.predecessors:
+                        column.markdown(basename + ".md", svg=None)
                         continue
-                    f = os.path.join(d, c) + ".dot"
+                    f = basename + ".dot"
                     with open(f, "w") as graph:
                         table.column_lineage_to_dot(c, graph)
                     if generate_image:
-                        os.system(f"dot -T {fmt} -O '{f}'")
+                        of = f"{basename}.{fmt}"
+                        os.system(f"dot -T{fmt} -o{of} {f}")
                         if fmt == "svg":
-                            svg = os.path.basename(f + ".svg")
-                            column.html(f + ".html", svg=svg)
+                             column.markdown(basename + ".md", svg=of)
                         n += 1
                         if (n % 10) == 0:
                             print('*', end='')
@@ -196,6 +227,10 @@ def parse_args() -> Dict:
                         help="Level of details",
                         default="none",
                         choices=[s.value for s in LOD])
+    parser.add_argument("--mode",
+                        help="Documentation generation mode",
+                        default="standalone",
+                        choices=["standalone", "sphinx"])
     parser.add_argument("--output", "--of", "-o",
                         help="Path to the main output dot file",
                         default="tables.dot",
diff --git a/src/python/dorieh/platform/dictionary/element.py b/src/python/dorieh/platform/dictionary/element.py
index 44b95bdff..b87d4989b 100644
--- a/src/python/dorieh/platform/dictionary/element.py
+++ b/src/python/dorieh/platform/dictionary/element.py
@@ -166,32 +166,70 @@ def add_html_row(cols: List[str], border: int = 1, align: str = None, tag = "td"
     return text
 
 
-def add_row(cols: List[str]) -> str:
-    return add_html_row(cols)
+def add_markdown_row(cols: List[str]) -> str:
+    row = "| " + " | ".join(cols) + " |\n"
+    return row
 
 
-def start_invisible_row() -> str:
-    return '<tr border = "0"><td>'
+def add_markdown_header_row(cols: List[str]) -> str:
+    row = "| " + " | ".join(cols) + " |\n"
+    separator = "| " + " | ".join("---" for _ in cols) + " |\n"
+    return row + separator
 
 
-def end_invisible_row() -> str:
-    return '</td></tr>'
+def hr_markdown() -> str:
+    return "---\n"
+
+
+def start_markdown_table() -> str:
+    return ""
+
+
+def end_markdown_table() -> str:
+    return ""
+
+
+def add_row(cols: List[str], format: str = 'html') -> str:
+    if format == 'markdown':
+        return add_markdown_row(cols)
+    return add_html_row(cols)
 
 
-def add_header_row(cols: List[str]) -> str:
+def add_header_row(cols: List[str], format: str = 'html') -> str:
+    if format == 'markdown':
+        return add_markdown_header_row(cols)
     return add_html_row(cols, tag="th")
 
 
-def start_table(border: int = 1, align: str = "left"):
+def hr(format: str = 'html') -> str:
+    if format == 'markdown':
+        return hr_markdown()
+    return "<hr/>"
+
+
+def start_table(border: int = 1, align: str = "left", format: str = 'html'):
+    if format == 'markdown':
+        return start_markdown_table()
     return f'\n<br/><TABLE border = "{border}" align = "{align}">\n'
 
 
-def end_table():
+def end_table(format: str = 'html'):
+    if format == 'markdown':
+        return end_markdown_table()
     return '\n</TABLE><br/>\n'
 
 
-def hr():
-    return "<hr/>"
+def start_invisible_row(format: str = 'html') -> str:
+    if format == 'markdown':
+        return ""
+    return '<tr border = "0"><td>'
+
+
+def end_invisible_row(format: str = 'html') -> str:
+    if format == 'markdown':
+        return "\n"
+    return '</td></tr>'
+
 
 
 
diff --git a/src/python/dorieh/platform/dictionary/resdac_crawler.py b/src/python/dorieh/platform/dictionary/resdac_crawler.py
new file mode 100644
index 000000000..96f85afa5
--- /dev/null
+++ b/src/python/dorieh/platform/dictionary/resdac_crawler.py
@@ -0,0 +1,213 @@
+#  Copyright (c) 2024. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Harvard University Research Computing and Data (RCD) Services.
+#
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#           http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+#
+import datetime
+import os.path
+import re
+import sys
+import time
+from typing import Dict
+
+import requests
+import yaml
+from googlesearch import search
+
+
+GOOGLE_API_KEY = ""
+CSE_ID = ''
+
+
+MANUAL_MAP = {
+    "BENE_HMO_IND": "https://resdac.org/cms-data/variables/hmo-indicator",
+    "BENE_MDCR_ENTLMT_BUYIN_IND": "https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator",
+    "BUYIN": "https://resdac.org/cms-data/variables/medicare-entitlementbuy-indicator",
+    "BENE_AGE_AT_END_REF_YR": "https://resdac.org/cms-data/variables/age-beneficiary-end-year",
+    "BENE_MDCR_STATUS_CD": "https://resdac.org/cms-data/variables/reason-entitlement-medicare-benefits-clmthrudt"
+}
+
+
+last_request = datetime.datetime.now()
+
+def google_search(search_term, api_key, cse_id, **kwargs):
+    url = f"https://www.googleapis.com/customsearch/v1"
+    params = {
+        'q': search_term,
+        'key': api_key,
+        'cx': cse_id,
+    }
+    params.update(kwargs)
+    now = datetime.datetime.now()
+    global last_request
+    if (now - last_request).total_seconds() < 1:
+        time.sleep(1)
+    response = requests.get(url, params=params)
+    last_request = datetime.datetime.now()
+    response.raise_for_status()
+    return response.json()
+
+
+URL_CACHE = dict()
+URL_CACHE.update(MANUAL_MAP)
+
+
+def get_resdac_url(column_name):
+    if column_name in URL_CACHE:
+        return URL_CACHE[column_name]
+    
+    query = f'ResDac "{column_name}"'
+    print(f'Searching for: {query}')
+    try:
+        results = google_search(query, GOOGLE_API_KEY, CSE_ID)
+        for item in results.get('items', []):
+            link = item["link"]
+            if 'resdac.org/cms-data/variables/' in link:
+                URL_CACHE[column_name] = link
+                return link
+        URL_CACHE[column_name] = None
+        return None
+    except Exception as e:
+        print(f"Error searching for {query}: {e}")
+        return None
+
+
+def get_resdac_url_free(column_name):
+    """
+    Function to search for the ResDac description URL given a column name
+
+    :param column_name:
+    :return:
+    """
+
+    query = f'ResDac "{column_name}"'
+    print(f'Searching for: {query}')
+    try:
+        # Search on Google
+        search_results = search(query, num_results=10)
+        for result in search_results:
+            if 'resdac.org/cms-data/variables/' in result:
+                return result
+        return None
+    except Exception as e:
+        print(f"Error searching for {query}: {e}")
+        return None
+
+
+class ColumnInfo:
+    def __init__(self, name):
+        self.name = name
+        self.description = None
+        self.url = None
+
+
+def extract_prefix_for_month(input_string):
+    pattern = r"(.+)_([0][1-9]|1[0-2])$"
+    match = re.match(pattern, input_string)
+    if match:
+        return match.group(1)
+    return None
+
+
+NOT_FOUND = set()
+
+
+def get_mapping(search = False, update = False) -> Dict[str, ColumnInfo]:
+    """
+    Parse Model YaML file and create a mapping between column names and column metadata.
+    Optionally, search Google for a URL to ResDac description for a column.
+
+
+    :return:
+    """
+
+    column_map: Dict[str, ColumnInfo] = dict()
+    p = os.path.join(os.path.dirname(__file__), "../../cms/models/medicare_cms.yaml")
+    with open(p) as f:
+        model = yaml.safe_load(f)
+
+    tables = model["cms"]["tables"]
+    for t in tables:
+        for col in tables[t].get("columns", []):
+            if isinstance(col, str):
+                c = col
+                val = None
+            elif isinstance(col, dict):
+                c = list(col.keys())[0]
+                val = col[c]
+            else:
+                continue
+            c = c.lower()
+            if c in column_map:
+                continue
+            column = ColumnInfo(c)
+            name = c
+            if val and "description" in val:
+                column.description = val["description"]
+                if "long_name" in column.description:
+                    name = column.description["long_name"]
+
+            if val and "reference" in val:
+                column.url = val["reference"]
+            if search and column.url is None:
+                url = get_resdac_url(name)
+                if not url:
+                    prefix = extract_prefix_for_month(name)
+                    if prefix:
+                        url = get_resdac_url(prefix)
+                if url:
+                    column.url = url
+                    val["reference"] = url
+                    print(url)
+                else:
+                    print(f"No URL found for {name}")
+                    NOT_FOUND.add(name)
+
+            column_map[c] = column
+
+    # Print or save the mapping dictionary
+    for column_name, info in column_map.items():
+        print(f"{column_name}: {info.url}")
+
+    if update:
+        print("Updating YaML")
+        for t in tables:
+            for col in tables[t].get("columns", []):
+                if isinstance(col, dict):
+                    c = list(col.keys())[0]
+                    val = col[c]
+                    c = c.lower()
+                    # if c in ["file", "record"]:
+                    #     del val["reference"]
+                    # elif c in column_map:
+                    if c in column_map:
+                        val["reference"] = column_map[c].url
+        with open(p, "wt") as f:
+            yaml.safe_dump(model, f)
+
+    print("Not found:")
+    for name in sorted(NOT_FOUND):
+        print(name)
+
+    return column_map
+
+
+if __name__ == '__main__':
+    GOOGLE_API_KEY = sys.argv[1]
+    CSE_ID = sys.argv[2]
+    get_mapping(True, True)
diff --git a/src/python/dorieh/platform/dictionary/tables.py b/src/python/dorieh/platform/dictionary/tables.py
index 59a5d5f22..97052fa98 100644
--- a/src/python/dorieh/platform/dictionary/tables.py
+++ b/src/python/dorieh/platform/dictionary/tables.py
@@ -21,6 +21,7 @@
 Module to create list of tables from the Domain Data Model
 """
 import math
+import os
 import re
 from typing import Dict, Optional, List, Set
 import html
@@ -49,6 +50,7 @@ def __init__(self, schema: str, name: str, domain: Domain, domain_dict):
         self.parent = None
         self.type: str = "Table"
         self.master = None
+        self.mode = domain_dict.mode
         create_block = None
         if "create" in self.block:
             create_block:Dict[str, Dict] = self.block["create"]
@@ -106,7 +108,7 @@ def __init__(self, schema: str, name: str, domain: Domain, domain_dict):
             for column_block in columns_block:
                 cblocks = Column.expand_macro1(column_block)
                 for cblock in cblocks:
-                    column = Column(self.qualified_name, cblock)
+                    column = Column(self.qualified_name, cblock, self.mode, self.describe_column_type)
                     self.columns[column.name.lower()] = column
         if self.master is not None and create_block and "select" in create_block:
             self.add_master_columns()
@@ -131,13 +133,13 @@ def add_master_columns(self):
     def add_column_from_master(self, c: str):
         p_column = self.master.columns[c]
         column_block = {c: p_column.block}
-        column = Column(self.qualified_name, column_block)
+        column = Column(self.qualified_name, column_block, self.mode, self.describe_column_type)
         column.copied = True
         self.columns[column.name.lower()] = column
 
     def add_column_from_sql(self, identifier: sqlparse.sql.Identifier):
         c = identifier.get_name()
-        column = Column(self.qualified_name, {c: None})
+        column = Column(self.qualified_name, {c: None}, self.mode, self.describe_column_type)
         column.expression = [identifier.value]
         column.copied = False
         identifiers = self.get_source_columns(identifier)
@@ -225,26 +227,42 @@ def get_column_links(self, column: Column) -> List:
                 if c in t.columns:
                     link = ColumnLink(r, t.columns[c], column)
                     links.append(link)
+        if not links:
+            for r in pt:
+                t = r.x
+                if column.name in t.columns:
+                    link = ColumnLink(r, t.columns[column.name], column)
+                    links.append(link)
+
         return links
 
-    def calculate_column_lineage(self, column: Column, graph: Graph):
+    def calculate_column_lineage(self, column: Column, graph: Graph, recursion):
         links = self.get_column_links(column)
+
+        if len(links) > 5 and recursion > 0:
+            node_id = column.qualified_name + "_parent"
+            text = column.to_dot(node_label=qstr(f"{len(links)} incoming links (columns)"), shape="cylinder")
+            graph.add_node(node_id, text)
+            graph.add_edge(GenericLink(node_id, column.qualified_name, len(links)))
+            return 
+
         if len(links) > 3:
             group = "parent_" + column.qualified_name
         else:
             group = None
+
         for link in links:
             graph.add_edge(link)
             parent = qstr(link.x.qualified_name)
             graph.add_node(parent, repr(link.x), group)
-            link.relation.x.calculate_column_lineage(link.x, graph)
+            link.relation.x.calculate_column_lineage(link.x, graph, recursion + 1)
         return
 
     def column_lineage_to_dot(self, column_name: str, out):
         column = self.columns[column_name]
         graph = Graph()
         graph.add_node(qstr(column.qualified_name), repr(column))
-        self.calculate_column_lineage(column, graph)
+        self.calculate_column_lineage(column, graph, 0)
         graph.print(indent=1, file=out)
 
     def describe_column_type(self, column: Column):
@@ -263,67 +281,129 @@ def describe_column_type(self, column: Column):
             return "transformed"
         return ""
 
-    @staticmethod
-    def link_to_table(name: str):
-        ref = f"{name}.html"
-        return f'<a href = "{ref}">{name}</a>'
+    def describe(self, format: str = 'html', basedir: str = '') -> str:
+        if format == 'html':
+            return self.describe_html(basedir)
+        return self.describe_markdown(basedir)
 
-    @staticmethod
-    def link_to_column(name: str, basedir: str):
-        cpath = f'{basedir}/{name}.dot.html'
-        return f'<a href="{cpath}">{name}</a>'
-
-    def describe_html(self, basedir) -> str:
-        text = start_table(border=0)
-        text += start_invisible_row()
-        text += start_table(border=2)
+    def describe_html(self, basedir: str = "") -> str:
+        fmt = 'html'
+        text = start_table(border=0, format=fmt)
+        text += start_invisible_row(format=fmt)
+        text += start_table(border=2, format=fmt)
         header = f'<FONT POINT-SIZE="20"><b>{self.type}: {self.qualified_name}</b></FONT>'
-        text += add_html_row([header], border=2)
+        text += add_row([header], format=fmt)
 
         if self.reference:
-            text += f'<tr><td  align = "center" border = "0"><i>For more information see: {self.reference}</i></td></tr>\n'
+            text += add_row([f'<i>For more information see: {self.reference}</i>'], format=fmt)
         if self.description and "text" in self.description:
             value = html.escape(self.description["text"])
-            text += add_row([value])
+            text += add_row([value], format=fmt)
         if self.parent:
             name = self.parent.qualified_name
-            text += add_row([f"Child table of {self.link_to_table(name)}"])
+            text += add_row([f"Child table of {self.link_to_table(name, fmt)}"], format=fmt)
         if self.aggregation:
             name = self.aggregation.parent.qualified_name
-            text += add_row([f"Aggregated from {self.link_to_table(name)} on {self.aggregation.on}"])
+            text += add_row([f"Aggregated from {self.link_to_table(name, fmt)} on {self.aggregation.on}"], format=fmt)
         if self.master:
             name = self.master.qualified_name
-            text += add_row([f"Transformed from {self.link_to_table(name)}"])
+            text += add_row([f"Transformed from {self.link_to_table(name, fmt)}"], format=fmt)
         elif self.join:
             name = self.join.sql
-            text += add_row([f"Join of tables: {name}"])
+            text += add_row([f"Join of tables: {name}"], format=fmt)
         if "primary_key" in self.block:
             pk = self.block["primary_key"]
             pk_text = ", ".join(pk)
-            text += add_row([f"Primary Key:  {pk_text}"])
-        text += end_table()
-        text += end_invisible_row()
-        text += hr()
-        text += start_invisible_row()
-        text += start_table(border=2)
-        text += add_header_row(["Column name", "Column type", "Datatype"])
+            text += add_row([f"Primary Key: {pk_text}"], format=fmt)
+        text += end_table(format=fmt)
+        text += end_invisible_row(format=fmt)
+        text += hr(format=fmt)
+        text += start_invisible_row(format=fmt)
+        text += start_table(border=2, format=fmt)
+        text += add_header_row(["Column Name", "Column Type", "Datatype"], format=fmt)
+
         for c in sorted(self.columns):
             column = self.columns[c]
             text += add_row([
-                self.link_to_column(column.name, basedir),
+                self.link_to_column(column.name, basedir, fmt),
                 self.describe_column_type(column),
                 column.datatype
-            ])
-        text += end_table()
-        text += end_invisible_row()
-        text += end_table()
+            ], format=fmt)
+        text += end_table(format=fmt)
+        text += end_invisible_row(format=fmt)
+        text += end_table(format=fmt)
         return text
 
-    def html(self, of: str, svg = None):
-        body = self.describe_html(self.qualified_name)
+    def describe_markdown(self, basedir: str = "") -> str:
+        fmt = 'markdown'
+        text = f"## Overview for {self.qualified_name}\n"
+
+        if self.reference:
+            text += f"*For more information see: {self.reference}*\n\n"
+        if self.description and "text" in self.description:
+            text += f"{self.description['text']}\n\n"
+        if self.parent:
+            name = self.parent.qualified_name
+            text += f"Child table of {self.link_to_table(name, fmt)}\n\n"
+        if self.aggregation:
+            name = self.aggregation.parent.qualified_name
+            text += f"Aggregated from {self.link_to_table(name, fmt)} on {self.aggregation.on}\n\n"
+        if self.master:
+            name = self.master.qualified_name
+            text += f"Transformed from {self.link_to_table(name, fmt)}\n\n"
+        elif self.join:
+            name = self.join.sql
+            text += f"Join of tables: {name}\n\n"
+        if "primary_key" in self.block:
+            pk = self.block["primary_key"]
+            pk_text = ", ".join(pk)
+            text += f"Primary Key: {pk_text}\n\n"
+
+        sql = self.domain.ddl_by_table.get(self.qualified_name)
+        sql = [l for l in sql if l != f"-- {self.qualified_name} skipped;"]
+        if sql:
+            text += "<details>\n"
+            text += "```sql\n"
+            for line in sql:
+                text += line + '\n'
+            text += "```\n"
+            text += "</details>\n"
+
+        text += hr(format=fmt)
+        text += "## Columns:\n\n"
+        text += add_header_row(["Column Name", "Column Type", "Datatype"], format=fmt)
+
+        for c in sorted(self.columns):
+            column = self.columns[c]
+            text += add_row([
+                self.link_to_column(column.name, basedir, fmt),
+                self.describe_column_type(column),
+                column.datatype
+            ], format=fmt)
+        text += "\n"
+        return text
+
+    @staticmethod
+    def link_to_table(name: str, format: str = 'html') -> str:
+        if format == 'markdown':
+            return f"[{name}]({name}.html)"
+        ref = f"{name}.html"
+        return f'<a href="{ref}">{name}</a>'
+
+    @staticmethod
+    def link_to_column(name: str, basedir: str, format: str = 'html') -> str:
+        if format == 'markdown':
+            cpath = f'{basedir}/{name}.html'
+            return f"[{name}]({cpath})"
+        cpath = f'{basedir}/{name}.html'
+        return f'<a href="{cpath}">{name}</a>'
+
+    def html(self, of: str, svg=None):
+        fmt = 'html'
+        body = self.describe(basedir=self.qualified_name, format=fmt)
         if svg:
-            body += "<hr/>\n"
-            body += f'<object data="{svg}" type="image/svg+xml"> </object>'
+            body += hr(format=fmt)
+            body += f'<object data="{svg}" type="image/svg+xml"></object>'
         block = HTML.format(
             title = f"Table {self.qualified_name}",
             body = body
@@ -331,6 +411,19 @@ def html(self, of: str, svg = None):
         with open(of, "wt") as out:
             print(block, file=out)
 
+    def markdown(self, of: str, svg=None):
+        fmt = 'markdown'
+        body = self.describe(basedir=self.qualified_name, format=fmt)
+        if svg:
+            body += hr(format=fmt)
+            body += f'<object data="{svg}" type="image/svg+xml"></object>'
+        block = f"# {self.type.capitalize()} {self.qualified_name}\n\n{body}"
+        with open(of, "wt") as out:
+            print(block, file=out)
+        if self.mode == 'standalone':
+            fhtml = os.path.splitext(of)[0] + ".html"
+            os.system(f"/usr/local/bin/pandoc --from markdown  --to html {of} > {fhtml}")
+
 
 class Aggregation:
     def __init__(self, schema: str, name: str, parent: str, columns: List, domain_dict):
@@ -434,9 +527,10 @@ def to_dot(self):
         if self.y.copied:
             attrs["label"] = "Copied"
         elif "transformation" in attrs["label"]:
-            attrs["label"] = attrs["label"].replace("transformation", "transformed")
+            attrs["label"] = attrs["label"].replace("transformation", "  Transformed")
         elif "aggregation" in attrs["label"]:
-            attrs["label"] = attrs["label"].replace("aggregation", "aggregated")
+            attrs["label"] = attrs["label"].replace("aggregation", "  Aggregated")
+        attrs["labelfloat"] = True
         return f"\t{node1} -> {node2} [{attrs2string(attrs)}];"
 
     def __str__(self):
@@ -444,3 +538,22 @@ def __str__(self):
 
     def __repr__(self):
         return self.to_dot()
+
+
+class GenericLink:
+    def __init__(self, node1, node2, width = 5):
+        self.node1 = node1
+        self.node2 = node2
+        self.width = width
+
+    def to_dot(self):
+        attrs = dict()
+        attrs["penwidth"] = self.width
+        attrs["color"] = "blue"
+        return f"\t{qstr(self.node1)} -> {qstr(self.node2)} [{attrs2string(attrs)}];"
+
+    def __str__(self):
+        return f"{self.node1} -> {self.node2}"
+
+    def __repr__(self):
+        return self.to_dot()

From e31a457c15f060b802804373d300128f9eba9d1d Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Thu, 8 Aug 2024 19:58:48 -0400
Subject: [PATCH 06/81] MAB   Data lineage - generating Markdown

---
 doc/MedicareLineage.md                        | 14 ++++
 src/python/dorieh/cms/models/medicare.yaml    |  1 +
 .../dorieh/platform/dictionary/columns.py     | 28 +++++--
 .../platform/dictionary/domain_dictionary.py  | 77 +++++++++++++++----
 .../dorieh/platform/dictionary/tables.py      | 19 ++++-
 5 files changed, 117 insertions(+), 22 deletions(-)
 create mode 100644 doc/MedicareLineage.md

diff --git a/doc/MedicareLineage.md b/doc/MedicareLineage.md
new file mode 100644
index 000000000..a66ad124f
--- /dev/null
+++ b/doc/MedicareLineage.md
@@ -0,0 +1,14 @@
+# Data Lineage for Medicare Processing
+
+```{toctree}
+---
+maxdepth: 1
+hidden:
+---
+tables.dot.md
+table-list.md
+column-list.md
+```
+
+The data lineage graphs are generated using Dorieh Data Dictionary tools.
+
diff --git a/src/python/dorieh/cms/models/medicare.yaml b/src/python/dorieh/cms/models/medicare.yaml
index a18ab7fd8..62f168135 100644
--- a/src/python/dorieh/cms/models/medicare.yaml
+++ b/src/python/dorieh/cms/models/medicare.yaml
@@ -213,6 +213,7 @@ medicare:
             type: INT
             optional: true
             source:
+               - crec
                - cur_ent
                - bene_entlmt_rsn_curr
             cast:
diff --git a/src/python/dorieh/platform/dictionary/columns.py b/src/python/dorieh/platform/dictionary/columns.py
index a00623ff3..b9618c464 100644
--- a/src/python/dorieh/platform/dictionary/columns.py
+++ b/src/python/dorieh/platform/dictionary/columns.py
@@ -17,6 +17,7 @@
 #  limitations under the License.
 #
 import os
+import textwrap
 from typing import Dict, List, Optional, Set, Callable
 
 import sqlparse
@@ -208,8 +209,10 @@ def describe_node(self) -> str:
         text += "</tr>\n"
 
         if self.description and "text" in self.description:
-            value = html.escape(self.description["text"])
-            text += f'<tr><td align = "center" border = "0">{value}</td></tr>\n'
+            description = self.description["text"]
+            lines = [html.escape(line) for line in textwrap.wrap(description, width=40)]
+            value = '<br/>'.join(lines)
+            text += f'<tr><td align = "left" border = "0" cellpadding="25">{value}</td></tr>\n'
 
         if self.expression:
             for exp in self.expression:
@@ -223,9 +226,19 @@ def describe_node(self) -> str:
         return text
 
     def describe_markdown(self) -> str:
-        text = f"## Overview of {self.qualified_name} \n\n"
+        t, c = os.path.splitext(self.qualified_name)
+        c = c[1:]
+        if self.mode == "standalone":
+            ext = ".html"
+        elif self.mode == "sphinx":
+            ext = ".md"
+        else:
+            ext = ""
+        tpath = os.path.join("..", t) + ext
+        text = f"## Overview of column {c} in table {t} \n\n"
         text +=  "|                               |                        |\n"
         text +=  "| ----------------------------- | ---------------------- |\n"
+        text += f"| Table                         | [{t}]({tpath})           |\n"
         text += f"| Qualified name                | {self.qualified_name}  |\n"
         text += f"| Datatype                      | {self.datatype}        |\n"
         ctype = self.describe_column_type(self)
@@ -295,14 +308,17 @@ def markdown(self, of: str, svg=None):
             fhtml = os.path.splitext(of)[0] + ".html"
             os.system(f"/usr/local/bin/pandoc --from markdown  --to html {of} > {fhtml}")
 
-    def to_dot(self, node_label = None, shape = "box"):
-        node_id = qstr(self.qualified_name)
+    def to_dot(self, node_id=None, node_label=None, attributes = None):
+        if node_id is None:
+            node_id = qstr(self.qualified_name)
         if not node_label:
             node_label = '<' + self.describe_node() + '>'
         attrs = {
             "label": node_label,
-            "shape": shape
+            "shape": "box"
         }
+        if attributes:
+            attrs.update(attributes)
         t, c = os.path.splitext(self.qualified_name)
         c = c[1:]
         cpath = os.path.join("..", t, c) + ".html"
diff --git a/src/python/dorieh/platform/dictionary/domain_dictionary.py b/src/python/dorieh/platform/dictionary/domain_dictionary.py
index 47b7955e8..4c6fbed63 100644
--- a/src/python/dorieh/platform/dictionary/domain_dictionary.py
+++ b/src/python/dorieh/platform/dictionary/domain_dictionary.py
@@ -136,28 +136,78 @@ def html_body(svg):
         body = f'<object data="{svg}" type="image/svg+xml"></object>'
         return body
 
+    def write_markdown(self, content: str, of: str):
+        with open(of, "wt") as out:
+            print(content, file=out)
+        if self.mode == 'standalone':
+            fhtml = os.path.splitext(of)[0] + ".html"
+            os.system(f"/usr/local/bin/pandoc --from markdown  --to html {of} > {fhtml}")
+
+    def link_ext(self):
+        if self.mode == 'standalone':
+            return "html"
+        return "md"
+
     def markdown(self, of: str, svg=None):
         if svg is None:
             return
 
-        # Assume the title is similar
         title = "# Table Lineage Diagram\n"
+        body = "\n"
+
+        if self.mode == 'sphinx':
+            body += "```{toctree}\n"
+            body += "---\n"
+            body += "maxdepth: 1\n"
+            body += "hidden:\n"
+            body += "---\n"
+            for t in self.tables:
+                body += f"tables/{self.tables[t].qualified_name}\n"
+            body += "```\n"
+            body += "\n\n"
 
         # In Markdown, we can provide a link to the SVG file
-        body = self.html_body(svg)
+        body += self.html_body(svg)
+        self.write_markdown(f"{title}\n{body}", of)
 
-        # Or alternatively, just provide a clickable link
-        # body = f"[View the Table Lineage Diagram]({svg})\n"
+        # Write the Markdown content to a file
 
-        # Combine the title and body content
-        markdown_content = f"{title}\n{body}"
+    def table_list(self, of: str):
+        title = "# Alphabetic list of all tables\n"
+        body = "\n"
+        for t in sorted(self.tables):
+            tname = self.tables[t].qualified_name
+            body += f"1. [{tname}](tables/{tname}.{self.link_ext()})\n"
 
-        # Write the Markdown content to a file
-        with open(of, "wt") as out:
-            print(markdown_content, file=out)
-        if self.mode == 'standalone':
-            fhtml = os.path.splitext(of)[0] + ".html"
-            os.system(f"/usr/local/bin/pandoc --from markdown  --to html {of} > {fhtml}")
+        self.write_markdown(f"{title}\n{body}", of)
+
+    def column_list(self, of: str):
+        title = "# Alphabetic list of all columns in all tables\n"
+        body = "\n"
+        columns = dict()
+        for t in self.tables:
+            table = self.tables[t]
+            tname = table.qualified_name
+            for c in table.columns:
+                if c in columns:
+                    tset = columns[c]
+                else:
+                    tset = set()
+                    columns[c] = tset
+                tset.add(tname)
+
+        body +=  "|  Column | Tables                    |\n"
+        body +=  "|  ------ | ------------------------- |\n"
+        ext = self.link_ext()
+        for c in sorted(columns):
+            tset = columns[c]
+            tables = []
+            for t in sorted(tset):
+                tables.append(f"[{t}](tables/{t}/{c}.{ext})")
+            row = ' <br/>'.join(tables)
+            body += f"| {c}     | {row}\n"
+
+        self.write_markdown(f"{title}\n{body}", of)
 
     def generate_graphs(self):
         fmt = self.options.get("fmt")
@@ -168,11 +218,12 @@ def generate_graphs(self):
             os.mkdir(tdir)
         with open(self.of, "w") as graph:
             self.to_dot(graph)
+        self.table_list("table-list.md")
+        self.column_list("column-list.md")
         if generate_image:
             os.system(f"dot -T {fmt} -O {self.of}")
             if fmt == "svg":
                 svg = os.path.basename(self.of + ".svg")
-                # self.html(self.of + ".html", svg)
                 self.markdown(self.of + ".md", svg)
         if lod != LOD.none:
             n = 0
diff --git a/src/python/dorieh/platform/dictionary/tables.py b/src/python/dorieh/platform/dictionary/tables.py
index 97052fa98..6695f797e 100644
--- a/src/python/dorieh/platform/dictionary/tables.py
+++ b/src/python/dorieh/platform/dictionary/tables.py
@@ -241,9 +241,22 @@ def calculate_column_lineage(self, column: Column, graph: Graph, recursion):
 
         if len(links) > 5 and recursion > 0:
             node_id = column.qualified_name + "_parent"
-            text = column.to_dot(node_label=qstr(f"{len(links)} incoming links (columns)"), shape="cylinder")
+            width = 3 + math.log(len(links), 2)
+            minlen = 2
+            text = column.to_dot(
+                node_id = qstr(node_id),
+                node_label=qstr(f"{len(links)} incoming links (columns)"),
+                attributes={
+                    "shape": '"cylinder"',
+                    "fillcolor": '"yellow"',
+                    "style": '"filled"',
+                    "minlen": minlen,
+                    "width": 3,
+                    "height": 1.5
+                }
+            )
             graph.add_node(node_id, text)
-            graph.add_edge(GenericLink(node_id, column.qualified_name, len(links)))
+            graph.add_edge(GenericLink(node_id, column.qualified_name, width))
             return 
 
         if len(links) > 3:
@@ -549,7 +562,7 @@ def __init__(self, node1, node2, width = 5):
     def to_dot(self):
         attrs = dict()
         attrs["penwidth"] = self.width
-        attrs["color"] = "blue"
+        attrs["color"] = "goldenrod"
         return f"\t{qstr(self.node1)} -> {qstr(self.node2)} [{attrs2string(attrs)}];"
 
     def __str__(self):

From c109090fc6b1c9c7c154be0e077eaafb1c1d787b Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Thu, 8 Aug 2024 20:19:36 -0400
Subject: [PATCH 07/81] MAB   Data lineage - generating Markdown

---
 doc/Medicare.md        | 1 +
 doc/MedicareLineage.md | 1 -
 2 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/Medicare.md b/doc/Medicare.md
index b3abe0567..54bdd833b 100644
--- a/doc/Medicare.md
+++ b/doc/Medicare.md
@@ -9,6 +9,7 @@ members/mcr_sas2yaml.rst
 members/mcr_sas2db.rst
 members/fts2yaml.rst
 members/medicare_yaml.md
+MedicareLineage
 Medicaid.md
 ```
 
diff --git a/doc/MedicareLineage.md b/doc/MedicareLineage.md
index a66ad124f..0995e5d17 100644
--- a/doc/MedicareLineage.md
+++ b/doc/MedicareLineage.md
@@ -3,7 +3,6 @@
 ```{toctree}
 ---
 maxdepth: 1
-hidden:
 ---
 tables.dot.md
 table-list.md

From a03383621adc4715d0ba80ecb43e84224e8b6d9d Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Thu, 8 Aug 2024 20:48:08 -0400
Subject: [PATCH 08/81] MAB   Data lineage - generating Markdown

---
 doc/Medicare.md                                  | 2 +-
 doc/MedicareLineage.md                           | 6 +++---
 src/python/dorieh/platform/dictionary/columns.py | 8 +++++++-
 3 files changed, 11 insertions(+), 5 deletions(-)

diff --git a/doc/Medicare.md b/doc/Medicare.md
index 54bdd833b..11591f726 100644
--- a/doc/Medicare.md
+++ b/doc/Medicare.md
@@ -9,7 +9,7 @@ members/mcr_sas2yaml.rst
 members/mcr_sas2db.rst
 members/fts2yaml.rst
 members/medicare_yaml.md
-MedicareLineage
+MedicareLineage.md
 Medicaid.md
 ```
 
diff --git a/doc/MedicareLineage.md b/doc/MedicareLineage.md
index 0995e5d17..ff5b88e69 100644
--- a/doc/MedicareLineage.md
+++ b/doc/MedicareLineage.md
@@ -4,9 +4,9 @@
 ---
 maxdepth: 1
 ---
-tables.dot.md
-table-list.md
-column-list.md
+lineage/tables.dot.md
+lineage/table-list.md
+lineage/column-list.md
 ```
 
 The data lineage graphs are generated using Dorieh Data Dictionary tools.
diff --git a/src/python/dorieh/platform/dictionary/columns.py b/src/python/dorieh/platform/dictionary/columns.py
index b9618c464..b1953f97d 100644
--- a/src/python/dorieh/platform/dictionary/columns.py
+++ b/src/python/dorieh/platform/dictionary/columns.py
@@ -35,9 +35,15 @@ def noop(x):
 
 
 class Column(DataModelElement):
-    column_mapping = get_mapping(False, False)
+    column_mapping = None
+
+    @classmethod
+    def init_column_mapping(cls):
+        if cls.column_mapping is None:
+            cls.column_mapping = get_mapping(False, False)
 
     def __init__(self, table_name: str, column_block: Dict, mode, describe_column_type: Callable):
+        self.init_column_mapping()
         if isinstance(column_block, dict):
             for name in column_block:
                 self.name = name

From b63015584c99e2550f9661a990c7cf3d6f1a6d88 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Thu, 8 Aug 2024 22:42:30 -0400
Subject: [PATCH 09/81] MAB   Data lineage - generating Markdown for Sphinx

---
 doc/Datamodels.md                             |  1 +
 doc/cms.md                                    |  1 +
 doc/index.md                                  |  1 +
 .../dorieh/platform/dictionary/__init__.py    |  6 ++++
 .../dorieh/platform/dictionary/columns.py     |  7 +++--
 .../platform/dictionary/domain_dictionary.py  | 29 ++++++++++++-------
 .../dorieh/platform/dictionary/element.py     | 10 +++++++
 .../dorieh/platform/dictionary/tables.py      |  7 +++--
 8 files changed, 46 insertions(+), 16 deletions(-)

diff --git a/doc/Datamodels.md b/doc/Datamodels.md
index 68b6e91c5..b62d9c011 100644
--- a/doc/Datamodels.md
+++ b/doc/Datamodels.md
@@ -9,6 +9,7 @@ hidden:
 ---
 DataModellingExtensions
 Medicare
+MedicareLineage
 Medicaid
 ```
 
diff --git a/doc/cms.md b/doc/cms.md
index 337cfe40c..ac641a04b 100644
--- a/doc/cms.md
+++ b/doc/cms.md
@@ -11,6 +11,7 @@ hidden:
 ---
 Medicaid.md
 Medicare.md
+MedicareLineage.md
 QueringMedicaid.md
 ```
 
diff --git a/doc/index.md b/doc/index.md
index 1612e4fec..c3865aeba 100644
--- a/doc/index.md
+++ b/doc/index.md
@@ -10,6 +10,7 @@ What is Data Platform <rationale>
 domains
 pipelines
 Python Packages <packages>
+Datamodels
 examples
 guts
 DBT
diff --git a/src/python/dorieh/platform/dictionary/__init__.py b/src/python/dorieh/platform/dictionary/__init__.py
index 09afa429d..9ac923037 100644
--- a/src/python/dorieh/platform/dictionary/__init__.py
+++ b/src/python/dorieh/platform/dictionary/__init__.py
@@ -16,3 +16,9 @@
 #  See the License for the specific language governing permissions and
 #  limitations under the License.
 #
+from enum import Enum
+
+
+class RenderMode(Enum):
+    standalone = "standalone"
+    sphinx = "sphinx"
diff --git a/src/python/dorieh/platform/dictionary/columns.py b/src/python/dorieh/platform/dictionary/columns.py
index b1953f97d..9f539227c 100644
--- a/src/python/dorieh/platform/dictionary/columns.py
+++ b/src/python/dorieh/platform/dictionary/columns.py
@@ -25,6 +25,7 @@
 from sqlparse.sql import IdentifierList, Parenthesis, Function, Identifier
 import html
 
+from dorieh.platform.dictionary import RenderMode
 from dorieh.platform.dictionary.element import HTML, DataModelElement, qstr, attrs2string, hr
 from dorieh.platform.data_model.domain import Domain
 from dorieh.platform.dictionary.resdac_crawler import get_mapping
@@ -234,9 +235,9 @@ def describe_node(self) -> str:
     def describe_markdown(self) -> str:
         t, c = os.path.splitext(self.qualified_name)
         c = c[1:]
-        if self.mode == "standalone":
+        if self.mode == RenderMode.standalone:
             ext = ".html"
-        elif self.mode == "sphinx":
+        elif self.mode == RenderMode.sphinx:
             ext = ".md"
         else:
             ext = ""
@@ -310,7 +311,7 @@ def markdown(self, of: str, svg=None):
         block = f"# Column {self.qualified_name}\n\n{body}"
         with open(of, "wt") as out:
             print(block, file=out)
-        if self.mode == 'standalone':
+        if self.mode == RenderMode.standalone:
             fhtml = os.path.splitext(of)[0] + ".html"
             os.system(f"/usr/local/bin/pandoc --from markdown  --to html {of} > {fhtml}")
 
diff --git a/src/python/dorieh/platform/dictionary/domain_dictionary.py b/src/python/dorieh/platform/dictionary/domain_dictionary.py
index 4c6fbed63..67e80364e 100644
--- a/src/python/dorieh/platform/dictionary/domain_dictionary.py
+++ b/src/python/dorieh/platform/dictionary/domain_dictionary.py
@@ -25,6 +25,7 @@
 from enum import Enum
 from typing import Dict, List
 
+from dorieh.platform.dictionary import RenderMode
 from dorieh.platform.dictionary.element import HTML, qstr, attrs2string
 from dorieh.platform.dictionary.tables import Table, Relation
 from dorieh.utils.io_utils import as_dict
@@ -39,7 +40,7 @@ def __init__(self, of: str, options: Dict):
         self.basedir = os.path.dirname(os.path.abspath(of))
         self.options = options
         self.link = self.options.get("fmt") in ["svg"]
-        self.mode = options["mode"]
+        self.mode = RenderMode(options["mode"])
 
     def add(self, path):
         yml = as_dict(path)
@@ -139,19 +140,16 @@ def html_body(svg):
     def write_markdown(self, content: str, of: str):
         with open(of, "wt") as out:
             print(content, file=out)
-        if self.mode == 'standalone':
+        if self.mode == RenderMode.standalone:
             fhtml = os.path.splitext(of)[0] + ".html"
             os.system(f"/usr/local/bin/pandoc --from markdown  --to html {of} > {fhtml}")
 
     def link_ext(self):
-        if self.mode == 'standalone':
+        if RenderMode.standalone:
             return "html"
         return "md"
 
     def markdown(self, of: str, svg=None):
-        if svg is None:
-            return
-
         title = "# Table Lineage Diagram\n"
         body = "\n"
 
@@ -166,8 +164,19 @@ def markdown(self, of: str, svg=None):
             body += "```\n"
             body += "\n\n"
 
-        # In Markdown, we can provide a link to the SVG file
-        body += self.html_body(svg)
+        if svg:
+            if self.mode == RenderMode.standalone:
+                body += self.html_body(svg)
+            elif self.mode == RenderMode.sphinx:
+
+                body += f"\n```{{figure}} {svg}\n"
+                body += ":align: center\n"
+                body += ":alt: Table Lineage Diagram\n"
+                body += ":target: \n"
+                body += "\n"
+                body += "Diagram illustrating data flow during transformations\n"
+                body += "\n"
+                body += "```\n\n"
         self.write_markdown(f"{title}\n{body}", of)
 
         # Write the Markdown content to a file
@@ -280,8 +289,8 @@ def parse_args() -> Dict:
                         choices=[s.value for s in LOD])
     parser.add_argument("--mode",
                         help="Documentation generation mode",
-                        default="standalone",
-                        choices=["standalone", "sphinx"])
+                        default=RenderMode.standalone.value,
+                        choices=[s.value for s in RenderMode])
     parser.add_argument("--output", "--of", "-o",
                         help="Path to the main output dot file",
                         default="tables.dot",
diff --git a/src/python/dorieh/platform/dictionary/element.py b/src/python/dorieh/platform/dictionary/element.py
index b87d4989b..564621595 100644
--- a/src/python/dorieh/platform/dictionary/element.py
+++ b/src/python/dorieh/platform/dictionary/element.py
@@ -19,6 +19,7 @@
 #
 #
 import math
+import os
 from typing import Dict, Optional, List
 
 HTML = """
@@ -231,6 +232,15 @@ def end_invisible_row(format: str = 'html') -> str:
     return '</td></tr>'
 
 
+def create_graph_envelop(of: str, title: str, svg: str):
+    pp = os.path.splitext(of)
+    fmd2 = pp[0] + "_svg_envelop" + pp[1]
+    content = f"# {title}\n\n"
+    content += "```raw"
+    with open(fmd2, "wt") as out:
+        print(content, file=out)
+    return fmd2
+
 
 
 
diff --git a/src/python/dorieh/platform/dictionary/tables.py b/src/python/dorieh/platform/dictionary/tables.py
index 6695f797e..fe464d016 100644
--- a/src/python/dorieh/platform/dictionary/tables.py
+++ b/src/python/dorieh/platform/dictionary/tables.py
@@ -28,6 +28,7 @@
 import sqlparse
 
 from dorieh.platform.data_model.domain import Domain
+from dorieh.platform.dictionary import RenderMode
 from dorieh.platform.dictionary.columns import Column
 from dorieh.platform.dictionary.element import HTML, DataModelElement, Graph, fqn, qstr, \
     attrs2string, add_row, start_table, add_html_row, end_table, add_header_row, \
@@ -375,12 +376,12 @@ def describe_markdown(self, basedir: str = "") -> str:
         sql = self.domain.ddl_by_table.get(self.qualified_name)
         sql = [l for l in sql if l != f"-- {self.qualified_name} skipped;"]
         if sql:
-            text += "<details>\n"
+            text += "\n<details>\n\n"
             text += "```sql\n"
             for line in sql:
                 text += line + '\n'
             text += "```\n"
-            text += "</details>\n"
+            text += "\n</details>\n\n"
 
         text += hr(format=fmt)
         text += "## Columns:\n\n"
@@ -433,7 +434,7 @@ def markdown(self, of: str, svg=None):
         block = f"# {self.type.capitalize()} {self.qualified_name}\n\n{body}"
         with open(of, "wt") as out:
             print(block, file=out)
-        if self.mode == 'standalone':
+        if self.mode == RenderMode.standalone:
             fhtml = os.path.splitext(of)[0] + ".html"
             os.system(f"/usr/local/bin/pandoc --from markdown  --to html {of} > {fhtml}")
 

From 3cb956a7ffe1cbdd448a505d309ac5203d36f999 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Thu, 8 Aug 2024 23:12:05 -0400
Subject: [PATCH 10/81] MAB   Data lineage - generating Markdown for Sphinx

---
 .../dorieh/platform/dictionary/columns.py     | 22 ++++++++++++++-----
 .../platform/dictionary/domain_dictionary.py  |  7 +++---
 .../dorieh/platform/dictionary/element.py     |  6 ++---
 .../dorieh/platform/dictionary/tables.py      |  2 +-
 4 files changed, 24 insertions(+), 13 deletions(-)

diff --git a/src/python/dorieh/platform/dictionary/columns.py b/src/python/dorieh/platform/dictionary/columns.py
index 9f539227c..1f47c2262 100644
--- a/src/python/dorieh/platform/dictionary/columns.py
+++ b/src/python/dorieh/platform/dictionary/columns.py
@@ -26,7 +26,7 @@
 import html
 
 from dorieh.platform.dictionary import RenderMode
-from dorieh.platform.dictionary.element import HTML, DataModelElement, qstr, attrs2string, hr
+from dorieh.platform.dictionary.element import HTML, DataModelElement, qstr, attrs2string, hr, create_graph_envelop
 from dorieh.platform.data_model.domain import Domain
 from dorieh.platform.dictionary.resdac_crawler import get_mapping
 
@@ -306,11 +306,23 @@ def markdown(self, of: str, svg=None):
         fmt = 'markdown'
         body = self.describe(format=fmt)
         if svg:
-            body += hr(format=fmt)
-            body += f'<object data="{svg}" type="image/svg+xml"></object>'
-        block = f"# Column {self.qualified_name}\n\n{body}"
+            if self.mode == RenderMode.standalone:
+                body += hr(format=fmt)
+                body += f'<object data="{svg}" type="image/svg+xml"></object>'
+            elif self.mode == RenderMode.sphinx:
+                alt = f"Column {self.qualified_name} Lineage SVG"
+                target = create_graph_envelop(of, alt, svg)
+                body += f"\n```{{figure}} {svg}\n"
+                body += ":align: center\n"
+                body += f":alt: {alt}\n"
+                body += f":target: {target}\n"
+                body += "\n"
+                body += f"Data lineage for column {self.qualified_name}\n"
+                body += "\n"
+                body += "```\n\n"
+        content = f"# Column {self.qualified_name}\n\n{body}"
         with open(of, "wt") as out:
-            print(block, file=out)
+            print(content, file=out)
         if self.mode == RenderMode.standalone:
             fhtml = os.path.splitext(of)[0] + ".html"
             os.system(f"/usr/local/bin/pandoc --from markdown  --to html {of} > {fhtml}")
diff --git a/src/python/dorieh/platform/dictionary/domain_dictionary.py b/src/python/dorieh/platform/dictionary/domain_dictionary.py
index 67e80364e..3bc9ecc53 100644
--- a/src/python/dorieh/platform/dictionary/domain_dictionary.py
+++ b/src/python/dorieh/platform/dictionary/domain_dictionary.py
@@ -26,7 +26,7 @@
 from typing import Dict, List
 
 from dorieh.platform.dictionary import RenderMode
-from dorieh.platform.dictionary.element import HTML, qstr, attrs2string
+from dorieh.platform.dictionary.element import HTML, qstr, attrs2string, create_graph_envelop
 from dorieh.platform.dictionary.tables import Table, Relation
 from dorieh.utils.io_utils import as_dict
 from dorieh.platform.data_model.domain import Domain
@@ -168,18 +168,17 @@ def markdown(self, of: str, svg=None):
             if self.mode == RenderMode.standalone:
                 body += self.html_body(svg)
             elif self.mode == RenderMode.sphinx:
-
+                target = create_graph_envelop(of, "Table Lineage SVG Diagram", svg)
                 body += f"\n```{{figure}} {svg}\n"
                 body += ":align: center\n"
                 body += ":alt: Table Lineage Diagram\n"
-                body += ":target: \n"
+                body += f":target: {target}\n"
                 body += "\n"
                 body += "Diagram illustrating data flow during transformations\n"
                 body += "\n"
                 body += "```\n\n"
         self.write_markdown(f"{title}\n{body}", of)
 
-        # Write the Markdown content to a file
 
     def table_list(self, of: str):
         title = "# Alphabetic list of all tables\n"
diff --git a/src/python/dorieh/platform/dictionary/element.py b/src/python/dorieh/platform/dictionary/element.py
index 564621595..302cf06a2 100644
--- a/src/python/dorieh/platform/dictionary/element.py
+++ b/src/python/dorieh/platform/dictionary/element.py
@@ -236,11 +236,11 @@ def create_graph_envelop(of: str, title: str, svg: str):
     pp = os.path.splitext(of)
     fmd2 = pp[0] + "_svg_envelop" + pp[1]
     content = f"# {title}\n\n"
-    content += "```raw"
+    content += "```{raw} html\n"
+    content += f":file: {svg}\n\n"
+    content += "```\n\n"
     with open(fmd2, "wt") as out:
         print(content, file=out)
     return fmd2
 
 
-
-
diff --git a/src/python/dorieh/platform/dictionary/tables.py b/src/python/dorieh/platform/dictionary/tables.py
index fe464d016..b341bab1f 100644
--- a/src/python/dorieh/platform/dictionary/tables.py
+++ b/src/python/dorieh/platform/dictionary/tables.py
@@ -555,7 +555,7 @@ def __repr__(self):
 
 
 class GenericLink:
-    def __init__(self, node1, node2, width = 5):
+    def __init__(self, node1, node2, width = 5.0):
         self.node1 = node1
         self.node2 = node2
         self.width = width

From 7d31082a5ea4435b28e65e6389ad684fba0d2fa9 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 9 Aug 2024 02:09:45 -0400
Subject: [PATCH 11/81] MAB   Data lineage - generating Markdown for Sphinx

---
 .idea/runConfigurations/Build_documentation.xml            | 2 +-
 src/python/dorieh/platform/dictionary/domain_dictionary.py | 1 +
 src/python/dorieh/platform/dictionary/element.py           | 3 ++-
 src/python/dorieh/platform/dictionary/tables.py            | 2 +-
 4 files changed, 5 insertions(+), 3 deletions(-)

diff --git a/.idea/runConfigurations/Build_documentation.xml b/.idea/runConfigurations/Build_documentation.xml
index db432643d..96d93b053 100644
--- a/.idea/runConfigurations/Build_documentation.xml
+++ b/.idea/runConfigurations/Build_documentation.xml
@@ -1,6 +1,6 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="Build documentation" type="ShConfigurationType">
-    <option name="SCRIPT_TEXT" value="deactivate ; source /opt/venv/dorieh_test/bin/activate &amp;&amp; ./build_documentation.sh -s push -b dev-0.2.x" />
+    <option name="SCRIPT_TEXT" value="deactivate ; source /opt/venv/dorieh_test/bin/activate &amp;&amp; ./build_documentation.sh -s $USER_HOME$/tmp/docs -b dev-0.2.x" />
     <option name="INDEPENDENT_SCRIPT_PATH" value="true" />
     <option name="SCRIPT_PATH" value="" />
     <option name="SCRIPT_OPTIONS" value="" />
diff --git a/src/python/dorieh/platform/dictionary/domain_dictionary.py b/src/python/dorieh/platform/dictionary/domain_dictionary.py
index 3bc9ecc53..97dbbf3a5 100644
--- a/src/python/dorieh/platform/dictionary/domain_dictionary.py
+++ b/src/python/dorieh/platform/dictionary/domain_dictionary.py
@@ -111,6 +111,7 @@ def print_other_nodes(self, out):
     def to_dot(self, out = sys.stdout):
         print("digraph {", file=out)
         print("\tnodesep = 0.5;  // even node distribution", file=out)
+        print('\tsize = "25,100";  // graph size in inches', file=out)
         self.print_top_nodes(out)
         self.print_other_nodes(out)
         for r in self.relations:
diff --git a/src/python/dorieh/platform/dictionary/element.py b/src/python/dorieh/platform/dictionary/element.py
index 302cf06a2..765cff874 100644
--- a/src/python/dorieh/platform/dictionary/element.py
+++ b/src/python/dorieh/platform/dictionary/element.py
@@ -241,6 +241,7 @@ def create_graph_envelop(of: str, title: str, svg: str):
     content += "```\n\n"
     with open(fmd2, "wt") as out:
         print(content, file=out)
-    return fmd2
+    target = os.path.splitext(fmd2)[0] + ".html"
+    return os.path.basename(target)
 
 
diff --git a/src/python/dorieh/platform/dictionary/tables.py b/src/python/dorieh/platform/dictionary/tables.py
index b341bab1f..12135072d 100644
--- a/src/python/dorieh/platform/dictionary/tables.py
+++ b/src/python/dorieh/platform/dictionary/tables.py
@@ -407,7 +407,7 @@ def link_to_table(name: str, format: str = 'html') -> str:
     @staticmethod
     def link_to_column(name: str, basedir: str, format: str = 'html') -> str:
         if format == 'markdown':
-            cpath = f'{basedir}/{name}.html'
+            cpath = f'{basedir}/{name}.md'
             return f"[{name}]({cpath})"
         cpath = f'{basedir}/{name}.html'
         return f'<a href="{cpath}">{name}</a>'

From 73f9e68488b65b804ca4708762bd83f5a2258942 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 9 Aug 2024 14:02:38 -0400
Subject: [PATCH 12/81] MAB   Data lineage - generating Markdown for Sphinx

---
 src/python/dorieh/platform/dictionary/columns.py         | 2 +-
 .../dorieh/platform/dictionary/domain_dictionary.py      | 7 +++++++
 src/python/dorieh/platform/dictionary/tables.py          | 9 +++++++--
 3 files changed, 15 insertions(+), 3 deletions(-)

diff --git a/src/python/dorieh/platform/dictionary/columns.py b/src/python/dorieh/platform/dictionary/columns.py
index 1f47c2262..aa6a27bc4 100644
--- a/src/python/dorieh/platform/dictionary/columns.py
+++ b/src/python/dorieh/platform/dictionary/columns.py
@@ -312,7 +312,7 @@ def markdown(self, of: str, svg=None):
             elif self.mode == RenderMode.sphinx:
                 alt = f"Column {self.qualified_name} Lineage SVG"
                 target = create_graph_envelop(of, alt, svg)
-                body += f"\n```{{figure}} {svg}\n"
+                body += f"\n```{{figure}} {os.path.basename(svg)}\n"
                 body += ":align: center\n"
                 body += f":alt: {alt}\n"
                 body += f":target: {target}\n"
diff --git a/src/python/dorieh/platform/dictionary/domain_dictionary.py b/src/python/dorieh/platform/dictionary/domain_dictionary.py
index 97dbbf3a5..0bee3084d 100644
--- a/src/python/dorieh/platform/dictionary/domain_dictionary.py
+++ b/src/python/dorieh/platform/dictionary/domain_dictionary.py
@@ -180,6 +180,13 @@ def markdown(self, of: str, svg=None):
                 body += "```\n\n"
         self.write_markdown(f"{title}\n{body}", of)
 
+    def table_toctree(self) -> str:
+        text = "\n```{toctree}\n"
+        for t in sorted(self.tables):
+            tname = self.tables[t].qualified_name
+            text += f"{tname}.md\n"
+        text += "```\n\n"
+        return text
 
     def table_list(self, of: str):
         title = "# Alphabetic list of all tables\n"
diff --git a/src/python/dorieh/platform/dictionary/tables.py b/src/python/dorieh/platform/dictionary/tables.py
index 12135072d..6556002b7 100644
--- a/src/python/dorieh/platform/dictionary/tables.py
+++ b/src/python/dorieh/platform/dictionary/tables.py
@@ -350,7 +350,12 @@ def describe_html(self, basedir: str = "") -> str:
 
     def describe_markdown(self, basedir: str = "") -> str:
         fmt = 'markdown'
-        text = f"## Overview for {self.qualified_name}\n"
+        text = f"## Overview for {self.qualified_name}\n\n"
+        if self.mode == RenderMode.sphinx:
+            text += "```{toctree}\n"
+            for c in sorted(self.columns):
+                text += f"{self.qualified_name}/{c}.md\n"
+            text += "```\n\n"
 
         if self.reference:
             text += f"*For more information see: {self.reference}*\n\n"
@@ -390,7 +395,7 @@ def describe_markdown(self, basedir: str = "") -> str:
         for c in sorted(self.columns):
             column = self.columns[c]
             text += add_row([
-                self.link_to_column(column.name, basedir, fmt),
+                self.link_to_column(column.name.lower(), basedir, fmt),
                 self.describe_column_type(column),
                 column.datatype
             ], format=fmt)

From bcdbe18470dbc6b29167570d2e3addb90a1495fe Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 9 Aug 2024 15:37:38 -0400
Subject: [PATCH 13/81] MAB   Data lineage - generating Markdown for Sphinx

---
 .../platform/dictionary/domain_dictionary.py  | 19 +++++++------------
 .../dorieh/platform/dictionary/tables.py      | 15 +++++++++++----
 2 files changed, 18 insertions(+), 16 deletions(-)

diff --git a/src/python/dorieh/platform/dictionary/domain_dictionary.py b/src/python/dorieh/platform/dictionary/domain_dictionary.py
index 0bee3084d..d44e44088 100644
--- a/src/python/dorieh/platform/dictionary/domain_dictionary.py
+++ b/src/python/dorieh/platform/dictionary/domain_dictionary.py
@@ -146,7 +146,7 @@ def write_markdown(self, content: str, of: str):
             os.system(f"/usr/local/bin/pandoc --from markdown  --to html {of} > {fhtml}")
 
     def link_ext(self):
-        if RenderMode.standalone:
+        if self.mode == RenderMode.standalone:
             return "html"
         return "md"
 
@@ -154,16 +154,9 @@ def markdown(self, of: str, svg=None):
         title = "# Table Lineage Diagram\n"
         body = "\n"
 
-        if self.mode == 'sphinx':
-            body += "```{toctree}\n"
-            body += "---\n"
-            body += "maxdepth: 1\n"
-            body += "hidden:\n"
-            body += "---\n"
-            for t in self.tables:
-                body += f"tables/{self.tables[t].qualified_name}\n"
-            body += "```\n"
-            body += "\n\n"
+        if self.mode == RenderMode.sphinx:
+            body += self.table_toctree()
+            body += "\n"
 
         if svg:
             if self.mode == RenderMode.standalone:
@@ -182,9 +175,11 @@ def markdown(self, of: str, svg=None):
 
     def table_toctree(self) -> str:
         text = "\n```{toctree}\n"
+        text += "maxdepth: 1\n"
+        text += "hidden:\n"
         for t in sorted(self.tables):
             tname = self.tables[t].qualified_name
-            text += f"{tname}.md\n"
+            text += f"tables/{tname}.md\n"
         text += "```\n\n"
         return text
 
diff --git a/src/python/dorieh/platform/dictionary/tables.py b/src/python/dorieh/platform/dictionary/tables.py
index 6556002b7..5fd29a6cf 100644
--- a/src/python/dorieh/platform/dictionary/tables.py
+++ b/src/python/dorieh/platform/dictionary/tables.py
@@ -348,14 +348,21 @@ def describe_html(self, basedir: str = "") -> str:
         text += end_table(format=fmt)
         return text
 
+    def columns_toctree(self) -> str:
+        text = "\n```{toctree}\n"
+        text += "maxdepth: 1\n"
+        text += "hidden:\n"
+        for c in sorted(self.columns):
+            text += f"{self.qualified_name}/{c}.md\n"
+        text += "```\n\n"
+        return text
+
     def describe_markdown(self, basedir: str = "") -> str:
         fmt = 'markdown'
         text = f"## Overview for {self.qualified_name}\n\n"
         if self.mode == RenderMode.sphinx:
-            text += "```{toctree}\n"
-            for c in sorted(self.columns):
-                text += f"{self.qualified_name}/{c}.md\n"
-            text += "```\n\n"
+            text += self.columns_toctree()
+            text += "\n"
 
         if self.reference:
             text += f"*For more information see: {self.reference}*\n\n"

From f9dd550bb5b21b78670112f5e72baa65f2fbe105 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 9 Aug 2024 16:17:32 -0400
Subject: [PATCH 14/81] MAB   Data lineage - generating Markdown for Sphinx

---
 .../dorieh/platform/dictionary/columns.py     | 14 +++++++++++++-
 .../platform/dictionary/domain_dictionary.py  | 19 +++++++++++--------
 .../dorieh/platform/dictionary/element.py     |  2 +-
 .../dorieh/platform/dictionary/tables.py      |  6 ++++--
 4 files changed, 29 insertions(+), 12 deletions(-)

diff --git a/src/python/dorieh/platform/dictionary/columns.py b/src/python/dorieh/platform/dictionary/columns.py
index aa6a27bc4..c0c05eb5c 100644
--- a/src/python/dorieh/platform/dictionary/columns.py
+++ b/src/python/dorieh/platform/dictionary/columns.py
@@ -302,6 +302,17 @@ def html(self, of: str, svg=None):
         with open(of, "wt") as out:
             print(block, file=out)
 
+    def column_toctree(self, targets: List[str]) -> str:
+        text = "\n```{toctree}\n"
+        text += "---\n"
+        text += ":maxdepth: 1\n"
+        text += ":hidden:\n"
+        text += "---\n"
+        for target in targets:
+            text += f"{target}\n"
+        text += "```\n\n"
+        return text
+
     def markdown(self, of: str, svg=None):
         fmt = 'markdown'
         body = self.describe(format=fmt)
@@ -312,10 +323,11 @@ def markdown(self, of: str, svg=None):
             elif self.mode == RenderMode.sphinx:
                 alt = f"Column {self.qualified_name} Lineage SVG"
                 target = create_graph_envelop(of, alt, svg)
+                body += self.column_toctree([target + ".md"])
                 body += f"\n```{{figure}} {os.path.basename(svg)}\n"
                 body += ":align: center\n"
                 body += f":alt: {alt}\n"
-                body += f":target: {target}\n"
+                body += f":target: {target}.html\n"
                 body += "\n"
                 body += f"Data lineage for column {self.qualified_name}\n"
                 body += "\n"
diff --git a/src/python/dorieh/platform/dictionary/domain_dictionary.py b/src/python/dorieh/platform/dictionary/domain_dictionary.py
index d44e44088..4ce0c8fcd 100644
--- a/src/python/dorieh/platform/dictionary/domain_dictionary.py
+++ b/src/python/dorieh/platform/dictionary/domain_dictionary.py
@@ -154,29 +154,32 @@ def markdown(self, of: str, svg=None):
         title = "# Table Lineage Diagram\n"
         body = "\n"
 
-        if self.mode == RenderMode.sphinx:
-            body += self.table_toctree()
-            body += "\n"
-
         if svg:
             if self.mode == RenderMode.standalone:
                 body += self.html_body(svg)
             elif self.mode == RenderMode.sphinx:
                 target = create_graph_envelop(of, "Table Lineage SVG Diagram", svg)
+                body += self.table_toctree([target + ".md"])
+                body += "\n"
                 body += f"\n```{{figure}} {svg}\n"
                 body += ":align: center\n"
                 body += ":alt: Table Lineage Diagram\n"
-                body += f":target: {target}\n"
+                body += f":target: {target}.html\n"
                 body += "\n"
                 body += "Diagram illustrating data flow during transformations\n"
                 body += "\n"
                 body += "```\n\n"
         self.write_markdown(f"{title}\n{body}", of)
 
-    def table_toctree(self) -> str:
+    def table_toctree(self, extra: List[str] = None) -> str:
         text = "\n```{toctree}\n"
-        text += "maxdepth: 1\n"
-        text += "hidden:\n"
+        text += "---\n"
+        text += ":maxdepth: 1\n"
+        text += ":hidden:\n"
+        text += "---\n"
+        if extra:
+            for target in extra:
+                text += f"{target}\n"
         for t in sorted(self.tables):
             tname = self.tables[t].qualified_name
             text += f"tables/{tname}.md\n"
diff --git a/src/python/dorieh/platform/dictionary/element.py b/src/python/dorieh/platform/dictionary/element.py
index 765cff874..c999ba4d9 100644
--- a/src/python/dorieh/platform/dictionary/element.py
+++ b/src/python/dorieh/platform/dictionary/element.py
@@ -241,7 +241,7 @@ def create_graph_envelop(of: str, title: str, svg: str):
     content += "```\n\n"
     with open(fmd2, "wt") as out:
         print(content, file=out)
-    target = os.path.splitext(fmd2)[0] + ".html"
+    target = os.path.splitext(fmd2)[0]
     return os.path.basename(target)
 
 
diff --git a/src/python/dorieh/platform/dictionary/tables.py b/src/python/dorieh/platform/dictionary/tables.py
index 5fd29a6cf..434687a6c 100644
--- a/src/python/dorieh/platform/dictionary/tables.py
+++ b/src/python/dorieh/platform/dictionary/tables.py
@@ -350,8 +350,10 @@ def describe_html(self, basedir: str = "") -> str:
 
     def columns_toctree(self) -> str:
         text = "\n```{toctree}\n"
-        text += "maxdepth: 1\n"
-        text += "hidden:\n"
+        text += "---\n"
+        text += ":maxdepth: 1\n"
+        text += ":hidden:\n"
+        text += "---\n"
         for c in sorted(self.columns):
             text += f"{self.qualified_name}/{c}.md\n"
         text += "```\n\n"

From 0a20037a78bb2a1a32bffc845e5c68742da04afd Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 9 Aug 2024 16:54:52 -0400
Subject: [PATCH 15/81] MAB   Data lineage - generating Markdown for Sphinx

---
 src/python/dorieh/platform/dictionary/columns.py           | 4 ++--
 src/python/dorieh/platform/dictionary/domain_dictionary.py | 4 ++--
 src/python/dorieh/platform/dictionary/tables.py            | 4 ++--
 3 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/src/python/dorieh/platform/dictionary/columns.py b/src/python/dorieh/platform/dictionary/columns.py
index c0c05eb5c..63a9ca22f 100644
--- a/src/python/dorieh/platform/dictionary/columns.py
+++ b/src/python/dorieh/platform/dictionary/columns.py
@@ -305,8 +305,8 @@ def html(self, of: str, svg=None):
     def column_toctree(self, targets: List[str]) -> str:
         text = "\n```{toctree}\n"
         text += "---\n"
-        text += ":maxdepth: 1\n"
-        text += ":hidden:\n"
+        text += "maxdepth: 1\n"
+        text += "hidden:\n"
         text += "---\n"
         for target in targets:
             text += f"{target}\n"
diff --git a/src/python/dorieh/platform/dictionary/domain_dictionary.py b/src/python/dorieh/platform/dictionary/domain_dictionary.py
index 4ce0c8fcd..cbc375915 100644
--- a/src/python/dorieh/platform/dictionary/domain_dictionary.py
+++ b/src/python/dorieh/platform/dictionary/domain_dictionary.py
@@ -174,8 +174,8 @@ def markdown(self, of: str, svg=None):
     def table_toctree(self, extra: List[str] = None) -> str:
         text = "\n```{toctree}\n"
         text += "---\n"
-        text += ":maxdepth: 1\n"
-        text += ":hidden:\n"
+        text += "maxdepth: 1\n"
+        text += "hidden:\n"
         text += "---\n"
         if extra:
             for target in extra:
diff --git a/src/python/dorieh/platform/dictionary/tables.py b/src/python/dorieh/platform/dictionary/tables.py
index 434687a6c..fe4025f96 100644
--- a/src/python/dorieh/platform/dictionary/tables.py
+++ b/src/python/dorieh/platform/dictionary/tables.py
@@ -351,8 +351,8 @@ def describe_html(self, basedir: str = "") -> str:
     def columns_toctree(self) -> str:
         text = "\n```{toctree}\n"
         text += "---\n"
-        text += ":maxdepth: 1\n"
-        text += ":hidden:\n"
+        text += "maxdepth: 1\n"
+        text += "hidden:\n"
         text += "---\n"
         for c in sorted(self.columns):
             text += f"{self.qualified_name}/{c}.md\n"

From 7403c920ae2147921e81b6705585640a4eabb299 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 9 Aug 2024 17:34:13 -0400
Subject: [PATCH 16/81] MAB   Data lineage - generating Markdown for Sphinx

---
 build_documentation.sh                           |  2 +-
 src/python/dorieh/gis/constants.py               | 10 ++++++++++
 src/python/dorieh/platform/dictionary/columns.py |  2 ++
 src/python/dorieh/platform/dictionary/tables.py  |  8 ++++----
 4 files changed, 17 insertions(+), 5 deletions(-)

diff --git a/build_documentation.sh b/build_documentation.sh
index b1b174ed6..4bb1e5853 100755
--- a/build_documentation.sh
+++ b/build_documentation.sh
@@ -73,7 +73,7 @@ copy_section README.md doc/home.md readme
 cp docker/README.md doc/docker_readme.md
 
 # build documentation
-sphinx-build doc docs || exit
+sphinx-build -j auto doc docs || exit
 touch docs/.nojekyll
 
 echo "Build finished"
diff --git a/src/python/dorieh/gis/constants.py b/src/python/dorieh/gis/constants.py
index fcee77716..f2b43a592 100644
--- a/src/python/dorieh/gis/constants.py
+++ b/src/python/dorieh/gis/constants.py
@@ -20,18 +20,24 @@ class RasterizationStrategy(Enum):
     The default strategy is to include all pixels along the line render path
     (for lines), or cells where the center point is within the polygon
     (for polygons).
+
+    .. :noindex:
     """
 
     all_touched = 'all_touched'
     """
     Alternate, all_touched strategy, rasterizes the geometry
     by including all pixels that it touches.
+
+    .. :noindex:
     """
 
     combined = 'combined'
     """
     Calculate statistics using both default and all_touched strategy and
     combine results, e.g. using arithmetic means
+
+    .. :noindex:
     """
 
     downscale = 'downscale'
@@ -48,6 +54,8 @@ class RasterizationStrategy(Enum):
     and will run slower.
     
     See `get_affine_transform <../../../gridmet/doc/gridmet_tools.html#gridmet.gridmet_tools.get_affine_transform>`_
+
+    .. :noindex:
     """
 
     auto = 'auto'
@@ -64,6 +72,8 @@ class RasterizationStrategy(Enum):
     and will run slower.
     
     See `get_affine_transform <../../../gridmet/doc/gridmet_tools.html#gridmet.gridmet_tools.get_affine_transform>`_
+
+    .. :noindex:
     """
 
 
diff --git a/src/python/dorieh/platform/dictionary/columns.py b/src/python/dorieh/platform/dictionary/columns.py
index 63a9ca22f..a9221cd7c 100644
--- a/src/python/dorieh/platform/dictionary/columns.py
+++ b/src/python/dorieh/platform/dictionary/columns.py
@@ -274,6 +274,8 @@ def describe_markdown(self) -> str:
         if self.expression:
             text += "\n## Expressions\n\n"
             for exp in self.expression:
+                if "select" not in exp.lower():
+                    exp = "SELECT " + exp
                 text += "```sql\n"
                 text += f"{exp}\n"
                 text += "```\n\n"
diff --git a/src/python/dorieh/platform/dictionary/tables.py b/src/python/dorieh/platform/dictionary/tables.py
index fe4025f96..9e6d6637b 100644
--- a/src/python/dorieh/platform/dictionary/tables.py
+++ b/src/python/dorieh/platform/dictionary/tables.py
@@ -411,11 +411,11 @@ def describe_markdown(self, basedir: str = "") -> str:
         text += "\n"
         return text
 
-    @staticmethod
-    def link_to_table(name: str, format: str = 'html') -> str:
+    def link_to_table(self, name: str, format: str = 'html') -> str:
+        ext = "md" if (self.mode == RenderMode.sphinx) and format == "markdown" else "html"
         if format == 'markdown':
-            return f"[{name}]({name}.html)"
-        ref = f"{name}.html"
+            return f"[{name}]({name}.{ext})"
+        ref = f"{name}.{ext}"
         return f'<a href="{ref}">{name}</a>'
 
     @staticmethod

From 490480a474c55da82e3aceb937f4f5fa3de0985a Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 9 Aug 2024 17:59:41 -0400
Subject: [PATCH 17/81] MAB   Data lineage - generating Markdown for Sphinx

---
 doc/members/gis_constants.rst | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/doc/members/gis_constants.rst b/doc/members/gis_constants.rst
index 7242e65ec..f4fc84f18 100644
--- a/doc/members/gis_constants.rst
+++ b/doc/members/gis_constants.rst
@@ -5,14 +5,17 @@ GIS Related Enums
 .. autoclass:: dorieh.gis.downloader.CensusShapeCollection
    :members:
    :undoc-members:
+   :noindex:
 
 
 .. autoclass:: dorieh.gis.constants.Geography
    :members:
    :undoc-members:
+   :noindex:
 
 
 .. autoclass:: dorieh.gis.constants.RasterizationStrategy
    :members:
    :undoc-members:
+   :noindex:
 

From f6f6ea7e465aaae44624993427ac0caa704ad006 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 9 Aug 2024 18:27:10 -0400
Subject: [PATCH 18/81] MAB   Data lineage - generating Markdown for Sphinx

---
 doc/DBT.md                                   |  2 +-
 doc/guts.md                                  |  2 +-
 doc/members/airnow_ds_def.rst                |  2 ++
 src/python/dorieh/census/__init__.py         | 12 +++++-----
 src/python/dorieh/platform/util/executors.py | 25 ++++++++++++++++++++
 5 files changed, 35 insertions(+), 8 deletions(-)

diff --git a/doc/DBT.md b/doc/DBT.md
index c6b93351e..382e8e3ce 100644
--- a/doc/DBT.md
+++ b/doc/DBT.md
@@ -8,7 +8,7 @@ hidden:
 ---
 members/create_test.md
 members/dbt_runner.md
-members/getn_dbt_cwl.rst
+members/gen_dbt_cwl.rst
 TestingWorkflows.md
 guts.md
 ```
diff --git a/doc/guts.md b/doc/guts.md
index 7b7db1df4..ab939d0b8 100644
--- a/doc/guts.md
+++ b/doc/guts.md
@@ -8,6 +8,6 @@ caption: Data Platform Internals
 platform
 deployment
 DBConnections
-Monitoring database activity <MonitoringDB> 
+Monitoring database activity <MonitoringDB.md> 
 ProjectLoader
 ```
diff --git a/doc/members/airnow_ds_def.rst b/doc/members/airnow_ds_def.rst
index ff3759520..81d61ba0d 100644
--- a/doc/members/airnow_ds_def.rst
+++ b/doc/members/airnow_ds_def.rst
@@ -13,10 +13,12 @@ Abstract Context
 
 .. autoclass:: dorieh.utils.context.Context
    :members:
+   :noindex:
 
 Argument
 ^^^^^^^^
 .. autoclass:: dorieh.utils.context.Argument
    :members:
+   :noindex:
 
 
diff --git a/src/python/dorieh/census/__init__.py b/src/python/dorieh/census/__init__.py
index 6bffc6fa6..bf20ebc14 100644
--- a/src/python/dorieh/census/__init__.py
+++ b/src/python/dorieh/census/__init__.py
@@ -18,12 +18,12 @@
 #  limitations under the License.
 #
 
-from .census_info import get_endpoint, get_varlist, set_api_key, census_years
-from .query import get_census_data, api_geography
-from .assemble_data import VariableDef, DataPlan
-from .data import load_county_codes, load_state_codes
-from .cli import census_cli
-from .tigerweb import get_area, download_geometry
+from dorieh.census.census_info import get_endpoint, get_varlist, set_api_key, census_years
+from dorieh.census.query import get_census_data, api_geography
+from dorieh.census.assemble_data import VariableDef, DataPlan
+from dorieh.census.data import load_county_codes, load_state_codes
+from dorieh.census.cli import census_cli
+from dorieh.census.tigerweb import get_area, download_geometry
 
 
 __version__ = "0.3"
diff --git a/src/python/dorieh/platform/util/executors.py b/src/python/dorieh/platform/util/executors.py
index df17a8a88..12a152116 100644
--- a/src/python/dorieh/platform/util/executors.py
+++ b/src/python/dorieh/platform/util/executors.py
@@ -47,6 +47,31 @@ def thread_initializer():
 
 
 class BlockingThreadPoolExecutor(ThreadPoolExecutor):
+    """
+    A ThreadPoolExecutor with a bounded queue of fixed given capacity. When
+    the queue reaches its maximum capacity, it stops accepting new tasks and
+    blocks until some tasks are removed from the queue for execution.
+
+    This is important when a task contains a significant amount of data to be
+    processed, for example, text to be parsed or ingested into a database. Reading
+    files is usually much faster than processing them, and without blocking, huge files
+    can lead to out of memory (OOM) errors. Using this executor implements
+    parallelization without the danger of causing OOM.
+
+    :param max_queue_size: The maximum size of the queue.
+    :type max_queue_size: int
+    :param timeout: The timeout for how long to wait for tasks to complete.
+    :type timeout: int or None
+
+    :Example:
+
+    .. code-block:: python
+
+        with BlockingThreadPoolExecutor(max_queue_size=10, max_workers=6, timeout=14400) as executor:
+            for batch in data_batches:
+                executor.submit(function_to_process_batch, batch)
+
+    """
 
     def __init__(self, max_queue_size:int, timeout=None, *args, **kwargs):
         super().__init__(initializer=thread_initializer, *args, **kwargs)

From f8b195741f5a16473270cf6a7ed37e2d52db366b Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 9 Aug 2024 19:04:26 -0400
Subject: [PATCH 19/81] MAB   Data lineage - generating Markdown for Sphinx

---
 doc/guts.md                 | 4 +++-
 doc/members/data_loader.rst | 2 ++
 setup.py                    | 2 +-
 3 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/doc/guts.md b/doc/guts.md
index ab939d0b8..cdc3c8364 100644
--- a/doc/guts.md
+++ b/doc/guts.md
@@ -8,6 +8,8 @@ caption: Data Platform Internals
 platform
 deployment
 DBConnections
-Monitoring database activity <MonitoringDB.md> 
+Monitoring database activity <MonitoringDB>
 ProjectLoader
 ```
+
+[](MonitoringDB)
\ No newline at end of file
diff --git a/doc/members/data_loader.rst b/doc/members/data_loader.rst
index 1060f18ad..ab86a7e58 100644
--- a/doc/members/data_loader.rst
+++ b/doc/members/data_loader.rst
@@ -24,8 +24,10 @@ Configuration
 -------------
 .. automodule:: dorieh.platform.loader.common
    :members:
+   :noindex:
 .. automodule:: dorieh.platform.loader.loader_config
    :members:
+   :noindex:
 
 
 .. toctree::
diff --git a/setup.py b/setup.py
index 19889fd5e..b2e6e0518 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.2.1",
+    version="0.2.2",
     url='https://github.com/NSAPH-Data-Platform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',

From e6ef201b01aa63e5e79bdac11e6162b8c574b9c6 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 9 Aug 2024 19:12:23 -0400
Subject: [PATCH 20/81] MAB   Data lineage - generating Markdown for Sphinx

---
 doc/guts.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/doc/guts.md b/doc/guts.md
index cdc3c8364..71037933b 100644
--- a/doc/guts.md
+++ b/doc/guts.md
@@ -12,4 +12,3 @@ Monitoring database activity <MonitoringDB>
 ProjectLoader
 ```
 
-[](MonitoringDB)
\ No newline at end of file

From 4844fe2af590def06336e2ccc497554784e8ca3b Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 9 Aug 2024 21:37:49 -0400
Subject: [PATCH 21/81] MAB   Cosmetic changes to documentation

---
 build_documentation.sh                                 |  2 +-
 doc/members/create_test.md                             |  2 +-
 doc/pipeline/jobs/test_gridmet_job.md                  |  2 +-
 src/python/dorieh/census/assemble_data.py              | 10 +++++-----
 src/python/dorieh/census/census_info.py                |  2 +-
 src/python/dorieh/census/cli.py                        |  6 +++---
 src/python/dorieh/census/query.py                      |  4 ++--
 src/python/dorieh/census/tigerweb.py                   |  6 +++---
 src/python/dorieh/cms/tools/mcr_fts2db.py              |  2 +-
 .../dorieh/rasters/netCDF_components_consolidator.py   |  2 +-
 src/python/dorieh/rasters/netCDF_file_processor.py     |  5 +++--
 src/python/dorieh/rasters/netCDF_tools.py              |  2 +-
 12 files changed, 23 insertions(+), 22 deletions(-)

diff --git a/build_documentation.sh b/build_documentation.sh
index 4bb1e5853..e236dd2e0 100755
--- a/build_documentation.sh
+++ b/build_documentation.sh
@@ -47,7 +47,7 @@ fi
 
 
 pip install -r doc-requirements.txt
-pip install .
+pip install ".[FST]"
 pip uninstall -y markupsafe
 pip install markupsafe==2.0.1
 
diff --git a/doc/members/create_test.md b/doc/members/create_test.md
index d6a7bae36..1c7b78623 100644
--- a/doc/members/create_test.md
+++ b/doc/members/create_test.md
@@ -18,7 +18,7 @@ local:
 ```
 
 Generates SQL script that can be used with [dbt_runner](dbt_runner). 
-These scripts are used by [](gen_dbt_cwl).
+These scripts are used by [](gen_dbt_cwl.rst).
 
 
 Usage
diff --git a/doc/pipeline/jobs/test_gridmet_job.md b/doc/pipeline/jobs/test_gridmet_job.md
index d3c9b1de0..dd2b71258 100644
--- a/doc/pipeline/jobs/test_gridmet_job.md
+++ b/doc/pipeline/jobs/test_gridmet_job.md
@@ -1,6 +1,6 @@
 # Sample arguments to test gridMET Climate Workflow
 
-```{literalinclude} ../../../src/cwl/test_gridmet_job.yml
+```{literalinclude} ../../../src/cwl/jobs/test_gridmet_job.yml
 ---
 language: yaml
 ---
diff --git a/src/python/dorieh/census/assemble_data.py b/src/python/dorieh/census/assemble_data.py
index 1ebe38bce..7608bc5e9 100644
--- a/src/python/dorieh/census/assemble_data.py
+++ b/src/python/dorieh/census/assemble_data.py
@@ -32,11 +32,11 @@
 import dorieh.utils.qc as qc
 import dorieh.utils.interpolation  as interpolation
 
-from .data import *
-from .exceptions import CensusException
-from .tigerweb import get_area
-from .census_info import census_years
-from .query import get_census_data, _clean_acs_vars
+from dorieh.census.data import *
+from dorieh.census.exceptions import CensusException
+from dorieh.census.tigerweb import get_area
+from dorieh.census.census_info import census_years
+from dorieh.census.query import get_census_data, _clean_acs_vars
 
 class DataPlan:
     """
diff --git a/src/python/dorieh/census/census_info.py b/src/python/dorieh/census/census_info.py
index 32f41d13c..08bad4c98 100644
--- a/src/python/dorieh/census/census_info.py
+++ b/src/python/dorieh/census/census_info.py
@@ -30,7 +30,7 @@
 
 import requests as r
 
-from .exceptions import CensusException
+from dorieh.census.exceptions import CensusException
 
 LOG = logging.getLogger(__name__)
 
diff --git a/src/python/dorieh/census/cli.py b/src/python/dorieh/census/cli.py
index e3d024478..77be4775f 100644
--- a/src/python/dorieh/census/cli.py
+++ b/src/python/dorieh/census/cli.py
@@ -28,9 +28,9 @@
 import pickle
 from dorieh.utils.context import Context, Argument, Cardinality
 
-from .assemble_data import DataPlan
-from .census_info import census_years
-from .query import SUPPORTED_GEOMETRIES
+from dorieh.census.assemble_data import DataPlan
+from dorieh.census.census_info import census_years
+from dorieh.census.query import SUPPORTED_GEOMETRIES
 
 
 class CensusContext(Context):
diff --git a/src/python/dorieh/census/query.py b/src/python/dorieh/census/query.py
index 3c7b26796..285be0408 100644
--- a/src/python/dorieh/census/query.py
+++ b/src/python/dorieh/census/query.py
@@ -30,8 +30,8 @@
 import pandas as pd
 import requests
 
-from .census_info import get_endpoint, get_varlist
-from .exceptions import CensusException
+from dorieh.census.census_info import get_endpoint, get_varlist
+from dorieh.census.exceptions import CensusException
 
 # Code for downloading the census data
 
diff --git a/src/python/dorieh/census/tigerweb.py b/src/python/dorieh/census/tigerweb.py
index 3cd6f6e38..521c1d0aa 100644
--- a/src/python/dorieh/census/tigerweb.py
+++ b/src/python/dorieh/census/tigerweb.py
@@ -31,9 +31,9 @@
 import pandas as pd
 import requests
 
-from .data import load_state_codes
-from .exceptions import CensusException
-from .query import _prep_vars
+from dorieh.census.data import load_state_codes
+from dorieh.census.exceptions import CensusException
+from dorieh.census.query import _prep_vars
 
 GEOMETRY_CODES = {"zcta": 2,
                   "tract": 8,
diff --git a/src/python/dorieh/cms/tools/mcr_fts2db.py b/src/python/dorieh/cms/tools/mcr_fts2db.py
index aa978f74e..f972987c1 100644
--- a/src/python/dorieh/cms/tools/mcr_fts2db.py
+++ b/src/python/dorieh/cms/tools/mcr_fts2db.py
@@ -11,7 +11,7 @@
 
 Please note, that if the destination to be used with Medicare
 ingestion pipeline, the full path to resulting FTS and DAT files must include
-a directory named with the year, e.g. my_data/medicare/2018/*.fts
+a directory named with the year, e.g. my_data/medicare/2018/\*.fts
 """
 
 
diff --git a/src/python/dorieh/rasters/netCDF_components_consolidator.py b/src/python/dorieh/rasters/netCDF_components_consolidator.py
index ec5b1f705..0c404195f 100644
--- a/src/python/dorieh/rasters/netCDF_components_consolidator.py
+++ b/src/python/dorieh/rasters/netCDF_components_consolidator.py
@@ -84,7 +84,7 @@ def open_original_dataset(self, infile):
 
     def read_abs_values(self, filename: str, var: str = None):
         """
-        Reads the NetCDF dataset from a *.nc file
+        Reads the NetCDF dataset from a \*.nc file
         Assumes that this dataset contains absolute values of
         the variable with the name provided by var parameter.
 
diff --git a/src/python/dorieh/rasters/netCDF_file_processor.py b/src/python/dorieh/rasters/netCDF_file_processor.py
index 141f91612..bb99bf60a 100644
--- a/src/python/dorieh/rasters/netCDF_file_processor.py
+++ b/src/python/dorieh/rasters/netCDF_file_processor.py
@@ -23,10 +23,11 @@
 """
 An entry point to a command line utility aggregating grid data
 provided as NetCDF file over a set of shape files, assigning
-labels defined in the shape files to the aggregated values
+labels defined in the shape files to the aggregated values.
 
 
-`see https://www.unidata.ucar.edu/software/netcdf/`__
+See `NetCDF Website <https://www.unidata.ucar.edu/software/netcdf/>`__
+
 """
 
 import logging
diff --git a/src/python/dorieh/rasters/netCDF_tools.py b/src/python/dorieh/rasters/netCDF_tools.py
index 6645e49a2..43f287c55 100644
--- a/src/python/dorieh/rasters/netCDF_tools.py
+++ b/src/python/dorieh/rasters/netCDF_tools.py
@@ -1,5 +1,5 @@
 """
-Reads a NetCDF file (*.nc) and prints some information
+Reads a NetCDF file (\*.nc) and prints some information
 about it
 """
 

From 70a9b1c05876720c55a38b39d565c90b3c6bb74c Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 12 Aug 2024 02:38:34 -0400
Subject: [PATCH 22/81] MAB   Cosmetic changes to documentation

---
 doc/Datamodels.md                             |  4 +-
 doc/MedicareLineage.md                        |  2 +-
 doc/members/domain_dictionary.md              | 78 +++++++++++++++++++
 setup.py                                      |  2 +-
 .../dorieh/platform/dictionary/columns.py     | 53 ++++---------
 .../platform/dictionary/domain_dictionary.py  |  8 +-
 .../platform/dictionary/resdac_crawler.py     |  4 +-
 .../dorieh/platform/dictionary/tables.py      |  7 +-
 8 files changed, 109 insertions(+), 49 deletions(-)
 create mode 100644 doc/members/domain_dictionary.md

diff --git a/doc/Datamodels.md b/doc/Datamodels.md
index b62d9c011..0cc337a53 100644
--- a/doc/Datamodels.md
+++ b/doc/Datamodels.md
@@ -8,6 +8,7 @@ maxdepth: 4
 hidden: 
 ---
 DataModellingExtensions
+members/domain_dictionary
 Medicare
 MedicareLineage
 Medicaid
@@ -20,7 +21,7 @@ local:
 ---
 ```
 
-## Introduction to data modelling for NSAPH Data Platform
+## Introduction to data modelling for Dorieh Data Platform
 
 Data models consist of database tables, relations between them
 (e.g. foreign keys), indices and conventions that govern things
@@ -39,6 +40,7 @@ following domains
 * EPA
 * Census
 * Climate (gridMET data)
+* Exposure (Air pollution data)
 
 Extended functionality for data transformations is provided by
 [Data Modelling Extensions](DataModellingExtensions) that are used by 
diff --git a/doc/MedicareLineage.md b/doc/MedicareLineage.md
index ff5b88e69..60e72e51d 100644
--- a/doc/MedicareLineage.md
+++ b/doc/MedicareLineage.md
@@ -4,7 +4,7 @@
 ---
 maxdepth: 1
 ---
-lineage/tables.dot.md
+lineage/medicare.dot.md
 lineage/table-list.md
 lineage/column-list.md
 ```
diff --git a/doc/members/domain_dictionary.md b/doc/members/domain_dictionary.md
new file mode 100644
index 000000000..7364e6013
--- /dev/null
+++ b/doc/members/domain_dictionary.md
@@ -0,0 +1,78 @@
+# The Data Dictionary Generation tool
+                                                         
+## Generating data dictionary 
+                                                        
+In Dorieh, one can define a data model, including tables 
+(or views and materialized views), columns, indices and
+relations between tables (foreign keys) using 
+[Dorieh DSL](../Datamodels.md). The DSL also describes
+how the original incoming data should be transformed to
+create the eventual data structure.
+
+The Data dictionary tool generates documentation for the data
+elements (such as tables and columns) in the data model and data lineage
+diagrams at the tables levels and at column levels for every column.
+
+The output of the tool is:
+
+* Main table-level data lineage diagram showing the order of the
+  data processing and the dependencies between tables.
+* If the diagram is generated using SVG format, then every table
+  is clickable, linked to a file with the table description.
+* Table description file includes verbal description, SQL or DDL
+  used to create the table and the list of all columns in the table.
+  Each column is linked to another file with detailed description
+  for this column.
+* Each column description file contains a description of the column
+  and a lineage diagram for teh column showing what columns in which tables
+  have been used to compute the value of this column. The SVG
+  diagram is clickable and every element is linked to the description
+  file for the column.
+* File, containing alphabetical list of all columns with the tables in which 
+  every column is present. During transformation process columns are 
+  transferred from one table to another, hence a column usually is present in 
+  multiple tables.
+  
+                      
+The tool first generates Markdown files that can be subsequently converted to HTML.
+
+There are two modes for Markdown generation:
+
+* Standalone mode, when Pandoc is used to generate HTML
+* Sphix mode designed to produce files that will be included in the SPhinx generated documentation
+
+
+## Usage
+      
+```
+python -m dorieh.platform.dictionary.domain_dictionary 
+    [-h] [--fmt {none,png,gif,ps2,svg,cmapx,jpeg}]
+    [--lod {full,none,min}]
+    [--mode {standalone,sphinx}] [--output OUTPUT]
+    yaml [yaml ...]
+
+Positional arguments:
+  yaml                  Paths to YaML files with domain definitions
+
+Options:
+  -h, --help            show this help message and exit
+  --fmt {none,png,gif,ps2,svg,cmapx,jpeg}, -f {none,png,gif,ps2,svg,cmapx,jpeg}
+                        Format of generated image, if 'none', then no image is
+                        generated
+  --lod {full,none,min}
+                        Level of details
+  --mode {standalone,sphinx}
+                        Documentation generation mode
+  --output OUTPUT, --of OUTPUT, -o OUTPUT
+                        Path to the main output file with 
+                        Table-level data lineage diagram
+
+
+```
+
+## Details
+
+```{automodule}  dorieh.platform.dictionary.domain_dictionary
+:members:
+:undoc-members:
+```
diff --git a/setup.py b/setup.py
index b2e6e0518..21fd2a337 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.2.2",
+    version="0.2.3",
     url='https://github.com/NSAPH-Data-Platform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',
diff --git a/src/python/dorieh/platform/dictionary/columns.py b/src/python/dorieh/platform/dictionary/columns.py
index a9221cd7c..c429b4359 100644
--- a/src/python/dorieh/platform/dictionary/columns.py
+++ b/src/python/dorieh/platform/dictionary/columns.py
@@ -28,7 +28,7 @@
 from dorieh.platform.dictionary import RenderMode
 from dorieh.platform.dictionary.element import HTML, DataModelElement, qstr, attrs2string, hr, create_graph_envelop
 from dorieh.platform.data_model.domain import Domain
-from dorieh.platform.dictionary.resdac_crawler import get_mapping
+from dorieh.platform.dictionary.resdac_crawler import get_resdac_mapping
 
 
 def noop(x):
@@ -38,13 +38,7 @@ def noop(x):
 class Column(DataModelElement):
     column_mapping = None
 
-    @classmethod
-    def init_column_mapping(cls):
-        if cls.column_mapping is None:
-            cls.column_mapping = get_mapping(False, False)
-
     def __init__(self, table_name: str, column_block: Dict, mode, describe_column_type: Callable):
-        self.init_column_mapping()
         if isinstance(column_block, dict):
             for name in column_block:
                 self.name = name
@@ -91,16 +85,19 @@ def __init__(self, table_name: str, column_block: Dict, mode, describe_column_ty
             if "cast" in self.block:
                 for t in self.block["cast"]:
                     self.casts[t] = self.block["cast"][t]
-        if self.description is None and self.name.lower() in self.column_mapping:
+        if self.description is None and self.is_in_mapping():
             descr = self.column_mapping[self.name.lower()].description
             if isinstance(descr, dict):
                 self.description = descr
             else:
                 self.description = {"text": descr}
-        if self.reference is None and self.name.lower() in self.column_mapping:
+        if self.reference is None and self.is_in_mapping():
             self.reference = self.column_mapping[self.name.lower()].url
         return
 
+    def is_in_mapping(self):
+        return self.column_mapping is not None and self.name.lower() in self.column_mapping
+
     def is_transformed(self):
         return self.expression or self.casts
 
@@ -399,35 +396,13 @@ def __str__(self) -> str:
         return repr
 
 
-c1 = """
-age_min:
-    source: |
-      CASE
-        WHEN MIN(age) <> MAX(age) THEN MIN(age)
-      END
-"""
-
-c2 = """
-fips3_valdiated:
-    source: public.validate_zip_fips(MAX(zip), MAX(fips2), MAX(fips3))
-"""
-
-c3="""
-ssa2_list:
-    source: "string_agg(distinct ssa2, ',')"
-"""
-
-c4 = """
-fips5:
-    source: "(MAX(fips2) || MAX(fips3))"
-
-"""
-
-
-if __name__ == '__main__':
-    for c in [c1, c2, c3, c4]:
-        a = yaml.safe_load(c)
-        column = Column("xxx", a, "standalone", lambda x: x.column_type)
-        print(column)
+class CMSColumn(Column):
+    @classmethod
+    def init_column_mapping(cls):
+        if cls.column_mapping is None:
+            cls.column_mapping = get_resdac_mapping(False, False)
 
+    def __init__(self, table_name: str, column_block: Dict, mode, describe_column_type: Callable):
+        super().__init__(table_name, column_block, mode, describe_column_type)
+        self.init_column_mapping()
 
diff --git a/src/python/dorieh/platform/dictionary/domain_dictionary.py b/src/python/dorieh/platform/dictionary/domain_dictionary.py
index cbc375915..cbb7e3b10 100644
--- a/src/python/dorieh/platform/dictionary/domain_dictionary.py
+++ b/src/python/dorieh/platform/dictionary/domain_dictionary.py
@@ -270,6 +270,10 @@ def generate_graphs(self):
 
 
 class LOD(Enum):
+    """
+    Level of details to include in the generated pages
+    """
+
     full = "full"
     none = "none"
     min = "min"
@@ -283,7 +287,7 @@ def parse_args() -> Dict:
                         help="Paths to YaML files with domain definitions",
                         nargs='+')
     parser.add_argument("--fmt", "-f",
-                        help="Format to generate image, if 'none', "
+                        help="Format of generated image, if 'none', "
                              "then no image is generated",
                         default="none",
                         choices=["none","png","gif","ps2","svg","cmapx","jpeg"],
@@ -297,7 +301,7 @@ def parse_args() -> Dict:
                         default=RenderMode.standalone.value,
                         choices=[s.value for s in RenderMode])
     parser.add_argument("--output", "--of", "-o",
-                        help="Path to the main output dot file",
+                        help="with Table-level data lineage diagram",
                         default="tables.dot",
                         required=False)
     args = parser.parse_args()
diff --git a/src/python/dorieh/platform/dictionary/resdac_crawler.py b/src/python/dorieh/platform/dictionary/resdac_crawler.py
index 96f85afa5..0d97268c8 100644
--- a/src/python/dorieh/platform/dictionary/resdac_crawler.py
+++ b/src/python/dorieh/platform/dictionary/resdac_crawler.py
@@ -127,7 +127,7 @@ def extract_prefix_for_month(input_string):
 NOT_FOUND = set()
 
 
-def get_mapping(search = False, update = False) -> Dict[str, ColumnInfo]:
+def get_resdac_mapping(search = False, update = False) -> Dict[str, ColumnInfo]:
     """
     Parse Model YaML file and create a mapping between column names and column metadata.
     Optionally, search Google for a URL to ResDac description for a column.
@@ -210,4 +210,4 @@ def get_mapping(search = False, update = False) -> Dict[str, ColumnInfo]:
 if __name__ == '__main__':
     GOOGLE_API_KEY = sys.argv[1]
     CSE_ID = sys.argv[2]
-    get_mapping(True, True)
+    get_resdac_mapping(True, True)
diff --git a/src/python/dorieh/platform/dictionary/tables.py b/src/python/dorieh/platform/dictionary/tables.py
index 9e6d6637b..41ecd7f7f 100644
--- a/src/python/dorieh/platform/dictionary/tables.py
+++ b/src/python/dorieh/platform/dictionary/tables.py
@@ -391,6 +391,7 @@ def describe_markdown(self, basedir: str = "") -> str:
         sql = [l for l in sql if l != f"-- {self.qualified_name} skipped;"]
         if sql:
             text += "\n<details>\n\n"
+            text += "<summary>SQL/DDL Statement</summary>\n"
             text += "```sql\n"
             for line in sql:
                 text += line + '\n'
@@ -418,10 +419,10 @@ def link_to_table(self, name: str, format: str = 'html') -> str:
         ref = f"{name}.{ext}"
         return f'<a href="{ref}">{name}</a>'
 
-    @staticmethod
-    def link_to_column(name: str, basedir: str, format: str = 'html') -> str:
+    def link_to_column(self, name: str, basedir: str, format: str = 'html') -> str:
+        ext = "md" if (self.mode == RenderMode.sphinx) and format == "markdown" else "html"
         if format == 'markdown':
-            cpath = f'{basedir}/{name}.md'
+            cpath = f'{basedir}/{name}.{ext}'
             return f"[{name}]({cpath})"
         cpath = f'{basedir}/{name}.html'
         return f'<a href="{cpath}">{name}</a>'

From cb1e0a15a18dc498715577656b243981890d7940 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 12 Aug 2024 11:55:54 -0400
Subject: [PATCH 23/81] MAB   Documenting data dictionary tools

---
 doc/MedicareLineage.md           | 18 ++++++++++++++++--
 doc/members/domain_dictionary.md |  5 ++++-
 2 files changed, 20 insertions(+), 3 deletions(-)

diff --git a/doc/MedicareLineage.md b/doc/MedicareLineage.md
index 60e72e51d..13f4fe809 100644
--- a/doc/MedicareLineage.md
+++ b/doc/MedicareLineage.md
@@ -1,4 +1,4 @@
-# Data Lineage for Medicare Processing
+# Data dictionary and lineage for Medicare processing
 
 ```{toctree}
 ---
@@ -7,7 +7,21 @@ maxdepth: 1
 lineage/medicare.dot.md
 lineage/table-list.md
 lineage/column-list.md
+members/domain_dictionary.md
 ```
 
-The data lineage graphs are generated using Dorieh Data Dictionary tools.
+The dictionary and the data lineage graphs are generated using the 
+[Dorieh Data Dictionary tool](members/domain_dictionary).
+              
+The general structure of the generated dictionary is:
+
+```{embed} #domain-dictionary-output
+```
+
+The top level files are:
+
+* [Data lineage diagram](lineage/medicare.dot.md)
+* [Alphabetic list of all tables](lineage/table-list.md)
+* [Alphabetic list of all columns in all tables](lineage/column-list.md)
+        
 
diff --git a/doc/members/domain_dictionary.md b/doc/members/domain_dictionary.md
index 7364e6013..fc0127309 100644
--- a/doc/members/domain_dictionary.md
+++ b/doc/members/domain_dictionary.md
@@ -13,7 +13,10 @@ The Data dictionary tool generates documentation for the data
 elements (such as tables and columns) in the data model and data lineage
 diagrams at the tables levels and at column levels for every column.
 
-The output of the tool is:
+The output of the tool is described below.
+
+(domain-dictionary-output=)                                      
+### Output structure of Domain Dictionary tool
 
 * Main table-level data lineage diagram showing the order of the
   data processing and the dependencies between tables.

From 299c2d6ab7878622466e743a6a6f5a6a4a8d313c Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 12 Aug 2024 12:19:42 -0400
Subject: [PATCH 24/81] MAB   Documenting data dictionary tools

---
 doc/members/domain_dictionary.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/doc/members/domain_dictionary.md b/doc/members/domain_dictionary.md
index fc0127309..8c0831aa6 100644
--- a/doc/members/domain_dictionary.md
+++ b/doc/members/domain_dictionary.md
@@ -15,7 +15,7 @@ diagrams at the tables levels and at column levels for every column.
 
 The output of the tool is described below.
 
-(domain-dictionary-output=)                                      
+(domain-dictionary-output)=                                      
 ### Output structure of Domain Dictionary tool
 
 * Main table-level data lineage diagram showing the order of the

From 7425b02cb81f10497230f0ad01c8011828a3f8ff Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 12 Aug 2024 12:52:08 -0400
Subject: [PATCH 25/81] MAB   Documenting data dictionary tools

---
 doc/MedicareLineage.md           | 27 +++++++++++++++++++--------
 doc/conf.py                      |  6 ++++++
 doc/members/domain_dictionary.md |  7 ++++---
 3 files changed, 29 insertions(+), 11 deletions(-)

diff --git a/doc/MedicareLineage.md b/doc/MedicareLineage.md
index 13f4fe809..c00d3e0bf 100644
--- a/doc/MedicareLineage.md
+++ b/doc/MedicareLineage.md
@@ -15,13 +15,24 @@ The dictionary and the data lineage graphs are generated using the
               
 The general structure of the generated dictionary is:
 
-```{embed} #domain-dictionary-output
-```
-
-The top level files are:
+* Main [table-level data lineage diagram](lineage/medicare.dot.md) showing the order of the
+  data processing and the dependencies between tables.
+* If the diagram is generated using SVG format, then every table
+  is clickable, linked to a file with the table description.
+* Every table description file includes verbal description, SQL or DDL
+  used to create the table and the list of all columns in the table.
+  Each column is linked to another file with detailed description
+  for this column.
+* Each column description file contains a description of the column
+  and a lineage diagram for teh column showing what columns in which tables
+  have been used to compute the value of this column. The SVG
+  diagram is clickable and every element is linked to the description
+  file for the column.
+* File, containing [alphabetical list of all columns in all tables](lineage/column-list.md).
+  For every column a list of tables in which the column is present
+  is displayed. During transformation process columns are
+  transferred from one table to another, hence a column usually is present in
+  multiple tables.
 
-* [Data lineage diagram](lineage/medicare.dot.md)
-* [Alphabetic list of all tables](lineage/table-list.md)
-* [Alphabetic list of all columns in all tables](lineage/column-list.md)
-        
+       
 
diff --git a/doc/conf.py b/doc/conf.py
index 93ef9c0b8..c585adc8d 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -48,6 +48,12 @@
     'myst_parser',
 ]
 myst_heading_anchors = 5
+# Enable MyST extensions
+myst_enable_extensions = [
+    "colon_fence",
+    # other extensions...
+]
+
 
 # Add any paths that contain templates here, relative to this directory.
 templates_path = ['_templates']
diff --git a/doc/members/domain_dictionary.md b/doc/members/domain_dictionary.md
index 8c0831aa6..5873aeb97 100644
--- a/doc/members/domain_dictionary.md
+++ b/doc/members/domain_dictionary.md
@@ -22,7 +22,7 @@ The output of the tool is described below.
   data processing and the dependencies between tables.
 * If the diagram is generated using SVG format, then every table
   is clickable, linked to a file with the table description.
-* Table description file includes verbal description, SQL or DDL
+* Every table description file includes verbal description, SQL or DDL
   used to create the table and the list of all columns in the table.
   Each column is linked to another file with detailed description
   for this column.
@@ -31,8 +31,9 @@ The output of the tool is described below.
   have been used to compute the value of this column. The SVG
   diagram is clickable and every element is linked to the description
   file for the column.
-* File, containing alphabetical list of all columns with the tables in which 
-  every column is present. During transformation process columns are 
+* File, containing alphabetical list of all columns in all tables. 
+  For every column a list of tables in which the column is present
+  is displayed. During transformation process columns are 
   transferred from one table to another, hence a column usually is present in 
   multiple tables.
   

From bf4644403297aaf478f6a42717508dde55da409a Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 12 Aug 2024 13:22:04 -0400
Subject: [PATCH 26/81] MAB   Documenting data dictionary tools

---
 doc/members/create_test.md        |  56 ----------------
 doc/members/create_test.rst       |  67 +++++++++++++++++++
 doc/members/dbt_runner.md         |  46 -------------
 doc/members/dbt_runner.rst        |  57 ++++++++++++++++
 doc/members/domain_dictionary.md  |  82 -----------------------
 doc/members/domain_dictionary.rst | 105 ++++++++++++++++++++++++++++++
 6 files changed, 229 insertions(+), 184 deletions(-)
 delete mode 100644 doc/members/create_test.md
 create mode 100644 doc/members/create_test.rst
 delete mode 100644 doc/members/dbt_runner.md
 create mode 100644 doc/members/dbt_runner.rst
 delete mode 100644 doc/members/domain_dictionary.md
 create mode 100644 doc/members/domain_dictionary.rst

diff --git a/doc/members/create_test.md b/doc/members/create_test.md
deleted file mode 100644
index 1c7b78623..000000000
--- a/doc/members/create_test.md
+++ /dev/null
@@ -1,56 +0,0 @@
-Utility to generate test queries
-================================
-
-```{toctree}
----
-maxdepth: 2
-glob: true
-hidden: 
----
-dbt_runner.md
-gen_dbt_cwl.rst
-```
-
-```{contents}
----
-local:
----
-```
-
-Generates SQL script that can be used with [dbt_runner](dbt_runner). 
-These scripts are used by [](gen_dbt_cwl.rst).
-
-
-Usage
------
-
-      python -m dorieh.platform.dbt.create_test --script SCRIPT [SCRIPT ...]
-            [--table TABLE]
-            [--db DB]
-            [--connection CONNECTION]
-            [--autocommit]
-            [-h]
-            [--verbose]
-
-Options:
-                                                                                                          
-| Option                        | Alias                          | Description                                                                                    |
-|-------------------------------|--------------------------------|------------------------------------------------------------------------------------------------|
-| `--help`                      | `-h`                           | Show this help message and exit                                                                |
-| `--script SCRIPT [SCRIPT...]` | `-s SCRIPT [SCRIPT...]`        | Path to the file to write the test scripts                                                     |
-| `--autocommit`                |                                | Use autocommit, default: False                                                                 |
-| `--database DB`               | `--db DB`                      | Path to a database connection parameters file, default: database.ini (in the working directory |
-| `--connection CONNECTION`     | `--connection_name CONNECTION` | Section in the database connection parameters file                                             |
-| `--table TABLE`               | `-t TABLE`                     | Name of the table to being tested, default: None                                               |
-| `--verbose`                   |                                | Verbose output, default: False                                                                 |
-
-
-
-Details
--------
- 
-```{automodule}  dorieh.platform.dbt.create_test
-:members:
-:undoc-members:
-```
-
diff --git a/doc/members/create_test.rst b/doc/members/create_test.rst
new file mode 100644
index 000000000..ab6f2dc90
--- /dev/null
+++ b/doc/members/create_test.rst
@@ -0,0 +1,67 @@
+Utility to generate test queries
+================================
+
+.. toctree::
+   :maxdepth: 2
+   :glob: true
+   :hidden:
+
+   dbt_runner
+   gen_dbt_cwl
+
+.. contents::
+   :local:
+
+Generates SQL script that can be used with :doc:`dbt_runner`.
+These scripts are used by :doc:`gen_dbt_cwl`.
+
+Usage
+-----
+
+::
+
+      python -m dorieh.platform.dbt.create_test --script SCRIPT [SCRIPT ...]
+            [--table TABLE]
+            [--db DB]
+            [--connection CONNECTION]
+            [--autocommit]
+            [-h]
+            [--verbose]
+
+Options:
+
+.. list-table:: Options
+   :widths: 25 25 50
+   :header-rows: 1
+
+   * - Option
+     - Alias
+     - Description
+   * - ``--help``
+     - ``-h``
+     - Show this help message and exit
+   * - ``--script SCRIPT [SCRIPT...]``
+     - ``-s SCRIPT [SCRIPT...]``
+     - Path to the file to write the test scripts
+   * - ``--autocommit``
+     -
+     - Use autocommit, default: False
+   * - ``--database DB``
+     - ``--db DB``
+     - Path to a database connection parameters file, default: database.ini (in the working directory
+   * - ``--connection CONNECTION``
+     - ``--connection_name CONNECTION``
+     - Section in the database connection parameters file
+   * - ``--table TABLE``
+     - ``-t TABLE``
+     - Name of the table to being tested, default: None
+   * - ``--verbose``
+     -
+     - Verbose output, default: False
+
+Details
+-------
+
+.. automodule:: dorieh.platform.dbt.create_test
+   :members:
+   :undoc-members:
diff --git a/doc/members/dbt_runner.md b/doc/members/dbt_runner.md
deleted file mode 100644
index 05135499a..000000000
--- a/doc/members/dbt_runner.md
+++ /dev/null
@@ -1,46 +0,0 @@
-Utility to generate test queries
-================================
-
-Runs SQL script(s) that tests that the content of the database has not changed. 
-The scripts are presumed to be generated by [create_test](create_test) Python module, 
-but can be also written manually or generated by other tools as long as the query produces
-a string column named "<u>**passed**</u>" that contains values `passed` or `failed`. 
-
-Used by [](gen_dbt_cwl).
-
-
-Usage
------
-
-    python -m dorieh.platform.dbt.dbt_runner [-h] --script SCRIPT [SCRIPT ...]
-        [--autocommit] [--db DB] [--connection CONNECTION]
-        [--verbose] [--table TABLE]
-
-Options:
-
-
-| Option                        | Alias                          | Description                                                                                     |
-|-------------------------------|--------------------------------|-------------------------------------------------------------------------------------------------|
-| `--help`                      | `-h`                           | Show this help message and exit                                                                 |
-| `--script SCRIPT [SCRIPT...]` | `-s SCRIPT [SCRIPT...]`        | Path to the file(s) containing test scripts to execute                                          |
-| `--autocommit`                |                                | Use autocommit, default: False                                                                  |
-| `--database DB`               | `--db DB`                      | Path to a database connection parameters file, default: database.ini (in the working directory) |
-| `--connection CONNECTION`     | `--connection_name CONNECTION` | Section in the database connection parameters file                                              |
-| `--table TABLE`               | `-t TABLE`                     | Name of the table to test, default: None                                                        |
-| `--verbose`                   |                                | Verbose output, default: False                                                                  |
-
-
- 
-
-
-Details
--------
-
-
-```{automodule}  dorieh.platform.dbt.dbt_runner
-:members:
-:undoc-members:
-```
-
-
-
diff --git a/doc/members/dbt_runner.rst b/doc/members/dbt_runner.rst
new file mode 100644
index 000000000..01dc52841
--- /dev/null
+++ b/doc/members/dbt_runner.rst
@@ -0,0 +1,57 @@
+Utility to generate test queries
+================================
+
+Runs SQL script(s) that tests that the content of the database has not changed.
+The scripts are presumed to be generated by :doc:`create_test`.
+Python module, but can be also written manually or generated by other tools as long as the query produces
+a string column named "**passed**" that contains values ``passed`` or ``failed``.
+
+Used by :doc:`gen_dbt_cwl`.
+
+Usage
+-----
+
+::
+
+    python -m dorieh.platform.dbt.dbt_runner [-h] --script SCRIPT [SCRIPT ...]
+        [--autocommit] [--db DB] [--connection CONNECTION]
+        [--verbose] [--table TABLE]
+
+Options:
+
+.. list-table:: Options
+   :widths: 25 25 50
+   :header-rows: 1
+
+   * - Option
+     - Alias
+     - Description
+   * - ``--help``
+     - ``-h``
+     - Show this help message and exit
+   * - ``--script SCRIPT [SCRIPT...]``
+     - ``-s SCRIPT [SCRIPT...]``
+     - Path to the file(s) containing test scripts to execute
+   * - ``--autocommit``
+     -
+     - Use autocommit, default: False
+   * - ``--database DB``
+     - ``--db DB``
+     - Path to a database connection parameters file, default: database.ini (in the working directory)
+   * - ``--connection CONNECTION``
+     - ``--connection_name CONNECTION``
+     - Section in the database connection parameters file
+   * - ``--table TABLE``
+     - ``-t TABLE``
+     - Name of the table to test, default: None
+   * - ``--verbose``
+     -
+     - Verbose output, default: False
+
+Details
+-------
+
+.. automodule:: dorieh.platform.dbt.dbt_runner
+   :members:
+   :undoc-members:
+
diff --git a/doc/members/domain_dictionary.md b/doc/members/domain_dictionary.md
deleted file mode 100644
index 5873aeb97..000000000
--- a/doc/members/domain_dictionary.md
+++ /dev/null
@@ -1,82 +0,0 @@
-# The Data Dictionary Generation tool
-                                                         
-## Generating data dictionary 
-                                                        
-In Dorieh, one can define a data model, including tables 
-(or views and materialized views), columns, indices and
-relations between tables (foreign keys) using 
-[Dorieh DSL](../Datamodels.md). The DSL also describes
-how the original incoming data should be transformed to
-create the eventual data structure.
-
-The Data dictionary tool generates documentation for the data
-elements (such as tables and columns) in the data model and data lineage
-diagrams at the tables levels and at column levels for every column.
-
-The output of the tool is described below.
-
-(domain-dictionary-output)=                                      
-### Output structure of Domain Dictionary tool
-
-* Main table-level data lineage diagram showing the order of the
-  data processing and the dependencies between tables.
-* If the diagram is generated using SVG format, then every table
-  is clickable, linked to a file with the table description.
-* Every table description file includes verbal description, SQL or DDL
-  used to create the table and the list of all columns in the table.
-  Each column is linked to another file with detailed description
-  for this column.
-* Each column description file contains a description of the column
-  and a lineage diagram for teh column showing what columns in which tables
-  have been used to compute the value of this column. The SVG
-  diagram is clickable and every element is linked to the description
-  file for the column.
-* File, containing alphabetical list of all columns in all tables. 
-  For every column a list of tables in which the column is present
-  is displayed. During transformation process columns are 
-  transferred from one table to another, hence a column usually is present in 
-  multiple tables.
-  
-                      
-The tool first generates Markdown files that can be subsequently converted to HTML.
-
-There are two modes for Markdown generation:
-
-* Standalone mode, when Pandoc is used to generate HTML
-* Sphix mode designed to produce files that will be included in the SPhinx generated documentation
-
-
-## Usage
-      
-```
-python -m dorieh.platform.dictionary.domain_dictionary 
-    [-h] [--fmt {none,png,gif,ps2,svg,cmapx,jpeg}]
-    [--lod {full,none,min}]
-    [--mode {standalone,sphinx}] [--output OUTPUT]
-    yaml [yaml ...]
-
-Positional arguments:
-  yaml                  Paths to YaML files with domain definitions
-
-Options:
-  -h, --help            show this help message and exit
-  --fmt {none,png,gif,ps2,svg,cmapx,jpeg}, -f {none,png,gif,ps2,svg,cmapx,jpeg}
-                        Format of generated image, if 'none', then no image is
-                        generated
-  --lod {full,none,min}
-                        Level of details
-  --mode {standalone,sphinx}
-                        Documentation generation mode
-  --output OUTPUT, --of OUTPUT, -o OUTPUT
-                        Path to the main output file with 
-                        Table-level data lineage diagram
-
-
-```
-
-## Details
-
-```{automodule}  dorieh.platform.dictionary.domain_dictionary
-:members:
-:undoc-members:
-```
diff --git a/doc/members/domain_dictionary.rst b/doc/members/domain_dictionary.rst
new file mode 100644
index 000000000..71c76f91e
--- /dev/null
+++ b/doc/members/domain_dictionary.rst
@@ -0,0 +1,105 @@
+The Data Dictionary Generation tool
+===================================
+
+Generating data dictionary
+--------------------------
+
+In Dorieh, one can define a data model, including tables
+(or views and materialized views), columns, indices and
+relations between tables (foreign keys) using
+:doc:`Dorieh DSL <../Datamodels>`. The DSL also describes
+how the original incoming data should be transformed to
+create the eventual data structure.
+
+The Data dictionary tool generates documentation for the data
+elements (such as tables and columns) in the data model and data lineage
+diagrams at the tables levels and at column levels for every column.
+
+The output of the tool is described below.
+
+Domain Dictionary Output
+-------------------------
+.. _domain-dictionary-output:
+
+* Main table-level data lineage diagram showing the order of the
+  data processing and the dependencies between tables.
+* If the diagram is generated using SVG format, then every table
+  is clickable, linked to a file with the table description.
+* Every table description file includes verbal description, SQL or DDL
+  used to create the table and the list of all columns in the table.
+  Each column is linked to another file with detailed description
+  for this column.
+* Each column description file contains a description of the column
+  and a lineage diagram for the column showing what columns in which tables
+  have been used to compute the value of this column. The SVG
+  diagram is clickable and every element is linked to the description
+  file for the column.
+* File, containing alphabetical list of all columns in all tables.
+  For every column a list of tables in which the column is present
+  is displayed. During the transformation process columns are
+  transferred from one table to another, hence a column usually is present in
+  multiple tables.
+
+
+The tool first generates Markdown files that can be subsequently converted to HTML.
+
+There are two modes for Markdown generation:
+
+* Standalone mode, when Pandoc is used to generate HTML
+* Sphinx mode designed to produce files that will be included in the Sphinx generated documentation
+
+Usage
+-----
+
+::
+
+    python -m dorieh.platform.dictionary.domain_dictionary
+        [-h] [--fmt {none,png,gif,ps2,svg,cmapx,jpeg}]
+        [--lod {full,none,min}]
+        [--mode {standalone,sphinx}]
+        [--output OUTPUT]
+        yaml [yaml ...]
+
+Positional arguments:
+
+.. list-table:: Positional Arguments
+   :widths: 20 80
+   :header-rows: 1
+
+   * - Argument
+     - Description
+   * - ``yaml``
+     - Paths to YAML files with domain definitions
+
+Options:
+
+.. list-table:: Options
+   :widths: 25 25 50
+   :header-rows: 1
+
+   * - Option
+     - Alias
+     - Description
+   * - ``--help``
+     - ``-h``
+     - Show this help message and exit
+   * - ``--fmt {none,png,gif,ps2,svg,cmapx,jpeg}``
+     - ``-f {none,png,gif,ps2,svg,cmapx,jpeg}``
+     - Format of generated image, if 'none', then no image is generated
+   * - ``--lod {full,none,min}``
+     -
+     - Level of details
+   * - ``--mode {standalone,sphinx}``
+     -
+     - Documentation generation mode
+   * - ``--output OUTPUT``
+     - ``--of OUTPUT, -o OUTPUT``
+     - Path to the main output file with Table-level data lineage diagram
+
+Details
+-------
+
+.. automodule:: dorieh.platform.dictionary.domain_dictionary
+   :members:
+   :undoc-members:
+

From b96908566dd0ffb67075befe5b16b4804866f384 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 12 Aug 2024 15:27:46 -0400
Subject: [PATCH 27/81] MAB   Documenting data dictionary tools

---
 doc/DBT.md                  |   6 +-
 doc/Structure.txt           | 140 ++++++++++++++++++++++++++++++++++++
 doc/members/create_test.rst |   2 +-
 doc/members/dbt_runner.rst  |   4 +-
 4 files changed, 146 insertions(+), 6 deletions(-)
 create mode 100644 doc/Structure.txt

diff --git a/doc/DBT.md b/doc/DBT.md
index 382e8e3ce..94949f8c4 100644
--- a/doc/DBT.md
+++ b/doc/DBT.md
@@ -6,9 +6,9 @@ maxdepth: 4
 glob: true
 hidden: 
 ---
-members/create_test.md
-members/dbt_runner.md
-members/gen_dbt_cwl.rst
+members/create_test
+members/dbt_runner
+members/gen_dbt_cwl
 TestingWorkflows.md
 guts.md
 ```
diff --git a/doc/Structure.txt b/doc/Structure.txt
new file mode 100644
index 000000000..65f6d8a4a
--- /dev/null
+++ b/doc/Structure.txt
@@ -0,0 +1,140 @@
+
+- Introduction
+- What functionality the Data Platform provides?
+  -- Data management
+  -- Data Ingestion
+  -- Data manipulation
+  -- Reporting and Data Export
+  -- Reproducible data manipulation workflows
+  -- Building feature stores for ML, statistical computations and AI
+  -- Testing of data manipulation workflows
+- Data Platform Pillars
+  -- Data Ingestion tools and libraries
+    --- Automatic introspection and ingestion
+    --- Explicit data schema definitions in YaML files
+    --- Importing data schema from third party tools (SAS)
+    --- Automatic introspection + manual editing
+  -- Runtime execution environment
+  -- Data architecture tools and wokflow definition language
+  -- Data dictionary and data lineage tools
+- Data Domains
+  -- Domain specific tooling for the following knowledge domains:
+    --- Health (CMS: Medicare and Medicaid)
+    --- Climate
+    --- Exposure (Air pollution)
+    --- EPA data
+    --- Demographics
+- Python packages and libraries
+- Examples
+- Terms and acronyms
+- Building and executing containerized apps
+
+==================================
+
+Match Files to Sections:
+
+### Introduction
+
+#### Files:
+- `home.md`
+- `introduction.md`
+- `rationale.md`
+
+### What functionality the Data Platform provides?
+
+#### Files:
+- `functionality/data_management.md`
+- `functionality/data_ingestion.md`
+- `functionality/data_manipulation.md`
+- `functionality/reporting_data_export.md`
+- `functionality/reproducible_workflows.md`
+- `functionality/feature_stores.md`
+- `functionality/workflow_testing.md`
+
+### Data Platform Pillars
+
+#### Files:
+- `pillars/data_ingestion_tools.md`
+- `pillars/runtime_execution.md`
+- `pillars/data_architecture.md`
+- `pillars/data_dictionary_lineage.md`
+
+### Data Ingestion tools and libraries
+
+#### Files:
+- `pillars/ingestion/automatic_introspection.md`
+- `pillars/ingestion/explicit_schema_definitions.md`
+- `pillars/ingestion/importing_schemas.md`
+- `pillars/ingestion/introspection_manual_editing.md`
+
+### Data Domains
+
+#### Files:
+- `domains/cms.md`
+- `domains/climate.md`
+- `domains/exposure.md`
+- `domains/epa_data.md`
+- `domains/demographics.md`
+
+### CMS (Health) Domain
+
+#### Files:
+- `cms.md`
+- `Medicaid.md`
+- `Medicare.md`
+- `MedicareLineage.md`
+- `QueringMedicaid.md`
+
+### Python Packages and Libraries
+
+#### Files:
+- `CoreLibrary.md`
+- `CMSLibrary.md`
+- `cwl_tools.md`
+- `DataLoader.md`
+- `docutils.md`
+
+### Examples
+
+#### Files:
+- `examples.md`
+- `Example-climate-workflow.md`
+- `example_request_yaml.md`
+
+### Terms and Acronyms
+
+#### Files:
+- `terms_acronyms.md`
+- `glossary.md`
+
+### Building and Executing Containerized Apps
+
+#### Files:
+- `docker_readme.md`
+- `deployment.md`
+- `Dockerfile.amd64.md`
+- `Dockerfile.arm64.md`
+
+### Platform Internals
+
+#### Files:
+- `platform.md`
+- `MonitoringDB.md`
+- `ProjectLoader.md`
+- `DBConnections.md`
+- `core_prj_struct.md`
+
+### Supplementary Documents
+
+#### Files:
+- `DBT.md`
+- `fts.md`
+- `pipelines.md`
+- `AppPipelineGenerator.md`
+- `TerritorialCodes.md`
+- `TestingWorkflows.md`
+
+### General Documentation Indices
+
+#### Files:
+- `index.md`
diff --git a/doc/members/create_test.rst b/doc/members/create_test.rst
index ab6f2dc90..0c356dece 100644
--- a/doc/members/create_test.rst
+++ b/doc/members/create_test.rst
@@ -3,7 +3,7 @@ Utility to generate test queries
 
 .. toctree::
    :maxdepth: 2
-   :glob: true
+   :glob:
    :hidden:
 
    dbt_runner
diff --git a/doc/members/dbt_runner.rst b/doc/members/dbt_runner.rst
index 01dc52841..c6b669591 100644
--- a/doc/members/dbt_runner.rst
+++ b/doc/members/dbt_runner.rst
@@ -1,5 +1,5 @@
-Utility to generate test queries
-================================
+Test runner: Utility to run generated tests
+===========================================
 
 Runs SQL script(s) that tests that the content of the database has not changed.
 The scripts are presumed to be generated by :doc:`create_test`.

From 0749011274c91dbdadc7b6a205effb89c5556e57 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Thu, 15 Aug 2024 16:53:41 -0400
Subject: [PATCH 28/81] MAB  Add building docker container for clean
 environment to the project

---
 .../Build_docker_image_Amzn.xml                 | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)
 create mode 100644 .idea/runConfigurations/Build_docker_image_Amzn.xml

diff --git a/.idea/runConfigurations/Build_docker_image_Amzn.xml b/.idea/runConfigurations/Build_docker_image_Amzn.xml
new file mode 100644
index 000000000..79d063d50
--- /dev/null
+++ b/.idea/runConfigurations/Build_docker_image_Amzn.xml
@@ -0,0 +1,17 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Build docker image Amzn" type="ShConfigurationType" folderName="Docker">
+    <option name="SCRIPT_TEXT" value="DOCKER_BUILDKIT=1 BUILDKIT_PROGRESS=plain docker buildx build --platform linux/amd64 --no-cache --tag forome/dorieh:amazon-linux --load -f Dockerfile.amzn ." />
+    <option name="INDEPENDENT_SCRIPT_PATH" value="true" />
+    <option name="SCRIPT_PATH" value="" />
+    <option name="SCRIPT_OPTIONS" value="" />
+    <option name="INDEPENDENT_SCRIPT_WORKING_DIRECTORY" value="true" />
+    <option name="SCRIPT_WORKING_DIRECTORY" value="$PROJECT_DIR$/docker" />
+    <option name="INDEPENDENT_INTERPRETER_PATH" value="true" />
+    <option name="INTERPRETER_PATH" value="/bin/zsh" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="EXECUTE_IN_TERMINAL" value="true" />
+    <option name="EXECUTE_SCRIPT_FILE" value="false" />
+    <envs />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file

From 51410c5d7c067b12ac8a8961269edcaa23bb617b Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 16 Sep 2024 16:47:16 -0400
Subject: [PATCH 29/81] MAB  Add workflows: version, handshake, monitor     
 Fixed reading db config file to use secret arn instead of secret name if the
 latter is provided.

---
 .idea/runConfigurations/Census_help.xml       | 14 +++-
 .idea/runConfigurations/Test_Airnow.xml       | 13 +++-
 .../Validate_Census__ingest_.xml              | 13 +++-
 .idea/runConfigurations/init_core_db.xml      | 14 +++-
 .idea/runConfigurations/pgpass.xml            | 14 +++-
 .idea/runConfigurations/version.xml           | 14 +++-
 setup.py                                      |  2 +-
 src/cwl/handshake.cwl                         | 65 +++++++++++++++++
 src/cwl/monitor.cwl                           | 49 +++++++++++++
 src/cwl/version.cwl                           | 37 ++++++++++
 src/python/dorieh/platform/db.py              | 14 ++--
 src/python/dorieh/platform/util/psql.py       |  2 +
 src/workflows/handshake.cwl                   | 69 +++++++++++++++++++
 src/workflows/monitor.cwl                     | 52 ++++++++++++++
 src/workflows/version.cwl                     | 41 +++++++++++
 15 files changed, 395 insertions(+), 18 deletions(-)
 create mode 100644 src/cwl/handshake.cwl
 create mode 100644 src/cwl/monitor.cwl
 create mode 100644 src/cwl/version.cwl
 create mode 100644 src/workflows/handshake.cwl
 create mode 100644 src/workflows/monitor.cwl
 create mode 100644 src/workflows/version.cwl

diff --git a/.idea/runConfigurations/Census_help.xml b/.idea/runConfigurations/Census_help.xml
index 8cffd956b..91b6bc583 100644
--- a/.idea/runConfigurations/Census_help.xml
+++ b/.idea/runConfigurations/Census_help.xml
@@ -1,18 +1,28 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="Census help" type="PythonConfigurationType" factoryName="Python" folderName="Census">
     <module name="dorieh" />
-    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
       <env name="PYTHONUNBUFFERED" value="1" />
     </envs>
-    <option name="SDK_HOME" value="" />
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/src/python/dorieh/census" />
     <option name="IS_MODULE_SDK" value="true" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
     <option name="ADD_SOURCE_ROOTS" value="true" />
     <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
     <option name="SCRIPT_NAME" value="dorieh.census.cli" />
     <option name="PARAMETERS" value="-h" />
     <option name="SHOW_COMMAND_LINE" value="false" />
diff --git a/.idea/runConfigurations/Test_Airnow.xml b/.idea/runConfigurations/Test_Airnow.xml
index 6b5b2174f..589602930 100644
--- a/.idea/runConfigurations/Test_Airnow.xml
+++ b/.idea/runConfigurations/Test_Airnow.xml
@@ -1,19 +1,28 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="Test Airnow" type="PythonConfigurationType" factoryName="Python" folderName="Pipelines - EPA">
     <module name="dorieh" />
-    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
       <env name="PYTHONUNBUFFERED" value="1" />
     </envs>
-    <option name="SDK_HOME" value="" />
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh_test/bin/python" />
     <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/airnow" />
     <option name="IS_MODULE_SDK" value="false" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
     <option name="ADD_SOURCE_ROOTS" value="true" />
     <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
     <option name="SCRIPT_NAME" value="/opt/venv/dorieh_test/bin/toil-cwl-runner" />
     <option name="PARAMETERS" value="--jobStore j1 --retryCount 0 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/aqs/outputs --workDir $PROJECT_DIR$/../../run/airnow $PROJECT_DIR$/src/cwl/test_airnow.cwl --database $PROJECT_DIR$/../../database.ini --connection_name nsaph-8432 --test_script $PROJECT_DIR$/src/cwl/test_cases/airnow_test.sql --api-key 9B053C38-3C42-416E-A330-203A698CCCDA --from 2022-01-01 --to 2022-08-31 --parameter_code pm25 --table airnow_pm25_2022 --year 2022" />
     <option name="SHOW_COMMAND_LINE" value="false" />
diff --git a/.idea/runConfigurations/Validate_Census__ingest_.xml b/.idea/runConfigurations/Validate_Census__ingest_.xml
index 86907089f..61ec1313c 100644
--- a/.idea/runConfigurations/Validate_Census__ingest_.xml
+++ b/.idea/runConfigurations/Validate_Census__ingest_.xml
@@ -1,19 +1,28 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="Validate Census (ingest)" type="PythonConfigurationType" factoryName="Python" folderName="Pipelines - Census">
     <module name="dorieh" />
-    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
       <env name="PYTHONUNBUFFERED" value="1" />
     </envs>
-    <option name="SDK_HOME" value="" />
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh_test/bin/python" />
     <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
     <option name="IS_MODULE_SDK" value="false" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
     <option name="ADD_SOURCE_ROOTS" value="true" />
     <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
     <option name="SCRIPT_NAME" value="/opt/venv/dorieh_test/bin/cwl-runner" />
     <option name="PARAMETERS" value="--debug --validate src/cwl/census_ingest.cwl" />
     <option name="SHOW_COMMAND_LINE" value="false" />
diff --git a/.idea/runConfigurations/init_core_db.xml b/.idea/runConfigurations/init_core_db.xml
index 8016d300f..da8636d7f 100644
--- a/.idea/runConfigurations/init_core_db.xml
+++ b/.idea/runConfigurations/init_core_db.xml
@@ -1,19 +1,29 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="init_core_db" type="PythonConfigurationType" factoryName="Python" nameIsGenerated="true">
     <module name="dorieh" />
-    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
       <env name="PYTHONUNBUFFERED" value="1" />
       <env name="AWS_PROFILE" value="urc" />
     </envs>
-    <option name="SDK_HOME" value="" />
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/tmp" />
     <option name="IS_MODULE_SDK" value="true" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
     <option name="ADD_SOURCE_ROOTS" value="true" />
     <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
     <option name="SCRIPT_NAME" value="$PROJECT_DIR$/src/python/dorieh/platform/util/init_core_db.py" />
     <option name="PARAMETERS" value="--db $PROJECT_DIR$/../../database.ini --connection nsaph-8432" />
     <option name="SHOW_COMMAND_LINE" value="false" />
diff --git a/.idea/runConfigurations/pgpass.xml b/.idea/runConfigurations/pgpass.xml
index 2cd047dfa..eb135d198 100644
--- a/.idea/runConfigurations/pgpass.xml
+++ b/.idea/runConfigurations/pgpass.xml
@@ -1,19 +1,29 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="pgpass" type="PythonConfigurationType" factoryName="Python" nameIsGenerated="true">
     <module name="dorieh" />
-    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
       <env name="PYTHONUNBUFFERED" value="1" />
       <env name="AWS_PROFILE" value="urc" />
     </envs>
-    <option name="SDK_HOME" value="" />
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/tmp" />
     <option name="IS_MODULE_SDK" value="true" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
     <option name="ADD_SOURCE_ROOTS" value="true" />
     <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
     <option name="SCRIPT_NAME" value="$PROJECT_DIR$/src/python/dorieh/platform/util/pgpass.py" />
     <option name="PARAMETERS" value="database.ini" />
     <option name="SHOW_COMMAND_LINE" value="false" />
diff --git a/.idea/runConfigurations/version.xml b/.idea/runConfigurations/version.xml
index 8cf38b337..4886b5c58 100644
--- a/.idea/runConfigurations/version.xml
+++ b/.idea/runConfigurations/version.xml
@@ -1,18 +1,28 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="version" type="PythonConfigurationType" factoryName="Python" nameIsGenerated="true">
     <module name="dorieh" />
-    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
       <env name="PYTHONUNBUFFERED" value="1" />
     </envs>
-    <option name="SDK_HOME" value="" />
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/src/python/dorieh" />
     <option name="IS_MODULE_SDK" value="true" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
     <option name="ADD_SOURCE_ROOTS" value="true" />
     <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
     <option name="SCRIPT_NAME" value="$PROJECT_DIR$/src/python/dorieh/version.py" />
     <option name="PARAMETERS" value="" />
     <option name="SHOW_COMMAND_LINE" value="false" />
diff --git a/setup.py b/setup.py
index 21fd2a337..5db101109 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.2.3",
+    version="0.2.4",
     url='https://github.com/NSAPH-Data-Platform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',
diff --git a/src/cwl/handshake.cwl b/src/cwl/handshake.cwl
new file mode 100644
index 000000000..38a763434
--- /dev/null
+++ b/src/cwl/handshake.cwl
@@ -0,0 +1,65 @@
+### Workflow checking handshake with the database
+#  Copyright (c) 2022. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Faculty of Arts and Sciences, Research Computing (FAS RC)
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#         http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+
+cwlVersion: v1.2
+class: Workflow
+
+doc: |
+  This workflow executes an SQL statement to connect to the database,
+  display version and list tables. SQL can be overridden
+
+inputs:
+  database:
+    type: File
+    doc: Path to database connection file, usually database.ini
+  connection_name:
+    type: string
+    doc: The name of the section in the database.ini file
+  sql:
+    type: string[]
+    default:
+      - |
+        SELECT '___', version()
+        UNION
+        SELECT table_schema, TABLE_NAME 
+        FROM information_schema.tables WHERE table_schema not in ('pg_catalog', 'information_schema')
+        ORDER BY 1
+        ;
+
+steps:
+  psql:
+    run: alter_database.cwl
+    in:
+      database: database
+      connection_name: connection_name
+      sql: sql
+    out:
+      - log
+      - err
+
+
+outputs:
+  psql_log:
+    type: File
+    outputSource: psql/log
+  psql_err:
+    type: File
+    outputSource: psql/err
+
diff --git a/src/cwl/monitor.cwl b/src/cwl/monitor.cwl
new file mode 100644
index 000000000..096985334
--- /dev/null
+++ b/src/cwl/monitor.cwl
@@ -0,0 +1,49 @@
+### Display Dorieh platform version
+#  Copyright (c) 2022. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Faculty of Arts and Sciences, Research Computing (FAS RC)
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#         http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+
+
+cwlVersion: v1.2
+class: CommandLineTool
+baseCommand: [python, -m, dorieh.platform.loader.monitor]
+
+requirements:
+  InlineJavascriptRequirement: {}
+  NetworkAccess:
+    networkAccess: True
+
+
+
+doc: |
+  This tool prints the DBMS activity statistics, 
+  like currently running processes and some details about each process.
+
+inputs:
+  database:
+    type: File
+    doc: Path to database connection file, usually database.ini
+    inputBinding:
+      prefix: --db
+  connection_name:
+    type: string
+    doc: The name of the section in the database.ini file
+    inputBinding:
+      prefix: --connection
+
+outputs: {}
diff --git a/src/cwl/version.cwl b/src/cwl/version.cwl
new file mode 100644
index 000000000..1b199b74b
--- /dev/null
+++ b/src/cwl/version.cwl
@@ -0,0 +1,37 @@
+### Display Dorieh platform version
+#  Copyright (c) 2022. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Faculty of Arts and Sciences, Research Computing (FAS RC)
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#         http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+
+
+cwlVersion: v1.2
+class: CommandLineTool
+baseCommand: [python, -m, dorieh.version]
+
+requirements:
+  InlineJavascriptRequirement: {}
+  NetworkAccess:
+    networkAccess: True
+
+
+doc: |
+  This tool displays Dorieh Platform Version
+
+inputs:   {}
+
+outputs: {}
diff --git a/src/python/dorieh/platform/db.py b/src/python/dorieh/platform/db.py
index 574990517..fe75982cc 100644
--- a/src/python/dorieh/platform/db.py
+++ b/src/python/dorieh/platform/db.py
@@ -31,6 +31,7 @@
 
 import logging
 import socket
+import sys
 import warnings
 import psycopg2
 import os
@@ -79,12 +80,15 @@ def read_config(cls, filename, section):
             pp = parameters["secret"].split(':')
             region = cls.aws_default_region
             name = cls.aws_default_secret_name
-            for x in pp:
+            for i, x in enumerate(pp):
                 xx = x.split('=')
                 if xx[0] == "region":
                     region = xx[1]
                 elif xx[0] == "name":
-                    name = xx[1]
+                    if xx[1] == 'arn':
+                        name = xx[1] + ':' + ':'.join(pp[i+1:])
+                    else:
+                        name = xx[1]
             data = json.loads(cls.get_aws_secret(region, name))
             print(data)
             del parameters["secret"]
@@ -239,8 +243,8 @@ def __enter__(self):
         return self.connect()
 
 
-def test_connection ():
-    with Connection() as conn:
+def test_connection (filename, section):
+    with Connection(filename=filename, section=section) as conn:
         cur = conn.cursor()
 
         logging.info('PostgreSQL database version:')
@@ -289,6 +293,6 @@ def __next__(self):
 
 
 if __name__ == '__main__':
-    test_connection()
+    test_connection(sys.argv[1], sys.argv[2])
 
 
diff --git a/src/python/dorieh/platform/util/psql.py b/src/python/dorieh/platform/util/psql.py
index 7eaed957c..a5a2b4d85 100644
--- a/src/python/dorieh/platform/util/psql.py
+++ b/src/python/dorieh/platform/util/psql.py
@@ -32,6 +32,8 @@ def execute(args):
     with Connection(args.db, args.connection) as cnxn:
         with cnxn.cursor() as cursor:
             cursor.execute(sql)
+            for row in cursor:
+                print(row)
         cnxn.commit()
 
 
diff --git a/src/workflows/handshake.cwl b/src/workflows/handshake.cwl
new file mode 100644
index 000000000..403cf2250
--- /dev/null
+++ b/src/workflows/handshake.cwl
@@ -0,0 +1,69 @@
+### Workflow checking handshake with the database
+#  Copyright (c) 2022. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Faculty of Arts and Sciences, Research Computing (FAS RC)
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#         http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+
+cwlVersion: v1.2
+class: Workflow
+
+hints:
+  DockerRequirement:
+    dockerPull: forome/dorieh
+
+doc: |
+  This workflow executes an SQL statement to connect to the database,
+  display version and list tables. SQL can be overridden
+
+inputs:
+  database:
+    type: File
+    doc: Path to database connection file, usually database.ini
+  connection_name:
+    type: string
+    doc: The name of the section in the database.ini file
+  sql:
+    type: string[]
+    default:
+      - |
+        SELECT '___', version()
+        UNION
+        SELECT table_schema, TABLE_NAME 
+        FROM information_schema.tables WHERE table_schema not in ('pg_catalog', 'information_schema')
+        ORDER BY 1
+        ;
+
+steps:
+  psql:
+    run: alter_database.cwl
+    in:
+      database: database
+      connection_name: connection_name
+      sql: sql
+    out:
+      - log
+      - err
+
+
+outputs:
+  psql_log:
+    type: File
+    outputSource: psql/log
+  psql_err:
+    type: File
+    outputSource: psql/err
+
diff --git a/src/workflows/monitor.cwl b/src/workflows/monitor.cwl
new file mode 100644
index 000000000..b638d6221
--- /dev/null
+++ b/src/workflows/monitor.cwl
@@ -0,0 +1,52 @@
+### Display Dorieh platform version
+#  Copyright (c) 2022. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Faculty of Arts and Sciences, Research Computing (FAS RC)
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#         http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+
+
+cwlVersion: v1.2
+class: CommandLineTool
+baseCommand: [python, -m, dorieh.platform.loader.monitor]
+
+requirements:
+  InlineJavascriptRequirement: {}
+  NetworkAccess:
+    networkAccess: True
+
+hints:
+  DockerRequirement:
+    dockerPull: forome/dorieh
+
+
+doc: |
+  This tool prints the DBMS activity statistics, 
+  like currently running processes and some details about each process.
+
+inputs:
+  database:
+    type: File
+    doc: Path to database connection file, usually database.ini
+    inputBinding:
+      prefix: --db
+  connection_name:
+    type: string
+    doc: The name of the section in the database.ini file
+    inputBinding:
+      prefix: --connection
+
+outputs: {}
diff --git a/src/workflows/version.cwl b/src/workflows/version.cwl
new file mode 100644
index 000000000..6a61060a5
--- /dev/null
+++ b/src/workflows/version.cwl
@@ -0,0 +1,41 @@
+### Display Dorieh platform version
+#  Copyright (c) 2022. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Faculty of Arts and Sciences, Research Computing (FAS RC)
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#         http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+
+
+cwlVersion: v1.2
+class: CommandLineTool
+baseCommand: [python, -m, dorieh.version]
+
+requirements:
+  InlineJavascriptRequirement: {}
+  NetworkAccess:
+    networkAccess: True
+
+hints:
+  DockerRequirement:
+    dockerPull: forome/dorieh
+
+
+doc: |
+  This tool displays Dorieh Platform Version
+
+inputs:   {}
+
+outputs: {}

From 882e9c63b567d0d134df8aeae99878f13572a406 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Thu, 19 Sep 2024 13:34:47 -0400
Subject: [PATCH 30/81] MAB   Only display secret value in debug mode

---
 .../runConfigurations/{version.xml => dorieh_version.xml}  | 7 ++++---
 setup.py                                                   | 2 +-
 src/python/dorieh/platform/db.py                           | 3 ++-
 3 files changed, 7 insertions(+), 5 deletions(-)
 rename .idea/runConfigurations/{version.xml => dorieh_version.xml} (84%)

diff --git a/.idea/runConfigurations/version.xml b/.idea/runConfigurations/dorieh_version.xml
similarity index 84%
rename from .idea/runConfigurations/version.xml
rename to .idea/runConfigurations/dorieh_version.xml
index 4886b5c58..85cfd6a57 100644
--- a/.idea/runConfigurations/version.xml
+++ b/.idea/runConfigurations/dorieh_version.xml
@@ -1,6 +1,7 @@
 <component name="ProjectRunConfigurationManager">
-  <configuration default="false" name="version" type="PythonConfigurationType" factoryName="Python" nameIsGenerated="true">
+  <configuration default="false" name="dorieh.version" type="PythonConfigurationType" factoryName="Python" nameIsGenerated="true">
     <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
@@ -23,11 +24,11 @@
         <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
       </ENTRIES>
     </EXTENSION>
-    <option name="SCRIPT_NAME" value="$PROJECT_DIR$/src/python/dorieh/version.py" />
+    <option name="SCRIPT_NAME" value="dorieh.version" />
     <option name="PARAMETERS" value="" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
-    <option name="MODULE_MODE" value="false" />
+    <option name="MODULE_MODE" value="true" />
     <option name="REDIRECT_INPUT" value="false" />
     <option name="INPUT_FILE" value="" />
     <method v="2" />
diff --git a/setup.py b/setup.py
index 5db101109..263209448 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.2.4",
+    version="0.2.5",
     url='https://github.com/NSAPH-Data-Platform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',
diff --git a/src/python/dorieh/platform/db.py b/src/python/dorieh/platform/db.py
index fe75982cc..04f750103 100644
--- a/src/python/dorieh/platform/db.py
+++ b/src/python/dorieh/platform/db.py
@@ -90,7 +90,8 @@ def read_config(cls, filename, section):
                     else:
                         name = xx[1]
             data = json.loads(cls.get_aws_secret(region, name))
-            print(data)
+            if os.getenv("DORIEH_DEBUG") in ["1", "True", "true", "TRUE"]:
+                print(data)
             del parameters["secret"]
             for key in ["password", "database"]:
                 if key in data:

From 4dd61a1bb6980ea5a4d64dac165d703786419c39 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 21 Sep 2024 02:30:01 -0400
Subject: [PATCH 31/81] MAB  Run configurations

---
 .idea/runConfigurations/DB_Handshake.xml      | 36 +++++++++++++++++++
 .../DB_Handshake__ref_runner__.xml            | 35 ++++++++++++++++++
 .../DB_Montior__Ref_runner_.xml               | 35 ++++++++++++++++++
 .idea/runConfigurations/Test_Connection.xml   | 36 +++++++++++++++++++
 .idea/runConfigurations/Version__Toil__.xml   | 35 ++++++++++++++++++
 .../Version__ref_runner_.xml                  | 35 ++++++++++++++++++
 6 files changed, 212 insertions(+)
 create mode 100644 .idea/runConfigurations/DB_Handshake.xml
 create mode 100644 .idea/runConfigurations/DB_Handshake__ref_runner__.xml
 create mode 100644 .idea/runConfigurations/DB_Montior__Ref_runner_.xml
 create mode 100644 .idea/runConfigurations/Test_Connection.xml
 create mode 100644 .idea/runConfigurations/Version__Toil__.xml
 create mode 100644 .idea/runConfigurations/Version__ref_runner_.xml

diff --git a/.idea/runConfigurations/DB_Handshake.xml b/.idea/runConfigurations/DB_Handshake.xml
new file mode 100644
index 000000000..2e793d2fa
--- /dev/null
+++ b/.idea/runConfigurations/DB_Handshake.xml
@@ -0,0 +1,36 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="DB Handshake" type="PythonConfigurationType" factoryName="Python">
+    <module name="dorieh" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+      <env name="AWS_PROFILE" value="urc" />
+    </envs>
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/tmp" />
+    <option name="IS_MODULE_SDK" value="true" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
+    <option name="SCRIPT_NAME" value="dorieh.platform.util.psql" />
+    <option name="PARAMETERS" value="--db $PROJECT_DIR$/../../database.ini --connection postgresql  &quot;SELECT version();&quot;" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="true" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/DB_Handshake__ref_runner__.xml b/.idea/runConfigurations/DB_Handshake__ref_runner__.xml
new file mode 100644
index 000000000..0196091bb
--- /dev/null
+++ b/.idea/runConfigurations/DB_Handshake__ref_runner__.xml
@@ -0,0 +1,35 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="DB Handshake (ref runner) " type="PythonConfigurationType" factoryName="Python" folderName="Pipelines - general">
+    <module name="dorieh" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+    </envs>
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh_test/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/tmp" />
+    <option name="IS_MODULE_SDK" value="false" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
+    <option name="SCRIPT_NAME" value="/opt/venv/dorieh_test/bin/cwl-runner" />
+    <option name="PARAMETERS" value="$PROJECT_DIR$/src/cwl/handshake.cwl --database $PROJECT_DIR$/../../database.ini --connection_name plish" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="false" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/DB_Montior__Ref_runner_.xml b/.idea/runConfigurations/DB_Montior__Ref_runner_.xml
new file mode 100644
index 000000000..775f9ed7e
--- /dev/null
+++ b/.idea/runConfigurations/DB_Montior__Ref_runner_.xml
@@ -0,0 +1,35 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="DB Montior (Ref runner)" type="PythonConfigurationType" factoryName="Python" folderName="Pipelines - general">
+    <module name="dorieh" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+    </envs>
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh_test/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/tmp" />
+    <option name="IS_MODULE_SDK" value="false" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
+    <option name="SCRIPT_NAME" value="/opt/venv/dorieh_test/bin/cwl-runner" />
+    <option name="PARAMETERS" value="$PROJECT_DIR$/src/cwl/monitor.cwl --database $PROJECT_DIR$/../../database.ini --connection_name postgresql" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="false" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Test_Connection.xml b/.idea/runConfigurations/Test_Connection.xml
new file mode 100644
index 000000000..dd8523475
--- /dev/null
+++ b/.idea/runConfigurations/Test_Connection.xml
@@ -0,0 +1,36 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Test Connection" type="PythonConfigurationType" factoryName="Python">
+    <module name="dorieh" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+      <env name="AWS_PROFILE" value="urc" />
+    </envs>
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/tmp" />
+    <option name="IS_MODULE_SDK" value="true" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
+    <option name="SCRIPT_NAME" value="dorieh.platform.db" />
+    <option name="PARAMETERS" value="$PROJECT_DIR$/../../projects/database.ini rtest2" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="true" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Version__Toil__.xml b/.idea/runConfigurations/Version__Toil__.xml
new file mode 100644
index 000000000..7e063dcb3
--- /dev/null
+++ b/.idea/runConfigurations/Version__Toil__.xml
@@ -0,0 +1,35 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Version (Toil) " type="PythonConfigurationType" factoryName="Python" folderName="Pipelines - general">
+    <module name="dorieh" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+    </envs>
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh_test/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/tmp" />
+    <option name="IS_MODULE_SDK" value="false" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
+    <option name="SCRIPT_NAME" value="/opt/venv/dorieh_test/bin/toil-cwl-runner" />
+    <option name="PARAMETERS" value="$PROJECT_DIR$/src/cwl/version.cwl" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="false" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Version__ref_runner_.xml b/.idea/runConfigurations/Version__ref_runner_.xml
new file mode 100644
index 000000000..d93c59bd1
--- /dev/null
+++ b/.idea/runConfigurations/Version__ref_runner_.xml
@@ -0,0 +1,35 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Version (ref runner)" type="PythonConfigurationType" factoryName="Python" folderName="Pipelines - general">
+    <module name="dorieh" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+    </envs>
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh_test/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/tmp" />
+    <option name="IS_MODULE_SDK" value="false" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
+    <option name="SCRIPT_NAME" value="/opt/venv/dorieh_test/bin/cwl-runner" />
+    <option name="PARAMETERS" value="$PROJECT_DIR$/src/cwl/version.cwl" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="false" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file

From a0007539cc01b2c5e0fc92934e3159e5bd66c733 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Thu, 17 Oct 2024 10:37:59 -0400
Subject: [PATCH 32/81] MAB  Fix a bug in psql, when there is no results from a
 query

---
 .idea/runConfigurations/Test_Humidity.xml | 3 +--
 src/python/dorieh/platform/util/psql.py   | 7 +++++--
 2 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/.idea/runConfigurations/Test_Humidity.xml b/.idea/runConfigurations/Test_Humidity.xml
index d949860ce..a216b6fcf 100644
--- a/.idea/runConfigurations/Test_Humidity.xml
+++ b/.idea/runConfigurations/Test_Humidity.xml
@@ -1,13 +1,12 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="Test Humidity" type="PythonConfigurationType" factoryName="Python" folderName="Pipelines Gridmet">
     <module name="dorieh" />
-    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
       <env name="PYTHONUNBUFFERED" value="1" />
     </envs>
-    <option name="SDK_HOME" value="" />
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh_test/bin/python" />
     <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/gridmet4" />
     <option name="IS_MODULE_SDK" value="false" />
diff --git a/src/python/dorieh/platform/util/psql.py b/src/python/dorieh/platform/util/psql.py
index a5a2b4d85..f7c7a5f6c 100644
--- a/src/python/dorieh/platform/util/psql.py
+++ b/src/python/dorieh/platform/util/psql.py
@@ -32,8 +32,11 @@ def execute(args):
     with Connection(args.db, args.connection) as cnxn:
         with cnxn.cursor() as cursor:
             cursor.execute(sql)
-            for row in cursor:
-                print(row)
+            if cursor.pgresult_ptr is not None:
+                for row in cursor:
+                    print(row)
+            else:
+                print("No results")
         cnxn.commit()
 
 

From 05f6a2280b61ee0769fe90e893b5491bf5f3e337 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 18 Oct 2024 00:04:08 -0400
Subject: [PATCH 33/81] MAB   Fixing export to Parquet, adding JSONLines, HDF5

---
 .../Build_docker_image_Amzn.xml               |  2 +-
 doc/members/pg_export_parquet.rst             |  3 +-
 docker/Dockerfile.amzn                        |  2 +-
 setup.py                                      |  2 +-
 src/cwl/export.cwl                            | 92 +++++++++++++++++++
 .../dorieh/platform/requests/hdf5_export.py   | 77 +++++++++++++++-
 .../dorieh/platform/util/export_args.py       | 74 +++++++++++++++
 src/python/dorieh/platform/util/pg_export.py  | 51 ++++++++++
 .../dorieh/platform/util/pg_export_hdf5.py    | 65 +++++++++++++
 .../dorieh/platform/util/pg_export_json.py    | 51 ++++++++++
 .../dorieh/platform/util/pg_export_parquet.py | 58 +++---------
 .../dorieh/platform/util/pg_json_dump.py      |  5 +-
 .../dorieh/platform/util/query_builder.py     | 29 +++++-
 13 files changed, 451 insertions(+), 60 deletions(-)
 create mode 100644 src/cwl/export.cwl
 create mode 100644 src/python/dorieh/platform/util/export_args.py
 create mode 100644 src/python/dorieh/platform/util/pg_export.py
 create mode 100644 src/python/dorieh/platform/util/pg_export_hdf5.py
 create mode 100644 src/python/dorieh/platform/util/pg_export_json.py

diff --git a/.idea/runConfigurations/Build_docker_image_Amzn.xml b/.idea/runConfigurations/Build_docker_image_Amzn.xml
index 79d063d50..7ac359ad8 100644
--- a/.idea/runConfigurations/Build_docker_image_Amzn.xml
+++ b/.idea/runConfigurations/Build_docker_image_Amzn.xml
@@ -1,5 +1,5 @@
 <component name="ProjectRunConfigurationManager">
-  <configuration default="false" name="Build docker image Amzn" type="ShConfigurationType" folderName="Docker">
+  <configuration default="false" name="Build docker image Amzn" type="ShConfigurationType" folderName="New Folder">
     <option name="SCRIPT_TEXT" value="DOCKER_BUILDKIT=1 BUILDKIT_PROGRESS=plain docker buildx build --platform linux/amd64 --no-cache --tag forome/dorieh:amazon-linux --load -f Dockerfile.amzn ." />
     <option name="INDEPENDENT_SCRIPT_PATH" value="true" />
     <option name="SCRIPT_PATH" value="" />
diff --git a/doc/members/pg_export_parquet.rst b/doc/members/pg_export_parquet.rst
index c9ae0d9da..f6d222fce 100644
--- a/doc/members/pg_export_parquet.rst
+++ b/doc/members/pg_export_parquet.rst
@@ -16,7 +16,8 @@ Usage
 
 .. code-block::
 
-    pg_export_parquet.py [-h] [--sql SQL] [--schema SCHEMA] [--table TABLE]
+    python -u -m dorieh.platform.util.pg_export_parquet
+                            [-h] [--sql SQL] [--schema SCHEMA] [--table TABLE]
                             [--partition PARTITION [PARTITION ...]] --output
                             OUTPUT --db DB --connection CONNECTION
                             [--batch_size BATCH_SIZE] [--hard]
diff --git a/docker/Dockerfile.amzn b/docker/Dockerfile.amzn
index dcc2caffb..e47cd9056 100644
--- a/docker/Dockerfile.amzn
+++ b/docker/Dockerfile.amzn
@@ -22,7 +22,7 @@
 FROM public.ecr.aws/amazonlinux/amazonlinux:latest
 USER root
 RUN yum -y check-update
-RUN yum -y install python-pip git
+RUN yum -y install python-pip git nodejs npm
 RUN ln -s /usr/bin/python3 /usr/bin/python
 RUN pip install setuptools  wheel
 
diff --git a/setup.py b/setup.py
index 263209448..0111b736b 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.2.5",
+    version="0.2.6",
     url='https://github.com/NSAPH-Data-Platform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',
diff --git a/src/cwl/export.cwl b/src/cwl/export.cwl
new file mode 100644
index 000000000..a4f817944
--- /dev/null
+++ b/src/cwl/export.cwl
@@ -0,0 +1,92 @@
+#!/usr/bin/env cwl-runner
+### Export a table or a query result to a file system
+#  Copyright (c) 2021. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Faculty of Arts and Sciences, Research Computing (FAS RC)
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#         http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+
+cwlVersion: v1.2
+class: CommandLineTool
+baseCommand: [python, -m, dorieh.platform.util.pg_export]
+requirements:
+  InlineJavascriptRequirement: {}
+  NetworkAccess:
+    networkAccess: True
+
+doc: |
+  This tool builds all indices for the specified table.
+  Log file displays real-time progress of building indices
+
+
+inputs:
+  table:
+    type: string?
+    doc: the name of the table
+    inputBinding:
+      prefix: --table
+  sql:
+    type: string?
+    doc: SQL query
+    inputBinding:
+      prefix: --sql
+  partition:
+    type: string[]?
+    doc: List of columns to be used for partitioning
+    inputBinding:
+      prefix: --partition
+  output:
+    type: string
+    doc: the name of the newly created file or directory
+    inputBinding:
+      prefix: --output
+  format:
+    type: string
+    doc: Format of the export, one of jsonl, parquet, csv, hdf5
+    inputBinding:
+      prefix: --format
+  database:
+    type: File
+    doc: Path to database connection file, usually database.ini
+    inputBinding:
+      prefix: --db
+  connection_name:
+    type: string
+    doc: The name of the section in the database.ini file
+    inputBinding:
+      prefix: --connection
+  depends_on:
+    type: Any?
+    doc: a special field used to enforce dependencies and execution order
+
+
+
+outputs:
+  data:
+    type:
+      - File
+      - Directory
+    outputBinding:
+      glob: $(inputs.output + "*")
+  log:
+    type: File
+    outputBinding:
+      glob: "*.log"
+  errors:
+    type: stderr
+
+stderr:  $("export-" + inputs.table + ".err")
+
diff --git a/src/python/dorieh/platform/requests/hdf5_export.py b/src/python/dorieh/platform/requests/hdf5_export.py
index 938ee6961..de61b90c3 100644
--- a/src/python/dorieh/platform/requests/hdf5_export.py
+++ b/src/python/dorieh/platform/requests/hdf5_export.py
@@ -22,11 +22,13 @@
 #
 
 import argparse
+import logging
 import os
 from typing import List
 
 import h5py
 import numpy
+from psycopg2.extras import RealDictCursor, DictRow
 
 from dorieh.platform.db import ResultSetDeprecated
 from dorieh.platform.requests.query import Query
@@ -48,10 +50,11 @@ def add_index(self, idx):
     def append(self, row: list):
         if self.type == float:
             values = [float(row[i]) for i in self.indices]
+        elif self.type == str:
+            values = [str(row[i]).encode('utf-8') for i in self.indices]
+            self.max_len = max([self.max_len] + [len(v) for v in values])
         else:
             values = [row[i] for i in self.indices]
-        if self.type == str:
-            self.max_len = max([self.max_len] + [len(v) for v in values])
         self.data.append(values)
 
     def type_name(self):
@@ -60,8 +63,11 @@ def type_name(self):
     def to_hdf5(self, parent, name):
         ds_name = "{}_{}".format(name, self.type_name())
         if self.type == str:
-            dtype = "<S{}".format(self.max_len)
-            h5 = parent.create_dataset(ds_name, data=self.data, dtype=dtype)
+            dtype = f"<S{self.max_len}"
+            try:
+                h5 = parent.create_dataset(ds_name, data=self.data, dtype=dtype)
+            except:
+                raise
         else:
             h5 = parent.create_dataset(ds_name, data=self.data)
         for v in enumerate(self.indices):
@@ -74,7 +80,7 @@ def dtype(t):
         return numpy.dtype(numpy.int32)
     if t == float:
         return numpy.dtype(numpy.float)
-    return numpy.dtype(numpy.str)
+    return numpy.dtype(numpy.unicode_)
 
 
 def append(datasets: List, row):
@@ -199,6 +205,67 @@ def export(path_to_user_request: str, db_ini: str, connection_name: str):
     print("All done")
 
 
+def export_dataset(cursor: RealDictCursor, output_file: str, name, groups: List, db_types):
+    description = cursor.description
+    headers = [c.name for c in description]
+    types = [db_types[c.type_code] for c in description]
+    dd = dict()
+    for i in range(0, len(headers)):
+        h = headers[i]
+        t = types[i]
+        if h not in groups:
+            if t.startswith("int"):
+                if int not in dd:
+                    dd[int] = Dataset(int)
+                dd[int].add_index(h)
+            elif t.startswith("numeric") or t.startswith("float"):
+                if float not in dd:
+                    dd[float] = Dataset(float)
+                dd[float].add_index(h)
+            else:
+                if str not in dd:
+                    dd[str] = Dataset(str)
+                dd[str].add_index(h)
+    datasets = list(dd.values())
+
+    current = None
+    with h5py.File(output_file, "w") as f:
+        f.attrs["name"] = name
+        f.attrs["file_name"] = output_file
+        h5 = f
+        idx = 0
+        ng = len(groups)
+        for row in cursor:
+            if current is None:
+                for g in groups:
+                    h5.attrs["grouping"] = g
+                    h5 = h5.create_group(str(row[g]))
+                current = {g: row[g] for g in groups}
+            i = ng
+            while i > 0:
+                g = groups[i-1]
+                if row[g] == current[g]:
+                    break
+                i -= 1
+                
+            if i < ng:
+                attrs = {g: str(current[g]) for g in groups}
+                logging.info(f"Storing: {str(current)}")
+                store(h5, str(current[groups[-1]]), datasets, attrs)
+                current = {g: row[g] for g in groups}
+                ii = i
+                for i in range(ii, ng):
+                    h5 = h5.parent
+                for i in range(ii, ng):
+                    g = groups[i]
+                    h5.attrs["grouping"] = g
+                    h5 = h5.create_group(str(row[g]))
+            idx += 1
+            append(datasets, row)
+        attrs = {g: str(current[g]) for g in groups}
+        store(h5, str(row[groups[-1]]), datasets, attrs)
+
+
 if __name__ == '__main__':
     #init_logging()
     parser = argparse.ArgumentParser (description="Create table and load data")
diff --git a/src/python/dorieh/platform/util/export_args.py b/src/python/dorieh/platform/util/export_args.py
new file mode 100644
index 000000000..c725f8f4a
--- /dev/null
+++ b/src/python/dorieh/platform/util/export_args.py
@@ -0,0 +1,74 @@
+#  Copyright (c) 2024. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Harvard University Research Computing and Data (RCD) Services.
+#
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#           http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+#
+from argparse import ArgumentParser, Namespace
+
+
+FORMATS = ["parquet", "json", "jsonl", "jsonlines", "csv", "hdf5"]
+
+
+def parse_args() -> Namespace:
+    parser = ArgumentParser (description="Export data to file system")
+    parser.add_argument("--format", "-f",
+                        help="Format to export to", 
+                        choices=FORMATS,
+                        default="parquet",
+                        required=False)
+    parser.add_argument("--sql", "-s",
+                        help="SQL Query or a path to a file containing SQL query",
+                        required=False)
+    parser.add_argument("--schema",
+                        help="Export all columns for all tables in the given schema",
+                        required=False)
+    parser.add_argument("--table", "-t",
+                        help="Export all columns a given table (fully qualified name required)",
+                        required=False)
+    parser.add_argument("--partition", "-p",
+                        help="Columns to be used for partitioning",
+                        nargs='+',
+                        required=False)
+    parser.add_argument("--output", "--destination", "-o",
+                        help="Path to a directory, where the files will be exported",
+                        required=True)
+    parser.add_argument("--db",
+                        help="Path to a database connection parameters file",
+                        default="database.ini",
+                        required=True)
+    parser.add_argument("--connection", "-c",
+                        help="Section in the database connection parameters file",
+                        default="nsaph2",
+                        required=True)
+    parser.add_argument("--batch_size", "-b",
+                        help="The size of a single batch",
+                        default=2000,
+                        type=int,
+                        required=False)
+    parser.add_argument("--hard",
+                        help="Hard partitioning: execute separate SQL statement for each partition",
+                        action='store_true'
+                        )
+
+    arguments = parser.parse_args()
+    if arguments.sql and (arguments.table or arguments.schema):
+        raise ValueError("Only one type of argument is accepted: sql, schema or table")
+    elif arguments.table and arguments.schema:
+        raise ValueError("Only one type of argument is accepted: sql, schema or table")
+
+    return arguments
diff --git a/src/python/dorieh/platform/util/pg_export.py b/src/python/dorieh/platform/util/pg_export.py
new file mode 100644
index 000000000..467f468ca
--- /dev/null
+++ b/src/python/dorieh/platform/util/pg_export.py
@@ -0,0 +1,51 @@
+#  Copyright (c) 2024. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Harvard University Research Computing and Data (RCD) Services.
+#
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#           http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+from dorieh.platform import init_logging
+from dorieh.platform.util.export_args import parse_args, FORMATS
+from dorieh.platform.util.pg_export_hdf5 import export_hdf5
+from dorieh.platform.util.pg_export_json import export_json_lines
+from dorieh.platform.util.pg_export_parquet import PgPqBase
+
+
+def export():
+    init_logging()
+    arguments = parse_args()
+    fmt = arguments.format
+    if fmt is None:
+        pp = arguments.output.split('.')
+        for p in pp:
+            if p in FORMATS:
+                fmt = p
+                break
+    if fmt is None:
+        raise ValueError("Please specify export format")
+    if fmt in ["json", "jsonl", "jsonlines"]:
+        export_json_lines(arguments)
+    elif fmt in ["parquet"]:
+        PgPqBase.run(arguments)
+    elif fmt in ["hdf5"]:
+        export_hdf5(arguments)
+    else:
+        raise ValueError(f"Format {fmt} is not implemented")
+
+
+if __name__ == '__main__':
+    export()
+
diff --git a/src/python/dorieh/platform/util/pg_export_hdf5.py b/src/python/dorieh/platform/util/pg_export_hdf5.py
new file mode 100644
index 000000000..a2dfc8a6e
--- /dev/null
+++ b/src/python/dorieh/platform/util/pg_export_hdf5.py
@@ -0,0 +1,65 @@
+#  Copyright (c) 2024. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Harvard University Research Computing and Data (RCD) Services.
+#
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#           http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+import gzip
+import logging
+import os.path
+from argparse import Namespace
+
+from psycopg2.extras import RealDictCursor
+
+from dorieh.platform.db import Connection
+from dorieh.platform.requests.hdf5_export import export_dataset
+from dorieh.platform.util.pg_json_dump import dump
+
+
+def export_hdf5(arguments: Namespace):
+    output: str = arguments.output
+    table = arguments.table
+    partitions = arguments.partition
+    if output.lower().endswith(".hdf5"):
+        data_path = output
+    elif not os.path.isdir(output) and '.' in output:
+        raise ValueError("Ambiguous output specification")
+    else:
+        if not os.path.isdir(output):
+            os.makedirs(output)
+        data_path = os.path.join(output, table) + ".hdf5"
+    sql = f"SELECT * FROM {table}"
+    if partitions:
+        sql += f" ORDER BY {','.join(partitions)}"
+    db = None
+    try:
+        db = Connection(arguments.db, arguments.connection)
+        cnxn = db.connect()
+        types = db.get_database_types()
+        with cnxn.cursor(cursor_factory=RealDictCursor) as cursor:
+            cursor.execute(sql)
+            export_dataset(cursor=cursor, output_file=data_path, name=table, groups=partitions, db_types=types)
+        logging.info("Exported table {} to {}.".format(table, data_path))
+    finally:
+        db.close()
+
+
+
+
+
+
+
+
diff --git a/src/python/dorieh/platform/util/pg_export_json.py b/src/python/dorieh/platform/util/pg_export_json.py
new file mode 100644
index 000000000..f58eae982
--- /dev/null
+++ b/src/python/dorieh/platform/util/pg_export_json.py
@@ -0,0 +1,51 @@
+#  Copyright (c) 2024. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Harvard University Research Computing and Data (RCD) Services.
+#
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#           http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+import gzip
+import logging
+import os.path
+from argparse import Namespace
+from dorieh.platform.db import Connection
+from dorieh.platform.util.pg_json_dump import dump
+
+
+def export_json_lines(arguments: Namespace):
+    output: str = arguments.output
+    table = arguments.table
+    if output.lower().endswith(".json.gz") or output.lower().endswith(".jsonl.gz"):
+        data_path = output
+    elif output.lower().endswith(".json") or output.lower().endswith(".jsonl"):
+        data_path = output + ".gz"
+    elif not os.path.isdir(output) and '.' in output:
+        raise ValueError("Ambiguous output specification")
+    else:
+        if not os.path.isdir(output):
+            os.makedirs(output)
+        data_path = os.path.join(output, table) + ".json.gz"
+    with Connection(arguments.db, arguments.connection) as db:
+        with gzip.open(data_path, "wt") as fd:
+            dump(db, table, fd)
+    logging.info("Exported table {} to {}.".format(table, data_path))
+
+
+
+
+
+
+
diff --git a/src/python/dorieh/platform/util/pg_export_parquet.py b/src/python/dorieh/platform/util/pg_export_parquet.py
index cf7a653d2..048d8f2b4 100644
--- a/src/python/dorieh/platform/util/pg_export_parquet.py
+++ b/src/python/dorieh/platform/util/pg_export_parquet.py
@@ -47,6 +47,7 @@
 
 from dorieh.platform import init_logging
 from dorieh.platform.db import Connection
+from dorieh.platform.util.export_args import parse_args
 from dorieh.platform.util.query_builder import QueryBuilder
 from dorieh.utils.profile_utils import qmem
 from dorieh.utils.io_utils import sizeof_fmt
@@ -90,7 +91,7 @@ def setup_schema(self):
             s[0]: s[1] for s in schema
         }
         self.schema = pa.schema(schema)
-        logging.info("Metdata and schema has been set up")
+        logging.info("Metadata and schema has been set up")
 
     @staticmethod
     def type_pg2pq(vtype: str):
@@ -98,6 +99,8 @@ def type_pg2pq(vtype: str):
             pa_type = pa.int32()
         elif vtype.startswith("int"):
             pa_type = pa.int64()
+        elif vtype.startswith("bool"):
+            pa_type = pa.bool_()
         elif vtype in ["str", "varchar", "text"]:
             pa_type = pa.string()
         elif vtype.startswith("float") or vtype in ["numeric"]:
@@ -106,8 +109,10 @@ def type_pg2pq(vtype: str):
             pa_type = pa.date32()
         elif vtype in ["time"]:
             pa_type = pa.date64()
-        elif vtype in ["timestamp"]:
+        elif vtype in ["timestamp", "timestamptz"]:
             pa_type = pa.timestamp('ns')
+        elif vtype in ["_varchar"]:
+            pa_type = pa.list_(pa.string())
         else:
             pa_type = pa.string()
         return pa_type
@@ -141,8 +146,8 @@ def get_metadata(self) -> List[Tuple]:
     def set_partitioning(self, columns: List[str]):
         types = []
         for c in columns:
-            self.partition_columns.append(c)
-            pa_type = self.column_types[c]
+            self.partition_columns.append(QueryBuilder.unquote(c))
+            pa_type = self.column_types.get(c, self.column_types.get(QueryBuilder.unquote(c)))
             types.append(pa_type)
         self.cur_partition = {
             p: None for p in self.partition_columns
@@ -159,46 +164,9 @@ def export(self):
         pass
 
     @classmethod
-    def run(cls):
-        parser = ArgumentParser (description="Import/Export resources")
-        parser.add_argument("--sql", "-s",
-                            help="SQL Query or a path to a file containing SQL query",
-                            required=False)
-        parser.add_argument("--schema",
-                            help="Export all columns for all tables in the given schema",
-                            required=False)
-        parser.add_argument("--table", "-t",
-                            help="Export all columns a given table (fully qualified name required)",
-                            required=False)
-        parser.add_argument("--partition", "-p",
-                            help="Columns to be used for partitioning",
-                            nargs='+',
-                            required=False)
-        parser.add_argument("--output", "--destination", "-o",
-                            help="Path to a directory, where the files will be exported",
-                            required=True)
-        parser.add_argument("--db",
-                            help="Path to a database connection parameters file",
-                            default="database.ini",
-                            required=True)
-        parser.add_argument("--connection", "-c",
-                            help="Section in the database connection parameters file",
-                            default="nsaph2",
-                            required=True)
-        parser.add_argument("--batch_size", "-b",
-                            help="The size of a single batch",
-                            default=2000,
-                            type=int,
-                            required=False)
-        parser.add_argument("--hard",
-                            help="Hard partitioning: execute separate SQL statement for each partition",
-                            action='store_true'
-                            )
-
-        arguments = parser.parse_args()
-        if arguments.sql and (arguments.table or arguments.schema):
-            raise ValueError("Only one type of argument is accepted: sql, schema or table")
-
+    def run(cls, arguments = None):
+        if arguments is None:
+            arguments = parse_args()
         if arguments.sql:
             if os.path.isfile(arguments.sql):
                 with open(arguments.sql) as inp:
@@ -206,8 +174,6 @@ def run(cls):
             else:
                 sql = arguments.sql
             cls.export_sql(arguments, sql)
-        elif arguments.table and arguments.schema:
-            raise ValueError("Only one type of argument is accepted: sql, schema or table")
         elif arguments.table:
             cls.export_table(arguments, arguments.table)
         elif arguments.schema:
diff --git a/src/python/dorieh/platform/util/pg_json_dump.py b/src/python/dorieh/platform/util/pg_json_dump.py
index 027d47969..6a2e621db 100644
--- a/src/python/dorieh/platform/util/pg_json_dump.py
+++ b/src/python/dorieh/platform/util/pg_json_dump.py
@@ -29,6 +29,7 @@
 import sys
 from argparse import ArgumentParser
 from contextlib import contextmanager
+from datetime import datetime
 from numbers import Number
 from typing import Dict, List
 from psycopg2.extras import RealDictCursor
@@ -103,7 +104,9 @@ def dump(conn: connection, table: str, fd, corrector = None):
             for key in row:
                 if isinstance(row[key], decimal.Decimal):
                     row[key] = float(row[key])
-            print(json.dumps(row), file=fd)
+                elif isinstance(row[key], datetime):
+                    row[key] = str(row[key])
+            print(json.dumps(dict(row)), file=fd)
 
 
 def export(conn: connection, table: str):
diff --git a/src/python/dorieh/platform/util/query_builder.py b/src/python/dorieh/platform/util/query_builder.py
index 6f927f568..af189218f 100644
--- a/src/python/dorieh/platform/util/query_builder.py
+++ b/src/python/dorieh/platform/util/query_builder.py
@@ -54,15 +54,36 @@ def add_table(self, table: str):
         return self
 
     @staticmethod
-    def split(t:str) -> Tuple[str]:
-        return tuple(t.split('.'))
+    def is_quoted(s) -> bool:
+        return len(s) >= 2 and s[0] == s[-1] and s[0] in ('"', "'")
+
+    @classmethod
+    def unquote(cls, s):
+        if cls.is_quoted(s):
+            return s[1:-1]
+        return s
+
+    @staticmethod
+    def quote(s):
+        return f'"{s}"'
+
+    @classmethod
+    def split(cls, fqn:str) -> Tuple[str, ...]:
+        tt = fqn.split('.')
+        return tuple(tt)
+
+    @classmethod
+    def quote_column(cls, table: str, column: str) -> str:
+        if cls.is_quoted(table):
+            column = cls.quote(column)
+        return f"{table}.{column}"
 
     def get_columns(self, table_fqn: str) -> List[str]:
         schema, table = self.split(table_fqn)
-        sql = SQL_TABLE_COLUMNS.format(schema=schema, table=table)
+        sql = SQL_TABLE_COLUMNS.format(schema=self.unquote(schema), table=self.unquote(table))
         with (self.connection.cursor()) as cursor:
             cursor.execute(sql)
-            columns = [table + '.' + r[0] for r in cursor]
+            columns = [self.quote_column(table, r[0]) for r in cursor]
         return columns
 
     def query(self) -> str:

From b073799b28404bdef9a9b60a037fe3687e90583b Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 19 Oct 2024 18:21:33 -0400
Subject: [PATCH 34/81] MAB   Support Spark, add Parquet export to gridmet
 [test]

---
 examples/spark_example.py                     | 68 +++++++++++++++++++
 setup.py                                      |  5 +-
 src/cwl/gridmet.cwl                           | 29 ++++++++
 src/cwl/test_gridmet.cwl                      | 10 +++
 .../dorieh/platform/util/pg_export_parquet.py |  2 +-
 5 files changed, 112 insertions(+), 2 deletions(-)
 create mode 100644 examples/spark_example.py

diff --git a/examples/spark_example.py b/examples/spark_example.py
new file mode 100644
index 000000000..0e0b53083
--- /dev/null
+++ b/examples/spark_example.py
@@ -0,0 +1,68 @@
+#  Copyright (c) 2024. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Harvard University Research Computing and Data (RCD) Services.
+#
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#           http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+#
+import os.path
+import sys
+from typing import List, Dict
+
+from pyspark.sql import SparkSession
+
+def group_by_counts(path_to_parquet: str, group_by: List[str]) -> Dict[str,int]:
+    spark = SparkSession.builder.appName("GroupByCountsQuery").getOrCreate()
+    try:
+        reader = spark.read.option("mergeSchema", "true")
+        if os.path.isdir(path_to_parquet):
+            content = os.listdir(path_to_parquet)
+            partitioned = False
+            is_parquet = False
+            for f in content:
+                if os.path.isdir(f) and '=' in f:
+                    partitioned = True
+                    break
+                if f.endswith('.parquet'):
+                    is_parquet = False
+                    break
+            if partitioned:
+                reader = reader.option("basePath", path_to_parquet)
+                path_to_parquet = os.path.join(path_to_parquet, '*', '*')
+            elif is_parquet:
+                path_to_parquet = os.path.join(path_to_parquet, '*.parquet')
+        df = reader.parquet(path_to_parquet)
+        result_df = df.groupBy(group_by).count()
+        result_list = result_df.orderBy(group_by).collect()
+
+        result_dict = {
+            ','.join(str(row[col]) for col in group_by): row['count']
+            for row in result_list
+        }
+
+        return result_dict
+    finally:
+        spark.stop()
+
+
+def main():
+    groups = group_by_counts(sys.argv[1], sys.argv[2:])
+    print(groups)
+
+
+if __name__ == '__main__':
+    main()
+    
\ No newline at end of file
diff --git a/setup.py b/setup.py
index 0111b736b..1b13b059c 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.2.6",
+    version="0.2.8",
     url='https://github.com/NSAPH-Data-Platform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',
@@ -114,6 +114,9 @@
     extras_require = {
         "FST": [
             'rpy2',
+        ],
+        "spark": [
+            'pyspark'
         ]
     },
     classifiers=[
diff --git a/src/cwl/gridmet.cwl b/src/cwl/gridmet.cwl
index adb752258..99512573b 100644
--- a/src/cwl/gridmet.cwl
+++ b/src/cwl/gridmet.cwl
@@ -287,6 +287,25 @@ steps:
       - vacuum_log
       - vacuum_err
 
+  export:
+    run: export.cwl
+    in:
+      database: database
+      connection_name: connection_name
+      domain: domain
+      table:
+        valueFrom: $(inputs.domain + '.' + inputs.geography + '_' + inputs.band)
+      parition:
+        valueFrom: "year"
+      output:
+        valueFrom: $('export/' + inputs.domain + '/' + inputs.geography + '_' + inputs.band)
+    out:
+      - data
+      - log
+      - errors
+
+
+
 outputs:
   initdb_log:
     type: File?
@@ -410,3 +429,13 @@ outputs:
         type: array
         items: [File]
     outputSource: process/vacuum_err
+
+  export_data:
+    type: ['File', 'Directory']
+    outputSource: export/data
+  export_log:
+    type: File
+    outputSource: export/log
+  export_errors:
+    type: File
+    outputSource: export/errors
diff --git a/src/cwl/test_gridmet.cwl b/src/cwl/test_gridmet.cwl
index e5d57d90c..161829140 100644
--- a/src/cwl/test_gridmet.cwl
+++ b/src/cwl/test_gridmet.cwl
@@ -180,3 +180,13 @@ outputs:
   verify_errors:
     type: File
     outputSource: verify/errors
+
+  execute_export_data:
+    type: ['File', 'Directory']
+    outputSource: execute/data
+  execute_export_log:
+    type: File
+    outputSource: execute/log
+  execute_export_errors:
+    type: File
+    outputSource: execute/errors
diff --git a/src/python/dorieh/platform/util/pg_export_parquet.py b/src/python/dorieh/platform/util/pg_export_parquet.py
index 048d8f2b4..d4bb598e6 100644
--- a/src/python/dorieh/platform/util/pg_export_parquet.py
+++ b/src/python/dorieh/platform/util/pg_export_parquet.py
@@ -110,7 +110,7 @@ def type_pg2pq(vtype: str):
         elif vtype in ["time"]:
             pa_type = pa.date64()
         elif vtype in ["timestamp", "timestamptz"]:
-            pa_type = pa.timestamp('ns')
+            pa_type = pa.timestamp('ms')       ## Spark does not support 'ns'
         elif vtype in ["_varchar"]:
             pa_type = pa.list_(pa.string())
         else:

From 8dcbd52250d63a1ae5af1d9f122735697d7894b7 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 19 Oct 2024 18:25:22 -0400
Subject: [PATCH 35/81] MAB   Support Spark, add Parquet export to gridmet
 [test]

---
 src/cwl/gridmet.cwl      |  4 +++-
 src/cwl/test_gridmet.cwl | 11 +++++++----
 2 files changed, 10 insertions(+), 5 deletions(-)

diff --git a/src/cwl/gridmet.cwl b/src/cwl/gridmet.cwl
index 99512573b..969c05d75 100644
--- a/src/cwl/gridmet.cwl
+++ b/src/cwl/gridmet.cwl
@@ -292,6 +292,8 @@ steps:
     in:
       database: database
       connection_name: connection_name
+      format:
+        valueFrom: "parquet"
       domain: domain
       table:
         valueFrom: $(inputs.domain + '.' + inputs.geography + '_' + inputs.band)
@@ -436,6 +438,6 @@ outputs:
   export_log:
     type: File
     outputSource: export/log
-  export_errors:
+  export_err:
     type: File
     outputSource: export/errors
diff --git a/src/cwl/test_gridmet.cwl b/src/cwl/test_gridmet.cwl
index 161829140..0a8f63387 100644
--- a/src/cwl/test_gridmet.cwl
+++ b/src/cwl/test_gridmet.cwl
@@ -97,6 +97,9 @@ steps:
       - index_err
       - vacuum_log
       - vacuum_err
+      - export_data
+      - export_log
+      - export_err
 
   verify:
     run: run_test.cwl
@@ -183,10 +186,10 @@ outputs:
 
   execute_export_data:
     type: ['File', 'Directory']
-    outputSource: execute/data
+    outputSource: execute/export_data
   execute_export_log:
     type: File
-    outputSource: execute/log
-  execute_export_errors:
+    outputSource: execute/export_log
+  execute_export_err:
     type: File
-    outputSource: execute/errors
+    outputSource: execute/export_err

From 7be4982e2bab2b0cde1c9172ee54fb6e4a051505 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 19 Oct 2024 21:09:03 -0400
Subject: [PATCH 36/81] MAB  Updating Gridmet workflows

---
 src/cwl/gridmet.cwl      | 13 ++++++++++---
 src/cwl/test_gridmet.cwl |  8 +++++---
 2 files changed, 15 insertions(+), 6 deletions(-)

diff --git a/src/cwl/gridmet.cwl b/src/cwl/gridmet.cwl
index 969c05d75..21687766d 100644
--- a/src/cwl/gridmet.cwl
+++ b/src/cwl/gridmet.cwl
@@ -289,12 +289,17 @@ steps:
 
   export:
     run: export.cwl
+    scatter:
+      - band
     in:
+      depends_on: process/vacuum_log
       database: database
       connection_name: connection_name
       format:
         valueFrom: "parquet"
       domain: domain
+      geography: geography
+      band: bands
       table:
         valueFrom: $(inputs.domain + '.' + inputs.geography + '_' + inputs.band)
       parition:
@@ -433,11 +438,13 @@ outputs:
     outputSource: process/vacuum_err
 
   export_data:
-    type: ['File', 'Directory']
+    type:
+      type: array
+      items:  ['File', 'Directory']
     outputSource: export/data
   export_log:
-    type: File
+    type: File[]
     outputSource: export/log
   export_err:
-    type: File
+    type: File[]
     outputSource: export/errors
diff --git a/src/cwl/test_gridmet.cwl b/src/cwl/test_gridmet.cwl
index 0a8f63387..1335a840d 100644
--- a/src/cwl/test_gridmet.cwl
+++ b/src/cwl/test_gridmet.cwl
@@ -185,11 +185,13 @@ outputs:
     outputSource: verify/errors
 
   execute_export_data:
-    type: ['File', 'Directory']
+    type:
+      type: array
+      items:  ['File', 'Directory']
     outputSource: execute/export_data
   execute_export_log:
-    type: File
+    type: File[]
     outputSource: execute/export_log
   execute_export_err:
-    type: File
+    type: File[]
     outputSource: execute/export_err

From db5890b047f220b3caca648f1037a8a8bf297681 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 19 Oct 2024 21:20:43 -0400
Subject: [PATCH 37/81] MAB   Updating workflows to export parquet correctly

---
 .idea/runConfigurations/Create_AQS_SQL.xml    |   3 +-
 .../DB_Handshake__ref_runner__.xml            |   4 +-
 .idea/runConfigurations/init_core_db.xml      |   3 +-
 src/cwl/aqs.cwl                               |  29 ++++
 src/cwl/gridmet.cwl                           |   4 +-
 src/cwl/test_aqs.cwl                          |  13 ++
 src/cwl/test_cases/aqs_test.sql               | 158 +++++++++---------
 7 files changed, 130 insertions(+), 84 deletions(-)

diff --git a/.idea/runConfigurations/Create_AQS_SQL.xml b/.idea/runConfigurations/Create_AQS_SQL.xml
index 7d314d124..d12982b2e 100644
--- a/.idea/runConfigurations/Create_AQS_SQL.xml
+++ b/.idea/runConfigurations/Create_AQS_SQL.xml
@@ -6,6 +6,7 @@
     <option name="PARENT_ENVS" value="true" />
     <envs>
       <env name="PYTHONUNBUFFERED" value="1" />
+      <env name="AWS_PROFILE" value="urc" />
     </envs>
     <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
     <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
@@ -25,7 +26,7 @@
       </ENTRIES>
     </EXTENSION>
     <option name="SCRIPT_NAME" value="dorieh.platform.dbt.create_test" />
-    <option name="PARAMETERS" value="--table epa.pm25_annual --connection nsaph-8432 --database $PROJECT_DIR$/../../database.ini --script $PROJECT_DIR$/src/cwl/test_cases/aqs_test.sql" />
+    <option name="PARAMETERS" value="--table epa.pm25_annual --connection aws-urc-port-forward --database $PROJECT_DIR$/../../database.ini --script $PROJECT_DIR$/src/cwl/test_cases/aqs_test.sql" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="true" />
diff --git a/.idea/runConfigurations/DB_Handshake__ref_runner__.xml b/.idea/runConfigurations/DB_Handshake__ref_runner__.xml
index 0196091bb..6a7a84043 100644
--- a/.idea/runConfigurations/DB_Handshake__ref_runner__.xml
+++ b/.idea/runConfigurations/DB_Handshake__ref_runner__.xml
@@ -1,10 +1,12 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="DB Handshake (ref runner) " type="PythonConfigurationType" factoryName="Python" folderName="Pipelines - general">
     <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
       <env name="PYTHONUNBUFFERED" value="1" />
+      <env name="AWS_PROFILE" value="urc" />
     </envs>
     <option name="SDK_HOME" value="/opt/python/venvs/dorieh_test/bin/python" />
     <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
@@ -24,7 +26,7 @@
       </ENTRIES>
     </EXTENSION>
     <option name="SCRIPT_NAME" value="/opt/venv/dorieh_test/bin/cwl-runner" />
-    <option name="PARAMETERS" value="$PROJECT_DIR$/src/cwl/handshake.cwl --database $PROJECT_DIR$/../../database.ini --connection_name plish" />
+    <option name="PARAMETERS" value="$PROJECT_DIR$/src/cwl/handshake.cwl --database $PROJECT_DIR$/../../database.ini --connection_name aws-urc-port-forward-plain" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="false" />
diff --git a/.idea/runConfigurations/init_core_db.xml b/.idea/runConfigurations/init_core_db.xml
index da8636d7f..7c15a9d60 100644
--- a/.idea/runConfigurations/init_core_db.xml
+++ b/.idea/runConfigurations/init_core_db.xml
@@ -1,6 +1,7 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="init_core_db" type="PythonConfigurationType" factoryName="Python" nameIsGenerated="true">
     <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
@@ -25,7 +26,7 @@
       </ENTRIES>
     </EXTENSION>
     <option name="SCRIPT_NAME" value="$PROJECT_DIR$/src/python/dorieh/platform/util/init_core_db.py" />
-    <option name="PARAMETERS" value="--db $PROJECT_DIR$/../../database.ini --connection nsaph-8432" />
+    <option name="PARAMETERS" value="--db $PROJECT_DIR$/../../database.ini --connection aws-urc-port-forward" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="false" />
diff --git a/src/cwl/aqs.cwl b/src/cwl/aqs.cwl
index a996deddc..34632ecb3 100644
--- a/src/cwl/aqs.cwl
+++ b/src/cwl/aqs.cwl
@@ -148,6 +148,25 @@ steps:
       connection_name: connection_name
     out: [log, errors]
 
+  export:
+    run: export.cwl
+    in:
+      database: database
+      connection_name: connection_name
+      format:
+        valueFrom: "parquet"
+      table_base_name: table
+      table:
+        valueFrom: $('epa.' + inputs.table_base_name)
+      partition:
+        valueFrom: $(["year"])
+      output:
+        valueFrom: $('export/' + inputs.table_base_name)
+    out:
+      - data
+      - log
+      - errors
+
 
 outputs:
   initdb_log:
@@ -186,3 +205,13 @@ outputs:
   vacuum_err:
     type: File
     outputSource: vacuum/errors
+
+  export_data:
+    type: ['File', 'Directory']
+    outputSource: export/data
+  export_log:
+    type: File
+    outputSource: export/log
+  export_err:
+    type: File
+    outputSource: export/errors
diff --git a/src/cwl/gridmet.cwl b/src/cwl/gridmet.cwl
index 21687766d..3c5bdfd5f 100644
--- a/src/cwl/gridmet.cwl
+++ b/src/cwl/gridmet.cwl
@@ -302,8 +302,8 @@ steps:
       band: bands
       table:
         valueFrom: $(inputs.domain + '.' + inputs.geography + '_' + inputs.band)
-      parition:
-        valueFrom: "year"
+      partition:
+        valueFrom: $(["year"])
       output:
         valueFrom: $('export/' + inputs.domain + '/' + inputs.geography + '_' + inputs.band)
     out:
diff --git a/src/cwl/test_aqs.cwl b/src/cwl/test_aqs.cwl
index 18820be1d..25e4d3dc9 100644
--- a/src/cwl/test_aqs.cwl
+++ b/src/cwl/test_aqs.cwl
@@ -70,6 +70,9 @@ steps:
       - ingest_err
       - index_err
       - vacuum_err
+      - export_data
+      - export_log
+      - export_err
 
   verify:
     run: run_test.cwl
@@ -127,3 +130,13 @@ outputs:
   verify_errors:
     type: File
     outputSource: verify/errors
+
+  execute_export_data:
+    type: ['File', 'Directory']
+    outputSource: execute/export_data
+  execute_export_log:
+    type: File
+    outputSource: execute/export_log
+  execute_export_err:
+    type: File
+    outputSource: execute/export_err
diff --git a/src/cwl/test_cases/aqs_test.sql b/src/cwl/test_cases/aqs_test.sql
index 7b64be52a..496db00a5 100644
--- a/src/cwl/test_cases/aqs_test.sql
+++ b/src/cwl/test_cases/aqs_test.sql
@@ -13,7 +13,7 @@ SELECT
 	'epa.pm25_annual.address' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(address::varchar, '' order by address)) FROM epa.pm25_annual) = 'a9d9efbd73758559b709f5743b0a0298' 
+		WHEN (SELECT MD5(string_agg(address::varchar, '' order by address)) FROM epa.pm25_annual) = '9f052f3f32bdfd033503e5dd4c8e05c5' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -23,7 +23,7 @@ SELECT
 	'epa.pm25_annual.arithmetic_mean' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(arithmetic_mean) FROM epa.pm25_annual) BETWEEN 9.629209926363096 AND 9.823739419824978 
+		WHEN (SELECT AVG(arithmetic_mean) FROM epa.pm25_annual) BETWEEN 9.629117697022222 AND 9.823645327265096 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -33,7 +33,7 @@ SELECT
 	'epa.pm25_annual.arithmetic_mean' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(arithmetic_mean) FROM epa.pm25_annual) BETWEEN 7.838455816201485 AND 7.99680845895303 
+		WHEN (SELECT VARIANCE(arithmetic_mean) FROM epa.pm25_annual) BETWEEN 7.7870791859634325 AND 7.944393916992998 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -43,7 +43,7 @@ SELECT
 	'epa.pm25_annual.arithmetic_standard_dev' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(arithmetic_standard_dev) FROM epa.pm25_annual) BETWEEN 5.609451331035894 AND 5.722773580147731 
+		WHEN (SELECT AVG(arithmetic_standard_dev) FROM epa.pm25_annual) BETWEEN 5.586949307333334 AND 5.699816970107745 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -53,7 +53,7 @@ SELECT
 	'epa.pm25_annual.arithmetic_standard_dev' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(arithmetic_standard_dev) FROM epa.pm25_annual) BETWEEN 4.5492152627144975 AND 4.641118601355194 
+		WHEN (SELECT VARIANCE(arithmetic_standard_dev) FROM epa.pm25_annual) BETWEEN 4.44477889793116 AND 4.534572411020678 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -63,7 +63,7 @@ SELECT
 	'epa.pm25_annual.c_10th_percentile' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_10th_percentile) FROM epa.pm25_annual) BETWEEN 4.2345429799426935 AND 4.320089302769819 
+		WHEN (SELECT AVG(c_10th_percentile) FROM epa.pm25_annual) BETWEEN 4.251885014903802 AND 4.337781681871556 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -73,7 +73,7 @@ SELECT
 	'epa.pm25_annual.c_10th_percentile' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_10th_percentile) FROM epa.pm25_annual) BETWEEN 3.5833437485749045 AND 3.6557345313743976 
+		WHEN (SELECT VARIANCE(c_10th_percentile) FROM epa.pm25_annual) BETWEEN 3.5463242873269043 AND 3.6179672022223976 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -93,7 +93,7 @@ SELECT
 	'epa.pm25_annual.c_1st_max_datetime' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(c_1st_max_datetime::varchar, '' order by c_1st_max_datetime)) FROM epa.pm25_annual) = '809d0fe4f270d463378b7208c29be0f2' 
+		WHEN (SELECT MD5(string_agg(c_1st_max_datetime::varchar, '' order by c_1st_max_datetime)) FROM epa.pm25_annual) = '1d170a586a6bd5be7ff3703af0f91295' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -123,7 +123,7 @@ SELECT
 	'epa.pm25_annual.c_1st_max_value' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_1st_max_value) FROM epa.pm25_annual) BETWEEN 36.31439234648472 AND 37.04801643429249 
+		WHEN (SELECT AVG(c_1st_max_value) FROM epa.pm25_annual) BETWEEN 35.35882222222222 AND 36.0731418630752 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -133,7 +133,7 @@ SELECT
 	'epa.pm25_annual.c_1st_max_value' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_1st_max_value) FROM epa.pm25_annual) BETWEEN 1470.596999364861 AND 1500.3060296550602 
+		WHEN (SELECT VARIANCE(c_1st_max_value) FROM epa.pm25_annual) BETWEEN 1172.5570502868318 AND 1196.2450715047476 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -173,7 +173,7 @@ SELECT
 	'epa.pm25_annual.c_2nd_max_datetime' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(c_2nd_max_datetime::varchar, '' order by c_2nd_max_datetime)) FROM epa.pm25_annual) = '9e0797d9d1acd7f40d263c4ff24844dd' 
+		WHEN (SELECT MD5(string_agg(c_2nd_max_datetime::varchar, '' order by c_2nd_max_datetime)) FROM epa.pm25_annual) = 'c48d01c1575c65499e49c03903617e6f' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -203,7 +203,7 @@ SELECT
 	'epa.pm25_annual.c_2nd_max_value' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_2nd_max_value) FROM epa.pm25_annual) BETWEEN 29.637130914920142 AND 30.23586083239328 
+		WHEN (SELECT AVG(c_2nd_max_value) FROM epa.pm25_annual) BETWEEN 28.993456938766343 AND 29.579183341569703 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -213,7 +213,7 @@ SELECT
 	'epa.pm25_annual.c_2nd_max_value' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_2nd_max_value) FROM epa.pm25_annual) BETWEEN 553.1244621794679 AND 564.298693738649 
+		WHEN (SELECT VARIANCE(c_2nd_max_value) FROM epa.pm25_annual) BETWEEN 447.7003283510582 AND 456.7447794288574 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -253,7 +253,7 @@ SELECT
 	'epa.pm25_annual.c_3rd_max_datetime' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(c_3rd_max_datetime::varchar, '' order by c_3rd_max_datetime)) FROM epa.pm25_annual) = '8ebbfb3b6687810ad38d0841841f7f85' 
+		WHEN (SELECT MD5(string_agg(c_3rd_max_datetime::varchar, '' order by c_3rd_max_datetime)) FROM epa.pm25_annual) = '8dc59257f1a447b12958f75fe6bfb79e' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -263,7 +263,7 @@ SELECT
 	'epa.pm25_annual.c_3rd_max_value' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_3rd_max_value) FROM epa.pm25_annual) BETWEEN 26.736599607866435 AND 27.27673293327788 
+		WHEN (SELECT AVG(c_3rd_max_value) FROM epa.pm25_annual) BETWEEN 26.207711909364743 AND 26.737160634806454 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -273,7 +273,7 @@ SELECT
 	'epa.pm25_annual.c_3rd_max_value' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_3rd_max_value) FROM epa.pm25_annual) BETWEEN 378.83833600261426 AND 386.49163571983877 
+		WHEN (SELECT VARIANCE(c_3rd_max_value) FROM epa.pm25_annual) BETWEEN 309.99283222604225 AND 316.25531368515425 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -293,7 +293,7 @@ SELECT
 	'epa.pm25_annual.c_4th_max_datetime' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(c_4th_max_datetime::varchar, '' order by c_4th_max_datetime)) FROM epa.pm25_annual) = 'cd3726e9d0a84b5136ede5c60a55b09f' 
+		WHEN (SELECT MD5(string_agg(c_4th_max_datetime::varchar, '' order by c_4th_max_datetime)) FROM epa.pm25_annual) = 'd36eb36580d91aebc0124f8300d4dec4' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -303,7 +303,7 @@ SELECT
 	'epa.pm25_annual.c_4th_max_value' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_4th_max_value) FROM epa.pm25_annual) BETWEEN 24.918563113145847 AND 25.421968428562938 
+		WHEN (SELECT AVG(c_4th_max_value) FROM epa.pm25_annual) BETWEEN 24.445909164529628 AND 24.939765915328206 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -313,7 +313,7 @@ SELECT
 	'epa.pm25_annual.c_4th_max_value' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_4th_max_value) FROM epa.pm25_annual) BETWEEN 301.5608637122657 AND 307.65300237311953 
+		WHEN (SELECT VARIANCE(c_4th_max_value) FROM epa.pm25_annual) BETWEEN 248.00054462966764 AND 253.01065664238823 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -323,7 +323,7 @@ SELECT
 	'epa.pm25_annual.c_50th_percentile' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_50th_percentile) FROM epa.pm25_annual) BETWEEN 8.5570488500624 AND 8.729918523801034 
+		WHEN (SELECT AVG(c_50th_percentile) FROM epa.pm25_annual) BETWEEN 8.563934034803724 AND 8.736942803183597 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -333,7 +333,7 @@ SELECT
 	'epa.pm25_annual.c_50th_percentile' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_50th_percentile) FROM epa.pm25_annual) BETWEEN 7.9989136370147 AND 8.160507851903885 
+		WHEN (SELECT VARIANCE(c_50th_percentile) FROM epa.pm25_annual) BETWEEN 7.979795912094644 AND 8.141003910318778 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -343,7 +343,7 @@ SELECT
 	'epa.pm25_annual.c_75th_percentile' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_75th_percentile) FROM epa.pm25_annual) BETWEEN 12.293092257490358 AND 12.541437555621478 
+		WHEN (SELECT AVG(c_75th_percentile) FROM epa.pm25_annual) BETWEEN 12.290293333333333 AND 12.538582087542087 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -353,7 +353,7 @@ SELECT
 	'epa.pm25_annual.c_75th_percentile' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_75th_percentile) FROM epa.pm25_annual) BETWEEN 14.729089827522861 AND 15.02664719777585 
+		WHEN (SELECT VARIANCE(c_75th_percentile) FROM epa.pm25_annual) BETWEEN 14.643537257071024 AND 14.93936629256741 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -363,7 +363,7 @@ SELECT
 	'epa.pm25_annual.c_90th_percentile' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_90th_percentile) FROM epa.pm25_annual) BETWEEN 17.001598042124 AND 17.345064669237615 
+		WHEN (SELECT AVG(c_90th_percentile) FROM epa.pm25_annual) BETWEEN 16.983613333333334 AND 17.326716632996632 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -373,7 +373,7 @@ SELECT
 	'epa.pm25_annual.c_90th_percentile' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_90th_percentile) FROM epa.pm25_annual) BETWEEN 29.300960948139004 AND 29.89289955315191 
+		WHEN (SELECT VARIANCE(c_90th_percentile) FROM epa.pm25_annual) BETWEEN 29.044286708090148 AND 29.631039974920256 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -383,7 +383,7 @@ SELECT
 	'epa.pm25_annual.c_95th_percentile' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_95th_percentile) FROM epa.pm25_annual) BETWEEN 20.569603856422425 AND 20.985151409077424 
+		WHEN (SELECT AVG(c_95th_percentile) FROM epa.pm25_annual) BETWEEN 20.53972 AND 20.95466383838384 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -393,7 +393,7 @@ SELECT
 	'epa.pm25_annual.c_95th_percentile' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_95th_percentile) FROM epa.pm25_annual) BETWEEN 46.88119119796214 AND 47.828285969638145 
+		WHEN (SELECT VARIANCE(c_95th_percentile) FROM epa.pm25_annual) BETWEEN 46.435484283738894 AND 47.373574875329574 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -403,7 +403,7 @@ SELECT
 	'epa.pm25_annual.c_98th_percentile' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_98th_percentile) FROM epa.pm25_annual) BETWEEN 24.572070186888165 AND 25.068475645209137 
+		WHEN (SELECT AVG(c_98th_percentile) FROM epa.pm25_annual) BETWEEN 24.520599999999998 AND 25.01596565656566 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -413,7 +413,7 @@ SELECT
 	'epa.pm25_annual.c_98th_percentile' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_98th_percentile) FROM epa.pm25_annual) BETWEEN 77.3295639205613 AND 78.8917773330979 
+		WHEN (SELECT VARIANCE(c_98th_percentile) FROM epa.pm25_annual) BETWEEN 76.58508179940738 AND 78.13225516909237 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -423,7 +423,7 @@ SELECT
 	'epa.pm25_annual.c_99th_percentile' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_99th_percentile) FROM epa.pm25_annual) BETWEEN 27.64407161079798 AND 28.202537703945417 
+		WHEN (SELECT AVG(c_99th_percentile) FROM epa.pm25_annual) BETWEEN 27.572022222222223 AND 28.129032772166106 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -433,7 +433,7 @@ SELECT
 	'epa.pm25_annual.c_99th_percentile' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_99th_percentile) FROM epa.pm25_annual) BETWEEN 114.68744730457331 AND 117.00436543193842 
+		WHEN (SELECT VARIANCE(c_99th_percentile) FROM epa.pm25_annual) BETWEEN 113.46056835273812 AND 115.75270104673284 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -453,7 +453,7 @@ SELECT
 	'epa.pm25_annual.cbsa_name' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(cbsa_name::varchar, '' order by cbsa_name)) FROM epa.pm25_annual) = '522e6cba62648a647a254f048b224682' 
+		WHEN (SELECT MD5(string_agg(cbsa_name::varchar, '' order by cbsa_name)) FROM epa.pm25_annual) = '452ac79505badea07281061bbfe5ff8d' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -473,7 +473,7 @@ SELECT
 	'epa.pm25_annual.certification_indicator' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(certification_indicator::varchar, '' order by certification_indicator)) FROM epa.pm25_annual) = 'ee2b5a527cca5d670dd4aa66b959a36f' 
+		WHEN (SELECT MD5(string_agg(certification_indicator::varchar, '' order by certification_indicator)) FROM epa.pm25_annual) = '406e431497d713c95a5cac1eb061cfca' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -493,7 +493,7 @@ SELECT
 	'epa.pm25_annual.city_name' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(city_name::varchar, '' order by city_name)) FROM epa.pm25_annual) = '6c23ef42c9425d740f9abb265c94ac01' 
+		WHEN (SELECT MD5(string_agg(city_name::varchar, '' order by city_name)) FROM epa.pm25_annual) = '981261a5cf60a5ffde968a3d9e72272d' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -513,7 +513,7 @@ SELECT
 	'epa.pm25_annual.completeness_indicator' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(completeness_indicator::varchar, '' order by completeness_indicator)) FROM epa.pm25_annual) = '41e1f9f5ae8c339a95700e01f0f7659a' 
+		WHEN (SELECT MD5(string_agg(completeness_indicator::varchar, '' order by completeness_indicator)) FROM epa.pm25_annual) = '57c5cbf393e786686da1dc16de9c4ebe' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -533,7 +533,7 @@ SELECT
 	'epa.pm25_annual.county_code' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(county_code::varchar, '' order by county_code)) FROM epa.pm25_annual) = '4c4d462f07e93f98f283b87200f2cd3b' 
+		WHEN (SELECT MD5(string_agg(county_code::varchar, '' order by county_code)) FROM epa.pm25_annual) = '5c32f68be1e5c5fedbc64700dd070296' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -553,7 +553,7 @@ SELECT
 	'epa.pm25_annual.county_name' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(county_name::varchar, '' order by county_name)) FROM epa.pm25_annual) = 'be2922f342a260f39ed8f2cf393cc556' 
+		WHEN (SELECT MD5(string_agg(county_name::varchar, '' order by county_name)) FROM epa.pm25_annual) = '34fdfe9a00f8875bca42a5a2729b1d6d' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -563,7 +563,7 @@ SELECT
 	'epa.pm25_annual.date_of_last_change' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT date_of_last_change) FROM epa.pm25_annual) = '82' 
+		WHEN (SELECT COUNT(DISTINCT date_of_last_change) FROM epa.pm25_annual) = '18' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -583,7 +583,7 @@ SELECT
 	'epa.pm25_annual.datum' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(datum::varchar, '' order by datum)) FROM epa.pm25_annual) = '1495bac431dcdc8ab09406883498edd0' 
+		WHEN (SELECT MD5(string_agg(datum::varchar, '' order by datum)) FROM epa.pm25_annual) = '7edc63f8ef87a5e4d549b5124e15700a' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -603,7 +603,7 @@ SELECT
 	'epa.pm25_annual.event_type' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(event_type::varchar, '' order by event_type)) FROM epa.pm25_annual) = 'cfcab13f876ad5e021130fa16dc04ac0' 
+		WHEN (SELECT MD5(string_agg(event_type::varchar, '' order by event_type)) FROM epa.pm25_annual) = 'a7cacc9051608e4d3ce1bbe6043ea813' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -613,7 +613,7 @@ SELECT
 	'epa.pm25_annual.exceptional_data_count' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(exceptional_data_count) FROM epa.pm25_annual) BETWEEN 62.73439988134085 AND 64.00176149510531 
+		WHEN (SELECT AVG(exceptional_data_count) FROM epa.pm25_annual) BETWEEN 48.01488888888888 AND 48.984886644219976 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -623,7 +623,7 @@ SELECT
 	'epa.pm25_annual.exceptional_data_count' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(exceptional_data_count) FROM epa.pm25_annual) BETWEEN 406905.96114650153 AND 415126.28359390557 
+		WHEN (SELECT VARIANCE(exceptional_data_count) FROM epa.pm25_annual) BETWEEN 308664.45133439085 AND 314900.0968158937 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -633,7 +633,7 @@ SELECT
 	'epa.pm25_annual.latitude' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(latitude) FROM epa.pm25_annual) BETWEEN 38.03180284507386 AND 38.800122094469295 
+		WHEN (SELECT AVG(latitude) FROM epa.pm25_annual) BETWEEN 38.02860480182222 AND 38.79685944428328 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -643,7 +643,7 @@ SELECT
 	'epa.pm25_annual.latitude' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(latitude) FROM epa.pm25_annual) BETWEEN 40.444784078521906 AND 41.261850423542555 
+		WHEN (SELECT VARIANCE(latitude) FROM epa.pm25_annual) BETWEEN 40.199247482239684 AND 41.01135349198191 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -663,7 +663,7 @@ SELECT
 	'epa.pm25_annual.local_site_name' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(local_site_name::varchar, '' order by local_site_name)) FROM epa.pm25_annual) = '8c09d9aa32cc81416cf34690e3e899d3' 
+		WHEN (SELECT MD5(string_agg(local_site_name::varchar, '' order by local_site_name)) FROM epa.pm25_annual) = 'fd648bda31c0742a4999e0f51aa25f8f' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -673,7 +673,7 @@ SELECT
 	'epa.pm25_annual.longitude' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(longitude) FROM epa.pm25_annual) BETWEEN -97.02507246366359 AND -95.1037839000267 
+		WHEN (SELECT AVG(longitude) FROM epa.pm25_annual) BETWEEN -96.933112941534 AND -95.01364535853332 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -683,7 +683,7 @@ SELECT
 	'epa.pm25_annual.longitude' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(longitude) FROM epa.pm25_annual) BETWEEN 381.3759916953831 AND 389.08055718417876 
+		WHEN (SELECT VARIANCE(longitude) FROM epa.pm25_annual) BETWEEN 378.40874131222796 AND 386.0533623488387 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -703,7 +703,7 @@ SELECT
 	'epa.pm25_annual.method_name' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(method_name::varchar, '' order by method_name)) FROM epa.pm25_annual) = 'dbd4fab73c64227bb707205dc11a6ac7' 
+		WHEN (SELECT MD5(string_agg(method_name::varchar, '' order by method_name)) FROM epa.pm25_annual) = '09a041b51c63dc2c1aca36ac9a40e0f9' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -723,7 +723,7 @@ SELECT
 	'epa.pm25_annual.metric_used' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(metric_used::varchar, '' order by metric_used)) FROM epa.pm25_annual) = '324c7584c24e4b25c01f6ba8f77121b8' 
+		WHEN (SELECT MD5(string_agg(metric_used::varchar, '' order by metric_used)) FROM epa.pm25_annual) = 'e328ecc8c9d2c6d8929074407443f7d3' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -743,7 +743,7 @@ SELECT
 	'epa.pm25_annual.monitor' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(monitor::varchar, '' order by monitor)) FROM epa.pm25_annual) = '14a415660aef3ad3bc94f64bc5788daf' 
+		WHEN (SELECT MD5(string_agg(monitor::varchar, '' order by monitor)) FROM epa.pm25_annual) = '4a134c7ebd991289c1f8ff05f6991abf' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -753,7 +753,7 @@ SELECT
 	'epa.pm25_annual.null_data_count' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(null_data_count) FROM epa.pm25_annual) BETWEEN 28.526801542568972 AND 29.10310056363097 
+		WHEN (SELECT AVG(null_data_count) FROM epa.pm25_annual) BETWEEN 23.128444444444444 AND 23.595685746352412 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -763,7 +763,7 @@ SELECT
 	'epa.pm25_annual.null_data_count' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(null_data_count) FROM epa.pm25_annual) BETWEEN 37478.93926391428 AND 38236.08955207417 
+		WHEN (SELECT VARIANCE(null_data_count) FROM epa.pm25_annual) BETWEEN 28479.44631388864 AND 29054.788663664167 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -793,7 +793,7 @@ SELECT
 	'epa.pm25_annual.observation_count' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(observation_count) FROM epa.pm25_annual) BETWEEN 397.89894393355087 AND 405.93730643725894 
+		WHEN (SELECT AVG(observation_count) FROM epa.pm25_annual) BETWEEN 338.9792 AND 345.82726464646464 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -803,7 +803,7 @@ SELECT
 	'epa.pm25_annual.observation_count' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(observation_count) FROM epa.pm25_annual) BETWEEN 1738860.0437725543 AND 1773988.5295053332 
+		WHEN (SELECT VARIANCE(observation_count) FROM epa.pm25_annual) BETWEEN 1329639.3817888838 AND 1356500.7834411846 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -813,7 +813,7 @@ SELECT
 	'epa.pm25_annual.observation_percent' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(observation_percent) FROM epa.pm25_annual) BETWEEN 85.03386354197568 AND 86.7517193711065 
+		WHEN (SELECT AVG(observation_percent) FROM epa.pm25_annual) BETWEEN 85.11062222222222 AND 86.83002873176207 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -823,7 +823,7 @@ SELECT
 	'epa.pm25_annual.observation_percent' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(observation_percent) FROM epa.pm25_annual) BETWEEN 419.53451414621753 AND 428.00995887644416 
+		WHEN (SELECT VARIANCE(observation_percent) FROM epa.pm25_annual) BETWEEN 416.4466683706963 AND 424.85973237818513 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -843,7 +843,7 @@ SELECT
 	'epa.pm25_annual.parameter_code' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(parameter_code::varchar, '' order by parameter_code)) FROM epa.pm25_annual) = '72ef4cca04aefddbd0fc7402cebe7a85' 
+		WHEN (SELECT MD5(string_agg(parameter_code::varchar, '' order by parameter_code)) FROM epa.pm25_annual) = '101a0a7e0621181e83297a436e467786' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -863,7 +863,7 @@ SELECT
 	'epa.pm25_annual.parameter_name' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(parameter_name::varchar, '' order by parameter_name)) FROM epa.pm25_annual) = 'f465fe43bdd4d0b6ec9474ff6f4d72b6' 
+		WHEN (SELECT MD5(string_agg(parameter_name::varchar, '' order by parameter_name)) FROM epa.pm25_annual) = '9919d6fb7ace96756e85e10c73bfcad0' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -873,7 +873,7 @@ SELECT
 	'epa.pm25_annual.poc' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(poc) FROM epa.pm25_annual) BETWEEN 1.5935152773657668 AND 1.6257075051913379 
+		WHEN (SELECT AVG(poc) FROM epa.pm25_annual) BETWEEN 1.582311111111111 AND 1.6142769921436588 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -883,7 +883,7 @@ SELECT
 	'epa.pm25_annual.poc' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(poc) FROM epa.pm25_annual) BETWEEN 0.985961227309051 AND 1.0058796359415572 
+		WHEN (SELECT VARIANCE(poc) FROM epa.pm25_annual) BETWEEN 0.9758453722825815 AND 0.9955594202074822 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -893,7 +893,7 @@ SELECT
 	'epa.pm25_annual.pollutant_standard' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT pollutant_standard) FROM epa.pm25_annual) = '6' 
+		WHEN (SELECT COUNT(DISTINCT pollutant_standard) FROM epa.pm25_annual) = '8' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -903,7 +903,7 @@ SELECT
 	'epa.pm25_annual.pollutant_standard' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(pollutant_standard::varchar, '' order by pollutant_standard)) FROM epa.pm25_annual) = 'b7dee0347764d9583d5c244f0eaa8bb9' 
+		WHEN (SELECT MD5(string_agg(pollutant_standard::varchar, '' order by pollutant_standard)) FROM epa.pm25_annual) = 'b756da13594e459848226e67bd7a60ba' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -913,7 +913,7 @@ SELECT
 	'epa.pm25_annual.primary_exceedance_count' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(primary_exceedance_count) FROM epa.pm25_annual) BETWEEN 3.787693726937269 AND 3.8642127921279212 
+		WHEN (SELECT AVG(primary_exceedance_count) FROM epa.pm25_annual) BETWEEN 13.209931190926275 AND 13.476798487712665 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -923,7 +923,7 @@ SELECT
 	'epa.pm25_annual.primary_exceedance_count' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(primary_exceedance_count) FROM epa.pm25_annual) BETWEEN 268.9483425542645 AND 274.3816424038456 
+		WHEN (SELECT VARIANCE(primary_exceedance_count) FROM epa.pm25_annual) BETWEEN 1172.5786223882337 AND 1196.2670794061778 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -933,7 +933,7 @@ SELECT
 	'epa.pm25_annual.record' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT record) FROM epa.pm25_annual) = '16855' 
+		WHEN (SELECT COUNT(DISTINCT record) FROM epa.pm25_annual) = '22275' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -943,7 +943,7 @@ SELECT
 	'epa.pm25_annual.record' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(record::varchar, '' order by record)) FROM epa.pm25_annual) = '3951fd3d1486000188c29c2aaa652d24' 
+		WHEN (SELECT MD5(string_agg(record::varchar, '' order by record)) FROM epa.pm25_annual) = 'bd8fd13d2d4fffb800db3f63ca15483d' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -953,7 +953,7 @@ SELECT
 	'epa.pm25_annual.required_day_count' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(required_day_count) FROM epa.pm25_annual) BETWEEN 189.13264253930583 AND 192.95350400474638 
+		WHEN (SELECT AVG(required_day_count) FROM epa.pm25_annual) BETWEEN 187.51488888888886 AND 191.3030684624018 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -963,7 +963,7 @@ SELECT
 	'epa.pm25_annual.required_day_count' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(required_day_count) FROM epa.pm25_annual) BETWEEN 16177.51097908606 AND 16504.32938270396 
+		WHEN (SELECT VARIANCE(required_day_count) FROM epa.pm25_annual) BETWEEN 16044.606172318498 AND 16368.739630345135 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -983,7 +983,7 @@ SELECT
 	'epa.pm25_annual.sample_duration' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(sample_duration::varchar, '' order by sample_duration)) FROM epa.pm25_annual) = 'cddb8eb9fd5de3c259434f05decfc630' 
+		WHEN (SELECT MD5(string_agg(sample_duration::varchar, '' order by sample_duration)) FROM epa.pm25_annual) = '99d437465c65b09ca7daa9e787a6088b' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -993,7 +993,7 @@ SELECT
 	'epa.pm25_annual.secondary_exceedance_count' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(secondary_exceedance_count) FROM epa.pm25_annual) BETWEEN 3.787693726937269 AND 3.8642127921279212 
+		WHEN (SELECT AVG(secondary_exceedance_count) FROM epa.pm25_annual) BETWEEN 6.390421928166352 AND 6.519521361058602 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1003,7 +1003,7 @@ SELECT
 	'epa.pm25_annual.secondary_exceedance_count' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(secondary_exceedance_count) FROM epa.pm25_annual) BETWEEN 268.9483425542645 AND 274.3816424038456 
+		WHEN (SELECT VARIANCE(secondary_exceedance_count) FROM epa.pm25_annual) BETWEEN 319.14214921795394 AND 325.5894653637712 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1023,7 +1023,7 @@ SELECT
 	'epa.pm25_annual.site_num' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(site_num::varchar, '' order by site_num)) FROM epa.pm25_annual) = '14848a342a904e1b783ca8eda84b23a5' 
+		WHEN (SELECT MD5(string_agg(site_num::varchar, '' order by site_num)) FROM epa.pm25_annual) = 'd11fb95af7bb50d561b0cb6b655596ce' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1043,7 +1043,7 @@ SELECT
 	'epa.pm25_annual.state_code' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(state_code::varchar, '' order by state_code)) FROM epa.pm25_annual) = 'f78d5325a168b8313201edc6fffddcad' 
+		WHEN (SELECT MD5(string_agg(state_code::varchar, '' order by state_code)) FROM epa.pm25_annual) = 'f128236ae465c7d781fee9d4a8a4c92c' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1063,7 +1063,7 @@ SELECT
 	'epa.pm25_annual.state_name' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(state_name::varchar, '' order by state_name)) FROM epa.pm25_annual) = 'a938a15cde90aafce1d9ff68da7f8be8' 
+		WHEN (SELECT MD5(string_agg(state_name::varchar, '' order by state_name)) FROM epa.pm25_annual) = 'a0ec1905d91f1d088c887fd962803591' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1083,7 +1083,7 @@ SELECT
 	'epa.pm25_annual.units_of_measure' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(units_of_measure::varchar, '' order by units_of_measure)) FROM epa.pm25_annual) = '43be6a1d9866031f20d2e90b3a70579d' 
+		WHEN (SELECT MD5(string_agg(units_of_measure::varchar, '' order by units_of_measure)) FROM epa.pm25_annual) = '9124b7ed7543ebcef3597777068e13e1' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1093,7 +1093,7 @@ SELECT
 	'epa.pm25_annual.valid_day_count' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(valid_day_count) FROM epa.pm25_annual) BETWEEN 159.28879738949868 AND 162.50675289231683 
+		WHEN (SELECT AVG(valid_day_count) FROM epa.pm25_annual) BETWEEN 158.07288888888888 AND 161.26628058361393 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1103,7 +1103,7 @@ SELECT
 	'epa.pm25_annual.valid_day_count' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(valid_day_count) FROM epa.pm25_annual) BETWEEN 13101.708452468381 AND 13366.389431306128 
+		WHEN (SELECT VARIANCE(valid_day_count) FROM epa.pm25_annual) BETWEEN 12976.678128859756 AND 13238.833242574095 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1113,7 +1113,7 @@ SELECT
 	'epa.pm25_annual.year' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(year) FROM epa.pm25_annual) BETWEEN 1990.380286561851 AND 2030.5899893206763 
+		WHEN (SELECT AVG(year) FROM epa.pm25_annual) BETWEEN 1990.3796 AND 2030.589288888889 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1123,7 +1123,7 @@ SELECT
 	'epa.pm25_annual.year' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(year) FROM epa.pm25_annual) BETWEEN 0.2472959999847927 AND 0.2522918787723643 
+		WHEN (SELECT VARIANCE(year) FROM epa.pm25_annual) BETWEEN 0.24727154529945228 AND 0.25226693005297657 
 		THEN true ELSE false END AS passed
 
 -- Test case end

From a7d7d98fad1b98d75bf3f44dc93a4fdcb42e061d Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 21 Oct 2024 01:28:42 -0400
Subject: [PATCH 38/81] MAB   Improving Parquet and Spark support

---
 examples/spark_example.py                     |  22 +---
 src/python/dorieh/platform/dbt/dbt_runner.py  | 109 ++++++++++--------
 .../dorieh/platform/dbt/spark_dbt_runner.py   |  67 +++++++++++
 src/python/dorieh/platform/loader/common.py   |  14 ++-
 src/python/dorieh/platform/util/psql.py       |   2 +-
 src/python/dorieh/platform/util/spsql.py      |  89 ++++++++++++++
 6 files changed, 236 insertions(+), 67 deletions(-)
 create mode 100644 src/python/dorieh/platform/dbt/spark_dbt_runner.py
 create mode 100644 src/python/dorieh/platform/util/spsql.py

diff --git a/examples/spark_example.py b/examples/spark_example.py
index 0e0b53083..41e0b2652 100644
--- a/examples/spark_example.py
+++ b/examples/spark_example.py
@@ -24,27 +24,13 @@
 
 from pyspark.sql import SparkSession
 
+from dorieh.platform.util.spsql import read_parquet
+
+
 def group_by_counts(path_to_parquet: str, group_by: List[str]) -> Dict[str,int]:
     spark = SparkSession.builder.appName("GroupByCountsQuery").getOrCreate()
     try:
-        reader = spark.read.option("mergeSchema", "true")
-        if os.path.isdir(path_to_parquet):
-            content = os.listdir(path_to_parquet)
-            partitioned = False
-            is_parquet = False
-            for f in content:
-                if os.path.isdir(f) and '=' in f:
-                    partitioned = True
-                    break
-                if f.endswith('.parquet'):
-                    is_parquet = False
-                    break
-            if partitioned:
-                reader = reader.option("basePath", path_to_parquet)
-                path_to_parquet = os.path.join(path_to_parquet, '*', '*')
-            elif is_parquet:
-                path_to_parquet = os.path.join(path_to_parquet, '*.parquet')
-        df = reader.parquet(path_to_parquet)
+        df = read_parquet(spark, path_to_parquet)
         result_df = df.groupBy(group_by).count()
         result_list = result_df.orderBy(group_by).collect()
 
diff --git a/src/python/dorieh/platform/dbt/dbt_runner.py b/src/python/dorieh/platform/dbt/dbt_runner.py
index d194f4060..fd7d6cd5a 100644
--- a/src/python/dorieh/platform/dbt/dbt_runner.py
+++ b/src/python/dorieh/platform/dbt/dbt_runner.py
@@ -27,6 +27,7 @@
 import logging
 import os.path
 from typing import List
+from abc import abstractmethod, ABC
 
 from dorieh.platform import init_logging
 from dorieh.platform.db import Connection
@@ -36,7 +37,8 @@
 class TestFailedError(Exception):
     pass
 
-class DBTRunner:
+
+class DBTRunner(ABC):
     def __init__(self, context: DBTConfig = None):
         if not context:
             context = DBTConfig(None, __doc__).instantiate()
@@ -55,52 +57,43 @@ def reset(self):
         self.successes = 0
         self.failures = 0
 
-    def run(self):
-        with Connection(self.context.db, self.context.connection) as cnxn:
-            for script_file in self.scripts:
-                with open(script_file) as script:
-                    self.run_script(script, cnxn)
+    def analyze_results(self, columns: List, rows: List):
+        pi = columns.index("passed")
+        n = len(columns)
+        lengths = [0 for _ in range(n)]
+        passes = 0
+        failures = 0
+        test_cases = []
+        for row in rows:
+            values = [row[i] for i in range(n)]
+            if row[pi]:
+                passes += 1
+                values[pi] = "passed"
+            else:
+                failures += 1
+                values[pi] = "failed"
+            for i in range(n):
+                if len(values[i]) > lengths[i]:
+                    lengths[i] = len(str(values[i]))
+            test_cases.append(values)
+        lengths = [l + 1 for l in lengths]
+        logging.info(self.report_row(columns, lengths))
+        for row in test_cases:
+            s = self.report_row(row, lengths)
+            if row[pi] == "passed":
+                logging.info(s)
+            elif row[pi] == "failed":
+                logging.error(s)
+            else:
+                logging.warning(s)
+        logging.info("Passed: {:d}; Failed: {:d}".format(passes, failures))
+        self.runs      += len(test_cases)
+        self.successes += passes
+        self.failures  += failures
 
-    def run_script(self, script, cnxn):
-        lines = [line for line in script]
-        query = ''.join(lines)
-        with cnxn.cursor() as cursor:
-            cursor.execute(query)
-            columns = [desc[0] for desc in cursor.description]
-            pi = columns.index("passed")
-            n = len(columns)
-            rows = [row for row in cursor]
-            lengths = [0 for _ in range(n)]
-            passes = 0
-            failures = 0
-            test_cases = []
-            for row in rows:
-                values = [row[i] for i in range(n)]
-                if row[pi]:
-                    passes += 1
-                    values[pi] = "passed"
-                else:
-                    failures += 1
-                    values[pi] = "failed"
-                for i in range(n):
-                    if len(values[i]) > lengths[i]:
-                        lengths[i] = len(str(values[i]))
-                test_cases.append(values)
-            lengths = [l + 1 for l in lengths]
-            logging.info(self.report_row(columns, lengths))
-            for row in test_cases:
-                s = self.report_row(row, lengths)
-                if row[pi] == "passed":
-                    logging.info(s)
-                elif row[pi] == "failed":
-                    logging.error(s)
-                else:
-                    logging.warning(s)
-            logging.info("Passed: {:d}; Failed: {:d}".format(passes, failures))
-            self.runs      += len(test_cases)
-            self.successes += passes
-            self.failures  += failures
-        return
+    @abstractmethod
+    def run(self):
+        pass
 
     @classmethod
     def report_row(cls, row: List, lengths: List[int]) -> str:
@@ -119,7 +112,29 @@ def test(self):
             raise err
         logging.info("All tests succeeded")
 
+    @classmethod
+    def form_query(cls, script_file) -> str:
+        with open(script_file) as script:
+            lines = [line for line in script]
+            query = ''.join(lines)
+        return query
+
+
+class PGDBTRunner(DBTRunner):
+    def run(self):
+        with Connection(self.context.db, self.context.connection) as cnxn:
+            for script_file in self.scripts:
+                self.run_script(self.form_query(script_file), cnxn)
+
+    def run_script(self, query, cnxn):
+        with cnxn.cursor() as cursor:
+            cursor.execute(query)
+            columns = [desc[0] for desc in cursor.description]
+            rows = [row for row in cursor]
+            self.analyze_results(columns, rows)
+        return
+
 
 if __name__ == '__main__':
-    runner = DBTRunner()
+    runner = PGDBTRunner()
     runner.test()
diff --git a/src/python/dorieh/platform/dbt/spark_dbt_runner.py b/src/python/dorieh/platform/dbt/spark_dbt_runner.py
new file mode 100644
index 000000000..d483efb01
--- /dev/null
+++ b/src/python/dorieh/platform/dbt/spark_dbt_runner.py
@@ -0,0 +1,67 @@
+#  Copyright (c) 2024. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Harvard University Research Computing and Data (RCD) Services.
+#
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#           http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+#
+#
+from pyspark.sql import SparkSession
+
+from dorieh.platform import init_logging
+from dorieh.platform.dbt.dbt_runner import DBTRunner
+from dorieh.platform.util.spsql import read_parquet
+
+
+class SparkDBTRunner(DBTRunner):
+    def __init__(self):
+        super().__init__()
+        self.path_to_parquet = self.context.location
+        if not self.path_to_parquet:
+            raise ValueError("Parameter `location` is not defined, it is required for Spark")
+        if self.context.table:
+            self.table: str = self.context.table
+            if '.' in self.table:
+                self.table = self.table.replace('.', '___')
+        else:
+            self.table = "parquet_table"
+
+
+    def run(self):
+        spark = SparkSession.builder.appName("Dorieh Spark DBT Runner").getOrCreate()
+        try:
+            df = read_parquet(spark, self.context.location)
+            df.createOrReplaceTempView(self.table)
+            for script_file in self.scripts:
+                self.run_script(self.form_query(script_file), spark)
+        finally:
+            spark.stop()
+
+    def run_script(self, query: str, spark: SparkSession):
+        if self.table != self.context.table:
+            query = query.replace(self.context.table, self.table)
+        df = spark.sql(query)
+        df.show()
+        columns = df.columns
+        list_of_rows = df.collect()
+        rows = [list(row) for row in list_of_rows]
+        self.analyze_results(columns, rows)
+
+
+if __name__ == '__main__':
+    init_logging(name="run-spark-tests")
+    runner = SparkDBTRunner()
+    runner.test()
diff --git a/src/python/dorieh/platform/loader/common.py b/src/python/dorieh/platform/loader/common.py
index 4c6a18d19..d976c007b 100644
--- a/src/python/dorieh/platform/loader/common.py
+++ b/src/python/dorieh/platform/loader/common.py
@@ -48,7 +48,16 @@ class DBConnectionConfig(Context):
         aliases=["connection_name"],
         help = "Section in the database connection parameters file",
         type = str,
-        default = "nsaph2",
+        default = "dorieh",
+        cardinality = Cardinality.single
+    )
+
+    _location = Argument(
+        "location",
+        aliases=["path", "p", "l"],
+        help = "URI or path to file(s) or directory containing data (e.g., in Parquet format). Wildcards are supported",
+        required = False,
+        type = str,
         cardinality = Cardinality.single
     )
 
@@ -76,6 +85,9 @@ def __init__(self, subclass, doc):
         self.connection = None
         ''' Section in the database connection parameters file '''
 
+        self.location = None
+        ''' URI or path to file(s) or directory containing data (e.g., in Parquet format). Wildcards are supported '''
+
         self.verbose = None
         ''' Generate verbose output '''
 
diff --git a/src/python/dorieh/platform/util/psql.py b/src/python/dorieh/platform/util/psql.py
index f7c7a5f6c..7a3ecf9ab 100644
--- a/src/python/dorieh/platform/util/psql.py
+++ b/src/python/dorieh/platform/util/psql.py
@@ -1,6 +1,6 @@
 """
 Utility to execute SQL statement or statements taken from
-command line arguments
+command line arguments in an instance of PostgreSQL
 """
 
 #  Copyright (c) 2022. Harvard University
diff --git a/src/python/dorieh/platform/util/spsql.py b/src/python/dorieh/platform/util/spsql.py
new file mode 100644
index 000000000..de1f3246f
--- /dev/null
+++ b/src/python/dorieh/platform/util/spsql.py
@@ -0,0 +1,89 @@
+"""
+Utility to execute SQL statement or statements taken from
+command line arguments over Parquet file(s) using Spark
+"""
+
+#  Copyright (c) 2022. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Faculty of Arts and Sciences, Research Computing (FAS RC)
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#         http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+import os
+from argparse import ArgumentParser
+from pyspark.sql import SparkSession, DataFrame
+
+
+def read_parquet(spark: SparkSession, location: str) -> DataFrame:
+    reader = spark.read.option("mergeSchema", "true")
+    if os.path.isdir(location):
+        content = os.listdir(location)
+        partitioned = False
+        is_parquet_dir = False
+        for f in content:
+            if os.path.isdir(os.path.join(location, f)) and '=' in f:
+                partitioned = True
+                break
+            if f.endswith('.parquet'):
+                is_parquet_dir = True
+                break
+        if partitioned:
+            reader = reader.option("basePath", location)
+            path_to_parquet = os.path.join(location, '*', '*')
+        elif is_parquet_dir:
+            path_to_parquet = os.path.join(location, '*.parquet')
+        else:
+            raise ValueError(f"Unknown directory structure: {location}")
+    else:
+        path_to_parquet = location
+    return reader.parquet(path_to_parquet)
+
+
+def execute(args):
+    sql = ' '.join(args.sql)
+    print("Executing: " + sql)
+    spark = SparkSession.builder.appName("Dorieh SparkSQL").getOrCreate()
+    try:
+        df = read_parquet(spark, args.location)
+        if args.table:
+            table = args.table
+        else:
+            table = "parquet_table"
+        df.createOrReplaceTempView(table)
+        result_df = spark.sql(sql)
+        result_df.show()
+    finally:
+        spark.stop()
+
+
+def parse_args():
+    parser = ArgumentParser (description="Init database resources")
+    parser.add_argument("--location", "-l", "-p",
+                        help="URI or path to file(s) or directory containing data (e.g., in Parquet format). "
+                             + "Wildcards are supported",
+                        required=True)
+    parser.add_argument("--table", "-t",
+                        help="Optional table name")
+    parser.add_argument(dest="sql",
+                        nargs='+',
+                        help="SQL statement(s)")
+
+    return parser.parse_args()
+
+
+if __name__ == '__main__':
+    arguments = parse_args()
+    execute(arguments)
+

From a0de93a6e8db8b47f3ea2a34cac49760db542eed Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 21 Oct 2024 21:04:10 -0400
Subject: [PATCH 39/81] MAB   Updating Dockerfiles

---
 docker/Dockerfile.amd64                        |   4 +++-
 docker/Dockerfile.arm64                        |   4 +++-
 .../rpy2-3.5.16-cp310-cp310-linux_x86_64.whl   | Bin 0 -> 329857 bytes
 3 files changed, 6 insertions(+), 2 deletions(-)
 create mode 100644 docker/rpy2-3.5.16-cp310-cp310-linux_x86_64.whl

diff --git a/docker/Dockerfile.amd64 b/docker/Dockerfile.amd64
index c9ce57608..fbbcc6cb9 100644
--- a/docker/Dockerfile.amd64
+++ b/docker/Dockerfile.amd64
@@ -22,11 +22,13 @@ USER root
 
 RUN mkdir /scratch/
 RUN mkdir /opt/local/
-COPY requirements.txt /opt/local/
+COPY requirements.txt rpy2-3.5.16-cp310-cp310-linux_x86_64.whl /opt/local/
 ENV DEBIAN_FRONTEND=noninteractive
+RUN rm /etc/apt/sources.list.d/mesos.list  # Repository has expired GPG key
 RUN apt update && apt install -y postgresql-client nodejs npm
 RUN apt install -y r-base r-base-dev
 RUN pip install --upgrade pip
+RUN pip install  /opt/local/rpy2-3.5.16-cp310-cp310-linux_x86_64.whl
 RUN pip install -r  /opt/local/requirements.txt
 RUN pip install cwlref-runner
 
diff --git a/docker/Dockerfile.arm64 b/docker/Dockerfile.arm64
index 89d3e4f58..0fdcd6150 100644
--- a/docker/Dockerfile.arm64
+++ b/docker/Dockerfile.arm64
@@ -24,8 +24,10 @@ RUN mkdir /scratch/
 RUN mkdir /opt/local/
 COPY requirements.txt /opt/local/
 ENV DEBIAN_FRONTEND=noninteractive
+RUN rm /etc/apt/sources.list.d/mesos.list  # Repository has expired GPG key
 RUN add-apt-repository ppa:deadsnakes/ppa
-RUN apt update && apt install -y postgresql-client nodejs npm  g++ gdal-bin libgdal-dev libgeos-dev
+RUN apt update  
+RUN apt install -y postgresql-client nodejs npm  g++ gdal-bin libgdal-dev libgeos-dev
 RUN apt install -y r-base r-base-dev
 RUN pip install --upgrade pip
 RUN pip install -r  /opt/local/requirements.txt
diff --git a/docker/rpy2-3.5.16-cp310-cp310-linux_x86_64.whl b/docker/rpy2-3.5.16-cp310-cp310-linux_x86_64.whl
new file mode 100644
index 0000000000000000000000000000000000000000..b62565f92abfea368663b6e9a032698e1998dcdb
GIT binary patch
literal 329857
zcma%ibzIYL^e-t&Bhp<0Dj^*Mq*FmfP*M=3yEbA2Q5Y?uNDYzn3xa}l3}lMrKw8oP
z(y>tk7Wc#N-q-!>{&D}{^?KqwC*J2g=bUG3R_4?+*C;3`E>m1>ntR++Sc|^JL_v{s
zhk}9&SalBa^b2_&^up!YbLVF-UU)jYxO&P4K!)t?)AP-)LeaJGZyEm#Tx~BozaV^J
zc|U+k>OFqxo@tU{#rH>W_~{o4O$701maA*T5nngF=_BrbX=>`xMCiuujR?{)+YWAJ
z&zpbw+Nv79nO=+_GUt<}L|#9wdbBQ+L5^Qu>Y>B!V~d95$S$+XI=k&kDZvFbZ_?E{
zWO_7LdyH}D*<~e$toMxD{NHqqWjco!o7BXdW%r<h8UmzIYup$}yFNXd&@ojtdc|fd
zvuJ(*yBW=7iHNND`H+<Nfu;LDueSD12ybng+F~O%ZXp!+E#c<==3DT8>4CFR@$TCq
zLltQiB!xWEZ;kKue-4F?YzvWLWuP6>S|9lLt5d7U$<y>(E`*M!LfBJA7~7(NLxuA*
zkP?#b$OUV?JSA}D7}orqG!jJ%bw3?jG*<nEyzV3%RV!UoqZ8VSkE(*M;r6OK-T%#g
zt*K{8rlnluaZ1y1Pp`-Ojgf5AxiJ1CZ9$!ro-h-<;;AGi^{=HgjBg9gb0$G*rIq`6
zGJ&i4*4u{-A%CHboKr&vpN1Xb`HoKKm;H~6_6H}6*v}^>4$kL~&#F$z6F9%Ou$?o#
zlV0zAmb-+8Q}?8`GW#{yi_Sl}2X%0v!Wn1u@Ciu+a<%iG+*Ywh;iQh33!!XFxodBQ
z1ieDCfv9f6Zgy5Vs*;0`=AIB5&JfAShim!d_{F`+J)214E*6=Kbc_lg1>@$To2i`f
z%QuLdA!o(7c;ogPlRZ5}L0VSM&epLt%0=fG2*#=FBoC(?NZg|)Y^_C?Byw#%zw56Z
z9{IgKfV4}$W;uzj>>GQH6>uE!7YFfuua^edf3Kg9veEor@39wqXA0JT`lN)<>mlqR
zT=n68js&V!VsP=lSxcGi`;j)Z=LdTOM#~yz@1#Cz{m}7vINF#lG%;DBGq-o3X&7y_
zDbRZ!`A6b67lS*f^`S-*D8OydBAIEz8cqNqZvA|C3H)ZgaCBX(_eo!i^u$OZ=gW;d
ztszG7s~M0v=^haae&XZDyM@1Be_}6`GOI4@UXd0-KK}f2UdXa!X64>S&&t|s;+<-S
z$G`9&H3vcZ9{*+KDo4l4SbF$4G~G`7Da4~1nP*wO_mSxF(%Jx>cgs!<Ex8C$im8Vf
zdfE(^(XYy``fM^pcT#ke{Q2k8ox4EI-cTN*@v*bx<*}>fp)uDB^U4%omXFaz!LwdV
zzxEhD-m1{Q*L0NV-7VswdB)Do@Sm?HCptlP#rHgS?K>;(m}{O`H)8zJWTF&>4RO)3
zdti1r!TWW-jHWA9jt*&-q8aTrPH7NTu%E#?+c&)$rF>_(Z#&Ruo&E9h%jp{I_}R~)
z%U63Hq@{S)#EWjB^Jc6ptlfHZ)%PECQ7%hcX1%7Zz09v1jj*`qdHejvb^4RTIT7aE
z#-Af|xmsUOkNBQ3z3WUPF$o%8p5yBHC)LLNs3~;y6Q!7)h8olNEUV`8e2WPeb!Lp2
zs>t2YcDDX69D9}-6&`W*GPuB-QhM0@t&+=Seu#MNnG)-(N}tdmQ0t_M#|@qAk-zcz
zVr1W|e%}d7uLwE+e9gGo`V~&1>n%hx80HIeud*3osr(yXyif93ztV^*ofPTyO!){w
zn6(e;Ib3x&eYK%!dgb?WwMBbg$u-|n$42WJM%9?_$}tTy|MuSSDa*#b`L2|xsy5s^
zBaU4R5Y`*|PT3&6p(}j1NbvC|lyR7~NY((hcw(HNX5DZ$<eGf>o<l}aLZoza%6B!(
zb*84=mg}3+g9=w|B5oMIvr%(Rf-7a1pa%-nd?nSn8|<J-_Yy#N1*gL~VC{mvRg+kk
z!<Qcm`89u3zi5kU8z@^BElT))BK}Q*@RA71NU{A--csStYlYuy(!&9*z4fa_uaZkm
zVuSWI2I2XPn&Jq0a;m*zZ?|}8ol2M?y++%##w*B=Ti)h^Tx$WiY-o6o@?R|N4_)!P
z;v#MLdXq-Bh2>uwPmx1hXsp7_kJxP%9M69RmT$mMvP}Y2zVW%G-_kYs+}KA)b6fXG
zRp4Y@(re!-wI&sFej0J{At_O(yQM=N@3A-g?>sVZ`+Cm0;g|2ez}ZX5x_t6l<Ni;a
z+PnHvTVdCt0uu?{*TbG{>i6mfdLGv(-|DQ0;2GA^nel;3cEBmLvTMRaOtY%8zVkrN
z{65UV8h%?dlZu^UtF^pl8Eh7&<dY7i6tLQd&sWckD3{NRGJH(<1xgL-d8NE+8VZD|
zyfUlxof|iP`F!9%G{-1<iN>rZ7X{w9+#dhv?1PjU!Suc9SJ#lu%ixSp2E~IEA3yv`
zdCT=iOW~)S!bexu?MAk*CbANX(VwK!#5q2@m?l#rc-7vdts5R+eZzevRCHACOE}h4
z;{(z}s8{7l?FvUJ%lFpL+a@(z>Vb0)G|WTOE_(&(-^gf{5KZZ6pSZzf{cF<2vc_+l
zK6_Q1(XPXGq?lVOO`0Z4_r8soWq92yUY-Tdn;gHe!JixdWIbq@+%L86<BF&?+A+26
zFxoMPIOJ%?Y<Zdez-qvJ9Sc>YQcA>U8e5+qTzV4qLHSqEE5=JqT{OK4<=3g5?%Wvr
z`R$ePs8sFv^M5~2tK^DQZlZn1#JMaPLigN!Tdc~+vVMO@<=7I+KjlAqH@p0rZ`?01
z6#dPIm}~RIO2lk^EcaOp15U^xN#Rx1*gp>Iy{kdW4t`JMHG~)+jnUo@M}Ge-X9g4G
zdp35Xjp6P|%OutMfq-YZb#3S++M&2eqp%Yb|Kn6Q=2Vq53%`xtX`?F?e`FOduZLKF
zIKN6`^LrDG;gvLO29j;`t7hv-9Oqd{h*j+&_$wo3<v2cBvneI;{*J1BNP9#u*L9b_
zSF}3KhN*kuX7mb4(0uyPyg8xv4N7GTFGcT5)88SNmTejm>k8&stqu!rcRo3@?X82@
z={-4+Vf0Y(X7WE;N0j>=j0d-m%0_Z^d`e9VSynbx@S%PiIaOKgQNIMasTX0#o|)Mb
zGRpAAjXB-w<_ANTnA>hC*6b6{{{V-4*&g=}jlJUcR`iw=DE(wjye!`PYl#ZVEX{e)
zn3!i=aGpn?k{so@V`-rI?VY1l!j7H}qZ>T*Rg`%Te^aHQbC9mumhfF`Ez$d|?U_Ah
znP#`GjSa7~(!49y@{9F+8&(Qtv`T}Q$llq}Coq^he!6r^>~(XIF($D}!>P1wI=GA4
zh*qR?!I$p?`bS&!Ez5A|y~g=B+*zHYXC;9zN?uHPqYuZ32F&hEy<eJoXO-sM5<cJI
zwR&*OY&Fe6t8p{e;K(MhJxBU*y87(C=)(wygjc3#)h1&j8sC+^S&A<g1(5P+t~<>u
zzf*x0iM{A08;ML*EY^AiicDf?I%n56G}sSaRTF0xg=6dz<+O5bRtQ9-l|}ZVv{MKJ
zj##JW$FIcHFa5fcu{-gov@&qRT)b{?BMZCy%~K*Z;R>p7Tycv#TmFr;-0?@fH%pga
zh+O3t@orRV{)#vJ(QRE`-4{D{;u`g<L+wg{rdvLy<8txG8Q%o0V|%@<d4$LCtBSHL
zEHk78^E7rBO#bt_`SpsCN4m>{k}L*Fr+`-RHfe)`H_E>y24ojco}Q`6o*3r(VOIT^
zs0T%|(l+{&LO(iP)u+fAH2?V9>dX6B#RsQ)ubNZ8=+f1OUXy4{oAaYJd+RfX>TXYE
zx%3(Q>CQQl!KP3z><w<)#`G?vVfoRJ`DH)Tee7U;FFV7l@G{!G+JhgQw0GU!mhxSD
z&gz*<vo~^rQhiEqwk5v^y?4d3>{0VIU5*5)TB*pP(W};X*g2#cf3ox9rJhI2$6Wn(
zKj>TeH4|!SrDOqt@ff<uI=hS#+Fy4a$PKRk+P90e_NJ*hwS30B3ud^UbLG<Xmxm`?
z2ku6<K68$Fs5tq)gC_B#IZag`4t*fsP`}{x-6!sMlX(E8W1bx4Kk3Nss949w((G26
z=HtGg5XvuY$I-VZT*gMm?gt1~hW_Hs6_t-EEuq!vM!@GkM_t!sA9p!bxb$Gj$vUP;
z@G0$dnswL@H+r6z44Z4X>GZzbFRfiRIfJCkGQZ(&$>SHlhwgU{tcUlW^O`}F_1XL*
zq#D{p%yxJa!G!H2anE4|Q;$#gkWWwIuPwZ1O~}*ttgMPm77A|M8jpnZf0e7?kBl*!
z7<`yCnIGiSEq&ydF9i|4x$~^m39L^1*!s8pTGK@Krdh!Qr^1K-Mf#aRChjSuHqS6?
zf1L{6-pk#v-Tq$mefN!YdjhWIm<wI~_NMy#a=pa@@bSSot3e&H<InJFN5S4~Q1kdl
zYGLovyiZQdk*-U1b=4j8%e24yA}U{H+p^s2hKp;On)dhlN;N(h8K5|f0$FY_apD+0
z6>|Re>#|`TD~^VF+TA+fpRA1c=y2j$R`7LGA2{KEGokvoHRVYQ3kN;OG^v0>Y5RAU
z<kRw+C{Y>Hj>fAs3WBs0xb-D%U$O6^be~__zYTgGubUV&$dDU;QheVm<Ju|Vua4FK
zePCS!9#}UiNp+4%loa@V8VdgZ=L0LiQx<q+Dar=>Zx>#9Y&~&~uVpYxPUMK6(JPD3
zjn}lfaXC)E?#FdI4MzE{m98au;eYYDw7G`Ru`ddqigvf`l*Y%UPrjinehiA6ceqL0
zaLQ<qgLfh5LPfdYim!XMU=sSEtamqBC-`5%N&8;pLga4Cz~JZ)qbC2Udl;BN>HSRe
z%+i4A_`-FmFY+5#ape3mZL^uQ%wy-DJ|~~Ab*UUiLPIJT)&9t8?sjq@E56xYw)^-Q
zc`s--X>rSd^xDsDRWH2FpIWpSoPB=sr{_eW(|uKe6tbwIcM!G3;=Fg6?Da>H$3ITu
zM255wCY8|CA$}s$6pgzbdA#T;$JS{}q}ZZZa0*UbX<XfzzuP%wiX*ZNN=xWQ+CeK>
z-p)0GI5qVIlwSP&S@8g=CbcCT1(o=9c(6P~y%%|mKNu5@VA@mlw9PU6!NqZXEQt6E
z8ES?2^TF<h{fdz6>vy3(TsW&Xg-<1Ab4X&=gBMNr1j0d(CjnPw&M8luy7h}xz8~x3
z{Mk>N4DmiUeVVTLw0%Lw5zgNeW=%;uqGW9mvi56qSWly1W8|y79SO2_0x_CO=MKs7
zXgi^2Px)Wk(5CwGK{@7IQ_h@1nde;UVpPcT;6lENEFsj{X-z~fTo6KJH-?(e24F_s
zs}6U(0B`HmPll@D&LV3CGcY-W=W5U659$|B_69*6!6l))odN<vP{ot=Jx4RDRuvup
zL|L_Wq`7$p!E+4p!>W1sdEur&{Xc|an?x#d71fm!xdi2c{KE=>4zhTUUS(3O|BF@i
z%0~OHwGiB3=v4;gepuCgGP+Rfz)}<PFG1-K(Wzu!p-&N}TLRUvd8xIp3q=fAjx0Um
zB}NcLr`~gtuX|0q*Ikm^UTQ&DDsLY&#77T%p?a8j2?a)4(!9sFvOzh>2Vw{o@5831
z_(K1QO81y}BA3@bmolNwS-*(vvG2qi26pg{@|>Rea38JAd*(l0xmbE%+ZZ?J_uooO
z)Jr2`k>|c4Z(y@-$vk%|X?O(Q<i^xC|EU;#DfO&q99~7IgwN;QG4fvLsko1(XId~U
zK`biuBmc{wlbu}mPiIDKIak~#J2B}DPgas?Q<q02cmwe@@yIZb{fE574x1johsv8z
z*7jNuk`m~nsIt*r-c-`=<ocdpDjs5{PtN6qY{)Rdo_ifm72hXwrbe83W|Iv|NY_)<
zc*^dRlX;I0rz+QI`|7nr5PaLQ;iGD@+rKN<?lQqTDvHycN}_TvEtawA*eh)Z_!^^E
z^Od%9OE@HXk6<6z5|EyUCn8Kxqd4SeHk~G~^?Lgf=L6+!6-RwCGw)H#m`8YHd||!P
zCd9S}xuvvOQSldXm@+OUR5Mx|$Gc<WJ$>q%N|?J>(*CFf+0&4g&kOO7i$~n$Jwkb*
zEMLYW+{IH57(SoI7zs*Ej2t}q9HEq!&!BXsd|#iemr8<`xsWNC5LKgoEk<pQN|?{}
zMo5D4p+k8wnu<yL$uk1!6PwPM(%IXRVwh!Wn70I)*lN&&bm0w~t>_k-_|I6Z=B3g$
z#2{|*21L82aO8{r*Gpu_9>kdP_I2-d9W#A&mC`2cNeLl`cNO_Y>EFc4VyYlshBwf@
z>^`hHUMTX$>0brY{uei2baz=g7!1&v-2Z~;o!YaZMsi@AViJU*t3Of}lku0Ngp%;L
zq?{A+!b_Z}LMuyAOhRme*aFLDpME?0{xuXsOpX|oYx?sa6y9^G#fqeB-N|z}Du%ec
zYR+a!r_GK9&TwO7x}LG2V<P%l7pYbO-kRBR1`c#{X?W!>Mb<r95Fb{yYmAM|c-X>@
zy(&eP!en;8$@iC$zc!Pq($+1^<N5%@ICDK;ddk5~b>;y^RA!RuVbbj}SJxs43H9cY
zm(t36h7`^NqP6(M^Sig*R`1?k;U40Y?vwxd*zGq*c9&E8?L}*Ak3og|Gp@JZXBIsF
z#_ih|mfs?5``jVPqP*cp-oa4VBeU|e2Ys%$ZkQnuMV@7!4eS__syQE~&FFcjDXdi$
zt>YMW#&W5i$xK?5yuQ|uZ?^N_pmwsf)UC#?RN5KNtj{JHrnae1!h)}SmLGPoHn2|m
za{n_Xbw&R<UoAnW&+VI(=6?&{a{i;jme0L^$=~{{v6M&V$G6T`u9}|A-|l|1yH)Pv
znE0v7sT6Kl9aX2E^ZwC@bc67iox_`<o3|fw`2Ki(EUI7pNjP6wYsjOKFDcpL$%Eqg
z7s8ihWb>HYG9WhI8Pa(w^j)qBoTZ%fnW@&7%W3`_P?>#Q8}Rk=iidgNeZ;xyRo}^5
z5AU-bCfs)Y=yUSGv|Kc6UO-~)NkwAlL-n+Ax4}o|*YfKJXB>F_6=(16K7yOr(vQ3^
zEHoCK@>-7n@;DWKjmO+Vw6Br3E;USSBUV%Dc7A!TPr<d^TjjUfUPoDq7D~%1iLdev
z(Q;NbSeX^n+`Mha*jKuc4dUC-k}O>;<zQw?9Am<|$!GkM9<DQQ#84HdMLpF1^e*bQ
z$bt6nG?8JCuaE1+^Q9N<T(2&_y(W@j`aO=ZT3Y(YYZQOt*t5^HE%6@t%0;`)Hxe6j
zEizlWd@LKY;D0$*^0q7W3Wr{p{OZ5aIAbw$_3MY(-ahI3o~<VO)&^z<u4b9p)#kTZ
z)g@w4#y&}+<pwE_8vCS8Z)2Z5Dkx2cKYE4Q7)3FJ=^Nb7Zg_wF>Y1m{_v!a0Qg>G0
z<FCy>F06VGZBVBz;hIt>RCtZ8;^A=!)^qeL+p{cPc*<R?FtL(rKSaecOH29nKmD+N
z<Bcw9`$79!rK)iHB|WN(Elj~j@ssdARiu+m<K3AOp5*BYIQ^-Y-^cR|h>?BuC*cQc
zSARr5PuI-aZnG9Pl?~@!<mnHO-!JTra%WxSF$o{^YArd({@|QWE~7L#p*O)bJO+;m
z*E!bDSG#%WU(E?U%`M;ddDuv0LU#DGmZT!`sZgBX-a_|VDz|HZw>WDjpQFQ_@VgR5
zWuck*bG(XAu7%c{e#om&2`h{D$!uk?uuAv}KhaIZD`D8H%va_^b%FwNC7wM}xEFlo
z>!ibP#J=<pw&i+0gMr;a-;#9M(}Ee-#4nFOT1dRe95Qj0$h}h$0^c>{-FX6WgIhIt
zF!Iz@pPsq}aNjEBx>O?5q$X6SuH$w6N%GE$ViJ8__5#l>!+zcJJD-%$kKLr|9&ZG`
zo-Ue64!PCuDndtnv+T(VY{sTdWYXlkc17p`g1ZXNFX<4oUG~^i&dh?-@lzsHddAIC
z>8kB$V^$JFNSV^>dg{iY$EKp5Dg1d)URt@82bJ0-3BL6acbPSFC^LC$czu^QGr#=J
ztAU6tj|zh~qILBg53F1ppD<KDcTIBr{N$m@3z1&0hiU&623-!SHBvV!dyiu%8BD5_
zT+Wqb$(t9B9zlsp7^c_;(axA9itm-8#`r0p7{2roHN1|J___J}ZRQubj8fg-@M{@*
zzbCl+Y}BIP#ICsh9m#*|-k*0>w}Se`dB~>C-!at2Z8s1PqsnSbf&O*X`04`w`tHXb
z<wdJpc6~I-zL@HnAG<T^Ltew>T94R6#INAgvb50sY0USpzdI^<xSTb{UbZe?nC7<}
zy1a26a+#>JAvd2gWtd|A+i=X$F@oN7FvQ=&O)opG*nswp!Ch50Ec^QP8zP3E5;)Q<
zQtsN`5T7iycU5Rj6sR&8KQ?>&>GoIY+esRIiLJl5ZB$f5p||F*Uzb2h@BFBcb{5@u
z59Q4o<jwmK#Vu44)$2NJ!E5DKHhZg1K;D9vk5BRXZ+VZd50v^7M3LXVKMWgZO^RnT
z*U1|z4f8q#=W~Wzi+_ctDtAcdd*?qvlTHzbu2XjRuoM51*B!;oV;ntI!i&R+?E$yX
z3l?)eF326w%*KldQh@leDQVl6__Z*9jo%l*o9nFfNx#|r=crEv{+`9Ii8wI@DP!_|
zEoux2^qN@$aA%fwLF_^oAKN1Bk*XNNjwT#8-geMqrA>jIDvpxJc*i7&lC;Lz)0$~k
z+1Zd(;7gb$DmjCw%lir_#aLTW?W<sAj1YCLAwhMC8C5}9YYd_Ui(wWi{f!90eq^m(
z&{Z%6=Ia~@4(r)T2lMO)poIP&8xth`V5o=9M7A7v#g=P<V%c)WQS>Ja7>PMKc*3Ad
z5ECZ&LzDof%xWPPOnbtGNp3;1!f2bx?z;qKKX=qtOodoyT(2Z1GImNBn!S~XPw%p4
z&3W2Rw|B(vAAyofz`cf_&^WyY%OPN_LNpFWAbxPy+Ac^C%#F#4aToTZbV|cBE;Yb)
zsM;y9H<m!Ks^xDq+wpjMDWNpHw}T~Wk<zLBKCHor$een{$JR7NLp&)76REu<ro9av
z5yEQJ=wSGoNpOE!r&PS80}RCyOk^X+&XQv^$+^8U7+BD`*uq!tLt{eF(sQ^obvrM%
zvr7QZLcIV7UkmuuT_{P(Vl;OdaF;Z2STc~vhF(1r(|)^^4wjx0!a^L#aUSgfM7F)}
zJLziaS&S%1LAJ>7aw%`1pd>RY2iU2_oWcGM7p<L%ISl~F3N-0pastl9IuWx%*v}Vu
z_a7NY$xV^pXcn<7Yj9(!0Xay_nHaQSD;>`QOkn@c#7K02u;VwqrE>EvI_M(jh+Tg*
z%-blZSTI**1taz*gk%7^+)R!2j!_kbYE6;9Xzu+uGA3{?{e>q`q3=X-1IIO6NbvN(
zXJR#gDuU=Ea(}(^OEybj0lLEoAY}@OIslO33L>%<{RDJko+86FVQ@eTJpjby*e$kN
zSdy<ID~z)rh|m1)l?SM**c=g(==j4lu-G^IR6L(m=Oye5sl7XdXep!scK_BFNetf-
zgqH_PL7fHoJ?4PUWjyROSRKxF&ozh@!_yVV=FD=IAiVGk-Nv>!NQ8ss4^^qLmd!$J
zEHSv}aG@pA_cJ#=kQhlB2(Dr)BsDf`&KYhF{E=x^pF4CW-HgG>XP+3ilLYq}Fw9Hc
z@TQ_mP~CRMLq=nQs1y+8A);AhY%G@$v3S^1r@REPi$;njN--u!WP#~W+89K!ZIcRS
zk#dgPT7w!yajo?1Ob>fn_;rO{T7ct^Mru-adWezZg|#co%-9j@eK|}wpmS|}gr2<R
ziy&^y+pZqAy&huPzyTHxhDjAA93_z6iD+k^vta{vjZwzII--cn%TuxVt6zG;P-Wu#
zVwj=uI3c#FKpjk2ix4t!EzoK~2<!F5ULKPk024uETqfy(*uZKSX~0HJj7x#269b4E
zd#+mqLd7jVEf5u?XlKMmw!i|B%`i4JhV&x>7np><c7eBEC6X<W??kMTWn3;gdAkdM
zb4HCj9nM9?Vnop1bw=?$>q5e(s9B5&l)KK=EEiDIYYPSv33xbI0sy!npuNV3;JGV@
zsw!@$#&XO#H#<r#!tv*TF79_A8}BvA@N)*Nf|O7S{vMRy0OY^|)dgJxv^{TjX7&FE
zxr*%p5`(RA4_>eRDwqf391Q!5i;5EIq)0<5!_76WPq`3Fp3aHLUf{xZ1;T+fSW1PH
zyNJm<T?d<i;o6BpLTt6EF#wp#`%h8mAf%YA%=7#JRN)*FPIu>&5!LqYC5(+F9*B)a
zn$-a|me;rmILj-X^5dd_eX(7x06L6|6*>&nQ#@~kDk*MH0gGnm-21T12E+)6x}Q!A
zab;DXH9RFAkRSu(xC%Y32vm>pZFK>x)e;X}=NEvP$cY#xxmoBdDO{n2ev1Xj2x|b;
za&ch-aO6*5Ujo>#x`@!uxIP&;9Yu~?woVH`z(={vhSdW?Q0O1jxIHi37zJA*8MeQ>
z7%W2#=DLY+HD^m%<8}nFQgP6p1nvp|ykice8)qc}0vs#`FrL5ASy3qc?k+(?YA?O{
zP-&J%Y=NOaL0FJt6^J#K)gw5aJ^)0|hbTedMszX;3IItN#NTf#Cdjht&1(4y$BdE$
z5)6WJm5;563Yzm(E1^qGuN@+vQnEJ(VFt4IYrsid!AN1JpTw7VpIt5oDC>&;oa{a$
zY7Bp>iAgQCkTq-<1pJqN;io{p6;l*@tgTpQ!8sR}LdrRznPx5)-!``gw>@?bqHg5d
zH$ti6u<$KPq>1GG>EkaII+*7~VVJ1XWe_(uLXZV+djP%@CH}3-81z*RMUD9jJdBWU
zd#NYuS%4W&*8r=|_hm}#Qz_@yV2XV&6ml6Gvopqrp$w!099jVZEkSipFU`pTv9j28
zK;3w7_l?k(!dUagwqTuRKOhy$pjqI~S9ao;aH{g^j94!q?K$@^(*$lrz}ZpxwQ*{?
zgr-ldlJF^KroflY)EAMdr?vXHNRU<Xagi`U6RxYJ43`W`P}2qR18Fq<17Zix<wP0y
z5_}0TuJ#hSf0`NOPgoj0-v{3Tac{EdfhfT8K&)9_#=OqaFAzph0wsdG(l{ObOcmg_
z73(gn%?3OpL2UgwqJqr8ot3t-RQFS*z|aKJ0VbLkBY08z#Zdx{I)I5Rx>~brwe5@;
z8mt0fq}*RXOPW=CR{ve9)0J#Z7#C(z2>Z`m1j_19Bbb6u20>XZ+i5U#*Z{!NT8ijH
zIM<mz;X(;&>|0>7c8>-d_dj+HKoGj1X%>K#Vrc?iyNZnihZ@6$P&Z>WSz$?QJU&Io
ztUA-$Kw|;BwwdwOc}aVg6Qv((UNL{_AgBYUD{!9`Mo9ocZC{LFMe&iJ&dLMEC5S=g
z(uGhAuxGO&Kr(d~Ms%e=geQ>u8_R%tBd1Sz29)z!?SaNea9gTcqo`{-_e7k|*=Hw#
z-bRyEsB4)nu$QONx9f=7-+(}Y2IQ#L`!b}_Ej_5$)ag%mhUXNz0&*EFv0-zkJOD3$
z0>Zb4wU$mW4KGB%zXsz?8}AwendcG)8Za-<g5A8{C}a3PDQErzA_ygs>-!(8zc%HL
z@IrnsOJmRN#?Sh5lt9obgP;Lz#xsqSvqC`kW4lj?BSyaRwP!_B$QA~!aUBri!0RH7
zOnM-0z`HwOQuooe`>ebJ3y>;mFTpl|%%7uOF6MLvz}e}-39oQ~!PIg+X9sxQ_G87y
z&)*{edkMFyo2GyZE7w%5Uw}OP9g7cy3UF>+@&D-azYELGh#b%C0ehn_P^p>^OEh(U
z)rtutzGnHxv07d@*bnN+g8d`l!xs<a!2nbVgdi;VrO<bbZB0&M=ng>)I?su<0{3}J
z1LbId6$#k5JM{t(PNV|59Jk7fOHFNwzFPq>0BqHR^V?sv2^w-38$rot(43?&ab<Wf
z0Y`%8=$<}B3B}_?;F=$z)G(F-WKk!kRiM7VTcbp66-V)4<N{$X(fCk%)FKAjeRQzZ
z2(MjU=EA<9n^h5BxZKW$J;4(_A6tU&`!iq~2(+C#Z3niec*FKHY5+pO8}b-54x8MJ
zt8>9|#e)y*8kvlv*v3nY+rOp(w$#!AMOi<JAiDc_2#A|0Aa2@eHl=&dkiCtM9$Nz8
zy0%Y92k*D}*e8G~fLp>224Enm0Kx_70pV?6!V<KjuTiGixvQ*xH;NI6NCE#ZzO0xA
zphgP~F4JLCrlwUGff@r`lGRhnt)9KDJ5da1mgXp?*>|o)pm`BQFVkRSY^NLP1FrxL
za?wH5OR&~D(7>>w*Wd~IP;UcJ-njtwd(KQF?W|DqVX|gXf6=U7`<pcgDjf$(2a6rv
z<j4L6u?X*iGcIhRMZ|*HPvkH|1Z@pe(HeT}FSMH|IRW>7wTAOzW$7%?I<ZTbUG1d>
z+B&F#!^;R>Ru*SeV=BC8t=HRU&9554iMm-VxM3T<z=X)(H=d(Bq7hlRd_*Hg0!>TO
zV7)3O8L|81E>5hsu8<byxs{~`=B<_GCE#;e1PG=00r6l??xG`<udLwTVmY#QA&DRI
zVLgD5z&@?40FwV^pfG~!$jA6XbO7=L!U%QODm`U@?hb%$D|eXPTuWgu3x>H;@-kMT
zQj!}>dy(QME<WZuva(dem_rClVa13LR9wy%-%FTUAnrlbo6?5uteevMQ8IuFdWsP@
zd{iqdc(F1d=ogZer2wXwaC#Y~vkaspnj@vBZMs@O9!I6iH4_eeW?$}5JDd#_I(M&e
zz^CLcvW)=XJ)j=YVfCbh;(`1dfXasuo<`$|+;DO?;4UMm&LvFF@Jn#l4(|LmE0VW=
zN?2B_M}-;4r-U#R^@k`i%>R^r`Rp8M_}Z0=2FnU)S-{t`S%CE3pCIN$1yoT<J)nvX
z6a!V12dJW0ci@pD_X_AHki!@6AD~O$Y5|(}m1E;5NnkQDM}jpU)B;4ctN-U&Bmgw;
z;jfmP1+fvpBdJaQ6oldfj<CeyR^h6_=VIC~(QT|bh}TeIZRUP|pw;YG#YBJw^+AC=
zvyH-n%noN`g_bYFfD^AzvM-4U4lX(;fhmiOMVv03C5QmElOLNqm;P8tswnN~?@?Ez
z!#L^XU^<Iedv~PBOE!NB!L(-UpFjq@NC8vSwMOl%K;^mtln;Np;WcBgcHrRx@{nCm
z2de>v{Q&5Aovr}AjB&RdGivJsqtvd`Q_3~cK6Lac$~o?=2VE~i+_|CCcT~Xzc8`^$
zCy2&YFc1`C-7mLSbsf;ib|RasmTVc?t(UZDov!bD(>TfQd(%2e?{CpMN$f+ZYB|A`
zUEVa>)=LdkLbCfBu?bh^MD{bN7G?MEQ`K^TUv=@()Ubm~x|V5W83=x{stlk<OEOfJ
z?9D47*hH#hE_??S3oE$1D~<*svHvtSpGHu0UoSR+9_UQuV=dXi&0XfSHC%XpK)0xx
zt}$9|%OxJFBDsA~tj-O9Q0^M|Q<o4sIJc{a72MLrb*25mk|lk+*^)V}lgz$5jg#1Z
z4vo{z{Tx~+$$bv0@XG{_Sbr{XYS$JmDIU<R({3r13g*02*R@5naBIJTiY4<gskG%w
zVOJdOg42=+)t>OaRctbno#%Q0Hk_u1c2_Q-qf3qx{IN@p4cyu##{rJ-YP$@wT*5?>
z7-(fX(>tt}Y%jN4EZNexJ1oUg)m{UK$J$;Y+=#Vh0GTW)Q|*cD+r>Id0#MO008jxc
zI09$4w`ieRfIbW6fIfRN0Z*2qFZ9W$T@c-8jWyqKXs?YS(n6EFsA-^809XsoOWjmL
z!oc3*bwELuYvA`?bXPzQOK}%yv0k9{{sJvM04=2B5`+q=zx0|4`EaR>N=Rm3AvS>l
z(C!%x;7AidJCNDZ1XVgG081}@yUkKW?9>&I(Gqj)qQw3Vm5}6qL@cnbyA(*}e+~Sy
z>p8%^{mGIkl|LJ}uB+@=79si+7MsomjsYYJitk^cV&TMVQL(V$#Q{e~)phmI_^|?x
zRHUilYQDdeNQLGEkPD_ki0nJWu3Z7JdrhT!5n?A-0Nfq|Ar_F_b(0n$w|^s+>vFr@
zl1=Q?<*5I<ylMT|!G&GPG`p<euU$<H?FLInR7JA;mtq&?_KjlEtj)LfbE*6}@wZ}|
zE=M(Xl`+dYT?aJN5#FbW)sfm4j@1zdLQLltfLaa%$a;x`iiI67M#aK~r-}vQp}C9w
zBC<nb$;JR`&bNRV1AJWERdf}Iu__uM{3~dI@OQr;dQMe)6(0<QKRyUh4$!fI3g)yF
zN(IveU_(j)u)!Vy+QIHFF;T%B0iQZc13vY?z|H?kyCFcHqtS|=y|@6Hzy-j!QL$Xb
zM_vGTBR1i3RO%rTNp>bdHzVfv&LE5DTU>ZYrHaDRqP;Io;gefyzQ^vWBkBo)5_n_x
zJ^x?jTSsP)RXqOL*wnp>`Ue@a(m26Kezm`Z{tKcrgxbH=yn#FTZ@c1`Wo3}0A)>0k
zkOT7Hjq{sz_utArSZRB7>S~x~wQ7D1^5KT_f4@{KgSZTL%lmVrgESxQ{`bp$I9NUA
z$oXyCS5g&jwVM226zvxBhI8LpZGS8<n=1tNYF&x8tHP78N4wp?vTZ%7D##L;b;e)p
zJqPx-9+MxPMof}}9hhGLQ@)F-(FH{!KoJRW4)VV^-2<Ffy*Pat5OH#G&>o;{5dvn5
z{lFga3HcF(;$rsmj4YX>e=!vXrYsloy8&%LuK<1tb%3Vw06)QD;Ec<~@=IXZ-yI;*
zypVkFV(-F$5?}^V+9C@%Fkft5zF5D|Ap<zW{{t9k04r%18h-^=sxN4`ftAi=fL-r}
z*0%uR|1$sq1IaHW^6;v`1wlSQkOeST&jkh#F9vUc!Ptek3(5+>MjQ=5i1-BvIr#$2
zIxf__KtmGPtBXA%tIE0q>vb8xk|JQI`i0DTU@(IMj;I6F1p~kU0t|dE6g<D+O%L$C
zKuo;|AZ7ptGyP|a-&gf6BwgUA0t{pUte$HEgj^RuUjYV|&w%p}E@&?BI=Rq|@nUv?
zQ2hm46@UosLL|Q(cz&T}4!~UKDRE69SL>Q(NqvHp%Azn%L0rxVrzeg!#@!NMK0C<p
z(Zh+0SBR=J_i2cy8{n+OPmF{7#hsH^?udu$)(K^z-!>1pXAr0}(?w3@GfzZL*~R^J
zaS`IRdN?z2WXj5O6Q`7w*CvScl_w^$MnT${cTEtlR;<N)MV=(AWS9sht&mK1Q&+q*
z_~9$ECcr<_TU=LQ;^df>XC~SyE72w-nm+qC?Sg$(Z`!Z+$%#RDGP%ScBAIJq5YEix
zjDmDG_Do3;b&kG3lSvVXcxHlVi%w>w*r}a3ooEX~Ch<+wa2g?fMd(cwV_!l>J4;`Y
zFoYp<N({o0X)AjATwG2c=PE8|fQu4G>jmA;{Qt0*Lxe1LN+&L)k8=^<)5l4gEWBJf
zGI4sn^40{((>L&@ox6{rrP^67Xk#wSZMg~VXY_5F`iOzBFz9a1!KKdE=49zE_WSyD
zChkQUVZ@?!Bhtxvw3@s>?m<kD5jfmw+&n30ayGp&ZQFHYKV0RX)Xx6i*zthTad|iw
z$BFp_ny=+ucJ?7h?{>~6S4w+IrNoKE0k8V(Mu^{$rtRcCFV)1Tsh#t?W4{t!RxcWH
z$(L%hTGUBPy5E`F5-L^Lc&bJ&fGUlAm9DtDa%{32vyuj&9waI5-qLr_$<jY5w?3VZ
zFy6ZPG2)aZWc_BE?c7ZA<GriDCETBKd9~B7Wcftv*wjp0>i7qbT!+x-a?nRF9cB1;
zYE=}j6x+FfD6y!j+nT!>cO=0?JhbSx|7S%jlNSoLm>V-gvNoN)yrl8ik?%#8-Hq)I
zg6GM@2wFAjTJa;<^=WgYa2eNV@#5Q>|MXS*CY>`{|HAH*r5+&dkE;I3H^j|NTn}}|
z-c02gML45>e{uiI|G5)(mK?9uGk1f&m_wTWUf!x-OwzQI?r>L4u(jB$W<C+0tf)mf
z!EN&+Eyafe<a%XdZJGbg$d{d`ijU$ns1IIv^8{}_c~F~Y**+fbcPVJ(ZC>afkHUqY
zEY_#L7<r4@DqXtcNxLfI#ND`~g9nQfX3>i7o-_N&MbU}jl_{N*Mzy^AFLe7RN3~Df
z)nErTi#sO|iJb)-pOHP#pTsh(mZO-{4R^1jqj5`K?8opbsg!hN-<ae4#6!9*&luwj
z(eAHqawwi@?{eNvmtC(d)xO|>;J@1Vt>p(l$co?20tPG*Khwja+25YM7`8g{@m-+S
z!7LB0N|EVAXN3B=L|SfUwuzjYiH95Gj!br6t|Vtf31r5-iQ>tO6mC(>q<#}cn^_x_
z#f6tqX(&ku*x#c<x{9+H0(aA2H^?Ea4Rke{gmca&SDj%`h$OvE&c3aTD8>`H**4NA
z6YZQ;*&@R_+1WPj)AfTR6GYKYM`t~7q5lBsK@Ygyo&I`7bgt^NkwmeJyA}8tb_nqY
zZW53tY7KC87U2+%GlKjX;frdd@+x%io%4fLkIbG!4*P=G5J#iQtn|WImh2ISNW0Ee
zI@}D<+?3K1K^mHz3Q~OjcWsIA&GS{`%JiC&Uo!3<(QzL-<vMLQ?U!1#i3EYNWB51t
z`1_=KHtE|OZ4Zt()-sP6{HAQTC(z-4{L?<GY3y@B2Ba$v5YtI}ha44$9JALA=lE_*
zyVlj8gqEiAtD)Zuvf6%qlqNyDk=VU@o1t}!>s=<b(H#pz$><*flD3NvjmLw&hpP_F
z?#|Kl7L~JC%$=9i;zOAVyKBqHVils6(d7kt2BqS?vMJsvj+NfR(mK{Ary99#1mD&O
zySVnlZ)56<qetCMeWtqGdRh9&56!U!k>aZjStjlUv4<7pLk^)$&)g?wf@5gn=M*Jn
z8C|42=EmwTY({6(xJ87*o=1J>o(&ORv@?GcjI0Q6++5T8Q}w$1B<t=tGB{l$@x$JE
z3zX!3eD4hM)wYo}wIm{R0`2WnF2nA-Wm<1w{PEW>%b-M9Kl&#9J34vVrYzUgmHJNg
z4<CAlIliGoq;pmbTLcl=54TTk&y-sa#UfHlA@|>*?-R{-a6!M#EPlLjU$Qkk^l-2+
z8w~m-W)frL6Le`;`r{emO$E$2r0-0Bx146TGy=y&B<LUC;pE~lK4ggKxA$Nj*0Hw8
z8}F;p*SNy=Fxba%S&QxDcm16QPOAH}SqUraS(vDbjejqi@Ng5;vYff+iB+n32%AR#
z_}lVShi9#cn~I0^KD_w+zH9%K61Cj-7JbEE%>QG#J9aNJ9cjP$givNw`i7!f^7<?y
z<sN+qlNpUh_T~0XI?h<J+_<gx8%CS;-QC7M|HZ8}^G7vt(a|-8$=9QuPs26uPj(Z`
z$GKZxuSm?0EjeL_ox+&W2=}G<PdlaXq@e@5g5w!nRYm2KM3L1`<6HHcA8(`qanv=L
zQ2zT~!MnA-dy-!jZtsuZ(&&!3FAeIWTtFt(O2&|ZU)3PHS78b|ihYA*wyf+>iqrHg
zGpdcV4~60kyi7&ET<(r*y+r<mF8*;oOo93u|Eo3Deoo>Q$}l24GPkhOkIqTC-rBl@
z!lOVa|A}uk2BPB<%pt#)6Pej1tt2=VSZvtLCs_})vablXhyAzN{e<j6subzBRV1@X
z7@a-;z5HWu5H>UjYZ&f2u-Qe{un0a{A2C<RJt&Bsr=K-N6(!wgsjpQlh}C>s>+`5n
z&mW$(c#4Ps=PT}~JUV^B5g2LxgD3NFm3k2idRj&d?`IKM8*bwJbYLsxoNLWAjQpeA
z*-U<(LvCs#_=}VLmq_XF`CZ<lrear$@`Rb|3NTScMkozl$;i_+%9VpG1+s%vFGP6t
z2q)BQ|G7zt7%_JaE^6QU{_}k3u3&GZ<0XTEjhBtQd-{p=K~@Zcd(Nw4Z>Fm&sG;v1
zP6Qb7&IeBhQJIv;6K*`AElOpHD|#S$!Q+EAOmfk;D;&*sK<r%ZOgk}m+qeCyv2fHo
z0^TFY0FC%{Sfs@dbYF;*-n|*q@De7!3e=MLbGs!*rFuhj4NIex5Of`95Ovd%RnE#C
z_{`4LlJ#-a?<&4&k)yW9cEv%~(cTK!?;oAtb4}iGdT%XftQ0#la4Tu1X<!OQts?hT
zKHvF-sj20;Lc^&P!-4(H$ow?Ow{Sb}$i3|1iDXDst>9}L36F+<QvOFdrr#!Z9%kEE
zcA9irY8|GuWB8hu4{p|-V8<hSU#C`3_kz+Y+D+vV?<_s5up!${n7$q0vzEi@XbiYt
zlkz%rReK7Y7fw}8IE)_bf7bcWrlvi|PW?bzZrPKh+L=}ny4c8TDdSv%RU%ZTFK^^T
zwx?7Go-|B=6<8ZqZtE0dL;i8U*BWQcDBM?`ZcophA&iO5{R>~v_k{xOB8XP-C=@ib
z^tomz&W1%ruc`r3JrU9{@tNJTstf`Kl_|HTR#bF)Y9ZD+QW^xN!FFwi{FY|$-`H%p
zqv5vETp6gwq(b?*@#(jJYJ88~%pO{x&06ohisdM*V6L8#4Zj}2^Vk-WH;I?8;WyaO
zP^no*dHtoqjDA-fEIF*0uaqc^?FpI)oH**{yH<AK-Pg3$XM6qL2Q%0jW0dHLGpMM_
zJtB+UMc}^MN@vK&a7V?ld~F?J%hOAkzYYAnET2lpt9kP%v@zYyN(rwGQ7(d<=@nyN
z<Zn2?w_e*Ic#_!CvD3Xhc>h;eOaF?YPo>y~hosdnk)5R9k)103tzD;<Vgplq^<Vy5
zJt)FPk)C-aN8KeVhJXrzAIinzgs1+#x@5&t<MeT3QFE~-TnBOMp4i!2#Dn1`_x`46
zrmqj*d@k^x8lCAN%yO}+@yy%`Ah2M&OwCJT*)w;-R+=+^-bUS>b4d>z>v%Nx<zUy6
z1=6ZLa=7oZcPfSHLB37TV>yWWwx}gEWJ-&!9`-7U3Xy${FT+N1s=9b-+hs_vl=$tQ
zt}kEvWxP}OM^<Q~azW&SYUul@^_%cdRf_WmqnZipH~y9Z-*8&+w&L{P^q_FmB`{;h
zR^RaIKyPDxXfv#TFSWi35@V7OA<tnYR*Guh5)?-QgPK4)AM6QAzUSW~L8g3U8_**m
z4Aw1BLX_9CNkSjA$~`NLsC2fu&W5yx_7ZTPP|MOX`tS-{7Y*sDk^9r3G0xn%9`mr!
zz>##vwhgb95|oEd7?bc{)6MsmMUZEN6S?kgF_Y)j6n(toJv?-u68!s~3X*(~13g+n
zBd3tPI9VOOXIiJ~+^6cN4Ew>1p0B`=bOMU9d0|G05ED*5c19EOIWzi+12*n<0xoY7
zRQXo~1($dKHn(;6u<(Lbag*#1auV$CntV!-8%Gw2UnNiW4<c_`liyiz656b_98KO^
zOgS}<)YDc)or`QDKM!|pWWBxO=9{fB@fJ2`++mD9cfARHTRXQF81+vm;B;rA4Rk7#
zf={ijwfJK#tusae&8LGt>wN?fTw~{U7K1gXpCA0~SRm#icm2-}#wnR#!)6q)PSsC$
z2@qMtKl1W)(aqhXb+q~kJ*j<97=JJkIZsgkr?`oB-+N9<`Li`zG;rKPfLQG%>xA!~
zY@@?Zp1}|^1H=|z<jLt`zcN=)N7)`!<venN7%}iiE#Pl%<e%M$fe|$g^0R>}tEAm2
z`-lKq_Px`Sf3Wq40nB3!^0`ee`N_&GbC*T!(~kiiWeJ&=>#o;T@#bv1*go-CazH%n
zn}Qv;V*Z_aDEqnD&N<wZYiO>ie*;$&6`EPbl2XdC=k2|{zfa`EwPnxdo<)JQm<N&W
zdb2-_m((IU4l8@{_#Ig*`4GMQAI7&wb?@oWV@E@UP{vWMtU|TBWmvY{Va)PM1p=er
z)XO0hToRR<p4z6>+dGX0*tS373L}ACS(4v$?ruew-Cl}m`q?xQvG^o2ZuL@FggptK
zw=ZP=ur`O|*VxH-nrhjh(2i=Z=seZ^AtjX)vvY&Mq>>2;v436`sg#P%-mBF;sL?;#
zrixU@j%c6$v786doY2h?K82H&kdY$Gs^tsIc%thqaD~0yZ0e%*$5;GesAarBH^(gt
z-+F9Y(u!-#=1p$omB^<A?RTOniyLhom4oIk%T0^-ESJMck~M0l@^e$zt+@>dA#7no
zOPjePI(AE^D8h+6iajb?QL!hFjxLj3&|5kV9jKK?dvfB(Ub5Wj8QQOtlqFtGwwUgo
zf@MA>x+k=f*vqQP;-0nS?e;H6MFN6TuzNlSf^vK9p)Oe5*1dG>1HmiIGvILhAIZ+*
z9pqJpbgbS%{YR($d0$Ss^4o`JWG+^@VMkWElB=)5JYP955=t3A%zJDE<)VL%fIUq|
zQgXb*9jw|xO+yC}e>sI}<zy1~gQ7j}QaLz3*bT<3*2<}y#=lKh`630r`*O?Na+}6`
zs<-DYVl}_}xBYT%8AGGgyLXztw%Q)ij-Eu7^y5_jjx-p%zf4w>%A2Nl%%4q1>?TxJ
z<FabwoSm{YeM9Z{jF(kKUo$>k<-Fm(^djggYS_WJzd=Z!x<VQxGv!x8SH6dtj`bXU
zv8w(3*X-YQMgMwoDLiuGTv@cK9@58q)_sTW{BoM=p8rWFRGxT*Y*;WpdR9f}x$`!|
zj;V^S#JI;qCeb_YNc-cDUq>Y-G>_`pmvI_Xn<}X_YsRr*Oke*CJ8AotOssv`wnd<6
zwM$hf_)-_mK2go?5mtDUa*S~**IVVr@nW5Q$9d}jA;X}pJ^K4uD0)Yp`Fh&&*3_X*
z^^=LZj5T$lnu=ha&I-hD+$3*}>Sv3i75l;5$dF*~Unax>|HC%VACQWNP-4mC3A^LO
zCcZLb&t`5zVsWRr>T^v+xP(`q&aUCqSkWT=JO7ke#t^<HJc;`Sc81vx>lkj8tix3j
zs1-e6-05Vw*K6OA-qiYnp@@8^isV)0X;vk28y^u-!7`6qd}QB&cGl<!ayiKPn-5wj
zsw0MRYu}5uFRb14tC)gmdxs*Y9{(i`3*>iyCq+!1ZlVcGxZcMvR=89H#EN)yQ`<eO
zo6a@U)uTFe%GQiO@9tSF!gnom8@t<(>*-03aHJq<WI0OFg9d-o#m9a~l`CQN6xPvu
z`tMNQs#c|S=wH5j!q`#zy!>JmK@47C8TvgcxR;JqgIR!~u$=|GUM+Y}zrvwHebJ%i
z@5_Jr)RU0~{@M-0y@WQ6L32{-Xu~5?2f`>8XmDWuc-HDdHrm|%&kavKBNmKhqM<TP
zA=~m^8(SZhaJ7CNwWlYcbl=V##lLC1Z2H69XD4H8Kd+PBXvdy-u&2K@huiDf>Ohm<
zX_0~KwslI7>m_cE?z%*gxMqx|BA4SwPZwqXjqYSdbcCmDY422U<e3?rS*-<}p@`M0
z1+mGdlxG}gUia0(V$I+0tiK#ro&Hg}9K<aYaOK&1edy<9=250%<`%D%S(I^er&3U1
zuNwD=26K{j45)BnleBdgm!!OlcCS7{)P~C-zeGhp6&RRmY7ug_kKaGn5&N@=w*$Re
zAfJBSg39eL{c=g7TMWLm%TytFtMIye4c(rW<*%2Rll2T6ZCkpUNQHuy-Qkm#EkPaw
z$8i5<`x?fjEtt2glx5g|!9uXAXe}Y3Z3&%YCjTnJx_Eg;R@eu^^e(l00Nw+t-AP}q
z>7!J?Yg^SE>MvmOITD&}1l@LA^M*QnVYVZJuYLQI)3nJ=+pE(sF;U!)^}jZpu3j}y
zsP|=xK-8i&!0-AD(34)1BM19~_qQRP$+psKf4BTbq1yXhyh6lzt?^`}af(;fQI5LX
z(m?L)$eDRl!_!k##?#X=lsDTrZd5FH)w07p$&Dzj^UdxV@%f6E^OUob1GSS@gyc7s
zrZlaSu>E_D!U`vj$8+{9lhb{w>+SKMk)T6FK1?(6S9(87e2DAm*Im!sIycZaM+uKN
zPw}>&`N{Avg(P&bcEcfPXSRK)d;EE8no@A5!+Po0kD%6Ze+qH*pr&Jv_j>XgX=Yi}
zx3y8nGf(HIQqiV3dhvTfTXoz=cj>V#LG`sGI<2XNzZ+~-<gn0{VdmW`v2T48s>DiJ
z+}9xsWU!CRr<A*4#)8PVI^@*{yX1h4e+|dG{Sz&Mq#Gq@oi~%Kfghf5j#cxQgT6Y{
zLz>9!c}E6$>JE8qOh(W@=^n=_nm1(^yVL%>4H$=32zg8@eQ&adkg6Q05`0Ed*X4s)
zCuCSdw)P?r=?K@*wbmcNmlLZSpJdt<I$U8nc$9HX7LA8{8aXS-u{@@gmMub@%fPFW
z9Pga78v7KOi9Y4vliYeMa>%T+je7NUCH&uA=rm6>gVuHkLvW-NdZ+bZq)F>v_id*s
z<T}HL|Hac+$2IwV@e@)aAR-_g64HW%<fNqqBm@aTN*YGT08u0ak<Nig38O=Ds7MNo
zZYCWgq}kZ^{Py|&ey`s@d+m8{oO9pzoO9zj_uN-OBhbCW@BVv-%&#pXH^i`!$z^uP
zHwC~BTh<Jw9(%d!APJ0D)Rv-a5&rlpRdmYNZbt786XX}#y-%fY!+h*~jw60W_}7bU
z+l(u0o8is=2@NjFyta6UK*4FZ)|h5Ll@7jkqjWU~?L#TM`<409SZ6;S=*TF-Q{80S
zx)ff!N%^ka%B8v1mQGXpFEOe>&nl}?wQ;0|ST8L;-u+@90a0tL<eV9Ge@S|w!S!Xn
zpDo+DwaK(r9`U@Pk<N7{vI2FbaLonkp6QVOI?Dlm{_8g46F&KUcts`>Fc>RjLYVk|
zm8hJW<)d}Z7-U%aI|k51Zv(cbPyhu}0^}@p_+&U|yd#5uIdZZb%A{<3m+E^ld-xU{
zpnMo$blC{5!6j~YL2sYN`3W1IYPWA=jZs5fd;$6|2ASzczmpSl6v8h_;%M2i5-Z3r
ze4ts&2Zx$R0456ksJ=^qY3D&f4`Vg^nNiX^h6AgV39DJl$6$tW4^l;A3A+PUYH+$&
zCzbTI(_c{Wi}pBUD-<g!{qsiKqIsDbcW-d|#a8aJBBFJ001{^B+odO`z!-_v!r)Vy
zf1bk>&3|5Xg3^;49-9bfETql_o0l#*@h6S!Ka-V}h<KMW5-&GVA5wJ!(`k0?;yyP^
zSwAtaT|a3!-LrqGMN#s$>Gw>~o6cIK&G8)43ho|hwvIW-XS+HDwKk8RFZ%yD!yhT6
z%zDFV$q!<@t_8nbOVl8pjYqzqlx*P~!!miwMIURBUTuXn7M&8km&&!O;h<$M8~F06
zRBvDiglVx@;&`qwLiyuCFFtqHJJABWjA|9MdlP}XsI=&+wOeWX`*TL3HuU%Ud08&%
z>e|lBvkGO<Ra<fdd2w(YI;r`x>z}pqW*=lTbQ0^ndk&cSbnRkTKNJk&Vo?SLwNIA#
zE*yO)3BDG2JML~vH_j(JSENr$sjak^|Hbs93>@vw&O;|<Y-eU^S0<ci^J<EZ^g`)i
z<=tH*)yqrF=AE}BqDoUPoiZb<bFDGMg;NvW7t@wT%a<{=sLG&!=11GG2`*U^E3sJf
zw^Qc+>E^#MYv)skV;!~S-G5OS7b9;JG-7cG<X=;Uf*x@L;B~Z=<PFh)Sa64$_AE$!
z?(;_F_70{8(OP3%qxFeS>wN{S9|(Y~SO7|=cbYK2M-bm~TCE_D+?&&z71TTf7DxW5
zO4MzSK~wcIJJ2p3%_(@H-PPY9J#Q}&fSo7D6koxFcG*kBcF{##UA>^qv>K0lAsm_G
zP+6ngR+@Q!ybt|79C1Fz6`r&*YV8?HYen<UoUPEz$|h9C`+Q4f0Cb(z2IsPGOTo`W
zGMEAEOa~16D7S(idBt=x##v}V68g4O)=w{BZ$$Kb>rp~!wet7U(esmiXyb7B`IvI&
zba|L+m1O7ikZtw!!<jvA)z0a-FdpDm*vtrMoj|zm&=#vc#<kc78YYd0a9YM=AJwrY
z-*_h%U0OXBec<QipdB+@xTPHvM!K77-($eq51n!$lxyEa>>bIeRl&vHn&)}HhM9|P
z!Z_idTdacatKdaL7DhmDmF*G;CirwLmyLjUiYdSz!GYe6-@d|)$wig6`vD$Z#D|cY
zwM@+4n{O)ny%7J#zLiIu8yT(aX{_v-96~i*n>U35@a0XcVA6{*3A01=0n5=TZc3h6
z770hQ$RfF5-4A#{a{(pVbQgt`DkG79b%Tw1f7s8qn`8w7Kf`$0_m%0vg%Qd3bTe)J
zVGI-K2JB3uJ<4>p5gmAU(C`vO!~6o?U6|A1K-Do2`pe{;*S+eJYQO4a2YHL`2olD6
z_(*;y)b67npg7BKirAbo38a#xc`gsnwu!MZ`7QoKg~tw)zL-=1<LW+14}vg{wLgT=
z*(KnVQ3?hSiFS7EGT3Gj-9c@vMq8nZU%8T=yTUfdz_X&@V=sr3I?r^rj-rj+uCM3r
z*x{BNhZ^A&{x%*l;^j<_Alp&GS;~XhE(fa1OPNIFtLq*IyKTUxYXqqEY(xW2U_6{;
z49Gg^45EPpt2!zGoO}yNoWsKN6acuEBOX4tjfOBnfy-F)@>6qE*iS6<e-dkLqyzvd
z*Ek2gu9SYeGP}9paHsnI^UON&x}sMH^X4eAD)G`;!1m<(O2e5+B<^TW*4mruE2g=V
z5+&v>wu*+w)vZY3gdzbKy6-@vNf&T>XA?ihnTryGinbS>XI=>^)wHr#oOR<ngBFlh
z5OHiu-}S$I=2H|@dBGl+Q*$!P%R0a!@qHyuFt$0>-GcEe=d&&N*Vj~=w!N(qW__!A
zqdoPi`(7rP)2AmcMlt>!WaAw=b`G=sF4F^(T-&oi%wG)Baqk?Sn2v&2xYhi^KieII
z+ib(DANMWyCjc+arvM9`rr`8GR(Xzq5{WO{kTH>&s>hL>%kYKtij{sJKUnxq{S4|y
zt>{T1R5w9F6ciBo(=qbf35E9I;fgt02mwt7HaSlxy$jIS678)oB83n2Ya!xs*r@>e
zSfB8sPteG!*ee>k*T*6fe~%TbAAPg~o{V6pfO_g7BX5;Gd64p+vh75oxTr0y(w3y{
ziNf(UwAQ04Sbj_U2x3ck6L=LJI*~zG+bMjr8<6^tbw5SD^JUPx+Y%AX{{o6cEIX&n
z{sr%DXs?&9`i%t3xBiV;bGo?Cxz6AEGpzGgVQBOzR9krrqHuy9+w_zLcAsp6#)1n0
z@ZVFYm!}+1jA>RH*#=Rgv4T%NWXaH-qK%0DKse2}K?fOVqo@mP`P$Dd&?e{l=4@P7
z|FF{xbz+uVN^lZ0aPjxkII$<A#OdNV3Zkdnm)OQpVX@pivbLG6acaldJDg8;TY^oT
zVU2%_Cz9i@R4{NF&M6_nw}~6ea_bvzh?96=TN5^Ldg_zns&WK`FwdUileM21yD)Et
z07=?A{^anWS1th(N)<{jpRgSp$05Lm-@!JHE3!ANbIX!|SgZ2>amXULyq9F{Slshm
z3DJG3(bdj>6|xwk_io!$@cEPU=QewxE3zFV9`L^=Onh&*kGXTg3TssO?Dh^q7T3_-
zD&E%^by#6*#&+?xC!NyHdg$P>|L2R)LCvg|=};XKV?EBMd$6o<+`~ELt2^DcQglfx
zxI4~gH2!Vl63W^g|E7PlqNXG1FzvQd?^-bnzr(v?Tdg7_-OXxS+Bb|A-mLr%?oz-I
zUv9T@o<!oqVCbU)K&8SL$T+3DXZcIqtK_=YnVx1N2?*{4h6b9e+AC-d;h6Uu>LDoJ
zluJ9$YYu6}Bc#@)-EKu7Ph#&S2sCg6oNHg&(S+Y#n?OQ;I~{m%W^F@Cd|x16oOS{p
z^T;mX%~1Z#_M+qVbvDE=^7J!ASfSMnKfkO70af1F<XTs%3l9*C1QE4feK!2FR^sfN
z2wG6<c-WSvh0g)?&tm;gh+WT_R^Bj-fqo$NE^<1j4|S^=xJE(NE^W25qhKiEs0L#2
zjBp6dqJcl&P%`G2Zo5xB>45RJp8mFkp40xr(Up?Njm$a8z33m{uc)_lL^Rx|MxfcT
z%CCdU!6_3N41d<YQs_DNoTmClR_nRAJkUdo!zTib6iG>OuG`Cz89|RDo@k)YReu`-
zIls0frq7fUYJ$^U{zR`k@j$!}b8`|TV}nP;CiCs)6;IF^hNIck@9kEMbL`$_M$Z@p
zyf&>K*GCQ6@wM7j=p8+UbaI@@%jfN)Tigq$_d@%da=LB3@xO<!;&<l=vxl+I$qP(t
zmt5(`mt5eer;*|05I~jUJ6_Hv0{HP_;T=lBwF|H>8#@AJ|3X3#oK^=vtUW#Gwjpn-
zt|4WxnI`XZ{M+m0BW;m$b_vxJ%!_@qBVSpac2LFlYr-z)c<RZp{-({*>#WCLgV_;L
z^4K=uVkmD#s4-nlU$Z6d5}qk68L&O3t50^Ey*JlgaDvw!;!b#u``J+wDBGo|jl+S<
z?4)um(jL_$7z8OC(4V9=79VuQ2H4=@l)P!BvA&8kbswd}>D-c~yN?BROspcRIe>^~
z=&~HqWQ*lrModF5*WEI=g7>CJWeQ2Y(^4JG1?Q3pCy_B48ku4^@oCq=C*Fcd<u1<H
z^I%p*Yg4Eof0l|<;}ht|&tK@KjmEbl;&&bGF;n=R8ly_S9shVbOcHcO7s_Qi|B18x
zZ#Ca)epT(`)mxo<U$(iEqiH$hEjYxE3aEx`#f5%M)-$8+MB|H)Avc;yVRmB1O?cd`
zjR_7zs%;YphI;$C8G7E0vj(0FB^)s~%A@iW6$lu7HMtYA#Y+gi5Z*D7j~q<<ymh)y
zmlX^JlC!awTky%|E%-<{zG`QV=@jX#0Ek^G0h<eE1z8LB_^{kj2-n49AOQbo8@`Pf
z>nKJaRYP~Nm#=*BiUnhkF&$UD`}Qf)|4tsjRC$Ut9l~B3>G<QVv8~(ii<whoTzPA<
z_c6MqI?OV>5oz&E?H#UL?Yo50ceC_=4}*j+t8QgPKA#cV%a4YCG8HNf+W5sa?<o>~
z>r9Eie$kv9HyAM=5Gh?{f5}3181|y{c~7MEnR;oA1HNLK8HBhQ2_`Q@tHb^x(aQN&
z6QUaK!h~TzcWh1dOO|So;ajN7_v~+_O5SEKVSls?2S(j))59MK`oV|B3^wVHahKA(
zvRLtWBkQ)6vGD4F(*T560;vIEw*J@*IfjLRIlv8ZE@$0uMWqTKh}q$|J7`&dAGNxD
z@jf$70a5QiL}m<Z3$kspyySek8T#E2(}X>I9uSEDXDnZ1R?5z(t&xhx8=*+L#47xT
zMhem>AoUve+%Yn$=Ordjq-GSy=F7ii)Ldvab4+ASVSZRDEc{;S)G%?Q9Wtnu0+taI
zh4WcuaML6EoBY19%0(I=bvajn!VgHmixiNqgx6}EXF(d&uiwUAP^Vw07vV4@YvcTW
zX^hY@kH%1l3dmmRwEUzyc=MlbXHFcF8UAdxg3~4*@dU6iV)z6fIS1oQIF<^fp#TTF
zWFYPvrz9SR3@IL)#iU+rW=dTtJI$UppFIvMqXJV0>|Q{E^CRvllS#0<?4CAjehmnb
zauxVvv~&BR&qyZr#K?6f#+m5+&_Au#>C60<ynZ9yOMeDT2@%Q(u|L)b#5y~Feew2s
z>9zFqJ`-YJYj){tYB%uSJu_q`Ll%$TK4n|p7L<T;vu2JlL4kss{rT6s8*ap6?+S?z
z-CxP6vS!RrQ=z{I?F$TSpB5Oxkcs*uK^!TsFSk$f=Ibew)z`3Jd(I!?<!28|z%vbR
zZjRjEyZ#FB+F{er>^2kMhg)=Ct>8vQCnf)_HG<ll`G-#bQkx8BbA(>pFteX&9PRP_
zN+ffF+E)*Ce9m}Xx4`n4NF_We;wf*?&aI38=0{%tR-a!IwF8f(BYqhH8m@Gj#UDww
zjV65MUkOm>lS=z6So8SsM!t@2<UZuTBTJnCH9Oo(5Vbd+Jkn;82|Kl%($C@5GMJ^{
zN=rw*$KsAmxxEYx$5c<#=@&{$=E9>}Ta_<qc6*jsJRI)$+CJt?4F=QAM>-6AMl*4~
zce-6h%UYI|qijo8Ap83|-09`oyAg}`M#oo?KM%Bd)OOI0i!W2AI7+ucm#v|o)dp|=
zV9@Gc=lCw@zx&ks_ZH}XB8~0^aow06E1%C_oo81e#UHvWkmCO~ZS3M=`%lDo+5-%0
z7BO?z@+&w~W{Hh7IJPUd)Oo9*bs18-m09~kv2PMsLsMe9a<kan@DfgVDj%RLH$m$e
z!gpx$<&GV?ixu<@s$`HeyRf;b#M+Hf%`t62R<#ZEN(~osSvuzwj!5aXzT|J53RB?p
z96SzI+B-xC^J(WTt*t*{vI0z))?fe61!1!*jm%yD{*&6;#`J({HnwF8WTc>J5Evif
zFK$(9_3C|l@_0x$M7%(g3s(rUQ2z2971XbKaQ<yHBp8=C+nPNiC~__qgYj}XFYrLr
zcn23=p4T$><GRjk*<t6kzrt~->lQ0OL4OvWpj->_J@{tW@*6Xo1;z~@qA^E=DGI7X
z)(V&~K2Y0V!&uPT0T@~sB*JqIWrzHMv3TE(4|w_lcr#%O3}F{hc6~D_JGgV`7yv~{
z>|bG@XZBw&s?kP=?VwE;myj1H%+kQ3(hAc2m~0F<foB2ZIM2xEpb+6DWQ!7;!*&(J
zXCFu&{aP9RMq=K?ppsV$=U3m7KaI*rWQ)pr%obJ2t-_;Ld}46OBh1e={@H;w{%A4p
z8M%K>6}WyIREb=>ggS1VX!uzc)W<-uz4cmd<x-$poly>f5_-25?)_O^C6y`?<)4o>
zXoHSD<yz!@)Wg}Iv#8Q(A+MtHj||F6{%?h|fueZ(8heWqmwB`r!O2pmVs?ZNx09N6
z8<)&7%<?VR;&N0tcTp%%7zoG>(I2neRmBVqFA9X<l{+r2f4`l%hOu?o0A&frBTk#Y
zAg8z)?Va-@k}b^(+u%@KUP@z<_Y0+=j*sBAhpX1IaJL{jYs0(!vtM;;&U;JG3uhSm
zi_UukSP(-;$R{Gsr5VufS1_eV<GV`eme5F9gzt$MIwNceGKTB9A&ndyj6#nNpJ~)4
z<8S!>rAF4FM{O7~(4$-(&D)A_*6=fz1r-T=KHk6@?Z3YLbymXi6X-}bs#GK;rnG~#
z;+1f+lpb9^VgX8h<cs$2FYmrO-FWS~$+R+5mF6ZQrz)a2X?@LruC4SJx$fAW)uCt3
zv{OV5pP-&xo^F2Y^66Q`1y~nIP#l(`;Fpp{VkSy5;GbD{mioeqQp+J7X13B)cjgMU
zHcu5WC4?21@uHXe>-k}Yl}h{{5e%+`N*vU3-J8aBeAJ1TPF-gHS9hXVt3LVry!DtN
zA_C}lvF+=R?Q3D>8os<;1+v##cl_Ih?K0Bl_JirJJ>+_ox+n%azZx(Knm?Z|=uS#0
zxO^hQd}=OkVzo;I>nvOd4ex|*si^cJQMgdgi3h&nFXyhG(v_a3HMG?X(@Q@;s)`#w
z!CC-on0NnFOhV1p?hP)ST)f<B(+X@GUA>hbF&EJ01w$!Fod>|jUKO4#uR_*5Mt0CP
zMcA7=x(eNIpCF%=vA~}!JIc9c2G2Pma=gfK{VNn0j(h`g0eKto5#JHyMkK@45md<S
zgAMfuUSZK}Gk%B+ag5x#UZ(FT|8eEzccb0xZgceK(CGF&%r&x-bK9HLdJO6O^#@k$
zj|}APX{%rc60YYJfxo~9AE6lHgRrpkc+B%-w8upM{jiXpk4hW4*|olH8RSdZMm?}e
zIvfLW)@n#dlp^?49HV3_>;J%-Yjk^<RHoxe<9$1<dw)l0R_GbFQO;}(Wc{HvzzvJj
zrm#VgO4D;1yt8yy7;rd<*Wh&54xF$IyDnNhiCPRrcJtY-AAG+1p_LxC<|+BHRq^n`
z2Ob<#+Yc{TNrq6AwuA!H{byHM@kmI<5E4SR4Q=2lgahBA+x|A(IE=~RniRj~`bl~P
z63|+E*-@jniU$$FWPcxD+Hu&!%zsyn^$WvhI6nQmuD!Da@s^#RJ+0@k#Wrp|u}1f|
z6<lq*l1Bn&Qg)YfbeVnvKk}Zn9J-{%#XR0TJ8vnt(@EuoiyU0PwlL?v+JhE$PRDmn
z-&}da+q7_}s;Pa;ab?eP<{Jtp0`G0R795}57P|;OHcG*H%0QM3q(AlFLtu~pEZbKi
zB9=f@VCUH&u1AxFzOd~S+`7%F_Gw)AA1>y9<|=r0s~6vz8g~6>hSL8_ope~<PBHq8
zaRolZZ1>@3r!5UYs#q_c%Rub{nmYguTc*woac6J-Qx%rubl6?hjI-#wc?t47`;E`~
zXMVT_>wN&zP!kb!v|0paJC+Url>|sg07<n)KEI&8A7g~-)4wUu`tyWx$Mo|AU$(Al
zi>tjc#=Nd8|9%(GjHC8D%^O@tKi~ixo%Z`a<?t?ECJ#7-PEqR5Ox2O&l3K^VB~C&p
zsmzY>ksw@f)#b5y7U8p_J>naDVefdPY5J4$Rq&KhpBQqpFU)Q%*e|O8{8rc2IpA9e
z0WR-H;^5t|nMYu*aTJK*_;jE=P;Zaata0O@-hOTLye1=Q;4x-EN6zNsqdF(KM*o1O
zle-BuT89k3m}GleEjqM_;P~3h9Xlg95XSuHGQkE8C^9LhC@C$>p2O+7V8DS_)p66f
z>MSrZ9^4+rp51j~`eFYDhsK3ER4S1UQ8`8`{0MesB-3YlY-!g&S=@1T4qDm!@c@r!
zaBUXXjo^Id*1XD~RA`P`>YFr$Vb@g(J#fm&f(O@-{?M0PqRW))yD-91S*c+8$&~w3
zhFOZ;;83qDcO}N*Qc3%@%b>PC)70c;{$q@|^Tx(ghsJ5hfM9@^I+gM)Tz`AK_6H2t
zE|&|V8!hErxNpazX+tur?$>{X!T+MM?Hl`G<0%ulRV`>frvLj0H1#%zA&B6l9v}5I
zd1WvuTsTJiM32ptS$wflGV;9^S|PHKg&G!lENLgP0h@u`ngvapQ#^o~M<n$d4c@!F
zF6hG$oF{q~u}AAICu6ArV0=~*62eK7`E8jvbAf{<)2jaM3t^Rf>%IAaCTcQ8X>4O~
zQY{{>P5~qA+ZOa#|F><cb!vY70M_EskDuo{#77?Z9HBkmK&gkl3+^l10hYtH5D&r!
zKBn)Pw!n9`?N*w_UaUDInSe^&NCuKT#To6nE$h7T#du%5PLH>9v-Nznd#e@7yL7Vn
zX<RL`L;mONIaFq42GY_zk1^t~0d#s%pww`ji-^X_j!!qfk#Pp1b@DXQud4yyXy%S{
zX(G5KI9_4Km|O$;T?y%AGmyg#m~DBJRcq-qX6)(ZrF+VSN+hpWd);xPXH)-i8eRng
zjAgd4g09UcQH#gH*gq?x$<Q;(hsUOQHtQ}c4`d^mJe;*S!ztK6irS%Uphhi>LgWg^
zrfg(nxB5L0Jo&^Ii)|QM#EfkbYI$!4#tG7Xggz?y@uxWN3cdH>!-h&;b}ESD$9;Jx
zv4fwLDbjsLe+#;kp)8%#&0NQ)(*$Sbjr%ii+86dL++C|mxmJ(U0y`G3asuOOw?RiC
ziU7J|WE8SOm{_j=LytX(#Gmq5?j0|p(PMEwc!shXZ+KNc5MB|0_wN|n2Hi)a>AagM
zyk&^2U~Dxt-XbvB$5sVEY#Tg9=+7(?655{#p;cHI0?oqJp<Hd$0DiK-zH;lMedXq_
zA13{BQhLg=`Z!#9s~hvmQpGAX;#D_hn|5Un*E!wYIj!a@^VCyD+fByf{)N%y>LFZW
zqYBavKRCd;+`lSE+kt>e0-vE<(AlX|sNxlRjJz)W)#J`@pit6$;MS|!J&5af%(uuO
zcoO^JxWq9Gcf!lXuRW{o?()9={>+bakJ5m{+kw4%KUfvf<jUR8Ae|3D(o?w0XYa3e
zQsP!l)>15HTc-)ZFa;tYfzqrJ{@PI>cCLTxBe(13_vo@g0(4uc*L`_S)Qup-JqZcA
z^MKBmKdrkGTid}8A%J9)Fr5h!Qr)x%5OYfOQ*>~7zrV)d;TbC{z@@4+TJRNr1OTOl
z1Ky7z08$~clcf&{v?jlJ^XrLMrL~3d5nx@l$_3}?#<<+{K5uTu2LG~#*$!Jx6I>!9
z)k6TJ)jo7b_3#MEx)-4maXh^iZbjJdphL~d426d-+?ItV`{O($y5xHRnrx#K+w0nq
z@^?tR@=MeoNI^wbzhTxe^7ZMif?r{yR)JAaL|sf^@%qDu{u`{N&twWr6)75JJSfn1
zOMxzbJ>9c^&@Gj{<Q@r5vr1f1k<v$h#w5<bW*bQ<(CvlFUJt8X@}|%CPo6auDn~}u
zqK{;}(X}-rC&(&kK=UtFE_NG!$uj}Nh2X=uPLM<a%GNnAMk4J*fOnXDAh;^%*c{T4
zu?=!HJFKm75rJXgNMV4+ht1A{=1c~d4jzUawZ6bt6{98Cx8bTv0E}F3nQ7=0`DOsp
z`t1k=Gd@8I!>~blW9SsZPNJ}Dz=$UyQw+A8u#?Eh55V4J02qR_V$eI#9gEJZ{?2bO
z?CH$SHK=CECkQWjOzF_d`e~bWj|u;gq@K-eiuF)KOyH}jFjl<e`Q<c7QT=~TrUntk
zW>i+NHccEZCCja95&0YcVtgzjl6enxew0O+4o9}au#@Lbp}1?qaNM<QB<`9+1-`!S
z0x0_6IwV@BYO>N%$Rk%9;Bfo&+<Rp&qI0@59Q*qJyQv&Cwc{fa^B@YB=i{IP+mkhD
z_fb;@q*~$*z_%QYo%ABI6vleiO`Y@DSHALoq!$s;r~nU34O|U}y@!M%*Qy{)XL07B
zns?@QT`X1sQw`>)Q|1=%C)Q%Mzwv`q^tckF7Nkg<b!V>kP>@He`EkU)*}}$ZNICHK
z<REp4c#s2F#o+KxxW-RQyApfXA`wexM#~687W!>+g-x5T-2#nr!CjFS+3C+k4rAK#
z5fLEw=2kQ^&xCFH=={o00bol$yv!X=F;C8Tc*hW0E@udPF*rk!)MbS{YVJ-!Mb;uS
zbyb#*rqf!bQd>=mn?B!yVSP<e*If#ieMcg;j~o1%F=cDd&(=Ov*z#cBMP5trUoR3)
z#k87=?+5TrhQmX=>&8e2@WGE3={~zG|1qELM-5)p%<=Z0N55l=i{Mjsw7U2G#AK5=
zCSmfdbU^hiLPO(6c1Y{R8|{Yo%EllGyEhg~X)Bg3ac@>W)*hL9!Byq{QQ%0vq>GTf
z+u8P{{RsOspO+}I%Urd?d|8iGHF##Y$>=BN;LQX*?Jk$tIYaW{j*cJ@;QAVg1n~IF
zOTuwO9N`s!8FL<L&CGVVc{A}K)KRtN_v<u2gFw0Y?1BRUL6pfYxAuYbSiZO7vYPa!
zynVup8|h!Ouj+*jCp3G%sr@gwoN98s(fG&dwmpP4ABvFY!S%Qfy|03k5i^vDgH2MF
zC3ax$hLfC>u+F>&pN@|Fd)_qVpI)swk1C(pj|~sC2!-{9o6_$Z&@-NtYizN2)|bUR
zEzo;?&E%+h_^|s?`q8ab#kc5D?siA<hl?XxiRj2Qp7`N*tiEYri;y*O+ZQSMt(bl3
z60tJw1+8?JC044~BQ0iTgpFzZ_!kec!1h7e)G_^MfBp-}H=+L`P=uZ)a1mT!lKp=J
zy(#1wpkwd#eR3KZ6D)jWIWSA3W$oqLT^W_zYyW67H*sIU`g8M~p-M>ww@8Ytecj#P
zcRv~3OxHb4(tOXGnBn?rphY;0+|f8yzO{#Jz&4>7;UFye0$f@q$}6C{nL55j^4qFu
zL8AmV@bw#qOTNQIMuYR6gIJ9uix?g$9&t(YteSl`59e=BlO=~=4-5@TvL(H9jz4f>
zZ7j>a*-&~zNO<OU0V|hKym78;qlwJR5w?oYoo)XGQ_JOW8sZUMc+<F;M8=ySw=lwA
zrjaL))DPnIXcL;GHkcAGBPlI3nH$Xal1qK8Z=|2|sUmHlsOZ{6q7*t9Skm?V>0U;<
zTeFpZABm6xuk4E;cU_ZjhI<+8uby>Jhz!3LG)rp_6>5=tro*cKO{_hG+;tqbJ~Dry
zR5|;^B$a2PlrQ7y-49WZbH5j*KQ~N&I-$wR>)_ber`Kg)O_CAHIPdxU#l=_Nj&ZH_
zPmf=HDs~O+{_*^o!+`9<$Im=N4)H<*^}6q~Z>WRytCROX`~nR-hzW~H*IDtM$f!2l
zhEhB5)EDKsGHN!s3mjCefscRPG0o)O{KRAYEZ>OTn9rD+QKz?(kEr<O-~jo{no4fD
z;b->3&1^TT=LJ4ddzRf1Xw;1d4#j2jD!9_b`tIym@GpFPF*UED`)FPYrYRsa^X8AC
z?4rTAGc|+5fTcz315;<;8e#sNgr^#LyaSgoG83uFJAtPkOW%Lyy%RBH8{J@GS>dq;
z)9D2}vk7S`6uLD(<(?Q9V$@5JB1FX#ifg*<Bs|oRL%mx!NGgFa)cvg~V14)eMe=l}
zchg;+oSFUICf<{j_V{%1p+>exrJ^Mt1t>o=@Ai59DP?mvq#dNYGcP8qQ#PTN_dMOH
z>C>?{A4`932sGXL=~;_GYJ;0MztqzPeG}v2ajjc<n)-TpsOG}g7qWTb&~R}^6IH3x
zCDnWv-uwJnHy*~41m{rPjHT<nOLtp{H&RWCMVnq|!$(Ssl_BSLX~{|URQ6nYcCb@c
z@@*j#7jDg6=RdJ`ZKRgtKXUVvPjm%0WR;bK4Kl3t@%2u0O{MQV6f)sT)j)Cg-|+(%
zvuQfK&`$U-3g2r5%-4$8yTYIRhTbP}w;1T?8(*YLifIb&-X+sv`oi|OVO)&S@%~!B
z@M3-akbpqWt3ajnwSe`?|HAO)J_S#*fT_mAC4_`{s4g7Way|<w5FJ<6*VpAeG}Ptm
zUr7%R{j0C9`=KNwHAxo`>ezTzjWwdb<(Q-?z!A^T!fZsB{%)#ELqNM-Xi%4%FHP0#
zQ<aps@%1>3j?W8I2e;(srLQwhZ>2K%#XfcRHQ@h@H_=DGGj?YCAlusO{h^8JZYp0+
zNs<7mjtk#g*3(^jp`rZRnUZ0NCL<Rs)XTU0We;X_lW)wcg$ib9y`GehdR6^9*RAQ(
z-T}DNCuf?+S!UsReh&NeO+TH_#<awIf)5shHvt`iP0M@U&qtnoEc?df&Aa<V9-J-a
zHWZ~R#dmj6hZIq+QT5wlXeOhlUT)l~cSvwS|Ml&x>^o9N_xm+BdvyMo@(uhZYd6Vt
z{rgx8Uf|JCMXoClf^em8Pqq5wCRWC9vrJP~{$)RFqN`ck*@vfPf*$Q^p+6o)d{$*?
zXjxMWOD+Dy{`>`9Im<{O=^()t4M~oA)N5FZ8kgPi&(z5=uIG-AElIxVDn24J|B`zq
z*L~E%pN0H$(&UXFe388{YSVm6|5PcoB$MV=eU4F}Z}Gb+XToU<4O69azmdH^WE+$&
z^^_f*wEpz9voG)3-O`-$aq{nq9-<w#0k^wKGh0^AsLf8L9<-hDw++_>i}pWz$xT`M
zOy}gb!pVRyNSB!-Rd>6S{{2-fpN*8fEGqjGdurJ})u;RIAD?oT@0ayy^l8xNRwO39
zT9=pSPhj7mF{T%y=aZl}9yH)P7^f-7_%sr1)BByzMtWK1wyE{bS^Oa*6Qi|0c!jD_
zTHU-bgB_b*$M3H#D=zk1GvwRrM=XtG(VXhvrAM@AvkpH;_r90P5)&}IU-<Bofd1>`
z3jF}Rfuy)1b|(RkD95~4xg(YjSZ?m}ebdMh^;6pdmjV4NdD?Pj0k78Obn?p77n%$f
zzKZduo7`lge5?N@w(XD8#5e8?)tp!<3(bmz4+&O`ge`&uZtgGU8k!og4>u`I=ouO7
zX=}fHnX!1zeyx067~vNu-Gao-5GF2??)*j<D=yGu`RyhDLuqLGRJ_0_RMth(DGhL-
z%!8maK5Xq(p1O?XgroNdO<jb*U=?TLE725NUFJV|ABa6yu~leqQ1kaarO}(Lu)d7F
zuOU0EN^13iJ$DN+AJ@V&DNG_*loK>oLWpiFJcA@iPPu+FD0y=$p)4hDWA)|p8PR-|
z5X@a68;uOFB(+-BXMMWWdu0aY>r5}`8-1c2r~dS(CfUAy8=;`4L6wxCIaw~g^{w=r
zh`er)+BL>vE5ml#ZLRZNqk0Jg-iV!JPwxThr%AyQ;z#6ld|IV4lU9S_m&{&mn>eb7
z{&?bt`hRXP)aE`S!<vH`oTKv}QvYdu6YVu5h7fQ#FFAsdS#gOW6u_z#bj&_+gnwSq
zHS6D?2x47guFSi!w6-@lj`dY{=1QYd!0D9DMdh7W((HyvBUb8un<~|gdO@vZ!D>2f
zN|zlpaNF(|X+J1dE=e)<R}MvWS?qOrI4gO7S?sS53$Z>9?D%q@g*n{V@jJR}`k%)d
z#R#gMtt;ns)UVk@Z-s8RtI&S|>v;*@H@gR~+W(a{HpgEn9Dn>J$7Dy*4GzpTw4c;*
zRTwuAgzw&H;r9socIc#6cF<WJteJDe5p4&V4eAH>b}*Pb_B3@#8@(9JO?xpPhC15s
zB85`V>>!joBr_zqo<}`Ih}5D7s`gBEl=q0tN#cl6QIi9Q-)ij)L+$x@qr;v;U)n+P
z&w3txrD%UPV6PhyL0m^-Nm)&1NK9^mLJdc6_B8jf{uM7m+Soyoev+adC_N-*WcoKX
zyG{DG$F_&pp1$tJV=~K|qNJIm7Q`Y^89lmx4ec3yKy|FaB$lMrq%$NXhz9{rBxDR(
zPpHAfZ=ZmCL?066liwoAB1(*6?78z-z+T9QxsE-U(vrBE%$#J5s49x~b`fhfSv4_v
zRC5o$N5Ni_p0BGrk_ka3N`Z;4iYESRZh!kbh2@QE;!GkqQ6|Y4$#66kw>24puKGqG
zu{kky^mNa0539XU9n*JqONy83eCIQ>-W2Uo(@#ME?mZ+@BD+Nb++ZTM;SQvF$ZUCY
zpH`HDmeia`kH9}!kMLhzdl?_GI&w?0YO+Jp8R8UE?c?cLD0zF-R0#Ho+(V*26y(ue
zQJRG2Q~BJiyK6}<N>M{%P9zd7)1%yDWl!@vEBY!rqX)lJWY*(gAHcN7W=Z;z=1lG_
z*F&Oeo(S0?nrgCkM4OFR4_y)0V<yW2Qiwf`k4zmO^Erhm8E47AkOy?+<RAo1^&1)p
zffrH4G!y<cMGZMQ^<O$s5>8U{rZ^CJmTnQ7C2JI@j{Pyyz5N>ydwL%k#55WHe{DoC
zqRV}rFq41#a_A~yPqkb?R*j0rln_@7?$Pb+y^AD0BfTVj%N*6eK>@a}6QPN*=<#bu
zXOY9ZU0sT(zkfa>wB#m1xLy-Y2!e`4NLML}Iikf0-Tm!0?xrP8HPH-hG^mc&l2nw7
z9AZy~$cVqv>fs^?0*SEZKLXN>JwwL-D9nl7qXK#+?|Mn^Nm3twR0UC(6TRhQE<vW=
z5~VOt(FPIC5LHG0xN}9C7^VAYYWVdPDQORPovSc5n!m@-ewpzfg|Nj>E=x%oe2*@-
z!M$jfe+1}N?ML*lNZkp-IZ;KxgTkED#{Vzf8R@i+i#V3R<ZVkiI{a5C9mM`O$rY&x
zK^XQ3Jk1a>f+pas_#W<ul%j1+_#P8``MNcQ|Chn(zYG~nPme;cNHf?7wUUVw5k#5<
zH~fRkp6EN5Wdy?&X*IEe-|Zvae-xHvqBqFB-+}5VzkmKG+r(9OgCOf<TFn~mPbBKF
zfoFF1WOes;;G~^o<o{C%Uwg)X(z{2!!P$x6D4VG19yfwk-LZEg>$9+z_o17Q?jNL8
zqN(nr*lke@?;)`tk9f*#Ns>=?R{P_M>K0LJT7(#eV?Me(YAE!dEZqUwA2M_Em{x+M
z-nBpfH2@-rD%F{{Mi((@4?~a1-xv1s4~u1flAaRe(Y9x3<N;mX&F`^i*2bI!BSE(+
zyFqG6fn~64;J~9lFwapF8bfYQ>OxFvRHW3y?W0(?r87lQ#}v$Jd3JZNgl3JH>GokP
zsP67#YRgkmY;<$a!B-?1#9scNG@_Xe?`dpkPh7V~_8*RoQ8mn~MuC3=33@>&5KL0h
zd5g2)txu1ry_rn#jcW2_3Z?_Hlqi0JRcW_arF(wygUj-m6-)hz^C9)UU{XTg_$bvm
zgZ?AZ+%xg^A4Mjq5s^*YUnDJ>)S0-7_7|5W4LhBv0ttjbL9DKZ9RFm~^NMsh<tJSE
zg!m5$Cglg$J)&d^b2#;X8YNbTjkq!m{!4WeAjT?kD?OyP#PMJWs2ulvW*}5fGE0(?
z_Mfy0MrA;IKvChOjZrc^M0HGaToqGal%vG|iWYHM(%vGnAXqyX!B%k+ObWRrEtbTR
zSc$s&h5%Rt9~DW^66!i8g4HBVrVxg%1>e{q5hvIw_b6fl5cGAdmLy6912IFej>ZLl
z0r?Z84m(c=`suvii0f~Yt%lbEy^n=`s*}9*)!}!rNaVSy!j2)BM*oafC&6z2fkmjx
zna85MoHpjNzxC=8j<RXL?>&)HUP+FLQlB)vXEm|0xQ9v$XwSF`j21U8w@&o#`C1aE
z$(#+oeyq}U__(`GVA(AkC%_@b+5lF_omobN6q{x(yo<;G_Ki<gIsRFuqR!IN?O|Qi
zNK+z1?m;?lUe;*v)>F`<Bv#D+KrrdGHSOYyx%Z8pIit0AT4E~RPnHB3W%dLX*O9^A
zS>^Y?TD<$?=$1$SE4H7zV&n5KEuZq++eoWzJ*xQqg2?)z!p8ROHRI0~?)KFNqi9bN
zkNZyf5lxSGG0P0}YcHwuhF5%80)NbKwG6+54Jc?Op5F6t->2Drx8fU0+494qBh$0@
z-3_a!efQ9-afe17#<OJYjRH12U>E)NW5je0xD-(!yPK&VH1yS)beUOTIdJEVLHnB>
z!)$PWk)qc`LCj&c&ZQt&Mxa1McPhm;i+VXStws@it>69%VU`ExM;u7*GCgS>{%TFN
zY`Aj=+}?~Z%K@7qJmq#TR9mOND$*_sq#a6wGXyw1d8=i1m&Rj2p*AYuDuZ@ggjqIN
z69JRjEql^B@m1ulSDQ}j&33=Enmg_M0)*Oz^xJU=v4^{cPb}U{OsmQbe@$#~442yN
zL>Nf!-YgQ4+>Jqel-uo7v+$TOXiQtFuqLq~+>$`N{4mXn0sKy2S-fKh2wmn;-0ZKY
zdRLRB6GYyAC{S>p9JlawI7Zxlg3O_UGpQYq*vtd}Mr`JS8;ef!z?%rC9B`Fm1^#0@
z4AExLt}N*gK81Qyr1x;QJ8JaRM8U`6K)Jm;u7$F@SOkv6b1ESEuv*80a+xK~tMl!Z
z^Hhdf5No^TOywyTxV#9ZpFkX6!#GoQhl9O)f@i3N4nD~<<VXw396Gvvpf2(L899IZ
zVcmtn*@_q2ryV=SX^<pD6AbkBe7vAuw>9{~brSjoepIaCjr<i~)9uZ#@cy@v&L1vH
zj^_w_+u-wa^*H1jo=fCP<W#j^yUT$LvR*C4#Vmht-(ub?sez-uclF5|`_3JJa(4OE
znOI_J=!X0o`!DVp%|>5>-oYSWAckLB;klg;AfnSHTY8ro`?1e%Ewd(yFB`WmnrklK
z^JJ?mTLKlLYMEZq{eFXg%x*FIWRA{8B%-^2*{$RL-o=jD1)HM>YWnd_C-yd9N-pm|
z>OngfzvaZ}OmDYzOzzl`+c58V(V#E=7p~KQry2;}yU_~(eW1aYaR@WGiXkr(&rFH(
zVZn{5F>k)H!nF0c4VIm#%aOJ7%#csi%4Kjt%*%3z=$8F<Oju7K$Q`4w2`5fdbg?y&
zP0D*L<Y5MM!bpzr6L<Jj{XD2~9K_7=80jJm0=FT$sxP_x;|?w=%*N#wJQ=3%VWbF@
zE#6mR5eI)<a{+;NWuf6YNTBL0mx5j}GE5zL`G&rRdvQlE><~Tw@!DD5I1(<2B;L7G
z)KOm?it?;(J*Ko?_?aCj1a7pFF1%okWm}xcz6jh&u#)}wsGq(CB2oglDfA=0x#4Zu
z^8?&G&m@ZcsS!4l_RwP%jK1Vg@v&K~TaHrVsQi=iLdWO*op`0KSHIT}N@zph9pAsx
zg#)j1g<ovs^?`N*RWGg7H!YoIk|C6ec=i&2WhY_G%?f!b$b%y(fiUj`GD>^y3#rb<
zTxbDgh|N}SE5+x$9_BsIBX>HZ%Qm5-Rie9uYcs)42o8@2K;p;U>*KWP`TtT2&UXQI
z^l{_YL;@5U0d7`!kz@b0my=k!<zs&~72BdyB}k#We#$61U%Az-Gk|~nsxgm%Y`fY{
zchZ{=-p21wn0P$YBuaq0JM4&Nj{$%t?*}{v`&J7u*r4Npas0yOvEkew066{4a_ptM
z6{Ps|c{xQkp&KiS4c6W1e-_?*P2jAbLI&0)a=T^Lp3tEvmG5qN8On~p4+N%QEECcY
z3*oCrQv`lTX+3j61ukr$CBj2OoLoJYvcn~okZb&rY~J(8*b!l=3@!x;aDOhs&c=&f
zBAM{mjw{LCvWu<L>myLLna>u;<a%Y4BtuA8cO;;z00i%-nWBXN#7Fl5Kz6-eyr34_
zIQJhhCb?9AG7NKvz>;Es&Lmdk_C;^-e-A3%@tfLn>RCC2X5fc&w~lm40o|n2Kyh$~
zF8*liz~L%iNOH@O2^_$0kS90Gy`QdAw$8PqD<JbxyPrM~`Fir0u0XwTsmT|SmwZ<H
zkOO#P;iow{A)z%FVUe2*DXMyZXi?L@2)obFRpmh#V;C*-$YFH9`7zf6zg-}{?3Pqe
zv&p36{a7!4F!j#`N4NZ!O34qK`-QI9^PENL3f60KW|~em9M=w{er2cF+WLB3nER`c
z%;*#+-HJbwc=V+PSZ%ziVwhY`-921PFxg;7rHDH?IW4g#8tP_8ua4E#`PXoCS7v!9
z&q<dHS%9DbhRt7Cg~@v<%<UC9K+y56w?^aojvQG}<ZiW3Zw1H9pwtS=Q(RGIl-96Q
zi%Xz*@loTdBS*V)(M&q04ampAdGfL0?7j3cS<K`)xn7ZV`Q_}4lM!n60oXvzrg9uw
zWAvD2+26pDYh32m=4le@etY37DsT?Qk-uIgbiPb4jQOXS<?A!$8#Y4VptxEX<{ST!
zVEEW;gr49>bl_`;d{OrWNl)fjvCh8iKprrz)-7D3;_m9r%zF`8>RIrw$6ZASlon0B
z11WEI-ix_qa|!O`(wSZ<>^N&uLZ8fnMI~nvx!TS2a{J0(QL<S&uYtg1!@07T)oPZ&
zxfY<i(@=C>UmTd@dIpNE3y`~qb1zn;Sw180|Ni>dy)1<O%eTd~691K9tEsgGiw*lR
z0L5%Aoo>5g#qKs<QW%RTgfVTARrrY8G2{}_{76I}$JIV5lADQ#K3~Zw!$Uuws9pN2
zA2hGbt#s`;j4tYL#vP7X-)DEvx%i!lXjX2`8#3BOt~ANJ(fu@EdPPv0szZY5f>K%s
zl~-a%j3Gg?FnlPF$6s-Rh>Co#ia$uHD-B{pn-ecrcd%`-*_1r@ZIx7Rw{@FdHV~1p
znS36ULV(>{A;M@fd2old;&a$XJXm?^Dl9Kk#paP&1eA~pT_9clCh)JIrv8h2+^x+x
zad!iT;gq^fy6hn&$-%!Tlh|F>ngt320<XPq4Tb^HSelyuRLj<#V9o<$VK4u)zwWa#
zVz@~#%|fUt+8;s3`Njdg%i5?*V3W;mzV||VZjXjw=v!UX8HS<vYtE(8x!S8g8Z0i#
zf2=Fb)8F)t5BDS#p>Nru|4;eOo-zy@&CYmA63CG3w8*}STr`~B@%)eKfpy*hBsReF
zQ3e+UH`QXUWn}xsktCr|-nr#}g($rUqe#2@V%{9SZOuwioq$vDm;Y2bLC|0pX!?1D
z{(5Z1CkJ-dUp*<d_PjYu-L7l;op)y@7i`M<p*CrK5@p_e2R&JCJpUwIk?n&wg!H(;
zmC<&koqUKbgP9X5C!y3G)A{czCWKd|%S#k2V$kk}5R==@M9Aa{*pPws^wEp26O6j>
zaqFjPYMz&p#UUs6;$}}b?#6k0*p@XzJ7o46zjfm&{LE)}-?|m7Xje}rRx8#S9!bpZ
zMyzK*KtLoOhrLE$o*r!@$KcTaUhqaF9NyV+5RGs6b`KkSWE*K=f3QfRcTXgR5^F_&
zX^!X`d(j@uY{}XVyfD5PVOU5LEf>G-2cccc-;5S*bqKjV95-jjsh5%`v7y!i`EyYy
z3hKM~AqpBhxt(b=_Gl<UC|r1$tD!Aw^Fd}uUH*>~zD&WoaFyYs#_&&@nxa782|9np
zArs<!{WLSp690bl6+8ak@UIt#E<;BTGqvk*{+ZehFGo)T*zx9>n>3doot$4O)6;Ux
zB9J$gpCo28^3EPP$p>umMBt@(BqmGsFj6zfFM80k%Tc)oSL$I4tKNu<vwdI8ZCcab
zh^w>tGIwo<Cg}Oe4A*>Q2ROXQ$JXX?hy*Btc4y(^&o=O?gQYe!2z;R0y&SOW5U{E;
z+5C3;ZnC-0xF}#`0o<*zWKKTe4k`8lwSA5Dlb+2WoT9tQJoRpPyfp6%Dl6TvYxjQI
z$kh2P<YrbCsz2SUTiiy}Tm4`r{+EGk5&HpnlhW_|Fe@c9;vL(MRRP)CHI3p+H)t(>
zuJVB>JA@Z3WfOndtUL){1|QoDuL}5nzhM)u%y@i@3bQn{Dj;_o$!!zv{&?xG-eX|L
zmVdA+H8BaNd7|8w(lf%I^2=kJID~D{3ERN=89heZf;z2SD1U(m=|EOKQywFG(Rs`~
zku5=8eLE7@Hd1sSI+(EjSc#nd2AecNDjcc|8;5Nx;Y@xG@c^<9@RS!vbK=)2`hp<|
z2&m+y#B+!e53a4}F(l`}nEK<nOG|m3GEa=M`>WUs$1t{*j{9>R;?grI^DEGU7tV@C
z*(J=Zs4)+CcyT>m?L4d=G4?u)J0^l;u|vDgZt%kX#`Vh<X05uc`mTX|2;P7FCnffE
z<kFirpvL8SN)P~ST}G5$q#pCx37xq!Y5kQ0=Ib7kz|lr#UooqsLpId+(^DwcuAX8y
zKoa6f&$^#S*UC*qddo~i9%&45EqW(Nt2E$nT5F*Br&v4L&%hCDJfMI77#M$gZFPS{
zV*kkU3^0c<hKKW|*lip?6XtrR$joxUl(xM5VR`X`^6=}Roc$5D<1x?Pl@|K2BKojd
zt^F?jz`Vhg*3=Wm-2KS32#xy(-kx7^{o<JI3-3VB*sG9eIUW<N2h@28j^)dujBw+-
zeqC(GKB!{6lcm{UCvYahJ1<CyJ4oHnqQ-T3)VA5Bm&-3YMN~V5F=h!is_lrpSQ)rj
zpu{iE+cN*avoF4V$#pDntyj7f$?$PkL=@D2F+rsjMl~!kgguUolgCGRTxvfB>NbpS
zTwhD!b!ZkrP6UjB*3U@#eUQ#|?t9b`!F@Z6b=YpCA)vm;FB!SdHGI*-zkfs@3L3ur
zcO2kW-vchB)Uz~nhFHX6(Q~$Uio@f+1Jf@DcA;C?#-)55j(!c2zX*CbY8eR{&hV&Z
z|8;TaRjs{z%6jdGXP|@EI1R#eUM&>&=fWDh9*}?z*Ret+AJMgJ{2Rm*AT{i-d0Q49
zpw$n{ui1B%XvsN@pYD8>KCd-bW!e26hwEHTS5cp{5lzWDVB>+L&D%2aKpxH8vi^V+
z{;|6Oxbwl|SWoSSPHv4t4(uKA?v~xE7($boT4pt#!qqY*eqNmvc|a*IMm|I6_s0e?
zAMKGMr(8eqWg9NV^*B;d`0zzLB_WvV7F5pl5iq>zj5f^yD9?k~Qn-eQY5-HU>UEmG
zrVZh^$9VQv5)Np^oXFTK!qpq*=c`xNR1y5cphoyfRMbo{jr4J4*1E-wFcX$jP)ry9
zA}Reo$Nb?<KXh(m^yZ-loh~3EN)AMONF>-3F#b%rYvd3X;2quF{nAc!EMwQM2Yu=n
zVre^iVZs6sIbwo_ufpm<j*RQ-9ug^^;GQ0}AM7DoGe8JC$S!u>0d2qnp<Blq51sUT
z)TSSov#tZl2WIpWfI+6wf~Qu;5~wouf=cUp`VYiHZfm>W!(RU44JVZME41%I!7W8<
zp>e)OY2YF+>EdNe2k+cs{j$VC*;z-U^6eigQ3pRLk5lZ!jBfym^R~PP0+A!>>)OmU
zaDcL&5EQ7^9x&MjjqSic9c<E{v_4-@WI+>p;2pc2XVm1;=)uTIffT@zgx3_U%{oW^
zm;>%+LY>1j6&(Q~7qpXG7Fw<u;2yO@%jbi-ePHREtQWOO&w%Ylh%ws*Qs7KAlX~OW
zj&m`HiXh0)r}zz);cW*rTgz;d)I!w@ylM-y$-i6I(u?PG_VXlk1nnrFdl^*4JC%}$
ztFo#Cl-2A8{bDxs{9BBe9Bf)XLGp&tWA<Uubry}`F$W1L2VRG@f8G*6)pfjv<wG(r
z8@i-34vhTKFGl~Km}x&CP{vi3VO-i27xhfD?WpA=GbtLoWOEMWsKaQ6v+BAAUeh%w
zr5(tKx4`?)fBCU2l1_-*GE`r^u>C)LePvV}!PadOf&~cf79hC0LvVL@cMA>!48h%H
za2wp6;KAM9gF6HmbdZmG@9+2i^x9qB>#VBos#9lG)!Dn}E>gVt=1S&W=Xc}<DsJ}V
zu6QA=@9&PN?@x;0!#GB0@wyvx1+TNoaJpr(!#x%^cD)kwy1-Cl<?qh{z2RFLxORO1
z7N-8yEniYELC1PAFEzpY8uqAkl0LuoPggFU^jMd%Qx9u9?@+;=q5D^CFI&s6pG&5$
zrPE()B;P)a!CO3fbqgkOpU`V}{d%bYn!fdXqStYpx;r6_xuZ+n0zFsnK8$^C(|(OU
z-`{G;UMor7C#CFu{QZMOc)s=-el2K=;QV7M*xOI{v1!Jz$EAK<n9oAK`+`28YVV<E
zXrlhLTxT-z`6c>%yjwR_%>wG%dxr~~T1zx^_eaY95TppzX_n@{AA<zhTk(peUg8~g
z2agT8Fs(&tr|!zd?|)dUh^-fHQF<RYV=tL4yf1dJbPWEqOP5m1UC}o~E=sZ8JGHE@
zE~&!tr)%6Rxu-4R`xGvIKYyLC3)Ab63}3b1xjwu2N9=d9`PbA5x5VY{tJFV3mvf<>
zlw+W}jj8iQTEpGE-`Y7$FBFwd2hu*lFF|(8h9o^e_O%L%<;%o#(w;8Oiz)G1r^G8M
zZGR!!7m8)0zfV;aIQ91LP4cYoe4+$*M(#`PzfO`gw^()6c4%JIbo{xKS9EHLzf6U~
zv`4>kGStK$3)?kn)pbZ8_*1XB@(QKa#6zi-2+x^PnJs<((Kg>WOaIy@V*`?a<{p1n
zrtWvK`L8Lw_ZO=bVeQ=4@IU0Ko?~}Wf4Y|n{VL-3pUNZm(d+%4wja1_DaMA(p;F;*
z6wUDIMwZYYt=(gfU(YY=1wd0<$&!B$t%&>`f+6iAPixlW{@7zi4gLn7-%!|I5TKdN
zH@B*<Sk42Igey7gq?5ysVyll{99}KTZ;Us&;~rhpRe|RtzOOa9tKM6Uspo_|FS0hd
zlUFy+KiTh?mAHzHdhT48-$#6hlkV8vyU)sa4yp+8`?mHnE0nZr1=aR`Rb91mexJcc
z?{sn3yp8yO*3>e`?}I#qYV;=W)|L%v&s&iEP}WG_%kI{KH~n+}44FR~3|^<y`?WB1
zH{Nu4ajqF9y+6dy^3Ms29le(0zk~rbbW+|FWqGGh;wq-pXN}%v+}a-^1(oZ(2JbRk
ztPD{<$Z1!b`NZfO4PPY+`wu^X?vP^cf=|<?W`#Dar;OWsPd#p)1pat{8sj)ueHz|f
z+51#Yu|g7#_V)chGY@WEr}XL&{yF`MAx6)eusw6iohkT*wHYJ_)sTcn{nxc7ou|wS
ztyv3?+|k+Onl--l-`U#a+BHgDJt$-L<P5&gx_7?KOEOR|a3}oQLRcBMG3ls>*5~$K
zUj|+3e#qpfAO<Dlw+}|BDI=$F!eb39hLcxgyGyF6AZh=kjj8(aiEAEkN94XGgOinx
zp)fcZDSqii<6l?R`WC{!+xc{cv76EBww(+6DYg~=*LL7n6XJVU?@m$PTu{=I2Ap^9
zuZE(IKmL0gf!6>W2mZNos7A6VQ+S6XeJHEJ(-iy3J2UK~0Ka_R>&hp{V|&g`F8v-L
z)uMB;ZoQ%?-rwxeDZTDL5xrY(qA(-M3C#YdplFF`%IKo#{b=mylxU6Ug=o&`rfB!*
z(c4e@(ZInEX7P35b-{JXby;<Rb%}M6bs2S`b*Xi+Dy;!?RuFbLy#J?xm@FZ1F6$pW
za|Tle69x+gt4iZa^Gef7%Sw|<i%K(fFX0)=du)7|XpuqkL5xAwL6^ZVgR+BkgSLYN
zgSvx!k|9&nzwut8KMsB~LpMV-qc!6-gEgZx!#3kILos7C%NB^M3;h4r;mhSv+kY&y
zDvfLRYxio8YENqSXpd+QXfxh}@$L3snZZvxII_7jQ+US6Y&fhL!ab$_Ioet0pGW7Y
z6mwV{e1j4xi%r@)fa<Fboo~Fp(g!zTTwU8km7t}nRrz~F-bVnuw}GDY6gP=XC*_=Z
zx1!B*jne0rQiS96d1<~W$?&*1HG5ydUokafwO1&*Bj+nMVxNW8{K8hE7*I}<9s?Z-
zw@NA3C@cL4qNEnpYKjLicf{`fo5!9x3F74aD_MoncZt`2K6pi`e5JPv_DFj2qE%us
zp|}dU>NiJ~<E9AAdF#*c{<h0{*jE_m)c+oTFL4r0CgO=WISRj;?Y{VVXa7DgRrxw5
z6?`3fV$&<UMzP;#--0c9v~}?Bz$41oiDOHlky}$JqPdi6aB1G{jkNEr`-$^}G=Mo3
z;nsK?R=4o3;bpoXGI4wtiT3IT7Gl_#M*to?cy}QY9_o-z&3W}-X+32Q86<VFc1!MZ
z$FWoSnE_)4w$g;Wt%DyXZtZ5J#zAEpy@RdN+ZlL9W{<Yzon_k&hH^n3YxAMECIZ~V
zo&%%1tX(8*srNdj-e8G~mj3H!f-!-nD`y>s`yp-bte$(y!Rx_TiO|DcdOhyJocB%x
zjPApiV!uY|$JvyQOxYF4m8!dX+|%B?jMzu1&~`l3=B>F#!K(B1Q?dU-v82S{B%tF3
zOoa+@b;b30geKI`*S?Gl^9yrz8TJk?87x0Mp%CUOHC^3mb8Y4(RlL%5#jU&P$RD}-
z>hwWj@|7Niq0q6nmG^ij7U6DI^30AP!r!0b)jj6Hr{>MdrxqRBc>2}~q$9X8YJ%jR
zw-ZEkHzzz0b3Zru=}{b`o-Ear2>Y)WhBV+ZKs?WuyX2rh+GCM4>UL)pvsdBU8cmv>
zPUvO`CCrB9>iIj?e$H!|mSIg`UX-r#0BYd$2(B4^iu;8LWxRajQ=eZu_EXmwcLNBR
zsgK+Lpl=ItYXtw<@uE!K48fn{BQ~z<E|;Bwi2h|&nVGX<{$&I?&<sD3+v5VnT-rWZ
zkc$63f@fQJPa}yq>OAqk2S*Z&h=|Wdz8;=W7K6Aw+#m%YqgQz0yGhm)!x}qVrr_$j
z%+gQ#=?IpW#b20~jKbG94X`_^M}!ar)q5@rw);2Lu&)i6qS5be)XDzx%_563YaCtZ
zo`n4DqWf$BW!YN}Dpx+@%f&bcf03wm6-0X~7p<dTLCyCk5Ikz>=fr+&L3K0wWRel3
zh_Z~dpbu&j5>r@)uju`>RP-G=f;mk2pbay{mNZ8cK6SrZrc?+TUPz1P_;ZFc?JglU
zBK%x(X@X~`HcmDJ#-zyZQz$odU{V7?bNeLVuHGmE$k}-@cl%Xi*lR0BlW)l@)J0Ha
zVp3BJxyV(Af$?{_zE6f&8lERput7DVx(21~X88h&IQ09FEPbak7nD*Q7jxGKZnVy?
zhZxEmflDO5b3wkmQRpZ)A<@bwMa1{}7`qhLO(JI<>4;P?V!3mE^yAX-ud>MYFVm4&
zE2zH^W4FuP9M=?3z8=_rJKzwDtRq$nCwmz)o8lMI_nJmAU^xz6g<ZXX%Sv^oqFrIN
zo?H%?si{clm$w-ip<3aQh9~0&xkShFOSiV}6kASg20RZLB+8WA1G+4p<+u8<tkmaC
z3on@@A7YcPD0tFeFaV$?r$r)brr{yHL{Oq!iE2svqUi25n7E4FK!nfI4P{{5Dmz6M
zE^Mcmr@p5DyJhES^M|($!lOgpNFcLB4O1Mup~Tlp%t{;c@kuy8%=L@7fBx(Jus11Z
z=y`tg+4#1(076d7<4kc!Z~nO-eq*{)Q#7lf5RiqzHNh>}*BUaBF|jMN1tzQ*<J8-W
zxnwomPWDCBGTjc@iiYX^&M)OyI-4%f1(ITS6ggZR6Kzx`F3t0MjV)>%o@SQK9UBD=
z*#)h5A&o>6myRVlJlGDV-b4Of*?^q@0fZqJ=xP}?(^SAe$1{N@>aN(q`i_z>2Kw~V
zs0^1CqMl2Pd13p%=^!rd;ANqIUkgC`ZH|(pO}?eNUko5Q`eRb%Eb=xBge&f9IX9(W
zZWz~y=D-$$0)w~zc%P~*+E2F8F5)Ug1INVBg%f^O^Hpd4so9rV*l|}8Zc;B3O+Ecs
z-d>{KQ`1<`VC;=4pnlp;tdT!&_;)^X#)-jao`<;lyX;>H#XJ(BRM0%tkE*F+>uQmf
zD_uk9XM#w}8lkxwmtrebhqGPz+$f;Ew*tz6s;;2ej4x9ASp8Ol9cYGVTFO;f9NhSX
z8L$A^=*Qu<*i^XPFNSRFofm77?QJXu%H9|4#wz<7Ir|dRbgAj{wYBwLH_1|f?DFXf
zkrbOKy@n?@7}e_DLM*$N5~a}xS7jfrlaTZ%)w+b6`WrtdwOQt4<?5&&!%i8D&EN{P
z{4T?9V}kYXsx6$3p1);7?tE)1RIM~vqF^@C?XaqX7{f!BY8bBi?6FWy1ubOqIy<V*
zr{TMrzpFjV2GE~i@jZuso4v|yjt*e5LY>*>m%~Anjg<|!WMuSIZN>J~qiHY_>2}qf
zrMbm%`?ScVn$M>GFaJjr_e{BpXp8I#P-?Ou#Ia~zFh{npqg;>4opRV9dOAgJW2;J~
zNwh`$WK&Ey0=tc^OfPhN0CD3}8DY?DKaxS&yoKp`(l@t;!gn#yd0Mx*!V78!5{wYX
z$a!KZ!^Gff@sm5%4TKG^GAO>7c>OfCoB?&CdgOFWN*m)*QJJXLclVln_YF~Q`IFZ$
zl|c%(5Y;98Xlcy0SJf8mMg`n9<6+!}cC90T%m!NR6t&w%5z`kNa|8q2G9Q8sR=J~3
z`Sm?5>C@QK8#eQPuK8nD2L2#+E8@s?pPX6MqMTWuw#158SDF<Fxr7zH9`7gf+yRE2
zaZgpy_@u<gti!^^z~&7PFh(|U(lB^!qm;&q`f5uqW<lrq-YnU}1O1H@ej@vjs_cpg
zE+K1Uw(NAz0p_t|k|Y+1Mdr7CvbNGxRim<7Q?c@4SzsS0Z{(eddQZ{bLLQdLp#X?Z
zNGaLqZ@a7?*1f{tU#=$Qwm&6WZIX=MeYQpNqePYTzk9<{hNv9*nhf>z<e!`Vx~fb7
z{=0;&ic&4Bc-Jd!9ES&2ra_f_=%{|9d;HvoA*b)LaL3s&E640~L*G0K+C#HLW@+p2
zc~RUO!SF^y;M?rJ<zvb6f$iS1`}viqWc1m?>hIV1`@aPYHOH*)%BW1DC#@Ku=E7pP
zehG1f9Z1Tkh?7yoz~tX^2({aZ;sAJ;#@S;<_0ggeZHow!pO2NWqh7b&et)uL*pm@Y
z-qJp5rP6_Bj6h&DT#i0*^v$)hewlmO(!iRz+@s$hBr@=vdc1KW8XG^c1gt!csAkFA
z;4J^4bS>v;<5zTf4Ome3oUQrw7ma`LDIE=vSkgncA@AY(Q?{M?XlrL3iOnT9<-Z-H
zBIk!~_*cAE)Iwr*wo5X$zj@35DoX;!?3KPr*R)#qRIrzwb?!KSc2j^m7lWL{B^qUV
zQ@>;%<=t;6&)ow)s*Skg&*ycf8WR{~$V?QPV{T>ba}~(GT}%=dWF>lx-8Qz%D79k)
zR;$n&T^GzaT&f{CC2Y*l4+DTG2kydz4W}rFIBn*P8Xm1y+E+t(m9#a9t?^>QyKK*8
zeMNw`JJv$NO-{dayl!=okEk9~ajWi#p-j)k$T6bW-FYeHq0o|sV%rqFFmX+v()hlu
z^Qv06FU2EH{YF4;l+CNp2Y)y^d}hqJIYz}V>2>h8`;ht{YsHGBNF_5ulkzw&Ghx{i
z+S+2NI1CVK;6bf2QY4S7PN{qzYiJ12d<0XJl+N%E8<s)UJ|~cF!)G|8XkW@&!){DV
zg+Xsj)h*>HHH_6?UURjmC66D@!R<ca#HY)G?D1=!h3go+*~tCjXWg7;pRXu$L#FKr
z2hq5t)q~DYtjUK+IuDso+Y)W#^0h=o2**c?HjhHY63rd$ycWfBa28a|5vfP#TwEpa
z*vrkTdv1fnyc3B(q9=YQ19s%)*qXEkN&91TQpL-!q8HTpwVZ3I%QUR?RNL}`@kvlw
zbr5Vx4s@x=(o^S-GQg>rm^7$@1+=JPiL|J#c_Qj#?l|Q*vP0F4KJWv-S54`Et>x{&
zGX${)?D@(TKEzQ51k&(oj;l;IiAIj9G_)#8$7cCh7y3v`Bl40I+yls3U5>ItCS}Q5
zUD?7Z2!r<~(q#;8P2>djx#$mRfZ2p0dsFE_p)QW~rD0}|y#8Q7b{qn2JbRLTX2`tY
zp=Z4Vx+)8G=*~J_VQ&`C=olEsJwdIoF*AzH4K%>TACV*V>#d#f7z8eLq;rzwTDTLD
z+rc!J9b_V3$rL^EA{=Ku5iuP+#5!V>n<a3er*4_xU?4@$xJ#Y{;`2$qNYT{|yBL)=
zv)q;t$jydf^>IDBJ(KO_!Hwa`U|%&;9xHvhLJX0XTMYYa>`;aitDC6Xd(`~*FfrQx
zB<@l>u`Q8~R2ct$de24Pn#~a`+BqhQsQuS>Dv={J)i#RuW4V{#Cm5Sx->t;PEYr;7
z@c|z?olw;`LF`e2rm|8>?ib5vMX^85a<dhCz$mvjj=e4!xiShkfy1!W!b{pCApU#?
zM){o>){<0e;rG&YVX_}XceDbc>A>V@UiDGT)WRE@N<v|LxzZsZ0|&m5%6Se}V1~So
zY~Ooc2FAbB=lMi8%mFvVkP@tBNqKMTugF<O+KD;&|5{W{HPmb0z9<ZS&-mPBzHOBe
z)rH|Ob732QN9g=b2qEn9FmGyadbR&CTY^C`vRa!*?{QPK&t($014T_WAFZbkd#76A
zlXJbkqPtK+_iV42{wb_$zqRdO@d0vfnScLgE(3n6dirY>e~&wck}nQipmxy&4LfCp
z&&F;ZK-vemGRVITc^p!#`Rn>Zx)%fsACSW6{Plb_9{fLc#?e8s3)ArqS4HSwbHasK
zg`h0a-jITu=l;)Hgplt`oOqrXnBGR?QO{IVWunP;pO4ayT!h64>6vs#zZXBK<KnWi
z&R|mDG&Is@r<GkGK4NoIPCLNDb@V?s<}^-ReW87oi)eIKQSg)#6~UNNfuBL|W99J*
zTI5G#DZyk+ebQb4Q&Ap@>0;kwCsG{3JZL{5j!-W8pKiO-R?Q#iVL>q-zBW^-3TVs!
zb7#3r!aFH1c<!6G$nUW0Aqms<7O{Pg;_lRm+&ie6uD`;zqc%vz%#T7b&LEO8Nviah
zlC@BgPNyQx%^>4k_@@_!rt3)<=p`OcL4gkaC3o$RDx*wQ$Jn3O?{w^9@1|hyV)CTz
z%2GVBmibK~$M3HTeS+E}8{<k>b@=>w<!=;wH^pxJ2A4E0@opWfwnfxVpJcRV9th`b
zNYkzA18;lXrVP|sOKtuvS#*{7g7x%+;GETTQFe5cQm|luh^wV2CWw;lh^7d;^K`!J
zOX~|o#XbgSsc*fj-m2kpBF^epdv{^jqJ_J3ONW+Hk^R2hwOOiu6?_g^n<h}8qByrr
zPPVH$3SBPhMrt$Nt1OZObK_HNU{~ZI?eHX24uy`C%%K|}9eKi0&PSZ)qaA<pwE9~;
zWf5v<X4;U=*rY4+c}nAwT<`ZX>>#ceWOV`m0w#UT`41MyE=!Y17DcC_>gUAAF6s~>
zaD-VL-=2dk$joR9=qE|9aq@QPKKcqyIX`)85tUWKC2*ZA@5RkX-9$VU$o|LA(H++4
zsOteB0rTFkc|GNBr%+S_&@R2h2bU&nJz!=FIo=9k1wq=_aJH)(-Vlf(zx&HohKB)@
z;HftDfz4{baIbQ{0sbt2sgM<FJ}x#bfHm7jD>~(ftH5Ww$DDr66MO9?d&^fmun_pw
zrdypD$il}#dQ>v>Ql4RLRLUfE-zxn`#sw1@9Y6bmyD&wNaeGPx=`NW{y90CJ0!g&Q
znK>3Zth4_<5)P5kp3e_v%TT#r{l!=Mnmd?S+l#eC#kX1d69aKEbmz-g@g7n)k4<s-
zDAcuFM0~z=3Fs#uhP#(S0x2uO%sE%@Oue0>AKT_M#;)8|e=2PWa}aF=yQe#vw-f^j
z8_eXbC3+1j^yV6}HGJZbZB(tU;!A%YD|hsX^8IzuI|GY8O~%b__uJjskPVF;<Fy2(
z#F`1>K%4U8dwPav2&}>q+#t|`0iaVTL-e5n`I(WeNx5`8MdR9ezFOtv;X+4e`g^8d
zNg(-ZRYn(Q8c(N|a%Ie&vHwr^PQPbKKGRyg-7{-!?oPq=hOn<Co@Etl9r9)|zR?dm
z;xQ1!^!cFs110eBla6{#IvFOTZ@);U$KIkZ_U{tyh4_0_X<6O_k*5`LVWnwQVnX^0
zLylWDynAAZli&-X;#;`u#VzF0=J}K*D7NKJ=j_sQ6z(K1RwgK1(Z6ElC0qUkb-_s9
zG__L3(~pYO?bwY&r@U=Zr=F%@RcWT@mDDyms2<r}&QA%^v0=7%;YP?|mPjK=A>a5^
z-D3*e>@T%om_&&xFE~^NB2jC?&frS=`naXhlqmxR5%lrSyKkyB`P7RNpIqSag=;oR
zSrlVUWplu3R;;S&b}T9Hb`{t<;H{cjZ-ww1F;-m}sw#9@=2N}phUFZ7;}c=0j8>Qc
z{Srp(6=K`lUr}gB_R%<xjt6A~O*WLxRlCn3Dex-!E5G_{!E9}f<3TO?h`*U`nXnl|
z_a)Gn@Y%D?Y<o1aWV5A92Hbj>xR?`0f@hcK!UnfWG<?SF!Kb&S10<<Ds|ZI4#B^m*
zl10!3aA)0$<ddIt%FkR`2(P5t&12f%N%WQ9wEXkzmi+UW9fdDSG$993S960HN{>FW
zbDQTym|W#|C<;Dia)9xU@)zwfGs4kb5zftA4hN;#t}<K9Ov14Ed~?3Sj8#H;ds3yl
zzH&eL-`Ow*5&@g4Fb23}Xkq%YWO1crEpKYlU%RqaOR4Tu{utux(>|kN*Kf`GGFfja
z&Tmssh;c%_zjk_vMt@c%6k{yo5dOO1-J86v1+g<W@h84&#=ZO1NT2iJoK2v@HtZ>8
z<x~ltS*f&`UX&{3cp}q8RT{^c@hXg{c=oJQZK3)$4Aj!M!0}kDeWvszhW;XHha*Si
zzP{8LJ~*Q?u4XIVR4mU}ShnZ9012C!-=-j-jAFQ($B}$#IC-t1JjlWc6?OCa6)7}p
zdTI4#3uKw7f&(p*^gFaV{=IJo-HFd|nFtbLCwT6v-<tb1al;7Lo*a9U&<{4(ieu-;
zokM#_f8hj&@u7KiB}yLVp5+oa6nqjY)N#(#{pe4?ew05%&F8P8pu>yudsFHBCLqZ2
zmm)9OxxDO|e>uzg-y#U{npOODX?a><NJ(Z$ws1wS`{2JE);tMQBzN9Nmh_{zyl+(s
z67I-3VYW&NnyAGBB#oA))h9py{LMpVx>EJjRLHqM`fL(;a?J?au3PoagFYMltL;qD
zvFs>r{&=tbDX8z3jN_t37OV_mn!~#dGu2p!tUdCyB^*X30}F9n%}|l~a>h2kPcIXR
zt(nQ1Fh;(F7P)><b6ed>_BPKW9q{{njO-YpK8wRip|Gt2Szltze#>ie_dJA4HynrK
z<T3d3*Bh2GVR=C!Lra(LDZ3D{K{+f{Vg-jzfzs&P@X`=nY7=VSEi?EY;j?jbvc=E_
zTu3)8)~g3(4n|mPI8^}c?FhizHpt}7@wv?_?kL3<|8sdy>w{v}#~u%@h5AH^2X+YS
zbK_yVBqI#^gjy;aht}-Pv@r69*u!AW-iPx!8%07ZgTS|{5%xcD70(n-f7VSRfI5;l
zMCNVD-@9693EFs^tzkv6My;*gfQz%pl=1)s0N`na{=x7yjY*jUw%(&*usmTdeQg)Z
zTL&hAUPaj1Z?-Ll3G$0_u~}`?fY`!}TK7H%)3Tg^QYa3^Pqa>l!OYA7`pCx|Wuac_
za4A3=t!XD-w>e^nJ9|!lek?xV8qN{=ng+z$;;Q||M1Q)WxoR+SUHwi1!F}t^&DmL#
z##Dx}om~5~YXS>YJL&`Gv>S50Aukd_mAddZZyVgRxz|5cWe#1<jv(DqkJjl9|H)~x
z?Mn)_d#0&e*wz$=tC&l#KD=&(4!YY+4^}#TAb+5nyEV!2IBjJ@aJYIB`XTkiFn6n!
z<8j}{gm6v|T?}+5jrz8~y;3T6&zF<#CSrGf=WX!0@$JObECWD2=k9HH{?*q2ZI$3A
zrZ?|O({lEDaaG~@>7c;gHwyjgS2!hJPK@5q;6^2Fm~Bn^!Eg|Jl8{rCV9*a-L5I4h
zy8@zi_N24NRWoEa5$nq(PeI*N{De@99JtQmF1k5R8Y7?BK&DTtLw8MZyd-1t83{Fl
zks`RkTzP)DraYTj$8CZ}J{dvpRRuu{5~f4tsjKMA`vM;rjtK2Sn&{R6q_11K>CSvc
zK52PO0P>o+yVy${boF4VS`3EYf^!l`PuD+Br69BVDq=<3n!0~B(vCAWC4E#2nVk97
zwtbkBCN0Vz>A%E%V+~S_FOPultMVrsLJD^Jw*G`X?;5;7>ZkzoW*MGlu)Rn}bg6)?
zNx9yJey&MQCol9@&FVY=!+>tK3Z*4B@G>NwR&Lc6m2^P^k+=$)`h%5jPHxWL-RpBM
znNpuPL}PoAbfz8NqD{!QLXckrS5RSCh_CUSp1c$x?k_R{#MguowWST+&vPcPXnV2b
zPyb|Z%lCDHIK(bL%aa1v#-W{)ddU(@KZsi%7r8WxKp=722iMltzN&8Wz=QSm?Zq57
z9C7XUYV!LwPHI-krg3h|HQr3%pR_3oDbcW+6YKvPSRz_(pAjDW&DD^i$JUR?)0RWG
z?d^71)Z5B6?j7>eFk^;yPoF8v)kxBTQT<IAPHmBBpk6uHmP=13i!9a+qf1h~L41$X
zB*CAFJhv#yw>ezEL@0G7Da6P<&B&5}!KuDlTy5pj9wYl*!Lz*gc@Uvnj*Tzmd9Y!N
z3>g(1Y-EwP<<RS-E(wa?!n<q#^%X9}NFr^kqPIp_tBXwE`%Mhcx$su98ZmmxXezaT
zyFEH47$o7V#Tnnwi7?Np-nU_a;?y&}rnr|UzyJ@kTES~wGA05)*>ewkE`785x!0Oc
zv^O%`-E)*mOU{fE^=yLfUCeZCN%Sc4k3-_+4NfWtBXXUQ;_XXRq&B*@jP~9w`L(ve
z-W8EIqrsn&*QxVw<XWN&rYPvBC^r>KF&#7v*H^^z!~VB6C{LM64^=Um$(JEUEaOg1
z|Dc;ooO@bBK%*V6zumpeXa}Cs4=-AvO|4#LPlmP^#M`$x{WMG=owOt&CV7%r_D%Ez
zXdk%~rZR>9P|3o4dsdlMoh&cSv%U!sgw!3>CQrO0@9;<V0{iwY^4IV@eZG7r9eYZ!
zjyWh?A2I5g68(|MV6UB5Er{hvfcANB>^;IY3f@W*s<IOv09HBox9dDCgg!Q1mOeS$
zWfNYnjRN0#eCre+7J?rQ$etIE>6|+Mxe7&--E)yL&g`-K@`bIt@X<zs6<oheCyGvs
zN!ffn{LP%<mMtUYX*n|?Wk^u^_Jgl^BTeV>--`7|8Kqq?HJq-G%X(CPBToGfezPmw
zdgWPFy-hcNVx(_2wIjk;SvAmi{kIbb!*uwWf839I4WWC2YN<_q370<z4d^0o^dZHM
zwya})k@#!rQM_AAfuhrrLV_jAj0e6(QnNFDoo;cRpq#%qI@C-D<SO!j^ynw55xv_1
z{k~6C9lP98bj2LYT$z!r9O~n{51pf01e)Va!=8U_-)$!;szzf~jVS$0M8#^Te5pXf
zbuDBDiB5w{kDPU4$%T*G;x7z`xpxV*aFit<Rjuos+U=Iu)+X?PQcw&ViXEghr5(F1
z*cR3<WWHOQPWmH<k9zG)`mCUcNayK6qOL{2WQ;EBNQcKc%X)!0r&R#m!R2JW#c%f$
z_3R<jY^i4jKGargB^?wwA;P_}$l@o>Z^AODee)mFt;3v7Fx!6C7boQgU;Anwlf&9s
zHG33((a=>Rbhk=rY9G1zl6y}3os57E@D=xZf+@MKZWu3hZt=91=q-nl`CC4zyk=Ap
z-a?5sX<E6SnH4ZXmgp=gZhLmMW2-fOnkUHbP<1z2BK9~nwVz9^k)UAURdS4nZ?1IO
zTg+Db@k1?7MRZvK;T%~XNQ%s|j}691%0lS4EzuEn&!r+yEOkmjs<$x)O>0rb#?n-(
z*?0&i*wD$sg9Ej$ZxN-yD7p-4vKdz6z--Uxt0;R!F?^Xs=*%j0ROyMmIwWFGJ5bPw
zi5jt<+jq;_Kz~zJ@^|e%e237sUx_zwG{;CMud3+*59nfq=kshIe|CJjwv@7>7Dw}z
zc$Tn@e3pMm+OJGCWl~|RH2<Q1-nb;iEP$=RuDRiwFl7mY!jR37Is<{B!_sBI1y{;K
zT+dE5UnEr&!ELT8;nLZnfMR7gRz3I=f!I@l;xxg6M4t9ba)0jdcgZ;Vum072xh2}n
zCKa+H!CgG>WEHG1RtmfOQyZU|H@YtR6W^Hu5-j0a2F?j(<?};e9S$kK8kTUvt6|@Y
zECgaJk;l}~ne9{H!iUZ-&t~ISgnzV0aEMy<%F^urpc%+~4lWCB_!65ck`v~HOP-}r
zYZLzDp<kfbm^ZoM)(Z2k1_U5>zc3DHcH3Rz{y|Kck5`en)p?v8?@L#x$#_XI7I54q
z&4Rg|_FHn}Ln>;vJ|;l{@u4%KUB^i<6rs!QCV7?mznHws4UBy|0yew|)&muRi?^=I
ziO;@QUaAl)cMBY7Kq)(QE>H>Y$2>c2y9=u;7w3G)Gq6@~Vs~O6yR@oGG*#TJK6;Mt
zic0wzo~M&~wOYZ=#cD>f4d)!6j4VK_w5m2Q!h@=jTe^(OG@RybaB|)``Despqhz0r
zQU)`MOG3jH+XBFc=D=&k%aLq17E@9zN`BffcDGq)H$k-hZK7ru>RV^qc^U3|4v*RS
zP(E6XU#oI6hk$pj#vI+;wE?~pS5nCQEw4K&*XqcK|B_nf#b8~mBA0ea-M6P~c9gJ|
zK;s3I&+R7yGnZch%y}Q?lsjlu3bu$LU%zuPgm|Geodw+LT4X}AZ{)t$>sl1~s@qmf
z%P0K&*x=G+ynjLi_#pgW<T0EH{!D+FRH<K9e+}#zrBHEe$}A`ZxvMUE?H=_;bbos-
zEa#&~4Oe!UPSF!*_awzyC;sGZ%;9=3oY;;X*ls6bifP=<lhN9)_^%#|%>bs%<(_P0
zgY#V~tw_Ih9Ei9lOY3A{nTy~Zlw6ToMC_IJ*t_tm$4qsP6u8b!j@}mjPFv8&=i)!{
zDO>lc0OUPO>R|8%@cLSta5N?=zGeOWsbX{HkbOprqNp8AIm6BM10t(!6JjN31r9hO
zwVw_*bnZ$xVssb36cxWLxOPWD&!&@!cn#|0&aPqYJTr+ouE}vS2Egj?@VwklEu{&W
zfMbuBjzfHIdnpKS{fud}UBZrFu4g)RNxk+y&A?xv`Tey?ejc&@AN<h2q^?0-Dv5qC
z6!4HxeuBL4{mU(TKk4z)LIt-qqtzKL4XH8K2|NqIOXvl6PQe}FBZ9pHhd=Z1i)AEt
zrf9!eD~8!2kbPh+$BmJUyCDkb8ltrUp9+3VF{Iv*Tp(RE^teEu6OT*#^60{UAAVds
z;~N@YjC=?CUd#@g=@jJKknPjYFlP-+;mYW4lSvkdJ)rhs-v%M}&c(!|?$~W~%Sb)M
z>Ey9j!UOEUkN26;-%(=@s->d8cdx854uAK@s1tUyN*wzMm)QN`)HOM5TnhPn+(u!7
zugJ9YwPQ@ofy1)5h4Svh;=Aff%jZ7Ho9-gsQfJ>k6ns>;!Ua|?XfWp%hPTD^kMV9X
zBZs%>@?GOTLa<&@TwG^?BOvcE48pEo+EGqBH-t^2UkN8RN+XffHAmsQw+KuvGJ)fx
zNFB#mJD&Y_QQ4pXTra&OCYWTIaP&%KS<UMJAgM@?oCyhTAJ*9^C(+S8CX<#JCwD0R
zvQe!a<LkQ*1(6_dbTQA_7UnHD;&~_wbaLA@*2kI#C>~2GtX4Xg8Em2DR!$uWZccmm
zlP-DVEo*hH40lC!OhGK}{C>dyU>z62pZwGH*84<jaoaorxRVebx%Dfo@kUt&Hb{bV
zpE62doIeQ1_4PxLoN1r1PT4rKZ|^4nvId8Lu2S-neXF}A%V1wV7q$7ctNv<m%V+C~
zm?NDzk=A25m@E21=e$RV*tmU`@KHWXoHdJ*e1!)d)hfc2XDsN<6Jh6fbe~Q=-XvVl
z>RL~qPUPQNj$t*T@gnuPp9eTI`bbby_@ohvVK?|aJz{~ZqV&)PHwPZM{T9aI?X#=b
z@pi62PeQaIJ^)srXT@MasRzR}ES24pUEd0<9tB#tc}0RUap&Df`BLKW&e5LW#BJo@
z0x8zBVuA7Xa%%PYf%UH(S+|77M3a&nTv-Malej3;p$!ds93)HxXk1w_fA^e-^JdNs
z7t8uq7OMakGd{*dfj-yS*aY`Ga9=KX`+weXMS3oig|dg?O?Cx7@ODMi={3Ip;>j=Q
zJIQ?7Blp(UeJd*><D+WFyjVNT!7md%eJf=U#X`GK2Figin!qGSqRB1=En4Z8ZQLO?
zSfvue(1y#|-J{?Qj5OSSHkfWDt(7K{YnTTB6ulFUwF)SwWphi8?8cdJJ1NDftHWLU
zV~JDZ+)I6THW#L8n*oqHDb|%7EU<IaVnYIVw;*8qz7^W;i`H=YneEDip+PB>z4j8T
z(nwiT7@$7Ybp)us41-G#Ybc7d<yhq}-QKom4)b=3=gM+FeD(()SBf<s(@Jo!15>Mo
zki@&FBwF4yXlQPA0Nl2N!p4uBsl|O&y2Lhp_~>`eDLmJ(Ok$!H8Qh^P&Lp_~GR1PE
zJ6=3K`e-F6d#TQWJW8@Vl`3Hk<!<gggr78wIK`>=Y4HnGmF>dv7Kx6kqs?puvnRo8
znyhW-SVGv&JLwN}Ejj4xs|enHL~)K&#bK!wCr5YsZCtA}*A`j;>qghBc00bGMK4w?
zbJxToV^-*gUwx}`&Iv{eRvUh3?Ns4a#&~qLNd46t@u1iek`-o8d%S})^=DL!^;jeP
zyT)HjlK<Wjst@(lvAHp0JhDUaq}nIjW~$lWvG=s97EL>g2eHLvfLP;p^$}}KiCP$5
zXnWPq*7OOjhKSPh<?7Z-#A7igij@w(aK~WtY(7!PwdxXf!4*fjHa^kO7C0L>5+3zw
zZ#e+zmw%Kh!iv%Hdb3g(J+Fl_{E7?)&4o(&%Cv6YEPl+J#Z5Xvr&ug)-{P1s)P@u%
zHDybY)>*UKf9L?HLWZRZTd&q(M`x$V4A5Mryk=mlXAl(i{wx)TQF*0Y%6;BCrW=jg
zO}|_!BDA_G>OF*81`V=rfe<e?kshnP4t%`ZoVmIUckfw%o|xUTs<gy|&xRBao!HLy
zk?%s+)Eq#)8uNf^@fhZ$nq&4PzyzkGs#Y;6-e4h+L`4X9sxWmMxe$mlOP~C2kQ%u#
z)=!_J$?tc<ydR-KLapoI&yC1E=a@Xf&@hE<=!$^;q3T2M0UQ0hoLc5sm|d38Q*h3p
zlpgJ<fQZ?n3q#D{yVw&)4rnv!)Aa4y&<<?OVNu-og?qGavPq$C1G})=h@6Y{<EliB
zuG$Kz@JcN#Rvn+HE51lY9x9gqA|w~xz;AY>yIvbw(MyMY0LMVQ8fg09>1$wjl5yAf
zfJgoxgf$w5UpZp>g5-C9<`2$|(orbs#hT|R;s|u2+c1Djz6z)oU2&XH;vCu90st{Y
zVW=7sd1qI26c$#6%=omPk!a8jM0p+j$=_<9PjyH84mALy<yM`Fb)$gMJzn;WW{X0B
zQ*3NsRkM44DS{Qj!Wl9j44*eH)m_{3Bm%8Y2@^4ow#p@PhhamtqE=)^Hq;eO)b6i}
z#5rpMMZ4|?{fpmp+I&f~B#&3gMUF|14>4qNBq?VM>crn~UczPJzjdX4lRO|f9>6-m
z3@4o#m^Bj4Z!#@RctmqREHei=)$n8Rl`|6cna3&Jt04gR2I3OWu8u#>@*cl3mV9eh
z1G6Ovs>ElL;3gho=~c@dJG+fQq{GFsJDyz-dzJFT8hO(HjZpQLq#@+ml6UA)Jm2z*
z-#w<k$=+F0`Ra*03`m;^buD7^y9K}Z3`d&q_uOA;Lr1BpjWg?-e&ITbPq!7Gcx79x
zeplATud;;=y(9CWZRB|)6g$}cg9&1j`5Kdyrop`x+Ksz^M`*Y7IkTlk{HxM0QG`XW
zU+;w2b-_U6u)*DVR?8E;s1<o`D{ZUG>4Ycd&Ui>;&bCB4&zT~~Nqio!%PHE}%MD<)
zGl??~yRof+9H)3G_Uw(mbEDYv?+9YjpX>RJq=&n1NKLmP9UtfokzAvIoP0doGG2k&
zh@(Bi4S~dnraIzzUx66_-EBQ_XiC!ma8D@WHuJ#)ybWBee_FAN04iBM#=CT<tlAV=
zbSTgF1YRJy!v2Hruq#ITE@=rqFOY3w_)2Luny5wr$+-iyJ5AM*@>wvI_f;-q^a@*g
z7tXf|#`A;+n2x2aV-&~9ShQnx&T;Kiw&%H`NYVW!+ip#C0|gd3JCWb$g|h$ip{P8i
zrRKgs-o2OA)X~ZicvEcHU}5UN^j5Nat|qbCyT^{X_Tls)B`mpGYf{_2SK94;co|nD
zjzT>RQSvyUJ?~L|@W}8*ER{U=Va7@Z@+)kd0dNMk5@={%JaqjF#>m2<n6O1#iiDDG
zkH|YRzL<VWc2!t5)2|=XS4uH-yXw^`AjhUu5J{1vhH!{HIVJ%7t&twlToEG}*e`uF
z5jdS~;*j(mp;H14K;9pfm^Q5kn?FXzEMqDvY)cN|!ptXSM+dY^9_?Ah1Pi&KV*+Zv
zK?J3D6@9C0rcMwxa$wu)?C&KkMehMzpYoA%IWeAo=mJ?W0hqI1JQ0YDefS6lu%{lQ
zBWYHB2nOSHc6B2+#u*Os&f(MV$*Kr`T6GE2Q3R9_tUF+#wrAyawB(WBfJt!Iu?}(A
zdvr>jyMXzGI6vIR@wliLGp(i1fY7Ok_N0OJw*Ot^$UShH^oK9E3>qN&8w3@tTcH3P
zpRG$TK@O?4uFO*x9rJ|fiiWM*F<FR$iaATrW+0X7xR`AmRY7enaJ(Co2!cu&y87fC
z!V|w2nt!m|e+s@hF+E_CPttRsbH<f1jg<4pk*lL|!0T4|jj}X>4H}k1fmNa=ACxm_
zJXtHcng>uKxtW<ii$1zMrLNu*?#TaPqF}sK@Oi{2wxD%`Fkm`U8Ee5b>hBbkkj<t4
zGB9bZG)`&i-SaleIM0+5ZH)F-1Y2wtN$OTx@6qKio~_-eZan?tjY%E=ok*8e)7&?>
zr%r-@f)1Q3R{EYsnFO_bip>%dsJ8xAI^UiZ1y-=n@~JdzMeyZIS)*%N6{3(YP@r-D
zwnl%bTx2kb`cVTj#*vb6T{TNUv1T|JEg)QlAL8|~PLLYk8>q`a+X?f?!d~B!kRXCd
z0Y#9^5jmPmOz?||KC?16_m4?v@F2wZ_7GsdR_&2SeWlv9%Wl^j8qU<o)AQQB+#n7}
zNNJCW&PwL8{lw0Os&YWZPGP|VL%}}-Zlu{B@(5$CkJMPCOFG=+SW84ClWYbWn(b91
zN=j~SAW*>9UFIVabl(ZrT%BejT1w`ao^J8Q*|c-URgR5EKfAT$BzW%A$+mDjPCCaV
zv=~z1tuQkFm=OBlK1;2`Qm?oAL3IZ6oT-3X&aYO^E|o=+Nl9#@B0Bj}q??uF*oodm
zlB%eTzNt0*yxiQ<Ts5Oj6+D!;k;Z_Ro@L2HpGt1|;7}`+HO}r^ZoHovza?#{*)}H%
zwWebfv>AM<<8Y8{xo%&(c~`7uPw-A>_VUK?7yb_DKb!HwPZ{{M;nHPV(0n=V5tmSq
zKcIClC>iM?&Ci}d`vhb9rl_hO%B~DS)%GtEfUIFk&WLL2ASvVoaOmA6qDjDa=c%~)
zMkEy25w2-uPEHn466`8==CNK(V)UsShLrh|9ZF_*I<12bw=liGY3Ob^vcK&x;XX$x
zsA*|O(B}P!{A*;t>U~m0Obc;zO#`k~Y53#4x#*e^@2WU~58Rs2>z2$9wh-e0nyHSp
zCmFrZ{M#y1qp_g^3=;n?3x`<9fjg|R;Y}oU`l3hawBwyhf}!YF>~SXI&+C{3=tzbb
zt%($->)$OmFG*6oAuMBGe5;6!X49;Q`#%YOCIha^Nw$SZ_9ud(-%klD<n+7wd{%Lk
zPbeWYwEg9%)bqqcDR5K7(w0&`s%v}QSiEwPhE=ep<-^fNoMm3P29AjiXMIjhOG@Hs
zuJTneTgy!vr`XYKZlkgzd1SUBIj7E)>PKNd#((^3{eFteG%h{Cjv7g_>+o25q6^hs
zbt2k#ialPPRMa;P@9_^wl};}n{x6fL(P3LfE&hss1L~H0I7*>y%A)oqloTyqtBI2d
zkxvTP(Z2I$JQcMQW&#!e(u~asgB=q_qt`E3b2Pm4ACLq5jOlVUyhQ)GeA<grd#vnD
zBH1m~*`JxDQ;&Kc+gM#HVe#BTTW6FYYM@yHm%FcbCWh$lIO;Sdw6E%f*iv}Ld1WYB
zTo}gDfQm*NzAT{py!X&PR`|3SvjDh|9O$Y<cX?K)AoJt`Xa;1<m7K&97%e`yAFAIx
z;CALt5V|vkEM&Yh0fAENfllQYm7-0tC5T!kmK%T3t*{N*lHC7c2UZda2-5tZq%(0S
z|8@#Dh2S25>MTV^tlU-DB!;JhYx0m)lGs$eD!<rX%&K#USWhBq4^>OAy!otiY|>1f
zUWpWKZeUG*N-nZ!-BR#OInuT)zR0$nB!!yi#;#L?BYyVrQJ*{MmH<<yW?{I^ye6UY
zrpCN}lW~|2*%@oct`k@jTY2B`Bd#Q3tBw1U&iy54;;qP3K7D#6=Fua_k*WgO>f5QC
zc8O~5<r!yu(-1v@j#&x*$djm<d1qR7rovpB=QDPUcV}@3>m@^GlpB+U4=0Fso2h--
zcb6lka#8EnoH#ac0>iwjiYw_BWD{7~@L2~m?Fa8DvZxbS=_yuN5<&$usQOQ9okC2~
zWHp7UficZJ96=*|^5eI9=xbEmMyG7=5K4CGfm9#MqHsY0%Woz)?VXk_LDJX61Qs}<
zQnyRX^hwJC!(JU-vA<m1#{RIJwPM+&LKsvC%KvP1idu7mXSG8886dB!J}MOBTv8mS
zZIxZCbjT`oh;CGU!}62EKQ{raCRoIt2Ii)~<o4dnHiQ!VJrb<ll+iiwP@0-KipaXr
zvr4;bC{XMwXFWtr(%6(q>PeW%=BSxMP@%CcQuJ4y(<5CkDOrr;aP?L#Ju#@sC|htS
z&RhHu*M``L@9m#P0=ws<Q9*y60TM27F08~TjZ8|zjx2j)pi=$=X41U-mSI5hKX|0`
z?Bs3z#+v7bfx0e;a)kt7n9d|JlZ(9qrH=<*1j4#ih}simbI&x{s52r#zE>$(Mbc@D
zFTrMJX!$*TB~FwHy7f_m-rg<ij(^#3YKf~dunK|08aVM)pgCqS7|DuK>8L7k$!(Q&
z%BC!DtfE%x+`#jmEP&?`EFUY^ESgj4<!b?GQ4YQ8T7R<P46A6ItkSg65}%`up^oQk
z(Ji9*hFcsV^eD`IKk~)>)8hy+pPWKT;neS#l0tuv3c*woY!3^9`(>l`LAh`swoqJA
z#NlkY!Cj@^c|EhpX7=FCh?C=P@xROeTu3jbpH;6zX$*hSpJiA4&Ssb3?~dU?RpVFk
zd#CU}Wy3k*wY|c2!XxCK_pDg{26dEE>ao9Q&n=p1#kpu_%gVn5qMmXm|3k9he=N#c
z3poJcH^khGZAx-`kXl~8(@?JTzO_xO<Qj3WvFJ_99DU2ooozi^Y@H8o_Z>c9c4HcF
zvSw=LHDOAzSIh;Y5D7OZA`@XwUvK?h;2n9(NZ-#qKuGo9y-@hbaJ+-x$3gA4OCnbe
zapMEid&G4+D^Y9khdaz3r_L@l9z-|#$j5aEl-?mP0nv5a*={ac*V(_eEv%Fq@fno#
z1Wkyv@aZWOAF35a<v0&JWL14dx|o{_C6%?h=-%fV*OUq#GfeX=VZXKe9P@_si0Rvj
ztLDjQ@e172e6+g>yf}8#wds!S7OwvhhY(#)GX3CVRK}$j!=HEa`})@bx>4~B%Vwj;
zpW%n8jTP7QE8gMoE&9uS-sum!YkjMWa`)Fn)9gZk?^exF{Tut+MPQ8D?jaYCo<zw{
z^CDNV{z$`-wtZLkhWU?zD*`IoY+veWp%dm%uXpk#p%y@$6Y1WgZ(D|drdGvjd|NGk
zEQ7|5x--UV$Uy{B8V_pQg2HAL+5{dmYT17=uVLGj1e#UVT5VDDWR;>Ww&4|)Rf-%c
zB9kEOqcgLsP3M}Iz9DVFij<P)HCs9t0$V5QBQbLv7_~iSXrHjj*>y-n1<sp|(Lw0u
z0>7u-2@PIwVDM>OBt}9dOdC&@lf!5Y0DUn2EK2J{fOuQrGwDk;Pa6KhEklDp`GW?K
z5P@Q3_nZk3m3SFE{~>mC_c%xfkv0oE5}LHV^>wh<b5-8mroKTjBP4e6A3DfAuyf-F
zy&sXU!|p0OG-NK-M7q!*VR3bO{nXRBaAAn`izFrc025}z*7JSqj}i^Zm!pq#TBG^#
zFI1Y2(P;iOgxA@j=%JU~a$lWw1{E?RxHCRlW?ImV>{6#xdo9~yQp7Xipiira8?7HY
z9pyJZj87#wi6xXGbam#ClF;yZE$41#S0XJzD;<wl&us5ljQq`|=(i&o`!!Y1@Dlov
zp=n=S7>A^;*;k~1oN9tgL85@r4OBuKuXZRXM85AHeZO6(6~_1XM*`s2Q|jcO-F<Kb
zLQln#eUnkq9M5^I1SH0XB2jKWSYaFlhIKU2p>xZ=F_ZhrlluWbLB5k$yHOkmll+y`
zcEIWac`S2Az?{71o2kfRgsJ8$Y|1}js#9@RdTR4un)q%3mzlc!!3pl%S%3=js=xhB
zt=w0(-gSj~g07iC%k}JD7w6}iQ|osj@-@_|%&BheN6z5<)|MLM!x(%>HNB;k@b3DW
zQM@b6II1}dFFeA|dC>E_dMtp{K9|i>Kf!q2ip4j)#(hVRZ*amQfFu&fy-$x|S9P?p
z_1>U!NQ*D-p@9z-Mv8um&82bq#Tef;c{AVeeM`NtbK!$jHUfI44E5~htSiS8!qWZZ
zJIy!$4r2`O&=^6E&*cG2$yj6Sl5_A}r!H815M8k7=;b{EDjG%2q;<bq@U1Ior{)Bc
zdQbLpU#0fFua3E1X1WEXYES;efEVlce$=H>%+h;L0-`TCP96d4{|9?~-s_bY$@(lq
z<ct!fHr@$g%b{l<&}fdh_zbXZIInIB)RhU;#b&7)HMeb*m&-8ksfwwc!#vP%EJAP;
zMDmuRLiH^xri@u@EWEOY*)HNN2tRL~&1sV~%%ZXO{@~mt>0qD=PGBgHh6RY;uG%%0
zJ*H+L_^#=i?def_t~ZUhpt2u(XODBgF9f$RvmYnq4foA)0=gtpT-j&Rw7sgF<)7=X
z7EpZRx;0zc%4WO(=S`vLv5UlJ%lbVL`RB<;@Y=1%x-nqV2F2`J|C$-hW;ltcos<!D
zb`xf8as<MCq1>Yz!Y?nb#dt8_b(nBb8Eu_@tB4etWFHQdQtW;loklj^f+pF*6vXp?
zzRBg)@|!sMO*77`s#K3sWhX~oB;@C*1K;0hG>D0ZL`f1TrC*)tl6))pQgY=jB%Ls#
zU%zWuKm>wwvInB86*v|5bBoKPyI}7!>(gd(i^|U`gFCpQ@L#;ko$21lIs1*bR1*BX
zfAXI5S^k?UqYKIvBU0M6n-D5zU0zLx1zZDs-@xeBdM@+QYu&0wt+6&f;i+Ca*JrCU
zaMn<=_g%7H_BaA-pQ|+jhqtat>9t(KPWOatwN%?mL1^>fYOGw}fdwkH@K4$X56omU
z9q$p<jq-!ioKjLUpUdJ%jfpkO0un>I@F&M|zWUd2Qy_@)9iMzF_}JN&xw#gP2W{4z
zGf8p}AdLEu600FK;pUs4b^IV--nMD8DBp1*l3kfAqp`&AmoWogfhEqB`#+YhF*=hb
zSjV<)+qP|IV{hz@oxHJa+qSW>ZQIt~eD~fzb)KoJ?$a};N7YYPu`4Whg8id0>}ke+
zxOr0>H0{=%wWpli$YlP~M_PObyN7%nnd2Ute3?j7t%X%sL;50|va~<>SNF1gr>wR!
z_|Im_&aH6`EdfbK1fD#Zj0}nBaaI(O|FMM43TEC05b?MzE-ohQi3&m$s8$RBs1yac
z6jAe?Y&)CZWUozO3g(`Cc<JZfJbZqqna*6jY`$<ipG;3?7ow=DO07cLaxn7Kq^&bc
zWK|K4aeu~y<HZ0>-jveZ)nxbb<2+5m2b^Z((hANWHYI(O(je;pim&}ZGZ^|-sU5wM
zbH(MaSeUGBoQn_B?$G&3Y+8k7=EZMDv9$VoX6$kSjkIi1l}NuuQZxK8scIN$lfl&{
zs*fzxPL?<2Q>m;f#C|$^U`Wc$3MAZ>D;&vPIw8Sj$cQuLBn~khf8R^^xY4>;r^Ya*
zljy>|9}Z+E5Xmu9b~7&pyoNo>YAPPypi9uvTAM;NQ@P;coEAZW-LDtYNp15GQ-THS
zT|`R>5ub7l^4%?mvMhIJ=8(t@g4XRkI|RuOt<h&M2AOAOysHDUu}kN&NdbNMIR>)s
z&}U@`832RCGqZ{{VWG%tS23~J3XR0`9nbnG)AJ`O9x|a2$O>*zA9Pt?J5s;kBlm7w
zQJ*7O9iv5BDFG%7AFKZAXsuI>t_s4aGj-T8HsA;?e|_{YPTxMx=Q22oH=;Z-@?af#
z@7WQ{_@%L=rdX>XmbK`{(f;(R5S85Y`R)!^;A)UBb-r!`x6>m-qeb}~!q~hQmE;+3
zIO1xUgc`#(v|FE_3hX8AiKOH{(~>nvWdF@8VK(-`hBA<QG<Z9Bs?OsVRv2|aMVqOH
z?D{{1el!e~G{HIW!hf2~JTGA(YP+@Z!dhBr18DgJE^chRFPLh>w1sPj94hGcL0Zbx
zMG>(=avCs|`&wz7MO5Nyjv%(_VZRy{ypyS1C%TZXo+XsiPMAJ73B?U1NYhe<1PF_-
z(@UpuExig+D&#hBlhw@Dx69N3Y25CR?M-Yqr=U*Q%r}<aFs_=35(k&Mrl5Lr5Z|GP
zv3pD$g5=2j8DP)Z*rQ>kO=6Lmz(4W@UfM4cfDjY9Yx!i}M@=Z!=<^EO$Z6D)lMv3~
zClxe(j6b-uJk1LiG}J|!JjJW>w1H=vw|Ub|PeGvWi;_~eZ#y*<Wb3>bUeGG5?Hk|l
zd7gblExr@q0LM?=(6)0o&Jt80+e6v__D$EYct4GzIA>c#mn*9s>S3{_IEPwH=c*7+
zm+N7nEjDM+OFA89)N6>f{>;PyKl)&VR<61Fd<kv2aUDlPCrpkt7cs{*>=b6&m}gGJ
z5i?>9>@J0fF(d%7NsH5J?-bTG61WZGh=(W>nun-8OM-NAmxl(WGZM%V)Rxn&tNk1d
z^w_(881DK&DvEG$Kq{(x%dkg$nNNMKSC&Z5w|!LlGS+zr?tC+lGsuG{zfI1V=9Q{@
zNuFo<$j})`{x81l5+UVNGT~mn?og11W(UIS6Y_z<E0EtErJeVUA*~bjIom?h(TUP4
z=x_F<gnI+xLl@#5YD6OMn*dfTE|7=vkL@EU<iqg#P^iv<a55VY4&yqgJyEoOz=z4*
ziA$>s;sck4G8&?5Rm_PH!i7*bZyMfvlu-tt`x@8RV|K(P9hmy@M+~{*qb@8eP3ro9
z3C*L9s~wR&d&K7xre3fyLf(QYX>(KzNBvlULvFDH(eJNM5z|ZjK(!%r2cp~AC;8F0
zZ$Vvd+QNWujl$yUjLler_?(}twwtszOz%nZ5uZ3^7iELXtGcPxdA1pvxO-y5C$$;&
zO*VPdB8TcY%Liw?S+{!%En4>t{~oMPobMdwBM?IiSRo^kp7hJnj-){ydD=(d2NPIp
zWFg}!%A`*KEX3blu=hav{!Ppwf31f9hl^nKI?#{cx`FMCr$ELE(B`kbP)*+fdyV$Y
zfy0PL7=m#fEVD%|e_q2(??mVJ!-UbjFHFq;gQbC=zR*ptdkylGG^D1P3M%^O98+}P
z?CM$36apyn-keEK>d-8A$`#>^5~zOo4`_7dRNyiR;jt3VrUp`#N(pk_QKs{gL!&Yj
zQ*z!}{|jLgr}<*L6-yjDKY-I8Px?2DE`;%$cbS&C8Pi=jQC3eb@I<FiOy(13tmQpz
z9R{UM=kfE#+{phHExF(%Uc=V&YY#t6Tg$y~unrXMWEZiYA^j~Xjz&x^lx}nlnMm^L
zCo_WRo`GRq<&ZXkut8xCD2SEPjye%b(cRXLP;ELBjW_E_Dt-;q*KSdEsYoKf>KdCL
z=bgwz+d2_7%C(r8cwR$+@Bmu3xW?}G>7Xq1K@j@DgY59_CR;xNYMSvNnx+YV<_5ZQ
z<_8!gi+$kvKYL&eeUYzmm|B3LF|Pi;6Rs;La-i*!hsRLd^A<?1Vgj$erAhLsC(|~9
z(aA4PD&S)b*U*w~X%r)uU&U@5cr=`;=CyN6p1VxQ^G_%qyQ~1SPOV~Pnqg{@m!M|p
ztgvJu^#8Q`LBIRg$uG|T6LLo8%9!<D=c-(`rE%#;1?lubESQ5vbgs%Qjpt-_h*CTa
zjK?PCpp3t#s@!igsLv%Ri*FzFHzyZea9BSOjNKa}B=r~5w2yBFChZjGGPI5UPTsG<
z1UhAw!eq>RGgvY(tBbPouF+sJbtEJmHN%p~THnw)Q+L!Rk?$9b-PgFM{EE<LQeT~X
zk8GG)3`CBU%v6q+UX^RNvShupWbF;uU)7vVn;I&d;sd$!rEW_9)0A%btmo$Ti=Q!+
zwYT{iw%<kzn?tfpd%xvr7yG<q%@W&2FfVQ16dOiI0%MF_w$KbKh`qI1{%4VX*_<r|
zIIcs}iUnM@&aHYQ!oytj^Ksr3#uxBJ6DP<hUt$QmT;sX{{*KRJ^0BnBOkaxnt_=7l
zpfbV48(~N#e+*0P>nS@=bKoX?Of^_8AVmEfb`i<-5x+Q@Kc^WtBRn+-S&gjPZ%$=D
z#q1)R?d8ym^reRO+3}K6J+@c?Pt0V1rih%p)wvLmo(pFcOUarbk!^8LSwq|M3GI9R
zG{Zh1oBd8CigDZ)=N}QA5{k+NbBs!6iMZFa8hVvR8s$O>92l?5E@6ytyw!mg#F^9=
zJdkD7WJ=e9{^y3#?@0p~%z!H<Ps&g3Q5D8p#*4#E64p|Lw9<U{g&&AT5_(Kv5j(LL
z&PeWIO*0b|yI~M@$bsMA{er%?<svy2H6fTH+pmFi+$ULU_1$G6=pjLNj{$o&GkDmd
z4Q%sa9hNc3u2hNP&=g0Iys3O+I`644d(>BI)E=^gZ`o3g>R`QACye3<Sq-f!52+cC
z(y37Wc%PcDeYEW*8GBR0tgH#fEw76;4^O^DMr%<H#-`LyjyE;{=MI(H>Zy{9@Tm?X
zc7=;Shqk>Qe@5}~);^V5&qOP7#mgGjeA@kF59`y$9MT*Z6=5zkhRSjk_9pkn9%D5@
z%7W){;2`08A$pI+0<lPh#G?hZaE?p#L7!$b+rmPa!U!%A(#FE%B3YGis&|IUut&~t
z0Z7qJq=eN<Lq(AW_>ishJ!J^(uG!>|L^{QUsUU=1bztDk+~1yC>sTT{bn}Ph{SA?D
zp{Zmj(R%=v_XAu_WOO`bKxD8MSwExmZr$Iq15a@}dy76G7r%KRY$fPI#*`7c?v|ig
z(z)x6n3Jh}n<*iwz8+S3+MG{`+w{Qg&kXj0R}*Na&_fuY>!7Uu3Sgmdv|*{es4wTr
ztxHE6x}l>BG(Juyx1j*P<Av=M);GYYPp=v@hcQO|g^=+prY^l=*gOLv^9&%*LKYiD
z8rc1^=0jlA2vz?#0ARxv6~IXbRUmC>fX7L>g@jZziMrZFev(Fh<Up6|WLfvOCx7^O
zA+PoXnZqOxxi*#5X3=H6b%E$vZ+Y>VlWjGMSnnU3V(e7o1xRM;gSUyQtnIuvbmkPA
zmJAG=ub=3MIf>UXYQ1z@&8YdK_mH`W5)1B-+3fl7(W-*PN=OPAM`vEtHeO~U=i}<5
zp4952giVVmv+g)DM>lfj0}&x@*y`hw(E?(<G+iy#(F7_7qgB0!c9^{1PzgAhJ)9(%
zSA^p>$iT7skU5taod00kIU;mmHd)=wN~YhZsL<^^NPv8Krb>(q=g(AJp7O41{|dv%
zbQFHUMB;$WM}GL}@iz}V2Q9H1xApmgAloV$>0Gl??9_lD7>6{hkI4gXae1rKKncBT
zUJ#n)rI+eR=+@hH#428U{;2tv$WRHbaU-rycOl;f^KR&DLSIQcddWOqW<BTAs&`Xb
zT{-qpZuL8Q#9KR`kt!=dP}j^K`=<LIAa9G$;fj=LBQ>7~Vx+3c+gTo_9V+xFi*D(b
z7;;Jn;(>sNe918oE*`7^D`vqdW)m{F`j`SHf{C(id<xe?F7)aWpSI;qd-5thzSl-_
zG+T4GIbX0KK;_Gv?+lOQSRB|f^0PylCzj}0!1}yP7stgduIGYrxlr{gMd;*cxMvPq
z(Q1SqqcKwwjYBjT`^$b}_pzxzL~z;;VtX;j*_k;o5qapv4L&L)W~iZ7b`y;UWtYzI
zBhAsF!0w`-yF00m8gFQ)hzfQ%DT3Sq2J()R8Yk!%KSn<_PLYpL5mq28VS&X63YW5u
zLjiIYA7C3zb{9?3p(e;1IR=V@7WS9S?hpxAfTM#g=IFKIP6`v#rmzuEuW=VC6IZ90
z|H45`l1W?AAhYmzJ}~883`SN`-nJ}smYSuQ6J9`J$%4Nst}&~&YUSpf|3bQsfNwcL
z){Y&lgMjuqZq~lqYDzIk)*70dR4}&YW_<q{WNNq(RLn;UK^6-kF_)3>nGM#4Xy(RH
z{mYjfEIzaYPO53<N?pKsAx(@&-`lwf$Vq7CjT8r31U8x^=0DC&Z^;H~qF&6fn~yD*
zhf$&y|2CeO`lPZ=C*A}3d5}I^PKz@NF@tc@l<T%;SRnWMwB0{cBsqp1C&x_c;O#1W
z^gx^L)|fy9ZA;+(072q^NoGSCgbmB!_st=LuY-ERF>ff)^!biUsUB!{zJD}@7R}T9
zY7Y3RA9lS+9;o8in7{P}z&dWMpyA*;TI9BzP%@s~x;%~CW*`GtiQQ-}gz~*u0?c{Y
zlj#YP-n2UZAiWd}2c0LikB>$`ZgzEoY`Wz*xRUpMW)-ZNV3XDf+|7p8Be2KtFIeUL
zQ6&2UBt%ehmFy(uf6o<ArEb2e@AG<=4GIXCF}9m%1u_c3=MEp-_mjKBh+gs{xsNuc
zzTE(X?{oxC)n$}h95*$077lv;aPRd@O$j2oBglNP=Q!*f9}@yTa1X=o03U9LO>7_U
z)*$;mqG4VH``ZWwx)ey)ysm9G1I7}fpLJjZKAZ)g*kgp`NY^{34*xWEr+e~vo>d3F
zC^<*Jhz>tE0;YDaWruQzi1BeSU&{Nw?tO%9wiLmyqY0(bI|Y!^Kf)(t`VsH@^*r*1
zzoI@)6ro=}W}7;p&od<uy?5>8f@O7<fk#2%uVZhZHwRO!9c!OSHV?{kk5XWNMvvLH
zVsIVuQT-9Pr$6!3R>~LW;CB@u#pBve@WM$r*0y1I$w71-d2{C2>K)o<?~rN+4HHNM
zLq>9qyIBrbA3-!i*>LiG9WHz~;6skaop{ibMuWK!$V&_Ll5Y1cp<+T+{ll|>HSc)C
zl@1cRP5~?guGw9AJ0Ub=L(b`<gkQDWO_`1Haq^$br4m0NuRX+lvf&};&!+9u0yY%m
zb*)k0yhwB(Usdxg@FYc`drt34cdxcB<_p5I4)T)*jl9ap)#yAw%gJ4my$)eW*f4NZ
z1f=yIUl$<r)rneEQ2uL5vFH@)!fz6?QZSke(md6nHB$gt%-tlS|CopH$pDTs!Jic1
z*<4p3=LX3fqUf6kNps)~_PZg|@3nxtsYCjwk3U3BWE9{=c`*!lnQ|2(o5+72U<XQI
zjUQ0Z7I?$EOfiSdLB<XekuvS<rtkx<?XK_x2&Cp{q`s_BlowS`h`o$*5|RAq!ud??
z#m+FsRuacVpXWTrdI%7)-FA^%47y2YoynCsW6CPW2;3|ZgCtQzQ>E*eLkaljSq|@<
zkYk(Sx-Yit6R>E&#4)O*;L6X~;F3dDRjT$;V$DJ)ZxZ&?Q$MVWmnYbL;!{7OSUP)=
zCO(*B!94GB9A@r)F~nCA8ZMI?T%M+l3o#HsMA8f&Mp+Wh+*&Fra!V=r7D+vxV8t4`
zGkeEUpk>C&00K4t;bnxOW%M<i2~lPQeSw&(9re&bo;VtNa<?x7`MMOxhgvkmfO!ZF
zGOdZWH_ZsjAijE%0i9*~t-tbW<9{zHsE@XqDp>H>s{JqRLMAI|P&(`FuA;ZN==K!>
zy}I$M(UJ_H3HhymhwK7%y-Yags=Mnm$+W&Nq1_a}L}ce_jN6eLexZy<1rEL*p@tvb
zNVTa1^P@bG5vCCG&oyk$e{ItkbK^%;B~=NaJPkokJQ1~ERIWa%4LWU`^xyZW>!k2@
z-Hu#)jDKCw2%BG{3LhI(vY9sM)|f2mS3R57)8*HxRQ?T8u$aMBHhllhjIQ&lmXzJ7
zW6*N9QOdISBs)0Fh?4W6rT99$B=x5$^9ExLT5W*=8#>ml)kK(72rnV3)vj=>8%s}B
zI4fx~$Mz2$1YNIgt26Pn9g%@~kvX&^erL*RFRoTZu@-a)gCfQA4Ma&@T{qE<jKuQ|
z<ZryEAff8QZ`QcM=^jB}?sP*xtTNZdSSCfWh=Sk}q{~=P?zTIkR7K*|T(IBxPYXhb
zn~Y!4SDN^)yEuWoSbH_FW{Yx0wcg+K{a*;skl34z|E3|Y<^8PpVq9MIMIBnhNH$84
zHh=S6ZL1+|1gUp@*u!s{{X=o^>ym(d@yFyoe^2sw!1;UeP5#Q;J~DBkpMQ$0lCtd=
zNf*<subramQr|qFyz`|y@`q@{lrhf4`>>qgpxhey05_od?V~U+SeY7d7v0xFXUPCy
zRb8z(R{fbNF&%uTU)BhfAL#_ksu$49wV-b}OFUGzt}y-Yu0#ffJRtWk)KC`)^i>`_
zTJ9uOh{R9TXo0S&2+Lb(lr-oJJ1Wr2_DDlAM4EEsTD?pC9g=-K|JpH@Z7-mf4M4f8
z<ny8+9I#UPQVqAH25=xQwol&rJdb`HA_KseQLDD{#u&=MDl-&7FNgp>>FVA$?GVc?
zGhkIyE7m{xA4#+fiYNJ3VDAa|Q4hPDw<EitDtu#-%$}X&%@W;H6487NyZxKnjN=S#
zA$-;Vbu=@Nbs9VVb#`!v9{@QZ@~-rVA8a!nm=f5=l-%w3A{P~eS*4L@1QN!cNP}6|
z(->};{o@`q&ryt0g^IMCNc1l)qE2CP;5`Rn`2~6TB<|garvE(vVOctjvIHe-n-;l>
zkOZ(KT%+>SvMR_m!vD#?KQEwpMk3Iadte=B+)_VWK7g87AwW89*w9BT@C9wva<;F7
z$6-Yxu$d5Ttu%oLyu<}Z>*u#B|L1{#R{7(32e*8J+g$fU`le<wLs%n|4=8{8q?n~(
zyl<fDs7W%bO)3s^$G~lVU6P+iTcsN8U_xOCL0Sg;o#6j8LJ{oBH^76Pbn8q0AL;-Z
zQlzP;t|J-ghh1jNENI%TLtr~MlHZo8Yk@j6u=;?InWz-|Kg<hzUoHb>O-o-@?ON9&
zto1c-C`W@_#m%F&VVnadrAi!aXd6bf4BD=N)4#3{X$=W{VL(A&WuyzWtckR&pd``B
z=2qKB*N>wxKm}nP#Z9QyIH{v034yRGQr80_jv%8dNNV&9e8C0q$yVPSs0wgxRPO6=
zio{sfW(<6?7|&`Ik4rT{Im}+$7vF}8=%F<8ATxvBK2Ii(*7@aG>F?U59r{E7r)Cn&
zzET$EI;|1h>`3%aX2V8l;F0bBF%D9%oQbMtAr>T~*4l=9GFMe(xl{e%F69Q)vP{5d
z%pfq8tvyb)v^vb8J03%Tw*Y*q;R5K}dO0^fLjp0C4Q;Ykpv>e?x@|Q{8)IT4ZLTN}
z6pmw3vd56)2K?bOarIGqo<KfcxC-Qv9T&hNJX?Ktw^dlbD;lp?W*Fq~D<}9qLJ+^v
zNG=xF+T{^;OMU|?=o^Tkt);U$k8W*z2F<eda)TsUyG$XSTCqiX?HGbexdG8mK?^F{
z0z>xY4r83X@(0eC==|LG)xhpr3f_0w9yt;(B*HZ)-YIAgq=zEU8&K&qB$y%d3DNh8
z%RMkd(~Tt2jv^%?QrQEr-5zL!ZawOG40v(Nf+5CeKU@`@e88aA2o1bB1hl-c==Ie(
zO6I<$&D1D9T+{C@;r70{jlcLw!Sj)t8o6dI?+%dCNVucxO!F0vkUn$+_%>TLu8@)X
zhX~unlVPo}8!g%)wmX~GW*hj_>usW|&!ZZ`8IFnS9FOc6QlX*OEvIX^y`XEXVE5gY
z7osocY7(NHV9SPVE}-?!W^RgeBuQ6hr<%aY&I|(1rQ^f<4}IBUN8FeO;@<c&Ud=4n
z@BiUnAooq<Qb#uoSNjj(n3A^~Vg{9RQ2H)b*U|<9bouIez3PCz35G0|fGh+_F=$Jq
z4XjKP*OlS=a|q<CJtl_xL<M?-_&ELGZv7)lEt~|(>lCy)Y3}h=F$BpBdcybVcdIk6
z{dd~f(@d!7G^LPJ)dj25O!)c*ZPnV3zmM7=(r_E)2L3sRluQ*>k?NRveno8ZZk}2V
zrph0k5lkk$nNf>z4&raaA&UQWo}_HI!ll0U_pN;@^QLk&jbh(*LSlk>KZfCgX8N(E
z)B&38I)0+NbixkL!pu7w#O^I%{q0cq=`>K&k~Cbe6(cOEO?|0F-k0}sZd@9<L>m3r
zlkrFzxgAZko)gT9)&Tn);a@(Xzq;X^a^dc6Xn%FoTDJe#X!Z8VCH*c--YY^qIEg)g
z;=NJF@iP16)(t>xAfas<5l4~#c>{G`)q-E9RUX)Z*dU;B(~A1cj_*Jk=89ZOR_&L5
z<GiF;pkCW<+f{pg91hcZCV4H{S&7du^zk+69_+kE5QyidHt@wa)KwR_YLk@z1@A%D
zHvfpE`@5|@t>UuG8F-HtCim71GHX=Cw^CC2`N}Ev##iLcOJyeu!87f_&{N=pGGv0?
zw#_*+%qiCmyFUfTVbu`6H)-E}gB7(eWrw|n&@H>w9Y$wT6e*~2S_R{z?o>{y_gOyx
z78j{0KJiEIL`9PH!-VL4sbc6Gt6CO6Qd=PK)I%Nm%Mox#9QQJS91jNn{-C@6;&b@I
zAoeS0P-~L<E>j9*<9p=S0`=?HweFsZ#Td6hvJ)2v_XDxON;$c2N97p-Nsl3W8mES;
zJE_w<Q4icuivQs1Ou1t@VM5Qx<y@y)sw&e{Kfw+|Gk39egJj!cH(HB+Ft#GM*{TAF
zjVN-9To?hziaXSX66Q`*15Q&r3tr7TLO$u9N^F3;U4MVOygJ`wQj<-sXUOS3BF3>0
zGks;bCV=7Fa1SZ&Lvv8toi>#hmW2Vx5eG4_QVetF<%<gNvA0{-B&_uf@}|rlNDgTP
zU4d|*oc(F4yM(w8X|!H$?54E>WK;1joCf0sU8xUHXQnDZ!W+>Co(H>SN2x&zZMjmn
zcsOUf?FO>{JqZmwko~k>>1tu^Gqqe)+c;U+Rmi7KJyHu=l)mDq-G)bmc)N?#wmkqW
zaIuJ3=R>Gx-(JDuS}G!$Sh4VwQc0}p&H;$7Xl(7uDwue;(pus+grxR9MaQJT-7g=!
z>we!S&5{2QvEr{xoRR8pJj*1Ct&R~j_&Zz+krK$&$`kF36Z0S(*BeBd9_`G7V5~)4
zQO~yY$1K;AKa}(p(zI<{f@z#Q+7JX<P{cjv8g<2l{nz%2Ns1E8r&q2^{L&z~o+<ZE
zJ&g=s#haVI{#12u>C440=}#3FRU=v7hzm!5%iy}gNhzXKTIUAY8-Hs;rQV~Xeau?%
z{IoGS74y7EgRW&TZtldMqhja2{!{;c1F9Rd1W<%Io?WHM27-d#F|te={|*7zdulF{
z-$Fs5H<|{2MENtV{fR}2>Yeir6(HmLTJ|_%5z)rYyiO_*UfZ$`8j=R@sAe~k99AZU
zszGBM@z)d)+W6RtY~WpgG=vCT_{OTcOuhtVj(uU$J1fr@_zsCed;WTm-n_fzNhPnq
zd;Yd|aI)w|BT}t4xv0Y3ZeSKwvWU}RkVtr)l@zjZ@V0hpL01`PC_MN6s;-tz1)KdV
zr{xjhISJ;3WDeJ0V$QU|#-7VWKak9c7R<v2zG=V<_|s%FQaDRDsOr`i$W9Rc{u#$K
z1QBEw=0iF9sBA<SGCZafI4cG=ZjVm&O{mp0#6IB``mu0OcsZ3Jg_`>_ah-K@JJhm9
zJmB(T9u-k$WObSz*CbrzQg^B?AV{}%Arex#bOm%3w0&IFa#6Hop+QBr2vJOPifW{X
zdWw;mTAWZ(dj%n0BNoD82SXpVu2NcuAE(bpmt?G-UAb};G*Cx$B$R0RKXri46@pV~
zM$uBPRAp-U2#eZ*d)Q*8VA&EU@t_u06sKwRxBP(V>E8^|U$QBhXd4ew!+S9Id)w2>
z?+amM(IXIlap1#&ZX$7}3KxM1=!@_rq6y%}47)QS;WNO)F7g%;s8(Q-8YHOHBRl(g
zZwbsH&lE9}W6N~mA#N$jRz#%@%4zfn`*P#>;O>1@&PITIJ6=JDA}eG#^JPeX2Q-$6
z(`;1*;uP`g1rrh{UkfFd)WbDnl?f-vj3(UTxD5Xh%VH>bowsm@sd5mTKk<wfh~?Uw
z2YX7#E~0#_CT;rC7oxe)QMHsG)UjD7XBW}(;es2YbD7Z}_dbDCIi^!HC!{Kor2h{c
z;}XS|hm2<hjsF7K&(bNHY%iMxCAv{g=8jEzQ!Aak7K~#_&110_3Z<1xm#Hg~<AmPI
zCzSU?8jnJF&Y%2H8?F?T8m~g7qitl|Wdl$47?MpF{PrKu3LIx!(nvayOBaL;mjF25
zX!@ThZMO!f4ZA2xr~0bBC<~im1Qft5Q<x!$o0SCps^_>WMA`jih<UPvTsDe;l&P9I
zU0GW|02#oS$Kkb@M59jFX@tw*<P#&|6B8gty2s>8e74XQ2G)XIbwFt#^GhmV=Mxa1
z%5vvfTWs7er%dUG<}B+B@DAmH8%7X%I)=Dd(tW0~ZADfJadqQiv!lU-_9^0^2BsfC
zD<-}9jfPI&0_ggaw7AafFDQCXZThc_!xnk%zk>$U!`eN-Sm@?PY(=JAo{Db(AU92A
zJVZ)Hnlzt4Rb~sRT7^$ntOA+hDU3()6hF@nxqT681snKhC+y7D=xWZF3cZYwLESlt
z6k>?%hhJ8n9R~Dn>a=_QFsJnbx>7ul@7ZMqs1trssg}RFGBu4*V;LI0p#c^#Jq<eI
z?n4Jn9Cr)C)P)R~C1$dWF|rAfuPHuA9U2H1>S4L-sd2fBzngNo+>fB95Tc_&@3ZrK
z{>P;tniwMb0G{-wjo(tHCWMoLPnKjP>Rcowz}mF|-o)B<>CZlD71|0LF<Dv2K!bkE
zJje@D52-b*2s_5g=d2HCgX#47<%QmIF&rtAwBaqHqXvV{I*5|vP+ulCms~`rSVULd
z-6*D#_#vZhj)|nb{WR^AQh=EihmkyBN-6-W3UFXCW=xv+3YNel=&OBT4BGdt4N48z
z1D?`~%V+rYwb(CSeCz)l)h&XArk_er69V{oEi0d);>s~*eMTux>Fm}=!3tLHgt^{Z
zXP{BB)z`fHXi@f-SV1@qcKk_rpTc%SZ0Lg6@9TI~7{V^~lLe0^$J6<<jD5^kOjY?4
zmR3|&<}NMC^QoBTZST(tIz4dxYv}9#`=z{N_Ygw0jesl1)07D_8}B=UXmo`%sQqy9
zTGe%p8V-OxiC)S?)S|egUOMWp5mv~NU`Zz+C=FpM3i=z!bunbHP2d+#z_-wVW7^3y
zUpWG|UM1Ibm^J<Hrr*jk!OI1kz{k0N3wT8F@h{42WyD_V%2J725Us;WMNE`)L!l!p
z-Wrz+5V{-=Dr9Mj1ZjVN(3_Qg`B1~H+v^iB+}%LGTw=SX7GQo}?(KX^2ah#Osdi-y
zzuE?;iD1P}3=kqG><ux4VA=V?5t1kMj}KxQ`d&hc^94d#xVABH?+sb$rEQOEWQox7
z?o~~}c%vq9w-D&8L0cfunh^t>FY=SK9S{uFZ9p9L_&3wfgPkE{pGW~==k;%fX?=aA
zd*RvT5}+yuP9Lf;#wF1Z&3cN8iC;cvhnRGnd6%?LW8Xb4<_%1`7*rInSN6?`iYTbU
zbcrF)FUhJO3iCKkH3Udo+>uq*)eFuqDY{cUe`(T|s$R6j#Vjm0q7BASdYqkP|6q<|
zkLn;JQEQ7hqVzzZPkxER`HB?P1+e!5l0y*>CuNH#1%D!wOYu6OD7lH@i#W5y7TF7?
zLY4Ve2Il2Innxp{4PrOg3!!SMHUHb7eKga_`6IqdHh4aI0V;i^)pg9$<`%biad+=g
zrQ_^U{t|Nyl91>u{_1+<Z{a(szjPcDGUm!<)<mxwCs$DXhgW{$W2wAvKLvnYUc=~u
zz1tfxf(|hND~+q?n!!rFF9#A#$>V!{1o@t@9xY6Io+<uQj`x(;S5N)ci<E}WS)bt_
zDnyu-v8v^6(?GNz5|Fl*tJ~PjL6L3wMvxZ7-{6Srvvq|yyqWe!>(bH1;TjfXo%m>a
zodWUM7mEr_9eDwlfv;CjXI*pXXW!U|2mhg|@@z|2_urH{{CpVwin#ph%#rqn>$2#L
zgDjErWI>^Om-eQ-&a-ZIqS2f`%ktDT@`Il7vxx5}So(_}4Zu6Wj1^|S;jCY9%=T75
zOKeI%iu0g1Bmlfk-}aA<+iD06g$Plw5d5wF241e%N{e*->u1cu>$*~LT?44s=|p<@
zr&lT|H6h|D2HlNOrKh|qDZNE>*NytxFqr+P2^Qih>EdE3I@{VDN-nt6vO3D~W@(xj
z4_FcA_CN|JbN9IZE0N<1J)FQv#|qyNhWbU@8oJq{y0+JHrq9X<5EU+<O-skq5R)*!
zgVNT36s4xJ`P0c=K<f2C`H0!wV~olr{JDyN?abCUxnqknVD^h3F0Z|c{4aZXB*Uxa
zXoXru?$p%b9u%JB(5>}}CJ<fkA>lPe&?j)?j>34}f<nE7x0itE1t-frRwy>laK?Ag
zy>oSagA=!#g(nzKAG<sU=>+G`-t3TCKSeCxUh+;S;K%M^FX(!qbbNn_&YFuhd=^-i
zx(e0I#nJVqP2U%~q!3m&f9~r{FcQ=KTcT2n@0d9&e=vP(p1tQ4isp8}l9ZHA>GcoB
znY`}>jE~;GsEC0jZ_R4oxi@?YD;@fWo?EmOdTV`S0r3CQ2;dage`XmE+(UlVG<%=y
zVrqX=jejlQ5LnmK<<+&T;lR}xuZaXyE(*24zAB=<M&pd>&v-}$P>RPN3o8!*5q@8r
z`Ck+U17o!1u?jgqS;lj}1qw7e{%*3#%^eJ$3wieFEZY_!{3Z0^!fk>*%qpC%id*2*
zk%b*~xI|QA19(1jTDExgMcmH`wajI(u*Pr!9%_W26VRL1k2<#?60jOm7!U`C`8O#L
zJ$o350I~b~Jfe+X{gP$vL>$rpG1d~yd<}5<P!OcZm?#`$9sKOEw&#Hqw|0UKsZHe5
za#|6T`3qNSs{lEDlRfO2xbH$s%nxw00g$^64Z<DMC5p8cqj(7u<=yH!yZsex%MgRF
zL<mCX79Mrl9)vsRO=ZG?H*z&hPRb)AVr4Fd8F9jDrY2*lnCm-@oH_>R2_(^ESE+56
zd1WfVN9s&gzog1%E*PB~04y8K<0zMziuDKvOUrM$OY7)UF{E`nNe|L>%IGT2`KjuC
zHj2McGo3bQIhXws3H|s}RFLJk%V}Ql<k0JZy(e(6i`bCmZ}+_l^@A;knA+g?qa`k%
z9xU^%YQv3@0a{azlO^L{{H2kEH7GHa_@Cr3|3-jBO$HpBgL=i3aSqEy00%heqf2<B
z%?MXh3$6eY6Dhq?=DoJ<{C1Cy{(eQEK_X8FlLAN5glFKf8x9H_PHsMe?Ebd3y}Q#=
z+22OLJVFfl0+|?sNH7MC_%u}l?}(uhAPNo2z4<)VsOh69@lz_#Q#zCmM@G&qd}ZJK
z?|1=QQ#1?)GN1=lC?F#^n$1iSAA!oAbw;E|wyx?KUrA_mJx=Pz@e7%v^*2)73NqXR
z%O^~bDJa{XFX~?|<$BcVtFFWm4FmmKj^@z(_2nyZtLQOcJ+cg^`)Vd+ZXrRvK5tM%
zAJJ>c9?;Bq`iQbFAOaRn#*ivUuKcdQ+Dq)xcBv**z&HcuGiHrn<s^AvD}kKkP&;^8
zH~MRB8-!}sg0H71g)?v-IgxlCkg~Vq@_6w^>Wj%-DB^Fis+Q`<AbBF3_1k_{QotG`
zoMg|IP#m-AUt~k5fa8nN%-C-BkYO+<zD8?Q5hZy^v?7>i^WuO1Kx3^{yf}+K<U5|j
z?|q&pW4vc$da)|wZZ7hdeHdtWZN~4#r-8=JT8XspMda@qQN8OKDtJ^K$sA42+(x_W
z#NWyw66pSsEZb9M^Y3<c-NIX!;WZ~-mUjfrnf!B4zkuH8E{;Fqyx!r@%?U4$Spk0r
zI<#w=7N^)yY8vg9>9Z9%m!J~gMX!#D6gfFl1H2L3t$a8cw+!9ci*%CwhaJida6F0~
z95qcg>CerrAbTk_@~HnrmK++%^1kxdi^WZFiX-A4%x*4GUHm6bW(8<;3GnSG$FjDP
z@a(|D+{W=EJyJwI2TBed4`zWlg1UOBJvRUR=(Bfc71~jUy$v1V+*G?Ok^K@wORy29
zkf|PoRNXX5CI0*ByR;B>CZouG>$}3LhPAs$b4dJkD^7L)QgW^rjYY`tN-(r-j4l{G
z*S5>&+SNCF)n4w}k4}b}HKPYV?sHz^qFET_P#$Yf(;;1DMkfxrnQ;AEN}Fc$ejG(w
zembdPG6q?j$IF6ScCPk6Q&RHR6PN>=GS}ePlZbYE^f%AAawPffj5%3eZ;aDnU0wo_
zgxSF(_xK%)-w5*1_}XQSgcWnv+t$)p5cMm*pTJ9=dAR$2!*vDX=Ig_U54V!#giS*f
z@As$g&QILJqR?#fVWkVzeP@T2^|<7=FE?|5Pl}&DQ*KYu?@H~J`1lQC|DoY88o`@$
zl^^h1sSQiW==Xa0Evg^ld+CIc;G+Bf_!jYF5Yktt(#Vtz#|IVVjDVEZ)NE_=4CGhZ
zz0M;n&vu*W=|=zu{S=fBdp5)u2of$>SiP|a{JZlw%;Va%6U)200UP?ZTzc$Qd<o$Z
zSmMjIWtyq#9$v(AC+(DA5nb_(r&)L&hGq{f)3uKNNZL{Fb!;pA_&M|UJ_CR4;f(#X
zIuQ8~n`l(+$3v#Gt8mp?lsxbF58)_-s+XXGikG{}r2L*Y=c45l66`|3@B5D(L(+0S
zc7Ml0u3!!?%%RcLEk>W6-#>PwM`pl7#vZ-D{pT43F7O9E$Oo$!p{+#UHFDp5cV^E6
z=86~GayQhzs?@){pZ1E77cT@_q{qS^qSvT-rC)a*TgS5^Tv5(6P(o7%2~419jSo3(
z@^yuQhEFG6`y9eHRY~pURb!uWrfyAuDagl0^rk$6TfZ}b0Da61jn4M>9(i!Wyw>1V
zo8^EDbhf-3T1KINmpvGdo{S({GG;zL2322*WkhBCSI{p?Ucm)7o0u!!BOr@rZlZnj
z*}-v;DiOl<EUTS^dES0KwpV@ko^?CE{)YBXu@+2EK?*OwV}5Y$u%RdHkmJ-^XwlIy
z(w~5C7zGemuGPfydjW#FOaZlC!Sfk+Jp-`fDQkt9OS;>W&YBwt4<F~pfymFG&bDIN
zo?$6R2iQ|N*n&Udy`FzD>p^I69w?F9P@v^PTpa0Fo$DMEBJsoq{+tGQ$Yl{xekkst
z_ar-ik{vnxidtwmZZFD2DmAmM{`Xffyg6nT@JtV2XU`68_C?x=WOvocn#AcPXU`0b
zYINmZdCQbT<iE)!ph(8_7{e*?Fy&CVRTssST`?aSbwr^LIqw&mz9+=3gftrw1v5+W
z1HsL@o86zIUsbKE7ZKe@u8B3&`2LBT<JaaUb9#w!bsZUm7N;Q&PudAL-nV|z*4M!k
z)dr9nvmP?M03h5!5U!B{Tzza9*o^S%aL}Y{O2s25thAb>KS_wy3lqPVv^}B&`x1Lm
zYFGNGEF}W<D#W1y0kTUBU7787p63^Q$}fr!CyHvnLNWer2bSIJ&*YXl_@8}l1wJc2
ztT4E^NS<#9C#2AazY_$$cPq`!juxc_l%>tZ*<s<0yn;zHv;X7*D6`KXLQ{RI&+`q<
zI#8t!Gw~4-SUe%KEGNA7J7re>$IP~0m?GAlp&<ID1JE1JSf}rgeBVYhy{w+#9@u$&
ztq*$_FS?JT^gNHGfI6q;zmxy!0ZV_U+{N4Yu<(k0^HQ|DVe$Kh54g!6_S$u5j>g16
zSyW^KJ;4iWRD1U#z!Ufv=}>k$!&u8G#B8BEzt&yghts<P62fN{&Q%0xr}Vm`SlaOe
zO;UnTL9-UGwa^q1X%MzsjDV7USlQlHT*+>yjkG#m60`XQ_vH4iT2PKWzX&^i2@!T@
zUf@E)L7qPg=lMOYs@@twN=2QE>Zq20k%;k)n1e!5nD@A%Q+}Z*Ex?oxRd3(Ok)(J(
zKo$@f1>KQF|0S>N=W)G~Dvx$@8RKU)vsP{3GF_vX4*5mCbtH%8BL5uhb-m&)hf-=`
z(n}WJAjT2+>4;9Aw5N1xvP-`FPbx5{L&T5Nwf_4vh*DMv7*=ObntQpIf!2%`fU8?i
zX^A@I@FzQIZMrRhYeR0nvlMn_F;(mHt)SnL>MBg*T$b+Jdv2F`Y(;lYmX7BIE$Y^+
zIn>JD`iUH4FUL19LL?ViNgTN>l}OK>D@vYLX1W9xdMV8dM@d=9<<5RDXL*9VC((&3
zMsv~W#8Huy=65^o(Z74veLEaBV;Spx1^LoFJLn+>LwTRV0!(*QsxdC%)W)V>t7q0&
zuXSM>g9o{roC<X`pzJ@#8~l3JRGp=%Mp>8Npox!pNnQ%IC9e-#0-VB;E6wJr&1Ct+
zdpQyP;kLQiycwoZe!J}|8c`5KM!DI&8TX`U&SmWFr9N)ozsKd{YMUhRo;Uaji%hT2
z{IeO`!&(D=uh*eTj|+P#c^0+RdyQRdo9%z%wK)6g2%YoT0&+>+t{VLW4Rf@S1gqio
zWdB*7AY97EX*T6gBo_W>8oe}552vTaZ-u2CvpdSE^U5-Gt8nvd5Mw54RJ_buv(Jyo
zcEHjtmQiqEg3h1qe<2P#2iuXF8ii(1SQ@Z=^aEMriYm=}Otf9(ELQR9`vY#wSjXX=
zQ_+rNl}yK{o6(<lXY)libNo@>yO-37JR^-eK?ck6;W5Df!w)Dne8h?{W@1!C*2eH0
z;MaaudBmZX)u<S|4{}ejLi0iH9J>1Vr{YkJuxLD$^QKYJW$muGH^LJ%9aM`Ibj^0g
z6gnpeBez9Zv121=xb@exauNu4+h^0pb_}sD^3W?@msjV8fWMgyobeZ)TV+cD)*B|@
zHRnzRRbpFvJFO8#y@3@nZ2ATnuithLX3`dY*raVjwxIn#h_Tv}-R5u8&PFa%ZRq`Z
zysqV3;}yCMg=Xti+tPd=J^#g0r?H-rjpm6KRwhL)-Ml9HwH3LhXsx)37V?h_vlWJo
z>6Rbg6DY57*}<9$M#W9$c>ZcpuL^iG^A@vIZL0+SFNp!4TcuL@93%HlnTgSy%`+XZ
zb#r?|3a{U=#jRGA*R{FVgE^kUHk`|$B4;>W<JDxBR)N~qinTos;O@vrIrbPum~yB^
z_UzVD7S@$#Xg*rw4btOI3%nD~5ga<fj*HT%QH7Enrg(a5;NDb0Qy!?Rnf~SlYV(<Y
zDKXd*p`YPG*DRH$t!?MzC|2KSu56G>Tg6$^4NoeYtc5-s=r;^%6R^5JHLNPz3>zk+
zjp*2w`0ALpVx#goaeh{FUF>zAc%?1jT7?C6QhE|iR}{qGiO-id`dwPH-?Pa&k5g_Z
z+<KUP(pqk`lFomSHYW<@07(v!Th6*`3_Ph1xx$N8S&o*_B_C14LieJZo&=5u&aG(#
zS-hR=a*rzhY~x8De^cUbZ%8?Je5MjCc(<?|QoLFm{iONGduJK?p3dN@ZIEj=gFNeO
z$o0&*pA@BmUF114<|pjRXAAn`>(VArUfm#>JT(x1{;MEVS;-$)?rqpX(8B5qrK`!i
zV{nPx^d`;AVI_^pgOZq%;t;Nv7=)@WjyUbh8=$%{ZNDhd1i8LZX&}?^lb{ZpXtcSM
zk^HQ$JZQHIa?ZY4vp30f<<iDrrsk_p14HBioa`T33;=RAt=9%j9ya(G60iyxcBg?3
z4J--)<Au%Ej|~zK#F0NjfUOd<_j7W=aP(|B9(E$37#Yvc8g7Bd$ZY#R<#9*tSiFTy
zu7IBE3S~keGNu>rf!+AodexC<<r+UiOTf@uHe(c$Zfpd@KzdU^qG?%7Z7K$9;dl+o
zT{P!RP>*9*O?S(?pqe@iAzRqh(eugAzI^&hs75ImMg7j4M}$|=njfCVWR&EF5rXBF
zc@1K15S<PX0P;zCodnp?t5yD|X82H<`vf*5le<=+_`zayB#uz?S4N)Sbro!VvQk<z
zaa!u?a7-Jy65{&-S%bA1V|!Fe^n_#_>PsZ?HaAy9WCTK_*RD!0f;H!$(5jMYl=UUo
zHRrBpjj4fAUas7#mnBw8;Ck<Tl*xX3vkR;p6>Lw=uSKI;Eg9Zt4-9=sMh4mWqxngw
zj)1zKkxE&*YDqq;r@`eD2Mp?C6;N_;)TJ*ya&5v9;pMEpCSLwkk`s{}*b9#q{F?*n
z6chs(G~lSleA@^$_@Tv;<3op8a3CTO`-{#24fMxwU52@I?lD1Vq(X3J1jk|_+$|07
zZacx?g^qJ?$2)PEtIa@$HJ$6=Z9eY-2M_954qe5Z<DxG4?B=<EK#peURCZt@X#W>;
zJ88;Hf%xNqB}%h{kvF=h%^ong2DHQFt)Vw!Bw+d8L!X~P5N3+G@31rS(f}K#5$0mN
zQLcfCgTi$Q6S4+2N?hCV{653<uO-rf%l@Es4<$csRiTN`XM4nckR7a@01tWC$l;~k
z(t&aPb@$mHz~F$@n;Ldb2K}(6q&E+rY~i63&7?PP^@y0+!KViwde>y@>e>wf10EQ=
zL$_1_Mi(MmXxo)}E%(*FKp?iYX@0OF9utTWdn&eQ-*|ULf*HiujH=SBC;5d?^o=2A
za3!{Qvc{HJlg;sc>n3G!Dq)e~a@BD6V8I@@unUk12E(>f*%ekZ)C5@mOl!H4qCQ@-
zuBoa)Em10_K6(nh>fch_o=ZsFc%;8A)ftv4tu3n$+M=&K`>PLrt|D*t($ilYfhrS>
zAq5k8dIM4CZyT9ty`yDPKPpuszs0MMPi(mmJ-0~d6)+etnt>>1>oJR&x4DRhehvTf
zUw;=D=2)PvOoHe`;15z~kI}Q&HudH!>S8wsBJKqsE!fqGpRvD)g8MvnMg)7hF(cke
zSoJ!3><<WcdVucjvyro;Ii^IOf6Ar?C6QtVI$05Wu{0#XIf*dTvkjN{)EHMp--OH~
z?Oz<B$Sok1Toauf&o`gDWV-cxg-$u!cC=8qk)$-;3o|*sP&;v=jAJ2$IjYJF$G;Il
ze+h|_1`g}YtYy3b6)(<%G>^Mcr}_Wvlu#U3&*i8&0xb(c;!SPtSC)ks|4bVR(92AL
zn$yp8!vi?J3EIlZSEG@nc$%-E;kEpH6A6U6Mi=M`*Frv=GAvU!j@IcJMNu!Z`F5wP
z%bMSkH9gzv5?$*QTHM+}vAnj>$J^V1ZGF;U*0Suhs9UJvK{)y`c&)dEDs{Ycn?H*Y
zma?{{Y**K(*4@Pm;`%k*(ImMsr*7&f;`TnF%z~S9wM$vpXX{=BQMvh(Rd*sq_%z#9
z=T4==PvOAMk#-=3GZLHS27NN)A*WB?pc8e4lIn*M?{_j>UjMTFE4@UN&*E%7Wer=x
z5De4$T%To9m^4`5>L!4OP*q**5Oq}yBDR-13;57m+_JO&$eZ0n_w6^r)7Cv$#)$9P
zVaRj07Pp4Y(m=btTJBKExB?H><&`!Pj9@xwUT0B}T?MUeAu74Q)bT7D4<lA-Z~4O!
z6_Pi#r?>XiuJd!lSNp&b&?E;HF805^@b9`r5;>^YepZ*DQBl;>wl}Nc`c;-=kHL46
za9QcJro`CUf(;>D%Gg!2G&F%7g6oAB)9|#W7#(CH+XlY6>Oq%OKrI->y||ONYRI1~
zSHQNKS43tjx%-?GC~UHeUNZ<|pR5_KpZ|0K1$|i}wBWF}Y<zJHs-~ewuVia$5QeIx
znEyDcx3sl*@eVY;4L^c|U=rDZ)2h)M<6x~g&}?_rjk%R|A)2m-JW#DyPRbP(ed}aR
zt;X+#z#l1D*~x-!P)qC4{Bki4r2qkjVq;{JXScFU+QtcjELV5u#iTqtF|ajTNxpi{
zL`4&nwjNDSu!6z!a{rrsFYDsifuW}I<u@(~v_dO=R<R{?v6(w*?QzT9D3yf&W-IOh
zcGbggVyS(1r0z!Cc&v)2-{3Ys+*-?8(Z`!Ds3E3cx+-2Z5J@rB+uxe7D0*{Jnq~m0
zz(KCOoWsJActaz7+u!^Fiz$Hvm3m3ed`V7RHrj7OZ5=rn0}U-1@nA-nmSQK@=N6ym
zZ~hKIL(eAiTRMsdOVe>Zykh6wI;Eb0CH3(=-Rmkcto$l}nxTIGb3!(!OC=|LV*k8v
z6=zCTtf`b7SAvSaAN{+&F?)QswN`TL`orYWH0k_Fr*W{-qV4Hmhfd*8^L7Vmh$+ha
z(22^m^7#r{x8vWH&l~7Gs0cev=!=&XN1&vL2y#-A3z4OpR*WJx`a<Mj_u=T!5x5Eb
zQ!lqg{B8hjT2&BXdIO2M1F{pMhS3N~exMpk$xp>6pubxLB&+ohudxU(=IH4Gn6k46
z1256m)ClAR)^g~C9}4d$B$8E))EUp-?BfH^Wg@l13ge}>Y7Xtdf%y!tAWw5?Xaqb>
z0mDl<5Vf<C+FuSq)4LnCgZ+0tNVOd*(78WWu;iVz=}igI4Lyt8g{-e$G=Uy3tMTcn
zbTEGyDvRFNJNgm=&AAvd8=>{}j-5qU(Na$l%px=Q*yXjEP!NAa)FwU0g=aH{?#O?$
zfwI17P|=HL^5Nhm9#Y7=HwSD%A^6NTZuF&SVUI!Z>dc`v_r&GZ3-s#jHo0JE%kj_-
zIEgu|`BMh;%;l96dQ?a>J0fDiNNCX8Kf<aE{9LmaR2;gDUFrQi=R9Z;-UlcdvVKDg
zmxg083t@r-sZ`X9`Rc6hCer-viP|~dc;BV1HDH&iFm2_mPDs>|$0qDay4K9qhAJD`
z;5U`3Rsqzc=I1M~j^z0THJ>^h^{<oBlQ%(O$=K&1)_op9ftg;=eM0`V1KOvM_3mlF
zr3vT)cdiNUIsV4B<-T(VVQvk#Cv}7Yqm#|T*Q*OX!QrX?*oj=WNoELBOz0_cH`K_Q
z&M3!dto=<hTEWRP3C0PD1*GsdLJT0azn(vuq)*@{7$h{bq<@*CO!`;emDq^a*(M10
zhu9+~{StMECn(L0r-^ekxOXU_gV1|xjV+HS@fhmtZvXV-Pl%Tiy1L)J#$PCbGujgL
zxFxuL@uLP_T(sPYvE?g%Bh%@y5Hr#hOPlMhk5V(i%8~YED7g=Sf07D8lPscmyYui>
zw{-Tjcbh58pN)60Ni8tKnCuV#UFB{gFN4ChHCNvpV65{<F}jS8zd=jXyNTO>R_<!k
zJzGB&vRdB#xBf{Y#Vx3-kh6YK@?`bBz=Rk4j?xoV?hC2pe*l(1X}>!l|IwQq+e<pf
z_OftnC7Ng*TcZ-h-5BJ~)`xwMggpt{L~?9ZN%#mfRH=k;Y>k`b161!OTA<$X`?v%F
zRRl^e)Q5ml(`kSz53yxf8(wLmacq4W3&(c8gx0aW_9DmjE@l3+gm7%OCW6BPCA}P5
zt0uy+RV=A@Yzvx5j%{TVnZh=JPA7D1?#6lw*Oo*IJE3E%2_3E02OV1{bZi|!%<04K
zN;MX0_i}76L6OxspLtF6j%`V4;<Fk$wqa1(;6CKos-a_>3-bGYkk3q=W2=EMUWMr2
z`w)yZwT`V8I<|nmV3&P~#oEYO8pug-M2rH*cB~Wu))WEj01++wvYS{<B{#K%gbB>C
zt!XN#`nZ&EY?f>(M|if#;fTr3hr=UHwH&tbi!DtYz5$IG*Oxd{(`h)I0<j;krvB1Y
z<Jg{)zU!6tx-->O0M)OwZ^yQa(u^rB99tT-f0_t0HprHdY67F3hK_A@6FpKlN+VKf
z=-8G+o0s)vx3QWC9SO%at|SZ%2PZdM56-C=0w)5&*#*UH?@QoBAUKymKG_$+iPV8p
z2*F9|2Pe*c>eeb+aEf4-wh-N{pSrUOg7YTGqv42n&&ZyOCveIlILjeoaX+^5)l9;m
z1_^^1IL(_041Oykt$fKjHcB}hdz<A0&cJ3`a1#A`#t=A%p%DlBsViU2e1P*S#Qw~h
zI<lDtoJFMXu`ymNU(EzK%VK<k)0NU}ijh{nDC~d;GhS;ZgA?q69^q6!J6jJ<sj>)8
zupfVl;y$$bc0acAl`V86z}W-JxNGGrU(NO4gp?<6?ph176t0&5ke3LYyH@^WMH0v*
zU!v~^TeaXkuySz5LG;L%)VCt78gL$BmX9HN!At5(kyhN#8|3fdh?ooD)GbHgm=K)%
z5OD(z<KgBK2IolVz`(iNTwoAhPJmOVg_NUB3z5UoyG1_WxLat!ariANN8l8CSy2kU
ztUgrM!Us5IA-2@Z?4hz28gQyp`!<);gR{N40O!|ozQHk4VRy<2a7Iv=rMv)VVhb4@
zD@<i>Sn-j_W_oZsl}B)HSkw5sj?m_em)YV}God2^j<GNh%E4JoRlMc_CpVVBIbh{?
zg4#hbtzRZ^4p{k}pwS=?d>O$xqyy(Lf^!g}zk6AI1Xv5s4^}>Hx&zTyUsj(0MsN!E
zhuJM05uX7#V=53hzgjssnGliIpRG!@lrR`aLR|*V)RqE+><R*$U*#OPq#TatEw$iy
zZm=(JsRiev^<)JCrx!G$M}GoGO{W28D8vq8O<mhk1I`)J_uUF!t5PimIAO6q!7<Nm
zDJDS4u{Z%5<=Gy|ua$^x9;=@oMYfV*GCLJzkCo4eCb!VT^m#18w8zT#<9r|bF`++O
zscIqgCSW=Z7j&O+m=ap)z0jO^g6R`0zaRYx6tlEH!Ssoh-;e$t<Zb;CrsX=AK0}xa
z4gg&bAedHYVfq}iRE6l20R+=ZgsC^kUEzq>1TY<lBbYWKOz%U)n{XJPx028ZYK=ky
zgQ<9HfyRP30n^adQjT||9FEzowJ>?SP-bf_OgpTl;t8g;(1@=F5KL-14NN;B_G{ME
zhOIR)4WO1+kJrO=vz36UTfA>Cl%)0|UU;G96!xA7Gj3@ugLBmeP6NGAR4Y9=7vd3|
z#a8~j#z|=Nu>tG@5Uqrc1UUYs;LOXxInr7W&X0)%&R8p-_uPeIZVn)D##;HjCu|_d
z0}-6@I&j`VaC$&==Ya&yn_6(*vht@#--YOL0|}hB5u9}(e+fs#cL0thk-(XP;GBer
zBXAfOwUIFRiiAi8&aO5BgA)k?oB}ygjxsqSha)W~A8^jL(SkF_+9{F1c@B;Ed!YKp
za~mJv1Pp@Ffx~#cjRu@R5=SKJ!I{)XfHObQH#k31n$?K{oGfbpHzLf~E=LCE4Vd@5
zX5~+h=C#&?QzQw&dCkf<04fP>jvB=FIBYF+B*3`|fsHvh1F4GT9&j2b6F7~nd?lb7
z6jON+tpqf-@|A#gAh#TZ;51dinao!LvaNh2U>wB0I*3*RnjuRoK>lP9vDDm3D*?0d
zeft(x{zU@5GQdD;i6HHS^j{C6Re)AjS_N2)s{pN4dHI;I;cc-8>TcC7DiU<P2|6g`
z7#qn^Z3RN+DI`1(hmKYh%K)FX&F}K7t(K;N)|C~Braz$c>x0zGueLsDdJ3@*SsQ+7
zE7N4&OoPCd0j^clE(1*SeY<ZlK4H(EegBzqKdUI#0dm?33X3Fb)&XX-EeKU*CDTKv
z><v9jI}GHP{}JtE^garOYeQ=g8=%}AJ$h@B5xsg={xWDVoDyAw@$$c(wKjvH0*Emz
zxKEByx7X$WvoJ*|gQvlEdT+*F0OC-VL2p(UN~<}TyjdCaW_>~KFc_gMtMg{%kig9l
zy>>7WSYGSRDp*}lpjp2{^zp&u&0-NSm;@+BI3iAfH#?d_V5K2g6(FJ{OYpp%d>U+z
z!i8{l8f-6UT9zW62HVT0K`Do0cKdwz%WSXZFVk8fmH2A`jcE3YdKzr+gTF2i+mSW3
zVSDXqkXl|h)$26aPH@yWHJ{TU6*f9mIt^0T)Kuv-*j`3z8H{$cHH4`=s+}IG>#2xT
zv^ALx;|OT;kXP7gu$|D6bi)SDs0KU@w%3F6a~gqT!1>cuC}z?t1dajcPa8m9{tAL)
z(t%?}a4bUr+E)l1ixwO!W+@9vqK6PTeh5xWkek2}aS_0ArV%*72+jzI7&wHT20O^7
zK@tuzaCUVN82nmEIt_M|PlFvr4o6zY{7!=%wBSTqd!!LKi=Yt;hN!2(4nDy70%AX7
zO}*Yhdm1EhOq$neu!8{SqqKZZgOp}tnsgeZ_U})VPJ<m~a4J|8<*5Zf_tahwPRVox
z=c$FypT2=M=M7<}!S+H&0-VK=@fQm}4R+Ln6I_MB`NhJYE%*(JIW>g9`NhJYEiev+
zYw;ln&aW0NIKNpqIL#nQ!=VJu8H)y-vzTQlM87<gz&U5(;4B7tE*uf}jqK~w1kMc$
z2j?4z*anBOdM62kW+ZH8;B@UIFbJzGz*#Tn_)f~<IN2#5aK?7hf^*-purh&j9U5_U
zD1oD<(}43BVjr-kzSl_u&MMOPrpkJ7;yMX%PFMB~&R|M&yRrc13Wb@g2ymWslEIl8
z37#Fn$?d2Ir(+ca=eUKR#N5Lm!!UNn>L_$1O}s%F>p3{?&U$bfRwZ!OBRJ)tn9{@4
zkAxvOO+d~ZhTv?}fwKw0Spd<qh7mZMwcu>QEIT23^DqKuD}r+a<V$cwnAj>q27$8&
z!Eq0VW(;Rf5O<a^xI@A+297aTV9+!}dV)At%F!!V<Zz70%?F&QTrD_<EI(xsIF+Cg
zDZ|w#h;w~_QwL&eu%?#J)qvBK8ha<h>j~n{0-OR>^Lc`p3M*SxdV-k3s){h<+*}!)
zJJ8Kl2#(TO56;Z02+k@5rvtP(XE=L;SkkHh=cAH}@*xLjb*>(qH>(pkA6odSY8VtV
zcsPOcp@pBS=7RkGa0F+H4xFh7&Q*y1eK>(LO$*L+%n~qyt(OrvGZ36Kkdxqu2nJze
zH3DZbg3|#aTEbx*(?!By3JH@KI7_<-3?@_);5?9X_;nRI91&gf0Vl7E7M$f4cXjm^
z2Q*^b2m(h<r@h4iu^+Ie?(d=j=N9R^Ty;G-{ksTonpF1<&KgS7wYmT&hT1<&gc&P$
zmBBdxGwF8`oW;3%a1K{TaNfmJ)pBU_vJvbV-&~<14>-<+h2g5*!k3%I&cY(<dx~nF
z2}N~DfCN#?AmAG)W;-1IU6k<_TOd18P00-(sJvmZv*-&D^&2B#B^6XVlXt*wQr!3^
zHq*eAT*bJL65u-~cj3f4)RI79Vqe%JRQpg%G%McxDqM<S?Zf5TM_}zGA-X6WmJU?V
zF17Y3UG2l<+MOvdU+j(w$eW1~T|7-#R|A{S-BO4ps0-y+gTvk>5rX2r0+0uQ*oOxt
zK~N1AGzr9sJg6cBHD@mfECX>d4@!oh&g_l5Eg){-K`9V4kfk~T;(=Fr4|`f{&y9H1
z3SI1lUAzKu=UErc)PqlIP!}^r7x9`aTBG47rQp)qGLX7g)6>0TH4Ut?4zfBsVqN~P
zfyUvm%%)sHHL0##ojTXdl-21E3TT38Mo~lqPkl>kqB@&clGtiPIViv6YrMbNaub?i
z6B<BNZPtWFRM2#_31f9l=&NbMXt3`Z*n}f9Frula32C*k2{kNyIsPRmzx!)AqBSgh
z1GecPPQq5zve;O9<CJV@Rc&n5I*9s`waP%1ma9drS}eCJTQL@sTUG8e_{ARHXJ6`7
z0+m8F*mKU7u`~44@1X{!TFSH59D}M3VQbQ49i?My?nBf~)|!=6&?dDtc{&~KnIY?F
zEf81^b(AneKTP#&V-w1u2MHYs-eV+hLIt@AvDk!Uh>9D@437$`Qk$A^R@a2r<R%o_
z!9E;lIZNM~Y~rc?530S0r4%c^H5A=sB#uxKODr?P(IAc(i8fcnlEQ-KgE$-8Sj=K$
zMc|-C(V#)pm#mGU)Pyr?8<imKpvB2;<b(EiZ5p(2rBK1rU<j7U)AbsgR0rD}WGT+7
zI{{T4qBaLv%CQDM1Mv|yFhr&*6dPD{6nh8&8kk3AkFBG6FI@vqO_!DE4`%{DOD2U0
z%YIykTee*uFMq768dQ_Us_IR-uB%mL25HA@yj+!YJfQH%%pK*~X%yk9Z+%@<z#}t1
zQ{+PVIipYkkIc#JvD*nCjvs}C_Q;&UiunY@rK8YMJ~G#4LEAvwG>WU~iP=_+w>=Zu
z{?yFdehi`xv9=earhQsh^-6NvGZka1MokHDuD)rWJWa2rsCryYx6P88?qF5-p_-fg
z8Bxj=Tu=2rIyL<`O|B|17%sNVnH1L8Q`I;1P($a;McH?x!eEBrdL1=%&Rm-Hy&8yV
zucL;}nd4Yc2M}{!=j!;~EMa{C+c*TG`m@i+y+YM(P}{gzN6iOv8=YlgdUlkCaw<kN
z^ECA3ENtjeb77WXCX_#k8hX@RhE=;A#7)%Dqvm*)>NJQav7yK1hMpj0Lex#x&`@ee
z=PcDt=^C1-QDzC4o$NJFrZx&Ed7aw0*UX;`3LOo~9L;P0ULMN*SbH)=#ld0OMg{$<
z)_ztulqaUjwMSZ@ujb6DdTLtN=hWoMRqe#8T0%8VSXI3#S5|%1(FE&^OH<WNn7^+z
z-=2bDbv#uatB)OBYYt~>9s))8$BwR-Yu|viPlu>UtoA}w_#U<PC|&I-a_uFrf-9bC
zW)(b!421_MhN<SH`W3)G_gAKy`7L3k<RqA4zQ+?4ZGeg1^CbE}O_Xj{ls9>zT9oKb
zPolReQOZte%j<|=A4>JQxgw<+qZZX2eC;q^)FetY%$!PzMyQE4f(i!kL~AM00CNf@
z8l)yV3@z`?6P=_)y*(xMRTF&=BhZB>`kNAUF(*@^Zfc_bQ81C>iHbMGMD08!bx^xk
zAI_~A*u5-Dm0_+#sj8`|rhwv8Fjap_mEuWNNv$vf{Cga)a2h3w^Ry~KO_T?7t};B)
zCQ4Ms)2gy+qF8`AiYNM&5=D8cE3PJL0U#9QiHwafQ9)0lLTaK8q2LU8qB4{y*qly@
zLe)h53IJ?8Q6oxZFeg$XlbUEUdkx9Neh;EVPfRK;f0;;8k%4TJBCe=el<Kre?cQ%{
zsu;EigQ>ozRL4zel<Frn)!T3td<awhPN@!=s#2;WYO4L<9>2p>_Qsg%JCjP)J~dSp
zxNOP8RPmH5&!j4A7p3ZU6UN3+#b{N!<JDJ`$F$iMsg2zpt70rw8C1Ff4EIa+-Oo@;
z`U#x0MmOdLY)AmZH6$voD2kg{Lb`~nwXO(AcB8?-E;So1hHG}au_C)Z?_Ok};xzJG
zd*Jq~L@3H#gMnY_%*STD?rDy(DKuvjPf^Jae&2wm{5G07`N6#)EQ@c|Fa`z<4ja4N
zyk{uIK5aM-<X2c2TPnC`sLEe_0(mnFV@<hlNOeMaj<JgJ9Kyg`{b_J8Z&e#YGRCsk
zo)%yuN>F1aH!&#TJqId(8KQV6AWc^|9HEr1mij;lOe-3mgR;+2Zw&0y=w{<p$RB9V
zHYoie*Gq5&K7~Xh;Kwi~+y&tc_%V)^d7ZL$ZpJUrnWFifE~ST&YQq~ztqk<>aHZO=
zXgK3Ab%nClrGyq#lzE0={@gqSHX3PVa#?mk*XXM<>~{^OlfvDGj9~8?Wj+NLnLHkR
z#6m+LS88f8_M5*xn>?C_^Y2I%8Qf*KvdG|Ih4%a|1RAp5U{cDlv7FqLrlcmNRxh>;
zlWYt%ecqHoIFJc^Nk^#_>txT@7(z{Z)Tnb<rBZ7%7?trLM4eNk4jTBAXG*X8;3!P#
z2EMVm3zXP68cd5xjmv;XX7Dt=9uECxx=CmDkxOT-AP-BGAX{bjNUot(m6GhAlFrO+
zEG2Y#60*lCE8lCx6F%dQtfw>Uo$QtHU6$}5COnA=nKM}Im2eG9_$ek_g9({$S?!hZ
z7nX1wCVU?gGH;#dmCy`iRL*J06L#azzo#?jf5a<cEK8V#39Dj4b`m`6m5`luE4OIC
z6L#WnjPza#qsWdvO#9a?>|#SP)K`oVqroDLS<35%F+hMR8HS{Cw4sV6-BCZp7{0M4
zTOrFbuvkL~yUPJT*$=BWVFbHKQ0ha3&Elg3I|SPFf&R&wK=vpERs@bD&fqDeOu_mg
zL55(z%!t<tvYG=#T(m(%j^dFnR>F8gK~_khMM+faatE+hIjT5VRcQ`DDOp4Y7cnIA
zQgWgVZ7pr0qgY8H4hjTQ3{)J^HrBZUafa#z)q+^v8NAjohk>PJKf{xK^fba@Xcf+4
z3&trv`=uz6$=E=it$M)>2r49XG@wjDSqFu=J}EUAvZhj)K7~oWRg_}X>gWKqUTk(0
zQ;?!W<4^`b^5{@jIU9=N0aAOI!b-$IKw<b%Qfiiy6~>AxRhkce=@5u>IIwCKUWTc*
zxnWaHhtMyNh_UDgzpUs)v|s&@!r%jyas~sIUp^YjkB8bTlvEs!Y7P^y9vh~3I>joF
zD_~HY6Ym)(-eK%+0)w2`NMvbQU{Zjm^H4~DqaV~!Q9H_*J6QufcqbjAQPJEkQUkQf
zDkV!pf#aIyLnqPT7}Mj3ICYdObAUlLRT!*H_ZgbjDoRz~w!ku13xTApy6OR3uK|Mn
z%s55mfjX!tHOz);(SD9-bNvuhX|#)#Qj@E~=1HoeQ;Szj>W$(fT06u*BOh&Navf1`
zbg-&g_V}PukEg_1c+xD<APBNzi|SLLWNV7jfLRiplRYYI6;2AYu!0&{wAycsvZ+dR
zIw**RG$BG!XEv6pX*e~9n9Wuj4he!lW6?Iacnva?a)mfd#R?T;Dt1E~nuAw>9<?AK
zAyG?Vc8byp^lxKLZXK@LgaylQ6M)7`W0(V)cR1juu$s072>W&glrm66drm+2><%8C
zScFbGYGK!U%T7#Fpd^QCc%738s$73={as{L@>DPvV%4&?b<-9t7u?-pV4osKcdIBp
z{XPBy&hUCS8RbaknR>JKXB6!3V)old2rMOl5j_shFfjMq#3x0Dr>+3@kDa~@JfIlA
z2QdT=cE)2%X9wVT00;ZtCi|KNdr8M=C}s?d=*V*MKUY~8y9;6(0)Ncx>u097;E#p9
zLuQ!<f2{1ACw|M=uP<2Q4eU=I{IRi3`E93|c#-|N%l<rNf9x>%GKR80(d<uo_NOAd
z0%jX;8r2DlDbLSfHCRm6h9MR!|1s2Ju!dM|jeUi-|KAHV9anPxdE%-*)0&bXcsz*r
zLPD$|mXIp&v#NE7#n8)YEENI5TNcA0iq7DnF%fcxD3+liWhg14EFrv-s@70T*kJh4
z7Se|Dw7o3;5M`)pHI|i<hkKHT4CW=O$)T0KthT%tw8RpIowF9O6dS~=3$=t+=J`W0
zMpRq!Mcwig2EBNN|KLe%*Su5Y)7&+_RAi+lG?Yt%_^|v`80Be3*ekqG8B!6;d=(*A
z@uE(u0~Bs4I)IlRW+|4&eprg|n6{RJ^q*v(1NUFF-$%QuT1~TJY<G1ahWe!TUk^1o
z^@#uXrT*8-_?N>A{O`Br|3ghpFyvTF4f*e{|NkHVGk=&KzqW<{-ob~q5m=+uZ7~(k
zu~xNMdRa_ud%YPFVm4YrO&hZf7K_PYumoETE6psiX-7Ou9uj3WwLbCB3OVdu$fuq{
z9%P@eSil9@m``YJu~>INM1aMwBmArip&9VsWY001EC$p1QII*5xsQcVjKQ?uWUx4k
zL6pB~!>FDa5C&<#H(}9naTaH+rJ8B@mIf9(6jKc<uv^<%ob;ca3rbeA1ZRO%)e^)*
zt6CzhhKx9iAuK8f3W$UDeHb?c4S`jg10};5KAYBV*on$!@*fXP8D<M+KYOyD;~PNw
ziy_ddNS^f#_!-JOXwBiC*u{fwi@9l8tWzw_tcEyCnqo8?CR^<A&unZ88eu;^w^-Oe
zsGf(j3fX@cKI=RBa@ty&vT{=8a+<%moTi31*nnYS7h%-+&+s=auKMhxK!uz3HCt%0
zL!aEBOVAW_r2wFm!-gdehQZX;b^(4D&9Ry`j#<gT;9lOkgWO0c6I>S42;u{)dxJs3
ze;bBbTv--FwJ3|LLQhn4-XfYvZ69Os8iON?@*9I8d<=5_wK4FeyJr7n3~aodedHzE
z`_|<>oi1lL-;$3mFU1-x5v&oWS3sWy*smN=?vTk4R}geNcg$WdRg7ICtHQ-pF_^2u
z#Z)nP{A5xEx3Wk}q-jJ0(uhYVdm&)SKheoQ;!>-VX*7ATRrLhu639xkHOyCQdz)X#
zM{65|){HR*p|+Q7aTM+xuZEUp|7=N?5-1u>K`WVB?|P{<@1y@_!o02g-yp2dKO^kT
z7Ay17)sqSaOHmJDg}ew`?Srs^9}88uc0$5e8(3V;*#8XrKLnNG(M2e=us1bmtB>9{
zq24dZulM1m05*RFUgb`2RXYvJjaU1-F5musUxA--hS@F{tQy~=Eyraw4b6d>u_+*q
z>0qUo4&0yq560nCzUo=_Z{U!({68Isi7oT%@BQ-sIu0NEz#(^qjDwTmFofgaWH=1*
z;J|!tLGZb+dVDTXG2XY!_0~)FzfOf$x&Q7IL*tp_^Tlg*%lzgBhsvvX_0{0D65?R0
zXqxFmwRtQ5Gc4^Nl=H7nukPim!s{(3=cB@D<+anR*<);Rs52`m?Dm)cOks@0a7$zz
zRNDVM4ozHrte4gXOlM14jrXZDu<z654E);Td`quukLl(41%e05EqW{)SWR=rY|*MX
z^Q-?@6{9?b%e*JhE<WkWVSi4DS*ghuqSfE2Rwwe)-$$gsd9A$k_e(ihe*-l7V`q&b
zpudG<dTR9-wf4W(-;n<n{Wbab^{1P`n=WcqHK}#JsNE`ysyghgs!vH(>WqGin3@ip
zObT=^{3rUmz3zXu{&wZBzpbRdH(Gn??_Sw|Q-6!}`perO>2D&W8o{*JpZ)N@T>n3F
zvHrhvHZkqfs`t;<L-JGaJEY!?-s;^!>Sbq_E$r+9np-@^mZ4SM*-igftM0Ql`Ks<%
z465#$x9Z;ap}LQ~RHtn9rMgjEbzZZW{{vSGs&Q`Bs^D}R-_tkf=MqxEf;L_%_&FwD
z;~c`~Ed@~}QCgKO-u8brO%rqSrRiQ7RONneRem1hP18aTP4d)u`~QPe<83+lO^tVz
z(N2x$d#1*c&Ti-ZKd7@i`ReQgoz6b@rL(Br|Cv|#U#R{2q-}l|_$N!h_yYe6?e%@_
zm0BOQ`Ww-E2xfP_0&^_3_B}z0*SXT6P%1a;No~E%`bueT);a1T<PgsyBurbFpB&l%
zemU4}h81JHZ!;u(`yaK$@DIvq^xss@KWUF<X`*VrhH#~Aeugl!G&6*@U<kZ!lZ&6U
zR<bFO_hPVn?|-I2h$XM(?eepT6Q%xpRzO$p`_FKs|JE&+L+$dr<+A#JvG*o$RbAKq
zID4O?F+=-0yu`M#jcw8<O`c;C+oWj|2TU}^0k77iF}Da8rC}<AQ~DA_lp&%_$`la6
z0Z@d9BA_TLDuM&S2~-qkKv5%zfFl33)|oH&rrM_OXFvVtW4@fT*4k_Dz4qE`uf5N?
z_x|#mAGxfsaRU11iig7#|EFupy$|e7rNCd_$C?s(;GdsD?_u{|`BzP$yg%8SLKV+F
z_!L@eV+svC^sfo&-R<%Z93{o{cm%8Hg>^14gx8<j^@*B4+1}SPVbycWwDK`bt6u$q
z*$12?&DKMfufFAZ)!i`nHLo;7ymx=$W$}ko?AYPPvp6?q(A@YDbo)zNk+te!pBlv<
z+M60Xo_+AC@y@#Ydvj#fhuw0jubx%j9C_zhH#?>tc{o>THEq3P*NpS+nK9csZFN(u
z*!8K60CP+~fqsA!$crY>4{!o`X#qxxF~VaEqRdR~eE@Yn^}=MgSQ)?aZ`gDzk*3!(
zvV8)K_L-tzsmkvod%Q12{}*ZKx25O4j#a;<_UJv3|LTW!1J;VE_8!^Q{sIHmw$IeW
zcrZOk5I$T-e;!r-;G+`AmJfY;p}QBJ)O+Fg&<lOY3%`e6=%e>Sbizl`31{h?Q1QXO
zdLR6E8u9;^dcJ9n-uH$o+pgmTePk~Sy!&%>oVRrws%{R0+pCM8DrbWFH%!ia^E*tM
z$2{0OO#jML!iUXS?kCI`206g)AXk56FP&LUgFL?bAj_kB=hG?O2KUCf|NkK4pFYS)
zH`|+cC;Qqt$cVCWkWqQ@KXB)I-mdME`rgOR)uI03Oe?kYJpRx2^2$rkJa~FuWMhkx
z+VIfW;0b)8_4m5wtK+=w&-Rj<65D35p$aWA`kO5A)|Gz)OI)yPiNtTu5_MPq4J;Av
zY|j!cKl|1!5qRyPv4ounk?U+PLL9Vhh6j!ieQ!MMhZx7~+92Z}uz{^3@{+Irxz*MB
zK(1RhI|>an@PV>f+XlL5<8<P#v+ei6m=N?c<uLCry2HFoRQq2+Rwg^H*UWkj>?y4N
ztk(~^nJTyW-`P~_rr9%9)ldH!Q{~z+RqCyWCc4;<v!|xni?eAz{fFYLt@HD@ZvO{n
zuR$($cier9*=wAw?A53J;oW@+J>%>?bg=)r`DVKY+1rN%Jn>UN-P`xh-)r9!!e4v!
zRd!Kms2>KQQM>P=>hAmp`r+4h%^uO`KHkIm-o5`oo2_=WXS3?3@55$qIk5jco1L_4
zv-JD1nGgRDv{|IZp3ScP#Avfk-9A2&DryG1@7J9|EZrW>UH{2_zwT6I<8`OLJsys6
z`-fgHIcu@^dP(w6zWMbMTOY8i?8zRMgwM`aD$32?R;ua855AR3wUO%i^kNTf+VXF6
zXuR3YZl?6(2YCB!{NoS1Ki;<Mk0JknKNi^V#~V-R{4pK`XQ%Y&H3a|qqboM+A4Og0
zVQYsf-5;0l4WHcIr?sV7_u(pk{fDdOOzH7+ysnX$K#IT&b#zbRt?q9^IDFR-)3If&
z=XW5gPqh)%rHYp;ZP0%egB-eM9@B?%|DM9I?hkz<zx%K|$@%H_oFwT-5AGzxY`lH(
zJ$qK~fnT14&5%B!*H`xmy>-^kaNOoVu+*NyXx-Ett*jOH>U>#0(uUWV=;1Ew3FiM9
zs3q;ckcPRa$1~b6Lw(&HYy9{BwT?BqyJOY;i>n;jy-J@SXjMLPvIp~)X83>OX7vp>
zDdYH)?cJ(8gL?`S_^;Xhz2<arMz>rls<-l*)B4Z44}#AR|1;Lck*KHNzi4gT;%;wk
z-1U^5wQ+&1weczaSag4LLH%Ur-+Oc6mpyd{YTZsW@ucK8-zb4+o^PYUex*0q1Aof@
zeY*y`<8J%2O-z{o6bZQCu}k+R+{dxY%#<F3vB<3+1Ei@rf(-wibv=ek_oPsmgKru9
zl+I*=dK&gH4nNk7!UKKM?q73``~(g%%sc%D?vz(4|6=!}uq97Q9}&Cf-Yp=sJ*oe+
z-CuN{wzEE3mMUXC2lW(!Y{ZVrpXmKn|8ABWy_+>!_1Ays-K^1QtwFX{@CTdvlTgna
z|9l9Uf_mQk=k<I$?TNC{o(B$T>f+YzJGvVGV($z-_DSX4tT&X9MvcH1civDgq#$?o
z)0FP%<TL*=r?EN$wtL-eM7lpKe9-qJbuU0!Te9S1Tl@JkWPS19w$7Gc`};v|E?A5S
z&%YtBDj&fdrsfMj0J|{Zdtmz*TL)UXKYut5MjrU3_+SrvZ;^HU(D+ikt<M6Cf7V{N
z{~v$L-amhiXa8IF@;vO#;EEsqi@s&=my(%<$@iJ9mU?tsoHqRMLBA97RCgtbKm5j&
z_gDWJDeu4ZIB0{Xy_9$V4<6th!tuX;I0DlD=?VKyyS7{O1LMqGVJnCSzVy%8tlM`e
z-be2LcRk1E6MnRb%_sb8yvpoY;Q05MoT1}856{|3OzmiAJwE`??DpLmk^OYXN!xoc
z#~$Au*Mt3r(7T8JASt-pF;e&Mt-Oz8q$h$5DSMPIWv}+KJ@z2K>ibg4p5WCjpw)g~
zO4;dPsYuJuqonQ&Gcn`(&gh=P===OO-s0|c6n<X`n#x&?V!uBR_{Z({4;{mOgZ*N?
z?b@&5dy@T*cJJGY`?cRj>u>9-8~Bgz2EVP)^sI5Z+WF#@0&m*~lF;MbvR&G{+okh+
zl3i#|N?*Lv&w*Qg@yf=}Qj8`E9Q^RO!zKIf5GQwgjd!<hANt;Xy2BTWJLoqsuYB_<
z&Hwr5Oa9KW!}~qPqTW~k`3>i{@Hvs`b{EAkA2&No!ma;O9(y_)9(%5n`Xv0|o6gj}
z_nU7e+53BI=D#v)yPqg=pRYR|^0Buk$oVg2-E}ssyHXDKsAA$(HcTA&+Qa^|Cj75<
zzr*#r5B{{q<{QhuduVK6|GmoGzuNt7RoiCxd+$|l{mkm?Zc5&GcrvZyf3>?btp2XF
zG{pb4+tP6QyZ5;?Z0q*Do_~0Fmc={v`yM3seQWo=7u|2)?>Eb=>t4sQ?|#FF?!Wie
zLo<u)M3Q`8dy%B<I}aX7Y<@M)(1&A3{0(0Y-b?!|_;RZS=9I6!FV;`{&VzqD_@9SA
z?EbLG&z?WreB#^j2M5Q8-XD(JJ%ilfXYXCM{ZH6-hbgK%M0PVp>d1%P9nRTxhcEsC
zcd+@9!FL{Z8-)7Xvq9_Q-_De%8})BICD!}fn-Z0eKlqdgeD`5@htqc5A@y5whraLq
z8@oerfIWBUc<jO5p=9jC?hYFR?EbpSW8Y4M#GmSZxNUI4t_@axOEz$Ddf06cIMbdD
z?mhbL*dTS{!)XKUi)ZbcpxT}Z?0<uoEei~s^l(~0^Md_$O|aox@`B3A54#O++O@%=
zf4~OWwm$zb<zZYPSJ-)1u-6Z*mdK=8_V$$Ldp-D`a^MFKyF*mWvgZ(ay}qSM@u!E~
z24CB?LBzLY1D~l6yA9%I+q1#tN4^~!e9!!_+o0I44R(A>Hpu<+!)}A~c5RUKz&7YH
zpr;TuhgS%UbiWJt-|x}m=RF4eu}6>J_wOM>Tb>D$w^gq4+gywL%fFeboOBO#eRxj!
zS5L5e(tW(Ybkcpf`;P`M8E~H`-Af)T!uy<&_@dxfule_QT*w&d4;Ay*e@uPD<q+4k
z@B9fa-Fkcn{Yv_|VdVV@>nws+^b-DX0jmCiFbvsmQoH^KoAqA|Mf*!XI6P8n@Jkv4
z`t-M+y?!9Ehsm#WJHXw4L$Bd_^=F!_zlbjny~}W<cfN+QkM<PqjO<m`GbpGh>lxIa
ze(89@YmE1BV9e~|=H_np^Y;yK@izx}xqEw={TyaE`_1rop5`Di-ONsApqTwUy!}<u
zL`T!`5l-^0D@Ztc&2;zm_VToN`H%7&<L&aX#nr*h-Ph0G?B;Iqa5cMoxmspx@@{5#
zzcKE9pfJEIz|Z13SgXv<Jln(KHQj%P0~CcTZ<#gI*%#^=KGEOV<>N8#p6>pdwxNGi
zuP2(EMvZ;j>^R2c;OyZ(of@R-_O*C=&$Nv4@(J*N$Jxu(!{Teu?e67o@%0Vx@%J<P
zSiD@_y{0>OPlG~kE?&CI%&y+DE&OJ9`}$7{aMLPxG?^zm4mXW+q6SQKoHE|YakzQt
zm{D(!b?~+LS$t<&TnDLFgB_sjz9XFdogJK}d3$?UoV{dKF5X^XxrsyJ-(<(36W@g)
zq2~G-ZQ<eU=QnYV=QM8*2f13gO0`A40bXV&PiJ>84{vWD)eghQy*GZ0;}mM7rqIV9
zl{&h*`;P>>`#FrCGs@EkdT5sZyyxv2;9+s_lj<|uu%guJVUtFUF^w8Kamsj|15LO1
zJ9<vDxS~-<czBHRa#M!Ye~ypEPnFbJ&+O*mJl#+4GVi*3cntOM7-5;|?gC}JEVKO$
zH4k?*4;}lygP;3ci`m=P?CS1o0k3ugqnf?l+|2qhe9!q~i{oq<ZZBt#@&3LB$MkZS
z+iG!j(lb1qy`~ScCJeSFylhQ)#hUP{HDQQ@*#l;b1B~cMcW4l_-`CLE;ous+-J7fS
zdf59W$BFv6X?AiPI)<$1WS$V<Zt-`RX>swJ?IX{0gBJ~hCVV{6#o5EzccQ;9I=!xW
zKEB@m7A%0n<UQ>#c<t%z`>}Dv=lEN+fpT_rHTVY2Drh(Q6PVU)_9cp&vx`M4;_TzD
z^Asn`bchQUU(FOcL)c|@_g{TLakaR)ds!wscbA?x!+VzG?GndAM)sLwHk-jB9@Cs@
zSTG=&{jKNb2*;5_CxMAQph;j`gZ<wbI`JLT&|wbd@pH^0ETGBT1@w%BY2@qd^`6Cl
zhPUeoi<`rA2y`xBWXnvmm$xfSE*b_0FK=hx>4xeYr<lf@oU}PbgJbdVchH-9yf4&Z
z<;m`3CNns)d0K$Ghrhd*+0)|bXYtqDC%{V`=TYO#vwYqCEoKOSFk+?|z7}U!h`Ih2
zRrByM;~d9MHZ*ViP^XEG=CPB;jM1xg2NraF_zY*m1oQluD4rBg%wEo(7Co12B`poA
zPuQNVvipx8GevI~=vshJx0t6JSBToPJS~2H&eJXOtkAa^9L05HfR_z-nBnd1XK~Ye
zmNB@(Qh}4iq5G2RM{Y1>gyV20$B{-a8t*uK)X*_j<7%9YpbESY>i^j6=IrjFZ!9{1
z&m34z0zCX}jK{cl4aAX?##%ejOqiBFx)E?Q4zA?OBb|o6=jdSZn%OOYxT#81dD938
z;pP!TO+&$7<w8cE?Cuk$p>KDam?J#`{ALV?c6;lmvf1Bv&Twacml=+}zTUp*pJ4HE
zQdrV8N%F8U7O&yhZWj-4Ejl@lg&t0XxhPF(?*M<8KW0~4gLTP_=4(S;U5)-WVw}m!
zim<i~^@qWlrV>YuH95ZR=;YuDah>An3~&;)feKf@3djkM-mjqt+PbJETW)fd$cOF)
zc=<t=V{z^4qFGd37sd>Qg?Ny|bQc#7zit-BXaUo}aVBI)T18{Vy*+BUympw)Zmwoe
zXTOiTl^sr#K?<`FF>v+LEm*P+eFy!lY^0x9(ja4;(PeQ4H!@Za`4^5CG~0I$45Z5p
zi_6DDUHsi=y8F+OMZJAoAe=&z-X1%t@9@`N>pN&r|5y4C?Ay=NKfufKdkDK0Uw0R{
zb@p|c@%!1o9nx>eD}DP-*ZmteSo+`3-}Uz{prD@{O~Zb2p!D_y4&=Ka={C#P*=OcA
z35*{#9MIWsj+e^}AbAJ)^$YNt1%aj?WZAIxd{bG8;R2c7422C51sE=Fx_bw&0MDVm
z#%xJH3G{ve?uQQS={(!)g{hKmYD^wEX6V}!wNZe{Z}10P%=AGFXQZ#ZBs;-Wf<@NP
zP#3I{PL2~HqjNOQVMi@yNJ)r(88arilf0&R2Y9(ocJ>Ic*mWLx$uev(q$oPZd%C-e
zTA9?UKf1fZWOKs!tyQTmd_L*|<EE(@1u4sP$Tpl@yghw9prY|}q_6{P6D{u6dHbYM
z!$*y9ba1sy3os;9u&ipyrI%%vSy~2l!3Xk!@y@=^o{-=|V0P`^XAHOjupmP$H5-~L
zZ>iL#4Tq*lxrR|{Y=DP{u0kgZq?dliFzTvhFxI9pTGY)(xb%0Pu8r?>5ASKt9)8_N
zMlq?vP$s*Rd9uZK8iW@csf58Z#yXGHHA3B$=~gb?X3#J`QYJNi&KQ_u=8?YMo|C=Z
zT`{qc_NuyBp<hlN$Bl$C=(=DsKbWN!DLd*G9sh`aWL&$@&JY7ZpQk6doY@1WiW!o;
z08fg(Fn#5X5X@;$TkEXSKQnCkAmGzn95q&&i{QF`&ND6MX)uZo6X9y86cnu61)2E_
zcWn3^qd8vD@70D6wO(lqfm=<IChL<r+M#%vES^3i+%=c<^_er+ILWMCS>D!~F@!3`
za0vYLwOMC`Qecu-QQhFW$(f42sNZnwWf3>XT7PwI@qzW$GLyou)E-Z;dB8Mv2&K~z
z^-#ea;GlWFmeCu78gQL)Wit4(^;+om&AwrDdC*Dc3Jx^n)?sJtI6N@Wd-fP_-G=V(
z4~PqnV}OqX=D8y*elEW5K41@rnG}7cbjDy5c?$`SHx`1GpAT&6jMg4IS(<8A(M5Bj
zQC=f`wFFesHxX>?>|xbPx9){rcCgI$@pS;dh8)<>!D-qYe}kp<J9d>Y*qZRNHQ^O&
z!mGNGvK1}e3}IUr7;PMiS#NbFlgFtM0As!%CjE4ZVRgO%nX5ka)Q;tFV-VnL=sPKb
z+3V*p#@pEyciy^Pv8(==P1=OwX^ON7)sKW6#oVkm)bbV%0+qX$o3}Ao(e%`!h|V{a
zRKU~h=HczEH=fBG7S)*+569US7Z_96Bs;jd`kAM>`)dn_{?N(`vt9jm%guHS(rxqu
z++EzQI`=j$P0&Su?IcNm$_U`=uY`Pzt4h3A0xs^6)wyNwY*AiQ4CXL7P10vXt`OJ9
zIQ!Yy!wlDpIR$t*&c<<+&pxbjt@qzU@0jia<7x0RKkE&+b{rzL4ee<5*0yQjH8%QT
zwS{)motn5B&h4~5SRL5u{R8$h@=|A5vDF+D=YwG>P#wUKSD1B)g_Rd+b5E_o`e;gB
z^9-7$gOiE=uI@^pbfA;ozUp4f-OIQZDY+83nyb6+q|s`}GSl5M%VHdf03Q!XrmUit
zelzH5=kQdXdbAdp-XHHMopBC%#cXgQeS|TiV$GO1LBWsFp{2yZ&D+=0W}@cgJWCrR
z8yVG1i!Y=lzP`?L)KyDW(%q62DxCaiYGDJW1-KdJk#&Y@Jga+8KDcr5_wlznRO)_s
zX>|r9C;yH^--WD63#7`*>S>XW(j_vsTsQZ|V|E~0(gMy23p-ruz0bz%^rUdA?kvd6
z*1f_&V$904H5JwmwF$P*wcKp<-OWbd^#KpH`uMu*(@Y;9UCt{T#4;Tm4ZOzH;%Dn{
z$<fJaoFP**oLWhN1w0Z@8X+x!wMovI<=hl4j)~EDUwo7U7qERbY4P0EY<Rq6eJ-b~
zaJal7Lo?&awBfwi!*7&w`mFE4n77ABSqW4M8%)SrJ~qKjG^Q@Y-x+Fs;404ti`C}!
zJ$G2Gy`~TK)x6Je25&v&u=u%lA9DF*1&{hIzP{bI502`Aid5-1I=Ql5nB~U_`f+sk
zkoL~w=ZwTv*F4m3gp|R-D(j*Zw%Yw04#Iu>@TAsFJ97tH;{l7yOx+YwAHunr$3u`X
zjWy)riY;Wv(_2+L%<5M49E+cqw~Movi^api#nl&gl>rcZ(Nu;wrygHhkCoybn7H;e
zWUkU6j~zvx;6~@h4tP?iO$tx5i+<tMpM<!3xp)M)YR|2FEf!CUx!Wn4(jkZ!eh#$C
zV)qSMn*R(J^?;EiTny=mjigssr&ZMTQv<3l(zq!{o?0E48e(IO58@<undR&bTN^)E
zK-JYji_Y@-fgw&BUDs=pE;5<N%TGGxWEn)PH%e$4XbP^56oH&{hZZO$S=KmYj(?<S
z3C$ZhYK)_Ui!=EJZOo)#3wfS&q6_0_F|4L;win%Q2VI7Rf#$oP#ly{E#27q8AMW67
z)}GI}*;*(yqd;NT?nePuhUp$%VQWu0i3v7yxbol=m;gV+baKEgtLv*ae8=pkodJym
z1L|99IDb+?0&W!LpdiOk<F?b$)5m`fE*sLLReX@Hd*tA%o9|$kfe3>T1|z(T@Cw4K
zhJFrrG>;u>8a3HbXO?bfiPDaf4$=MQ=oc)o_H^1L`_V+O+65S%m6B!juOG;3z^I8P
z<1=dAV&P(;Qr3B#@o2|Ucid?8U_znm4=M1#b*65ab+fsmsKHO4THsQoyQSTa9ITW+
zVS8P1!){oD3{&6D#+iw&b9n9Hpy4$Hou#~7tacP~7@N`Ur3%Sv!vg%~=*5-OJWqV(
zf>M3sDWUwlYUr4WTCG;^R_FzRtY4^ynjlFXrmwHtUaH#x5;_s|+^oIL;ih{m)!j;N
z_;||D2w4BDvIXUojMg3kn;QsYNDc4>eI5axUdm(T?vL!{9R)-rnBXWy7PNZcs7o8V
z*=wYeqoe)^4BzhXlP8#iS$@ht0#B}O9UEu|3$)rm?gV+MVZrJ4=vi4wFlUGDw6Cvu
zoD1~S*P<;f#^YvJ-GfI(!Z57*R~PiTuNqq>nMVG$`{+$0M^pxzYzO-a4`<y0o$;9y
zy}M#O-5)l5+z3Z0eY85I!MQon;;$S7d21Q4m1VRD>?yrOq*GvZ&Z{|(yO(}HqN@km
zG1l7)mI&)Z7|Da_HJZWQZQ&z5|Fh_y|Jix6;((984U<Qk8?Jf_**MsH*?MFqzW?5^
zabp~ul_z%7yj_hupYh&)wDZsv8#?xV{p2#76d3awKL-d`(uUZe(!;~zYIxKsF-Ew1
z%2RKwx08HiKnG?Mq1%SnNNj{t>vIyP@$U~d!!&|LcBb)>vdxDPZpuNKv+?P%akHsg
z*>Dwr&9<L*w(r{g@JNnEj#h6KSUq)<a}B3)@9CxV6HcGPfD0RQ82!_z*%lWXaxCEP
z1(OSNRO!HkTy`cs<TTC%SL0hJ7{8<>S!ECXqx24+_E6JJB^uK+8}on6(6Mi0zXtew
z`V8=K_vt4uIQ<6Bdf8`)_gwb@bQ13J%5R3aO?&law;_XGer4L=SEjw<Hu$%$ufF=q
zZ(Ls+_#4Y_9q^4A*8%<(PoMrC?p^`2`_2CC5c7~%`n}wL(7*w<-ec<T@{MI21_b!|
z4v;qw1AOK{mh07>E*FqWPxlHKK*yjY;^97Rz;qXv?jnN*DaG$Y*8u5JlV0%el=7S7
z=YS>~pzAZV1y6Ip_GUL2Y<Jl5yY`;}B#3Noa6y$2ffgpr)g`vOH~yv7OD1^Xh0h#Z
zhv>o&-#6-yk7$REAEo>?Q>4N(4WKwr^TX{cieqq;)-1Sj_mq{;3A0M}nPb7c44dQW
z?dlicBTIn*l<<Hn7ksJ;f8U_Dq`+bR;1Ck%;LyXNmxK177?UZaWeRM(2zVVXCW}k5
zgsd#MaM1rJuFe!TlN{h~xNs5y&%(ur;#sNWcq|#0g%@#>iVwBo2Q!6AlBtwRO%)Tf
zgf%3*MiQP%zvH9`eu#WY2X{~kO@?a_Ijd`FBDJ)KZ8Ftd`DD$LY?4^><ou_^bT(<Z
zj%re<CYf6M<hduIMdzLjdP*st`c&pqP(1Ug!}{VxH7Qi3c=l5po`T{Vo~lxdSFRFn
zt`a~2U}1)!snD4gWEQU$KpkM(8tgk@=Nf@Di*ON|fkePH88Q(rHWCrAP$nwsmaG<%
zSEFG8Bi7(Zfr?;|9*=BJGEl*qHDvrX!ud6__6U>_Bd8i0JF#qyPz~IPlHK9%Al`|9
zRd6v$s;^{~P)1z@+_y^CMe#=Ow%$N*>)r9RzT-d-`w?_E>__=O0(Sn7h;7pBBA)os
z#UDXaF8=8FkD>W@ejM}@xC{Ep?Vm6wNg(0rl&67|@^s$Q&^jXJKfMJ>Tb{0bT6R1!
z_~|etg*}}wktC+vn=Mc8fopNk)8$VqJ*n$mkL|7R-OyXt3!<77sxsD*eU|qD+2wtX
z_0h=^)ud3hG5NAjejjK_exHMVz(Ei8Ioe05Grdm+ax(f<_EDOBqfZ;EZtD};*J!pr
zVLwH){j}hxz%KYHvGrza`q|B&fv%fBTk;HyXwx$-&%j;FGxwfRG@ttE`JV#m{7;Yn
zOtIvWXJSz*_L+^U)W&BDkyQ9hrAq4fSr=;V`WcX>B7vB)B@3U~^9)+@net~;OZKV9
zF4XsF&|8P7CWWe4GPQ3;Uy#k{yZbpqcT@Wo_66y}zHP{Elh`Kx>=Cnnk^c)c>n|2P
z3myLY*@e%+pQX=z@f;Apc&_9*T?7K@@?RWA>BGOMd=}ylNlz6sp4*7h8&P_yCR_K5
z29#|;*^fZ>?z3=r7mIu(38egd)z5*n>gRF4P)xb#*(j8XdiKj_6}x@;Y(A3mpRH6$
zU;m;NHMgQ>GdV6YWmD!qyXRRn<+J6_DyEF=8;|{u@0-w9?`TLhDO8i5IzgdM&{Lfh
zs*^Gp&(%MNL-btR^9HlmJ=gvmXl{Ql<Ci!pza+Na%W8jh{#WQkzY2UFtX=#3h3Db!
z!t>XjS9-Yrmxq6ecK+qwUn!;ue0~8+EqH#FDz)nQEF@(;U!sz({OSg3zVRy{k(Uuu
zHci&^`EV`fKVS5`Vw%e5s<8{z&(%Dq5A8@bDOA-oFKl=LWH-E!_>#>a9Qne*7ogO^
z7g~M|y=wXOffuDnd*H>!7lF|DV#G@lA>yT&mw*uSQsPU7DSqgM+83blwJ#j_H5mKA
zi$`9R0<Oeu`E~oRf!qG;rINPmz!k5*`1wn!i;7EMOhjVhi@7NB`AZQm=@p#&^<`9W
z`PaamDptQ(i?X%QD#=n*O14zui>u*UT>WC!i;ATJUkJtChrST@g3eO8FBQCmk>sVa
z{stGweQDoIV2gb(wIRDrV(VQXyI)>Es6MY>Wj|<YcK?n2aSHX{)?XRPFa9U}e}I(!
zKXLsO7pUxa6w4g#cdMTwb*o<ok~;cDss*?7D?w5TlBi?ElsneZZy{WZ3;T!nS2~vZ
zQU<m$<E2d9uu4>uLRDO#u7A(~kPRBpILM|8)b&pp0Hsm}ln#Vml@3fEB#n6TprS!Q
zC>m5N6KV&YN5c6*je`s>uzW!F0BC&nfaHPT0?C6`4$_Zc>A-yhfxB<u#et-4J8;GA
zgH8_8T;SrsMiglr7>N2$LWOz-8wPGh?q=jd;2M;T3bIj%EJdYcOEnH`9SD|c9oR8Y
zoh<#U`{QKkU!xmrF>r9`V04VZ<wFcE5I8ttFxVnt@F8R$lGu6|Sn$e{S1{#!<*QfG
z1%_-Kf-W#*+Yo)$cWdz7!5B9OUw;`4lJ&|aEVAj9HLog8@ztxxUIo&zS6g3IJfQW}
zJ4m|oYNVn{EO@mTNySK_t`bx3>YY~?4ne0F5<W!f>Wx8dgV1pYwd)32qM8({Nl%@i
zP?eBbH>7?D2FD>cUpEHFA?-sjI1b794SL;gh^;rv{@)z_4aUCT?ENkD_{wi@{uUSH
z-(G%A>2dh$OI}C2y`J;B(!HG5HzH}{>t!mb<+b+LFkHL_B<e9S<sNT*eH&bh+g{)K
zx;nT+s<FM*Lu!WTBOy{v3RR7Szl;AJE-1g-_okt5k-y9Q9p<#ZJA>>q5?d-HC5=me
zzx?;msO7(pc@u~H&5dtjtKZ!Arhdp5ys_vFATN5O>kTkK(eHO-k=?)F{0GSZTrB&;
zfj<E0z#l*hb*=3Wp>HZ(Yx~2!KS0;+{UPX0HFW(h6x$Q}yRhHsRK0aTRYA8m%%M}d
z1*E$>1nKVX5Tr{54$>gq-Q6W!QipC3Ny#H2-5?F`#^>JWe&0Wf&CHrPv!~W?#h!U2
zD5ndy`>9FKpykG~Ugd|2bTN_jd$7m5;ZgbZIRB?LSocZ8{&|m^jUNY+oJyFT+~^k(
zzfIAHIxKGXe~)rBVMG%RW(|ayo1)_uY=|X>$*v1s5e#R4IryPgJeA%zj|unl&O9&d
z&WQhTkfV6Yt&gpz32dteM6L_0R}B*AcI#i1_zJ|oh`zUT>1A(cg0<IA*k=?&QZa^#
zyuk}{k~NAU3+O}HQ>SIvkQfqi2jd!X%a%<_S({_Zp^o?;Cz8~vo4KE;YhvIx=Hkhy
zi;orggtoy1R#OFsT5)d!C1h*El9a<UWgSRCMUK=TU*mt`5isfFTBt=Y(X@CNj*5>E
z+>kASG^KHIITl&Oto%k;Ob+}V+;>$;2#n8MQK^brnH}n-`@{0?g);?-<K=A&_qt53
z-#ttHl!8McXG)BLC~Bwg?8CHK@OI(CW-dlyOAO-1{PcF=)u0~#zGBiNj#X*kp#q*k
zxU}W_uN@6HWN%n~OAp8fh=L27&C?zALZZ~gDjbt6qVCiepava$`+peRL_5eL95H-^
z4;>%9-&M%xXI##rplWAh79PlMdK3A$SGkHtIZ;Gkm|yOD1a#gRTO0%#-nPrG570iW
zcE0CmjcyY}3|dYbJ7M&(^{jb(i*9)0NX+cmsxkB@M*A*7$o)!BNpbK)wDzO-XWr(b
zFP|rDI&-N3IXc%Bg+><oNY3wE;95+Q%JE9K!qqFTQ`X|Za8=-VUchFy+BJ1ZvQjJ;
z>n-TGfc~ohV|9$1f(xuh;EX(d`5diEvWh~bV%A>)bD3kU<03Zp_sfGD=UmM`Rlc6$
zz?)QLW`+~vx)!IUiT-MBOV<;?=I6&fh&N`hyQ-u2)L5bsNlu>?L3v=c_;_f!Qmm|!
zRn?y(T|$H#XQ4!ym=t5FJlex0s29?!bX9aGuOM4NpB-X<c3Jc(akhG(A6)g;*CKGT
z=mioa$0RASWk&tBJdeQy=*J05boxZXC+tPEXE}$?+lHssz1Y_MXV(cl4!?n<3Pu-Q
zUaOOPh053t(+kl!yEWCjcU*o@q<9L3>Q@hDzmZzM`(Zr=kYLaenkk~v5vt6~!W97<
zNXEI3+B0bBIw+HZ*!VH%FXoRqvEdusn91BQN4=rv&o`>AG0(Oqp}YGOYY$k)k9}jB
zb8ZiXv=qOEp42C0_l2IOWoR59%9LoElpJ#-a4nePfD5kEM}hR_SQj$j^heqKuQz!l
z%Z88Q6G(R`0WW*|g6pRaV%e#zKNeB8f0Vcfc|P&hSJF0jIeSc8JflZvJnt;~g>=yh
zmI@XY3Jxi2-s$i--t&wrmu9DzeBK&wM3ei@QLRi{os|+^q(q~>9>#cm)Z1u3!{MUb
zE~t!Q^heD>txRyd3e)JH#9cO;Z1X=9Or_$_EdLTd_Lh*rZOW<`;lq%^7;9uw`g*-o
zJBV_Lby=CpvVEJ9a;kcGBCf)tO{#UnJk`FGc@dhj{Y^U8wx-e2pw>Rc0?jt^Q=g=A
zOOum9g^9zja4KQeIfi-yrdj5&=6*{4S8bXD?^+Pb%s{B|#brqj<=H7g1R|OZTKZa;
z9*mGR!dATRyPc5gK@3c;)n*lbwW;<1+DS#NM-J1E?SV}uu8QfCbdk&@HJPtG4oV1B
zbSLRDSC`cCCRp9RbCu9KS?S59FN^Z~kj+$<7BVZF?%SR=j_zU1<R6FZjaft07tt*;
zzhlfF6W?3EdwXx~;DKbA>*4%)=xvPGgz2fxIeQO9pYiEXi&#iILQZ^61a66E)fog%
zA-0oT;o$F=L)o9cu|mms``7_R$Tab`;f$H?-9wzM1hJl3r)rqYz_Fsbqa`OZr11bS
z{Lk)dbv1rfbq<fAog*#EXUx5DkwL%v{SWa0Mhy1B>K3b~MWRP5CRVRcy^rO><%pz2
zj%s{t4{wc^`xl8+p|_bG5E|t**0nEF5mzdwg9D>piTt*P8$s&B*443pGBP_N)ryAO
zair&8<h1x2<uHc$u~ywgJMM{4r+C<*Y_a7%zURr=VAE9lis7oW*9Wr`ZV~RcSFbiS
zkAeVlV*ME_7m)%WH{BLRcg%HHqF*2_qlBq&>jzywX5oBgA2_@&g^x<3PUgFh@0jD<
zAKe;iHi#B{3~QAlovWDe4^sURa34Nu|3q2mW^fxMl$+(W7$s9YH9QI}4>L{4-6s;Y
zS`6mO^%4Ct^s?Pml!y71iOFz1@BSLp>KE&w(8PY`vP_kC@bRd*<G+_I%y?u+GGpT6
z{z6wm#Vz@P(Pu0pnHx>_R6q0sBbgx20dhjjc!jQfT?0;Bl0VHpDd%<<S-RU7f^QcM
zlM@=a1l@dMN_r1VZhh41fE1p{wbq@Gxy~`Z40pWF@p0t)eto#uw!8Kz^Uvt<TmA>!
z&%>(qV)3i@i6S&xJ{p(d)1B5HlQOZHt2{`nUQT01L0(hJX_3a6?Y3;ThUX~Xuj%c@
zrrWMpsPGsw48y7H^CbWd3~?vqk3F3`?i<ECMpy|eq<axwQ>)yBKn=G>bDh@KK(~Le
zo}6#Lrk~5r^YTl$NuTZ%v%P@_es|li@8+7{;$Y~0_c`auwCw5fna&4Qx$|moRrQQ#
zYbH3Ck-F{P`TjWs`^b6uS=Tk7NL5pv>1rlHb*}7T&xz*fsnLLT;+Y3eK3}dN23zxZ
z@mLkpH$ri=R6Dog_)(tNJ^wJ#CwF(1^uLgR_t;10l$cE+7axIh)AqOZy=dP|@6=M<
zI^6}nl_`Av<+~8;fB+UJa?LNE4&=gum?QokP>Ev#BSb_>Vh%1j+LN@Qzi~Wo63U0_
z!x9(}>w>}bupxcHTzR=xW|dr`W3w39FKVqDJz2k#g*^6YKkSE@NAVA5-XT-_e;T5D
z&~qUO4PgjMqNFB}dV)9Dr~VROBm1P_Me6*C>G~3GSv*DE(K%pe1@j~H;^sYhwA6^A
zxcp^<td0a3s9|+j%$8<h{-WR@bch$=&ti3cZ!~KTv7DFV(j2%!U`d~)RqVAi)(>(p
zZf*bSL1p&7)^0W7jgAZf+)Akj+SwrNd>4$M{~ns7ixP=!o!<^DK_k{OC=HSDV}?e3
zT()6Y1x#eG118$=ieZ=nNH@e{2;>|*N)1C8U@ix5L`aAGn<_TUU)p@oe9vH*N}`t5
zKbum3C2zy2tS3fIoK8auVo|}x6vc`rIm%Tb<I54=X2Gy5U*JDSlR+!L%RQ(@Aj{>N
zFs|ir2&;jVhEEq=Um!k0CizRe0~b^&F=swvJd8SQ;UA2+sT)$a&#?vbXNYKr^OU6b
zM~MGHpE|M{&VI@aag-_UB-_{bk|0&@nE8yBuwXU`RI?$fq9UnUZEQJElyOv2;DE!u
zMG?$5)4-$(+NuvI8Zcwj@gG?eRwJZPp}`DAEC9Y6EK|3X<}oCT_J+KjwrlktL#2Y7
zx7{*SucAgB@t30$OO>_^>Rsgo+NLUH?@K;7I_%(of5}z`bl#BVmeLOa+^E;|(VM{I
zw18$*)-~_s{b<}^?LHC7PonuOOWq>RD$0-$o)D|S0<1h5OAon$8Vh|lmJAe^6Ag!*
z<l@6W8bvTU#xi|aLj(hq2&XEqHByEe=FWKV&KzuEHBfQ&01CrTPqqCHr#+?UmC1Xm
z_M9+p2(A1+LywgMP6CLV=c7KA@VlS>awR>9(px=2?RY?IXA&BFBF(KV-#~mgLwXVg
z=%U|qeWbI=LXn9{9CYRSSYq?q>XfS6?99{*4F+x|S`xlvoV^yqpHOZ$kjnB?SpTVI
zGY>Hah$tbDRX?+rujmbe%fQE?LzBtB?6RoP6s@8xd8<^7cv!GEf(Bbjov`h`8H>{U
z+)_#k7sm`cx7Kl5F0*i%Z>BvNI&X-vMtF$o!$gQ&Qe%M`sh%N36kuAbwohxeNO;#1
zC;0zsoH`;kSN1?@;>gUeX>{hq(uVQRT%JP0k`mT<`Nx?H2+Y3<lDGDl^%oSXn0@fa
z41)0>U+3f)O(qm{6H9A8WG?)Gv8)|MpKINjuN||G!z4<`H^62iw2IqDPpOC>o3DkV
z!3eYD`o=;<N_d>|I~zGIEuWY_J6OXHrtc@lVDkTV)$4&)el9)IeF9KWeKZ}si5}fP
z9LsP~F`XvC&z<g4u3xuGhp5mq7M}5J7J|l<`J1N0zXo#>;RlQ7ZgPk#T`If?MkzSN
zwFcBkHSf)(UL_7&QtC@JW37-G$ue&W=`^V{sTm_ymWqP-c2^~Sr}4ym`I<T5{^30_
zq{?Xd7HK$Za`2~rk6>#r-29*6azvxgSlAqbx^%tLU)XR!4IiU#hteJ9law!*Gv~g^
zwg*I@35I+HF(HppQg792NBm_gfT7#o|0!W+jSW}(RSGx`?qF`!Xv(QZmiS##I@A14
zEgjRGRCUVwa2yZAiRD)9!|RMK!72vXrjM3<k@S%uI!jV2CpO_!#Wo{0=Bb9nvF&=V
zwj_Y=Vk{a!CNb)NL8*8!!~K`fEvbwSsi@36bF|q~$EdoBjE)uOZ)ulswBUDavk9*q
z%<xGWj29vMWxdr!%W*l5X09}Ft=2(Cep2Ln6YmW#wl0<C^DJ>m7wa&RlpW0I`E2&|
z*_hu@!w~!-$>NAbaFlvw_P)#U!e41rh6fWGqP&O$+43H!JlB^I#Q~`@OSKB9N<jv_
z3q4buEq{^Lk@}Bh{t(Htu<Du=N#(0!&Qycth?~u#S`E>~<*S>Zfdktn8u_`4?oC*i
zo?BfElUQCrj1TB|FwKVO=0uV`tAt{4GDLI|t-~xb^_M<u!GsY0;=>$vSdRJws$znq
zzz`6QruawJOVGfs0T--sb|Z)TCl~->Tl@`hnT$lv9|jQc4$<^&^Cv~n(0=U%H-03j
z*ZS#``uSi2PFcXjpUWRD`3_T!5z-!9?`erq?+JC%r$o4wNYN|H*pU&nA1kfRnp(ON
zr79t)%a+C~i_p`l%YLWbuR^Gv$7IoC$f)LM)nu6bt|{3Km=kS!uH_afCQ1PndODS8
zTGCbJVHQ%@m8%i~cFgUyb3|p$z{Rb20R5jyfqwuur;{R$4#B}e;G1<u)-qf?Vg>T!
z(BUhptHKq4iyF7z(b}rP0$kn60M%*K2C8MrVL?n&vqaV!I5gr!sIbs6v7lGOZ}1ub
z+V^YpsBv#)QmBPFz)o0^MV!jaHGIR5)`1WkG^SVu3tXACC<C%0Jy?+e^3m8horGE%
z#{U&@cTR0$XU|V=`0B_w{R?Mtn+8=+w!pBAGNi0IdmvsZi-ubpoz)z>h)n{A&Ty2(
z(y({6?g($LxdC^%sZ3}5pQsoJDbwlQSG1XCH78Y!4u?NoQrzXq`)YOgj`E%S@J+=|
zGnvE5D+eO8MYcngBQ|$)LPuebI(w<Mrbw&QeI*wsB>Ms`e{1)je7=P3?PF%JKbq1S
zVM^jt7By1TBJdzt8moNdi}rGOz&dK6MS1k{71qC3Ndid`FAk>GBNRCW&?pfk^9~aP
zw?7zfWw+~1v$0~O)Y{dPnnkZ6;m62tmRai+SA9<!O{!0}(rNF}m{(H(C_#7Tif;>x
zW#iS|s>6j-#GiKkd-B8GfX>5V6F@4gMJ7dh>3>Y0oY!vGXH5o)G=}mKdHtH}MBMcM
z=H;b^$dS<qpITST6@g*p;0drnVhT|~pX7P;6MmGp*M{=O3B9cJwZ$<fb;fsibcSO<
z_w}vX0pg+IuU%%phK`Io+={MU7(C8Uk?X9o1+lQM3}-=9vhHFyw$-5t@jw_Cfw9Vn
zlHdW0u7#8!T6LafL7-!$T0%N%b7YwRHogwPEqz$H*B0w`Tu7uo8OVGIa91*vT9#zZ
zsRtX%x0o-bHV7nuRy5fbDAdKjFfY!d(x%7rFaT`AIw~_=S=kH=B|gOe7JCYDi4Q_$
zO`ff3j}v))#$WuZ&Ojh#Y*BT_x0}ThjM|+`wiY`9yW-^^L-ndQ6KR)W1E$?uZB^_m
zg@xiP0G#c_eOLD%i<UxUnHgq9(!UqaC_)Nnd7GXpm1KPpy2uB-xd-{r5=(^25>e2+
z7Ewu2Kd0^MD?uOH$eN;GIwNf4bxRRC_2UXJl$++W40ioeL<CxwMPygO>V|IB0rOIr
zPMw>!+%JzbZL&c$$OiRrg=p`7j14`j_Ms38ESq3ecH`?0bz0~glGJ|M12ORcPApC&
zke3p)6&%-iH6uS}p5m^z?59(&whwQnS4{cozq0wY+b6%IU~*bVS^dw^(@qdYfrvYp
zF}X4&Y%URJ;n9p(3tbp?3dufi-z;egSyVH*CcFG9yA;i6ONiuL1tatvIUaPt`_X|{
z@y*9Tsg#@^`Grx<Ry%i+6Di22IfHZeuT5n6TSv(D3-^J&FRvYLguz^vPps4DK5y{W
ztK9tFt`^UX6s3t#;)}4iYhZCM1QBj9TT0kLaKt^Qh<Y#4;ev7Q6}?IwcWE5@qMO1I
zhY{ie6){Jb4sB|V#l0K})`%q%AmZRwSO<l%Ilk+7v1s;jm9_b&-_>aYVzsbqOml4C
zo-t>(KGV8-L!Q;XrWmX-#-)<DF;gE$nUnP)R8><%aN=)HKKNtEs)*#-7J9o;=|EzG
z!-#$ay|w<NK5I^v6=^uSUP-*+zMdD^K%x+p;+YhV`o@TU^AXDn=MKO#TW`0IYo=UH
znIrc)aZr78M3BHQW@AJ!#eIY+C+mIs4g)~vXtb)4iPvC+hW_LZA;PVR#=6UWhx}xF
zgTQfIU>8~t>2NPCRMb5@X{05Lo=O;ozE~2kYhsx$HJLR0(@^|p)49nHX?F~ub2AB>
zhFxQVH9mp*CW)y+U#67XZD;>q<6bWR12)o>L&d{WT9!|GzjuZG4snD%Q4CR9Z@Atk
z4wQ`@MvlpW#yhG+!9srFbBS-vwyc^`+fwyFb7*?t5w#O59ryIWX)B#oo7cq9Iio>7
zP{_Qd?tvAh&t?Sa;v`~5D#oD_9NWY|bX8;gB!uKwk4zK(!M?u9+XT=8PZ=Dd6`PtT
z#7voltxpcctU`v(*(~&BoOsLtIA-S3QWfu>AI(yyZupnI0d}9sEWhW5>t!#{JtEb=
z#Akt9oVFA;g-yTGt>uBnS1$TN4(SAW10&DrXkhsmrCM$1sLW&&IZa2~dLwGgkU$MJ
z1%*Ko(aIqX$V_Ez5nTQ)-$s`(dE@mn7L)0W6VMJ{;UGj63Du}cUhcb_Sb52Rr~&qO
z78{F!qHlUQDWVHhuF0y+MpkH<yL)c9XwE-lm`U}0sDnFX=JPxlIL}EUyJf_oB*IG$
z`0(HA#_jO{`k!U$+U1kY`d!6#z-`_w`)33x%K@TeuXF9!n!Vvod!0MpHt2%Gg|g7P
z(}(1VrQ5&C?zeQ=&g+(xz(4NXhO<f)nfgHQw2!=cQS6E@9DxN3@Q!7S>}BX%G!W2!
zt5e&@G+X4AOp5z2K)mv9PnT|q6K<}J(Gfmg9H0O9Ox-d}=3IBEGeBmj@5wBv#B8q-
z<}$4$1&PsN_HZyCVBJDtWw|G4d(XVQX!m)@u<8#%+a{~~K}yx58Z(gE{<FdZNDYz#
zQI}6L&te4$uUY)-D7fRr(Fl3tIvSR?!hY=);K;B=1t6){kk`ZE!_~xA%tTfGFKA4Q
zey<~dSQ-u6HXWOf`IfLwu~5h~zD6xiMz;KFT3+OUZ1JIw%Pubpes7%}G+2s5Aev>9
zwYjTfJ3DqHkYa(bI@-W9xJ59O7HwFv(*aiqQ<cgGCdRi)e<x=T|JqVVOH(gJHRgPT
zwDuu?)&)|#jM)9MhZTzQ+E}L_UG_I+54aO?Wx1y;#8{o<#rT4TovjU*>QMYc>q;#Q
zh0%`lwkm_9-GG~=ZmEC^qVY}<!(rE)bVKcRg_)^Ep%d<IPtwf|U^`+niFV4*9<>#(
zwqOX{mU6J)e5!^s#3b@com4!oFKLgsShxC}EeAh-tW_dUKSm8G7NxE-Mki+3vx1Nk
zVFBuQ(qqO!Xp#sh9*nD9V|=U0P3(I`uKSku!fxEKi_!qnkT0+=rwrlmKd#40K#8|3
ziE#ALr&otj*ZZQWw83-|v1;XYsshi_UAbLH#u5bJA6ugBQ5Bt;@YfLB>nedAq3OUK
zyqFI$7ui*0;7KZIpjVWvGByy&#@MQ1IluD$;Mm+Aq<HeX7EWhHa~bbb>;Nu>%hX%9
zMMWWf;&Q~5g%R{z{O_)@P3wg%ZpU>QY<<mJ<Y<SzgRly(2YPlq>f+c&wZ1Ptv8|#=
z*%2B7n5}@#fdU%C*5sr3U617q)Z$)#RM|fCO@kCB6CJUAdSI!&%+2^v;tl`DKS&>K
z$nyH9Rf~fI9zH>12thNyE$a0MhGVf1PFXbY)Xl81UK9h+b#Ji6%sX;bZ%DRFeq&qY
zoaPt|DY`pa)==LcaaZhGD{}si7Jtk$-{Zw}O^p3HEArICHd_;Mkh>D`4Pfv$otkMP
zUPS1JsiIMbY+lUrl}>FE_ajwhls4bWym9V}3HLujw3k6V3w*N$^DS#CT3jTo2DMiQ
zj-YP<zD^H2A!DjP<c%*Y@&O!r`c&}^Dj}G4Xkqk?Z<17u0@cr<w}D_AtdqUhGxi2b
z?7wt(E_^QPX#FSdQW#$L_J=cww@EN>xIh06vpWuTkf%3C1*{0khq-dI9O9@^n5noQ
z#L~ku1&#jf2L5-Tb|@@Paj=Lzr3MVHM4ZO!UPZ|`*j7P2#`Zq26_GA(v6`<S-mO2S
z`F<Q^yMRN3Y*3T;qdtS!i+Y`cLn|*OpVWK91;7a0zS(?C^gsEt6p&i8plf-cEu6%H
zxI8f#48dp39Or2q<aPZv642n_LQ%-u-wf~!DEh3&zaI<)JY@x(_507<hLL?;I8C(J
z{}2)+hO+<3S8OGj$e-Px@|@fmh8>TFg8SRkTH-j&pg7;|ClQ&j{tCvHz;5SW6n+M^
zdSJgonDwB7W%O?+q(&Hh?{f})SGhz;Nx?xWL59$(lyBkRM$+~LyN1^G9nFmFwI#Nv
z3)G1h2zk)Q-iOWxpMBw?Hw#*$eu1WGQCTP?)`9VxMXpJ@W*VudQM7uP&@-FOT2PG(
z$~?TDs>D@9+}TX*b;@a++##LWC%hOPDW2G98B{X`9somLRM<E!_BYDqC|kj#%9<~~
zvoPja@B=A3;jQBZbNQEfRHTtk@W-zyCkXAqIjDDtD)2I_WCIA{)F{dB$1tr(&K*oz
zZ9mpD%?nWWnzmUZP!=Vd5L2x`-?JenkQ62ByB^GYv7S6vw;gbH@FHenf&~eLA8$3t
zJMkF(FH$J2=D50?h&5mmH{$Bw#+-ypqC!i+MYH`EXlFdc8@FfhMMg?nXo*_v7>Zkw
zxbc{2Im5}$-TK+X3xI-7qki@C4t_1k-x4y%rH>sSjp}g=So8>J?Mz4}4o2SjV@xBm
z|JN+=|FxiOSGUd5<itxoW%lzI8QePKuq#nLD{r*O?>19e`Z#qxpyiw)WW3=_uaN_=
z;xL|rk}N8wK@1*bW-Pv5AlbUKqIoT+S5cE8tMoJjZ*IO+<3^eaE)aEKo>}9@jtVX(
zVI(5V!M?RU#DfYtfj1G52o`aJ<)9paLS7KNlFTH0G<VOi>rVj{nMu6p!o}}g$-1Q$
zXfUcpq>dOJAzBV_W)G-#e^B-1Y{%#Ey%$gqg`j_U=6tJdA5=&ZK#4!KC3~#wgc3lX
zc+Y?F_=XpO;*~(}2-HO-vL<y)HKmky^!F+r6*N4Fo5)>q*EI27MhNsKyQNqYMsA19
zz6$o85T>C#$c%Q%G+e?zA?~+fh0b{-^9ZKS`DW#h4G*2Oytys4%G;y43NoDe(<I);
zuT{T2?X|>4P5WA~h-*Ja+l4}TMWTlNZ-K5??`pThSPueBM7Jc4lO-2l02C+r-F#Bv
zWu-qd1hG#+xcrB>(7Whe0o&!Zj}Ebj7~C>4m;>&UDx{Fu;5fa9I}B4VJ%2lgxFeeh
zPHBqA^8BA}ql#d8nx|B6OQ$-fb@4qxsf#^PqhD#wL5=nkP?It?w<mr%Y)5%{#Q4UU
z{?>y2gH4QfMA`s%1B3MVhPB*o6qO~lw9y!0b+L#O>xqFP<AzX9Q;bHxn+Rp5M!$ne
zhB7B@rn8AEqs6P5@oA0ztB3P13fK!5aj#jW$A3qDlyiHfIyY=}a0^O6l&VjnQlL_Z
zNb5`8Rs$&Rr$#)^$j}%2Q$0Fk!3%s$jOP~LECVWY9?Sog)EC5OFj4ZFJVmjAF_m!Z
z=M$AK0apie#@N&jpc2IT$v5mNk~ap(_`-E}iZ`iQkelX&T0)LI0iB>eY1n^`L{K0$
z6kAY<O7SE@VPUkr!1Li>^poe3!|3m;S$asw>pq8s7ZILw=deXgYCEwsT!>mVUlrZq
zLS3y->iHIBj#*+*%d>~B3yjNpmI?kO`a$nk=I!8w9B8GPn6aJzA`aGgGPy0>xroc(
z{(PjG@8U7Dt(g@`+3}VEL?kctuBQO@n;6Njj46+}@mKO6D)idYDT*^d>UwvB1mTt5
z){3I0VZgZGd~j4>9^NcZ^+zGa2$0?YtYUX%4gR|LX2g)MtcVxoj_~RB2zn$OWytp+
zJwuvu?B4}BVg8hcfC;MK39vi#61=BrH-QLGBU71aQj)yVGGgGOsZ<k}!=~+#_D(J6
z3};Z*ipDGCjsT0t+Yz)H0tQKF2-O@*If6*gcjUD4Yb;I=H1?Ii*N_WChZhq$r`{Ps
z*C(`QxYHE^-U0-tZCgWie6v2jWq0^=M?-Z+Gi^?HR1U992d-9z#SkgTCMq@?8y0r0
zdFFJ?a?3fKAtR3C_P~IRtXiFGCSW4(IkQLtMX5Iu7DnkQ&B?htF#pM4=DBA2a~&}q
z<1fCfCA_xSyF6_0A~g}5cJh}Q>m7G;Pk1K9p|lP|DsU<BYUxx(&*#xlG7$$PglMvd
ztyd1a)npHB>M%j>71P`M?rR-nBmSw1t>?)E>cTf%2_|&OrTUunLAu9k?Fb%T?muw4
zf>KX@d~b?waV&Il+&o%FXa1)N^X?vQ342%&Luyx>Wl1enPWpfP^Lv=b!eAzi!l4n)
z6*uCuZ@1u68Nr{(P~{crT(9k@tTiS+_|ey_1{Y#5#Uzo)kTSJ)qFKRQ;2kv;H(Hn2
z6-~#mZxa_+=tJ2M0A;CBgEj4N>ugpU0{@s6QQq!3=#-(_e)|)(GORt5@VLaYA+se;
zEt1Oe>TQCT=aY$o_22X2?Zw%Wk82t#L+INN<mv=kr^Bd^zrPysxni0&A<=?1{}wQI
zEsa&mlS0?Hii{XHtF0OZSvFIzDW&J>*lpFUspb&%w7z{IG;*TnGAovGS{@R<Rv%uH
zwLE9jm*S&dIbx(gVcOZ=&LH-<0N2Br^*Tu^rTj0>|Id!E&PURQ-;o!nbBEfM_fvoY
zvaBn<r;l(#mCq(UEWp5cf1B~Rs0{H8bwRenJVOh$arO=~r5>%86sZNcHzpswDU#t>
z1pJSL-TZUK-jxr4d>`IuY<;Z16~CAGiPm}-XJ_4Nq-Y7ji8k_!<0qq87n8H(>Sif8
zEXO>1kZdd!?T>tATh|?EtriR7W=1z*0rtTExF8~KHJNWG6*B%NiyYKu+nSE3>i%r3
z+3L~eNv{MuCfDofoV}ugrK3m*cZv5U0x&>mb%_tHb4AfN-Sedyo4TqE!U}Xjcr7d)
z>AHr98jVH|Yy^(IS~gpdI{_z*q8#3$TK8|albV~O8iojOX~55P$FwF@oKZG+ez2B+
zxb1erlmlFASF<6lopG;w4z4FM3tVFzNa%Z5G2enop=fYajBE2Cazr8W!81f#^wi=b
zHTp^}Nd;|w4+L?#V`JAoq)n$7hkEv7A0nFVU^mj1A&ZubE&hGIjW4SXTN}f)qVOG~
z<|Fy`i`{sq%*d~w^QTvo^IJM3ef^+wrX6)(bYN!T%4%P1k^e!kgoj9UN`|`)fq%Ge
z!5mlCIg-c83&#8bt*Aw_f}+aeSwVznymIg>Ran0ZlEVD&?V|qZ`({~FluGt*inNhT
zz%g0aqcfvx)wYpX!DLoi9gQ$h(`oW*>{M2I`ZT!%_l~RT&QMzLis@FncbyZ}h|18v
z83IpmO77T$f1vC?pmd!iWlt`gCgINB;(GVV??1?syDIEGFp~R4WOzh4>x8+eD@Z|n
zN~?tY0<ClNCUc=9^yL?&;6ujuJF4dsz%#w)g}lDkIpe;FHnqnSO^sN&+Y^nLPlAwN
zLas1y@=}QIf*SB^%F+2iu|CEvn8Dd4D6m=L)Mu!iWzN2W>>BVgPE>DeHzlnsoEHcQ
zkNB{5>nH*=_N^r2J@MLS89rj8uM3pe9PKJ2S_fcqY*6HWRl>c&n!X~l6|1vQv^zXL
zt2H_|GLzi92;|nis45?MG7Xr8`MnMN+DO0@njp2HA&IV<I(7QLx|22dKf2R*7T4s`
zG3%Qg?na~B-`m!WR|P57aRV^i7=txcn{#eFW^Nr%9dn+>WX@%U0p*)#){HCJ$-(HR
zou6VTL_;TFql99!1zmC|1Y-fHv@>_*bfDjLz(RJMy`4E#9{FeD(*xg%V5EQBPTSwd
z)I0~`a?tqPY?jE-L0OkjLhAUN$l(wE?Q=VO;1iK4p&GK2xihYP7HAjneeBDkE+p4B
zg4z<=Abk!9HEnKy`wnR_&LjJQ;QO2E$e!(dL$ThpXCPcr4*pOJu<bu{;ecqHzQ5!{
zVUPUTPB$Vy&wmO}HQ@pyY5j1)wt^vKSenX<LI&?7O#bpGQ$dGl;dDx3aC(0`q!Lrv
zhfxQFoqIS%o(2+)d3}AAcr(`uYr7PZL@IcL)^W!*rzN{Id&qO`n+GH371va&k`p++
z#=cRZj{Tx{EXl(3&lQbU4f0+#Yg<4mzgYu}DzBM!3g0<9Njz-YeA$<gf-mHnv6hfH
z#3P!nfK&}nNXEaXT)_Qi7*t{D2scIh@tYJK^)OXEHuTs4F1w%qG!w%h#3g-5lN|>4
z(y8!8$oXJ4#pl`=t>nk2^8XqkBf0IA83pKQ<>ik<rjw2e@SJwe;#Voi2Hn7O#tj=4
zYzn{r_N!=-4b<v0UGNV6DA~7jC|!{AJA`yybwrnIZT<UmIw1l34a1Dj-w+Q!;viH}
zPqWTqNfx*!5B-l--*MxgRX;_PiOw}SHo|xtP-B7Y+|~+OlIRY97DT;88$GQI@DE-C
z`<k;sQup~Kx}1;Ez#&r|mqOKf3!di~v_73Zkxp;0Yjr4l2Rx}@`POP*cn|Fx=S?<8
z7N%43EVeNuck%;$7Hkz=vrRkL?ALvRnm_R0jF1W$!nVgtf#Av~6KApdO08-xCTJS;
z6VjPJtU!Miu^Hl|bp0^gU^3nF$!;-`HH39HT1YvjGg*~l7RRlb_R1x?;l+H+m=y2&
z6KPQO@(0CqMsRqcBkJoY9_3@>QOC#*|N91*7QUH~%Jg+wR5P_m_gCk<&QJf!q&ip3
zxO;M&%K!8ap4e|h&=w9u*ITV(y6s4p#SsLKCC0YI{)Oz~QJWrPm+7h9K+x`V+DwWE
zQ1{N|f0{494y(5{nq#g3c-~QXxs<^7dvLQVt4M2dvubrmv-Vkq&YHLsWNSI%dG*g;
zi|zeqL!HWH(WcW9f~B^`(<Q@3AG>WrgXrZ_9rAevfOaWNuSw%Uik9z=G?}NU5Y14+
zVM+J-9dez{mRoG@KSx@c-Or9@mTBQO8LWxQlO(;cITr(z-EJ=MJzDIG%dnAX{`Ydn
zA)n{8V^??It{tSZEt(G=-I3bQAu$-8y{qNI_$bM$@uK}`F<qI=+a5^+#>2hLr2bp<
zP7@_D5TvzlXT5Zbz=XND_U$`KS%$0v%qA}_{!vH5i)tbhCv8a$S+xN4??U0mMYl{s
zHC+(e)&ERkwzZz1V>PYzK2qT$sis#sA43b4$V|SZ7AzU(tdxVb>Dl*-T4zS=0r-+d
z55z^3Y6H9tCu;B7`Vvnxv<|kIg`?Gv*w#H>O8B0AtMc)pmu^z=t=FWOJ3g1eK|n7O
zQU$iW7ak?9Oj_bFyKIrnSu4d}4Xwmh1+DfmL!g@WG2vr7_39v94>hd=C@)z^nR{&M
zYGMB|IcBc)JyP<!56f>A4v){!jFT4K&NklNwj@F~q~1JjVVji#VIa2`amWlnxS{*?
zO@LRD=IZ7Ez=wcZ91uuZcd&u+uMk4SUv3}}WDN!HbGUIH)_->#8h7IdfpR!0V!1=u
zU^uOPe;O8A_XI@RIyAh0er{w!1((Au$85aU!k+DG_x-b;y(+srz&(``I<=05f#bGu
z0aya6$T_jq2vynanHX$BVaRE(S%83#w=bxnN5(KGot|f+&k1H8@pr5y;Bmgd$PPvA
zjiZA7_8-u|sAsMCfBt4t39~pCVPq>9bwmlMcm97oi&zY{YQTS#6oAAoxUFEN-a$FD
z<b=R?UWe26^tPD+w!YxSX4>HuG#NwKZ$@F&2pvso0APR*d4ug@9H#U&QiKYYAehMU
z7e0#=OJ44w!JE%)?+gPY+R<Jb!xazYY9^~w_SRz+u@u^UUe{<*Tl{bMNdqKU;`K<s
zJeOu&9hw}OnNHY4yLmn0w&6YjDiYz(lMq(C3WAE}aSVcgj>Ru0xXhAYGbx8bBG^tl
zvNIB22l8zcA<^cSnl|PVQmqbrt;49LY+uok@TiPl(@{agT`DP*(eM)__W<VLFb)99
zgkkW1CTC(mmn4Q1n%Dn*orDcy?sfA;ImD$w1qVqn1FlYX3v}H1xN#CdFCwB~qe=X3
zDX(`&B?IV1*zeO^P=KBq<d{pLrIaAnM|Uv|`^~@D8@xLe54VVIzMS%=;ptN&Ei_&l
zaLOMd|8j6qCkMWdp$kSPoRES)4C7eh+WC}!^9ev!f2n}xEE1XTifE}d0K?+Un$Scc
zL5zK>@O3f;IQ>l>B3E&N%G-a+m@3_ClJJXpL<t{_>Z^r@E(?lc?#KAn(NZG<6tpuH
zc=T8`M}0!J+0eoP7}Co%dKor?4Z@j2Qx-faVu$dK@c|o2h#gLa&euy@6{#XDLU~*U
z4FS^dZ21@*9T`dl7oVh`&S%FK=1({@aBCrGf)fE;sbwN&d32p38hY|u$vEj>m?MWf
zgWKoj4q44)i<Xul0}>3pgd7faT`m6{6zu6?I8HLt4^cQO{Y&Y&>b)B_8M)KFgG3p*
zoDx!1Tw?EotMoF&>v};zM}&qWgQ@22d}Yu^rg?Y^g2Mo=Ithm=SKmS8U``&f_g@P+
z>;Goyy`)N4`2wl*axZ3S9W_bx3vL-bNiKUD;xr(Wt6VYVYw<0kYw|5IwNXSqKzRmj
zF1QsKs3SqgkzC_bdX!%nC#H%eWV5nwiJ7ZR6)rxNyI2xWOj${|XK{&bemxh+5O<YG
z1eW>-Dp>b^{TJpljSLdS;6p1OAV1o5@U~5<Okd{WQ@V?NI^Yy|JuxNlTOrHWmkn1)
z4v!;Yze56pb9~C`KSKn0h{FAkS71Ulyz(WvS0E$TRRWyF2lT<+zju<XGWQ)sBi)FH
zOG~o^X3QrJaz~WK1pjITk+`x}vw|OKVN#GVngRX9uW2+iuyl09j-CuAWzj=UFywMC
zYl}KOWKt602!#QzRcqRp%t{I}mH4?C-kpjQ=9BzC^&l0B^L4D~6_!;=#9X)pYjQ=g
z&R91xy{(!rE}ObuG@#n+6!6_|2CD(efnLX2N}IfdHqJ+wNDYT&9LsOC`K+M#iFHl>
z$|DhIbZEaB0js`>dKRzr@QYPHVmf6Z@vF*V1@hu00uWWwNJA=wiBI!J8h#~-#ojbQ
z0yy=Zs!I7KeBl3#`ZITylwU0+Xwu6q4C{Z$<GsU6Q8}Rf_R%1h<*-K>yH-TM$;vJv
zPMiR4eAX*hFP&;d2{=)JDof9t-lPOMGF7v~h|NK%7@W=|Ri$R+5**hQNVSCe`@f-j
zy-X%-gbAsdWd>|gMH(GOl>Og02FJAWIg&T5DqMK9=W`kYH?~ppErLZ&N>KlAKAmxC
z|7Sjhr80lD)JO%E)|tiz6Oi1RqySJGrMV5O2(_1RJ?l$R&a3dZs?Z&!oHB6WeV@)#
zcnCdB*JV0F9W<O(6<OWSgv|+r!oh$F?X=q)GNcGSuZ~^!d_A`A>78EZ{kW-1UV5(k
z4tBKA|C@+R-cX>L<d4nYZ_@75iJrhh<qCe@Lz^Kb^KS`aNaEO~@V!fr%XVO6i^V4C
z7-mtvR3u8c{nRXFm}UI3e~)_Q(}d}$R)?%?sNyDxD+h}bAvO7)l)TWy3G8t3{!Q&|
zUB%F)4wL8Q&%z%=im@i1c<t`n)2Bn|Iu*W`TZLLrG;;4e@i+|jWNL_Ju`X<W7K+$)
zq+QxD*(&&azAr?iUfoUpiW)}2EB!ljHbX)@0E^dGP~QIy@M`;*oqsPS{C2gcBOme?
zicMtvcAJV*w=mxXJi)*s`hknCurEVpk3}S&PUQ-K*QVAbkADEs{GfOTS)75${#2K|
zqt=f#Q*9t0p;q>ceeK;3-baPa^S}9_nO-AW56cA(Qp(Por@$;Od)9j;#)l63{ptPd
zW6xIlS-;ku@EpD8@Eq$e7LV3n+%I`%bJ1Rks&$VquoxqHSD?_o!$JVQa9p3GE~D3{
zDzipDm;6$4)mSeTdr58+PHyjYTGrCv^cM9C5MBS}^?`XKJhDIRhHPiyskR~vv0tBZ
z!T)@N_JQIDtyE`IR^#t8Qe<dnuNaL^`0PH@Su66x=7#dLohX_()uc72lGJ^0_%v0s
zkij@X^o%~TBtk#Z{fM_4AKElkqd|$?<^p2zaE0Ehh(dqY2iRbqC^uV)ly^_mTPRy%
zy}E<LgvhYFV#Bh}@i!H7{!vfV>TXYP#Wc_2AY7E)9aXl{Yx0=0#Mkz3M-1C~p2xrl
z^!M8S@JX_u`rHkC7P$?iGpw!9Q=V_Rrt#?A%bF|w5k&j!7P9H$eu#!+We)~2>q_CU
zgJ<%_v|B&equ>atdUL@@D=K)91np+s+3%%GXQ|7}xd!v33M>bmuzmwx(kDE7Eu906
zYua)(`^MC`c3&3$rYuk}zrCp4>R1c!JhMJfpMsZ;MY-Cd6t21Ew4_L!O}BKT%N(Wi
zub1vLpEjhiO@Ct_&~wm9v3F0)ifhS=>tN>!%X-#%)`=+}nOHS|()e2Z4*TEZNJtE0
zUJ$BkJX(<M)wkmbQJl)+Ud^pu&BnkZ)!@yVqS7mqP``O`#wT4QSJM;JkuMvAYo=Er
z9sYv;$HhNhZAV}lu^C&qhVBIhNn#@1UUbRkh@2OJFGuEqaNlIrYHtOjtJ$1VweyQL
z3!bE}jWwzc6rAN#e?{XsAB1+L>&^$73Ca4a0<_@<X2q?7UiZ6<Ax18Kkar7m4ARYL
z0rv^7A+hZgP2f9^M?b^kK+T%D)57D?^m<@zq{m<ppZfs|N`0^kDfuYhSFSqNBv#Cz
z<-sc!q0n$QK^7juHqylq3?=mO_r#tqnN8u^jusYnqReBV%jdA}4gTS@!Bt&YV@^P)
z<sa%07(`jMG+->}JD`j)1T0qy>#wkt*$^r+2QO=S=?$CE&7W9JTQL|-@+AeiAdHpy
zFBeoEu4vQ!;j7!H>v()N5Wc@*sQ47C`hieN4LyuN-POmhyafBK`fl1d0Ygfno(^<Y
zobBLFKQj8k<D^S!!?E)~5j%b<EFwaC(-322p7bpG;6Nw8>1u|g&8~VWK@q>HKnmeN
zyWi`>jz@xLPWt;33J<Y>k=va0i>#fFalua?-1*y?nvZctrkK}mjA*(aDmK<u@t@*X
z@mqXY6G&_32V(tZ=I)v+-CT86%P?2V?vZr%BrB!P|A34iZcd1P<dR~IWW#;GIXfZw
zp<9DL5^e8xwz=M@v;KjW!pCU+y!F`c4CS$bUg~`8dG^Ft;~G<}{CSI!`I-?ZPvNED
zx2o{;MC>!f{oU_W|FOwh`uv1_S8TcLK9q02ozGxI_fk7E_~?VrtzY<7#KPrO&EC_-
z!5!q_`&E<u-I(+4Q<vC5?Bg$muHx>86uGWyvA@l7T^G%4z7Ho|)$I3?_=BcbUM;&%
z@vL`_eL8I?`?+0}_lnDx*Dd-vEe8iJXj2q>a1{FA+;=lQcAuWG9|y3Rqm1vEIIA)I
zzOg@tCbt`|cNlK@R(IbtZSRvl&NzRqEI4^APz|d&ul~NYL(#R=@<0-AR5#w@n?ChC
zz_q@*5V4hU;5}u!b8%gL>ZnJVp!)67(Rl9y^J(^aP_=p`(|c;2=A-jp$JSq?#z)KF
z4Yt<yy*72?y)WF?wJj<I8walkNa7#Pce=a=oNTvL)&VDa^JCY}eeluSE{tov5hS0f
zx4RdFNZy#}VO!3K-hM=<x29yLKHqi1=5Ob#8+HxW6{&8Anz|@mcaePjs+~hwar$|I
zLx1LV%Wj%fyMB99Onk}wWm(-Fdp-h{jG}mD;z_+-nmU%2k5IZ_xUFB4aegw>$ZhiN
z&7I<J`re1jq^o=TIVHbHs;7JW2gV!cpl3#CW=|x4%-qbEPNcP=)^6CNz8gwtP}CGG
zJEsYzXg`?rhGSDVDAqr;=M%op{p%uxACsWd1E#~j&TtfneptSNm4}zFPYr*|zW4RT
z@S(VLgJMdGi3IPj$Dc{E>(=V#vvYR3v8u)F&<VG}fZ^|aOT>`xx-xAZybhYXhA&Gc
z#n3w+aH8MmJHNlvA)cC;^<%vhFPRzz=ZRr<kln$|T#tbBoZ;CeYB(SJe(0`CJg&n%
zy3o#Hikp5l`Kya^hcojGcSpIK30V*7%H6{}{dEViBbgGQSjyc~4Ha$3Xx^#&(Zcyi
zwX66;w&x%Zlk2hjov9CVwKE=2`8tdb_T86L=DdZpr&qh7d8s>_lF+`WZWz(tn@s4E
zW0D`b$w=$5tT4AP448LwC<uvIj8LQ(j0Ps%B!dzUdi6v`)xe*;e{eeW9i#wJSbF1v
z!_QiJLW$NvqT|bsua|Pqf*?)HN0*{d`T$)nQ9=<&D~id)O>9q4)H*D=`GYRhG0GWs
zisOm!lxj0K;2OA`Qv@hP4FP@$uA?8!eS@``8i>j5OM8R7$sb^E&(Mw8k#IKD0~gf|
z4^*Uc`ew5oLLH^Lf_5}@^BZVWH>QcDHwa9zX$*agGDQ&`28)5iTi|Z6oRLn=2U`MS
zIl7RH+Jny1aeq8T<-Q^}d+<KB8`Ok~59$WW5>dc7zXx6-<ct+6J=hI<^4|NobNVSt
zHwcq!4c^4!LF1HiFf{;Z4?EDFDSvyh(uXN%a?}YdrvC{>*NIf4*bO68Hpn{diRF}P
zCKuBL_L&om3S9Ye^@$7&?@iT3zxx!fH}uH2n`?O?zPr8pdT+;rOU0$l#5wtl<1rN~
z32iYa<#5A!SdqM<_b2R$mC5=9K{_eC3x*comp!wcHY1gZvX3E{f_$)zyyEtqVQakO
z?w*6Ato`?M<Im95o@)YS=hYuWxl~Rs)J%OSZk}o9R1w$%Hb0sQ!+PIPR*2zx!#^nP
zQbXr3H9Jwr;Zv8J$9kA4^6#{vpwpc^Q~FKMr2X8~GZBR==g~V+l`D#|yFlIHzrP4K
z?cnBA;V9PLT@CriipXDC2c+_+Wpt`Cw_t+TXS68bPW&?NPCyjiDf@n~Ca|f%cTrId
zQdid_0*YGQ<Q?Y-73=WiFx{`ux+ynT<gO@21bPyoca}H5q^{OMHHhn9!7A_zCPjCj
zdYF5*Z=4ZNp2_BhdXRdyZ|C61J;V2Fket23n^ncYXP8>g4B&MN8xi)=yDp_GLrb3?
zKg`FS`mP$a$NopPb=|V(bm(Jdc^8Sd3-{a<2(wG!DiT5s{rJ?4*ActtM>B?yy7?RN
z6mp>D#}DSc;p_H!opjey_OzgZ=}U8&*|XfN_P7q=h7zyLEun~ZB<~MtTRa4fow>gO
z?-^H!5qKjT#e{Mf<zAO{ksEoftBn2aM(#L)t56NN_Ir1w8=&hacf}usBvy21IxNtl
z`G|P>`$+5A>vVib>v<hI5L^C)b~=h(k;{YdC?Ijg-Gd~Se>VeBgw{x`Bd<LZ&v___
z<*NH&cQ_Nyty4W77MxYV)jT21i6H^w^?1(&UVc`4e07R`Be6@bB7N^CeI*-!=_mb|
z3-|3P|L&rP`C85Abq9%uLh%#V>6_Ns8W`u9a$gLvOzE8))W^5NkGzAzXmZDSRA5N`
z5eW)%5nT5LnUJVn-5<xg!vO;a4_=0^5F-<TW1Ct>JcZI!JX3-#ajtSf6l<aTH3$@-
zq1qqE!1=iqe(*+_4i_Rfk<ft=Eiv>p{`A2M1aMx$KE0}BcTf$C7-|Q67yC^*FtJfi
zWlo`Z``x%AT)~5;Nxo@M?x*G@rkHDd$@`|TQ~sOHC4XOmx1Y4SkwjqF77F)}AYwDQ
zFgd?+V?rBxf{-+Pn8EN5D!YkL>Y4H<8JD9snPLG?UtV|c1nrxGC}72i4i?<^{OIOR
zQl2myZkhTUrUC>`UX|YU^&nxEZtn1$LgTeeG08!x_w|a9<(QJYu^w*d$7eTEaQGet
z424j}--R!yqwmXnalufc3O~ugzRTQUa7_NA@R@Mg$(fcPGI$Ft)U6$0-KBVCeoA#i
zZ!@JxBNo2T4fTPd?ACx5x@4~&p~>roS3U-VBbPOSEk3b#>#sz$l&`#0hi;L5-(C*+
zTYpf0Y=aKy&pun6#%q>|B7B=@zGZ9N;Z4X@x$+3m4II024T{=Ps#s^)6ikfSIr=%J
zuO)W&CMvg~>`CCXr=k4G;q>RP#xCsB{ZD1SDB#oA6{d8Lxr$dF3eP(~pM3C)&@>*=
zpvmGS&mT^ou;!kXQ%DOA_Eb*gFy?f}AvfjuPxL{tvl@>|F02k0$v<=huIJPruY2wf
z%ASQz_dT_`i9`fq_t_CBDoXE|A)yDhB9##Ci}ELv(+%%^zqjCR*otQiuo>v;neN7n
zdhVI5V^;3b4~0Cu_RN!GNer0J5ZTGnyG=;b2fo~(>n62Fqf=j(wr2x$a=qbskJJ6&
zSwBp$E%qEc9EE|@Ri#xYf##zSFq>g60m;W!a3}UcpPrdE+tT*M63&d2uG+0c#PaS?
zLf_<2s6FzyOyu3cfQ!Yi=mW1?)F1VsL5^B}<lx#>#PhbFn7}$e_d&2Frk^3~iB$4y
zj|$yGvJ#1UCg|wDF@=N@J;QsaCATl++q4kPQ2+w&W&{cvJb+XZcf*Si6>gV6meabB
zbIiT*!SQEEkb9zan6;@JMF15zgV;Hrh;OhW{T`IEPL#ypM6gOX_wi2m1&lpNJ{Vk2
zVg3kgRcBh)ahB^E_!A)MxQ6kq^TP#HD%13p=mY9ytLjHM08wb%n8K~aepCz_5(0Pn
zeK6J+)4mYX5pUi15y%L1W@zd2H84fGx^VdQj92~4G-|4T>S4X{2m?NTW15?C8(^^P
zRPk(Aa@D;&wbci;X1d}o93PO5kny}SUpt#+x(N=|Czqnfw-v5hmo;j)J6>>p_4kkI
z$<aja%0gx+T~xI8&VhLD0CN-aM*m;wb`9WDN3gS4@!r}UCT7zkyY*AI`ps=y!AkP_
z*`FmIXWu1s=cgr;we1|S$xQau_2pRCw9U7QF$)k&=SR+a&x@OYwFlGSX9Y}AbxsvJ
z=9?)z-yEs#g?is#K5;F%2?eX?US1cQc$<z=zv%_%+E-@qAGz+aoFDNc&OQYfm>!EM
zP3QQw`xxlo!@oM6&n?^?lEpvr3#Xd2itzRJis0{7$TzLFdDf0_U;8EyOUJz7tuy^f
zmg%mt$Y$ra{Mv(J)Rdy${d$P6V9?n>ga9G);011kzyaP7w=$<wD$~*}rF19xptqjo
z87AYO^wkK@_d$WNnpv^k8sjZqcsm2eVHYF>*0nzkpHFsE`ATvN89d@GM7oOwOjDRI
zyR~Mo`_93*3tlB;Q?E|(BW^IYst7X*O#h-X%$p8)UWzVRbK2)RMqGHLScs@*+uq+|
zUvN|BrCH-0b?d1gyP}HO4%~iBkyz(e$L_Wud+sWru*ct7^_Ffsig<b}uD*VN|3sm2
zGs3*|NpITJ9&gi5&UNkWx3C5US0A_P0#je2(=O3pC9OH$#21bs(UqzAPdo2La)&P;
zBiv4H2Sl=TtEgx2e80o3J(?8TJo{<x#;T9g^D|r;;y->YvshUxw%M_h7Ix5%O02T*
zcItodew~YicQE;30Nf=8HD14paC0oMSm~-};E#0uIk4d^rGD%g;dUfH08T60y{^IE
z{L3kwMaaDGm0{5(gnxxv|HU|Ox5kuVJ{}kULLL|jP5cFVdd5G?=Kl|KK#addyDd_z
zQ!5qoOi2;vR0Y3Kab9c;c>CX}m<JXeVz={3*3QqN{bw`&fubM(rikYRMZdhJsMk(K
z`)G>!WVYgbS+D3v1NDltdVN<huKup*_dZqoE5`Fo#r*K5VjOM`c%Q!;6!H8C^VL#T
zudRx9s8Y<g7b)8FZpHaNK`|a)K|AMJJl8Aw{cz~#@%tF4S0Cf+6#cag>ui$gzk>e;
zzWyrWuT`8cI~Dyqd7SP4Z05gFvF;o()4qPzaDOrY{!YOAy5erdJp2>XtD2R2iK2g(
zE9Rxus{1F3`nD;~)Ag!#U$HKqsEFr1#dzBj5N+qdf2%kjTNU%qor-a&#j^QazR=N8
z71QEo*6d8=@@Ce^cN?)}I%VcG!-%Ji&Sbhhnl$41bT(&13rn?Fx;v9J^JcuN+FN0C
zBvJ_@n$1Rg4KtO`_G%s3Xt!y^3*Ftl!o-m>gfdU0>5h(MIvSU88QDZi1l19ZnMSOm
zL%7W(EL{FQmQLmJMkLhS5;htaHZ*wPruiPQzOklhL8Kwv8urKxH#avmd-0|^LR&)O
zXHhuRGT((4*4Nb6Qr|UUBh+{ykhxS;DV6Cp45Ph}>m8+;wCE7GCKgR5+oQ21UOAau
zA!%9-9!(}LH?tm+u5>zQb|jLfM_$s5rV1I43=wlWX?7$Fxh`dH){Mr#B{OH{mARK?
z6M3(A9JzwK1!hk)S%`|vM9T1}tGU#SS#1&TiDoTHd7!yvUC~rrL}*-=je68Q6V2w#
z9y2CJvr3Uo$IP51N_llxt}A_+)!vG%Zebej^a!ih%%#$?XewqV$<Ptwre$%2pgA>7
zwP6=rSl`fE-^g*zJTZJZi!?0ethT9@qwwO0%QU>WHPY&$b<JT{JoSw(hYfQZIBE=E
zz)^F^jlv<9Wy@?AiG*wFJ%sLf7lms$x*!~y-yE(R!`2{bHs(ZgW;oU3VvS;G<uYPg
zqB+TEYDtSYVWZiWyqLN=J#yW=rX?><?}kKoBJaV)e_6(p(Oj;jx4S)^q#UR1*vW45
z+C;a9I^3Pf_wuUEEzjk`QC^Hpj~uSAPh|@EdG-mFV>x1EM`QU!4-IBPB9{{l5X#av
zXp9O2MjBbV*^DL`@@P$~XFRIgXm-}8Iw(pc7l{dl#@AHHiz>O=Fp^Ft&3M>(&dZD(
z_uG=_6!WoXt1L{lrwggLyV&wFmn~%SIU{4H;=EFqMa4Q<$eA$*&E(62YHS4=gEi$@
zzm8S{S=OY#FyqOyA_NQ~SAIC2$a^}J897%@owa_b{6*|p)YYPPuITEx%Cgy7TU41X
zVv6;S#>!bhCSONhArVW&-TVS;DN+^X%nUDeWk=)jE^$Sb&bqtDy24TA<)S^Ncb>S^
zibwNN`#Q-pt0!SzHhK}@$jg~Yv7jY|SLDS7$`>+5b9Xe6N~Y6tICLm@+{hME9%?Tt
zrqdoXE3fLJ+0H_@nHnoNYj&r5Oy|5Y=1rBA@6C*MXuN#Q*pe5g2)9>c#Enif?^&QX
zk6T^msrTk_YdL9c5@$j~>!{R);zny|?r8Sd?{RB=s&AZ2tX;@b)e4_RZKyRQ7GQ_c
z0}FMy)hjAbY^$Bo(X^fK6{Q!p)z*UT(lTf(8=B_U*LaBC+}4ZBitya9yIO8;>*s}9
z=Cy|A5G`f4uC6(>AWT$FVr#;Ui|QIeb6bdvL8+{1XyQ5tDywR0o1KcWq@5e0xuLP#
z<_=?N(oA*cyG9i*R8|#I;$k%~&V8qj!?IGG_o2L4OxvAG4$Ddpj~@O~`L0+z>l6`U
zYpiQ1aSrB)jKQ+9n_f0`crfT{x}w<zGgT9&QjQ&JFR7Q#ts)veHM&_@=k7LluZhdV
z&eMp*0Y(+4a>c1!F`Fx9bHyoKaSB(=;)+>ZaWYq&>{KM^g=&WfgRZfVWGV-NreSOe
z>u?cUBd+DeewlZe8#~n=N~%ia6XgxI(M+W-KB^CQx0~^}8Fv}*jIxCo@9v?<p;Wrh
zQx3~YYa_fUnypXOS=(UJ)81JgR%#;;8xJv8)fG})HHOM6Ym4ucIMQ~0D(=~|9^BR^
z$$%M4mUH8UOfnIR=1E04w3T98l`>f^IV>xqIX?IZu{FtLI<}~MlYt0bcudWQK8Izc
z$JVn$!5w<XzN*8MI<?WuJfx%0p=?NZidOV+Ofwu7)|Ro;%(^XThQp$!d@pjT+k$44
zE#@bZ$xt#`YxX2!CRuVkbA*i{F0{jBJTd}JO*9|t3TLy<&h+G#UaYC&61lruTtXU2
zF?vR?kR2iYbCKmq-mz^?7xIaevr4Kg%PJKkqm!hq{A8}Yb5D_KyP&1)isp=5GVK_Z
z99b$cH`ynq7<#qIq}VH`9R}*$vTe*MjX84S>AcYpb)FF%*{X6h;snfzEjiJ8WH>C`
zQirBBErwQ)nG7#Ao$+~KOWk7TBT+G9I=hE6OV?aTg_l}8Y23<n>Q#AVJF&Nm=FFz{
zOUXr<C%5(X(5R_nH;p^KEi+!;v5Sp&w#QwRXGYn=x|hnQIS*=S7etqcU9>&OB6+9Y
zJIAtd&`{iYwW-J{+oXCD*>uV}nd);5>DUr8?zB_pTDG-jhpR6+i_3c{-jz{gNvl+=
z*`29Pa0`aZ>Uoa+0ZGQ)yD!(y%K{{KEGKjUH6`hCzB6x>N5np`wb8kU;w0|5*Yn!v
zfpN`fzSkbmYyStvHKX}_Z^-wBbWce4gRZ@xYaht=fNcNAH}ZT3Z$F}1OzP-nqdKk`
z%Wr5Bk&R_LlOor#1$FK}otsbR&NI|1_WNTEMv}POe&GVw(}7S!3w<2c+Psj0mXOid
z)EsVU760)J1+ER(g%*xBgu{*XSdLQ{s|g#8q1JjgUD#T824@XI*?2Oib1rNRw{R$`
zKc|U4iJa4$A6<c=6H6{77bN1Ndq8N!VBybR8W*{mcA@KmPeZ72u8Y;TxE{td*1MjR
zM4Fo%ofkK<nci8}JwA3TyF-;>-KVo$IUXL^4~IuB6J|0l6S;i05X&2dR6-OEW~K_=
zPH*MA0h(c-d!hkq4MQtGUlt6Hime-+IqUl0fjSDQm}K!>8jt)mqxM2EAJx|gI=6A5
z5uOLX^Q@6?v@WQTCCqJTnj_|<rn)-&R@j_|ut7^S^3it7BPmisYoDhX^{oqxvFGZ-
zyY*DPwXBHr+H0jzBQE0?nE9@BTrlg((z?4X7DltRtNeVm*@$(Su_YnvIZ7hms~M4A
zvEr1k{YBY1>-msSEHOHwiDYnYL;ai@V^-DdG5-r}X{5K_deH9mG+pa9yT#?^sPU|-
zQ^(BfvZfVmov5LeNO#w!3wHbs=~QQ#Sid;ai_(dBd0jI)yVEHv#H=V-C_>pzV__;I
zB5oBMEX#+uG&Y)Iu|hU$TGg-bwjO{R_F+LfUa*={)VEPITT6MYjD`}*A&_P=3ekiu
z(H_};<xcSI0>g+cjgCG!C)L-ga=qQ6E5$LNwU1r$w^TZBR&}NdRheu$V`fE{jG^{I
zA{jp^5!cEoaV^}XRmFQ#!kK*(ty0eE5wVIfPZEa6%bLlkCB$zTu~)4s4<+l@s?Ici
zv7Q1|l~1v%@|jSTO<OnrwJNg<@2%((S3ILB+lPHS-nNjxTUJ(4!a+H}Xm>(*7UkGQ
z+fLhaIjzdti&!`DtKw#Rp;OpLQ=Q_xL^5Grwacvb_N>_>Q`X)^{$8&B7$)g-%z8L6
z>M)z?wA24DuY<+Ey|l4U+YRXS7-0GdEM3LyU)1UGD5m$bbV&UB{F`sm(tbpzM||9S
z)Q*=wU;LZoC_m_D$7%L)oMwN<Qrb_)(fVVYK8JmAIz2u$k(Nh4WvFQvi+|rZ;y?RH
zdK_f&>+IMi{_Szr|0sH_*1Y4Fugl<D+6RuN$1fUa`MmyDB2Rul^z<w}&f90qe!7SK
z^@wY{45&zt2eWv2|1V?qfg(KyS%oXv@kVCfwwxaMdndX58fKqaPLI|9r2PAsz5M=u
zdED`ux4nF=W%ly(x$?L#)ARQG57>`>S~gQbj{WRSZ+!eb!R+PdXyx&cN#9=nCT3sy
zX$3jXJNDblx4y2=`V6=HqY3iw4OHU`Cb@nBJ6d07x1Yma{(XZp{*U(WA%1BuKMx*+
zec&W&A7K7=YIfgAd-?h2w(a(D7~L_Bl`F@=Exi0aDF0*oxPeVLJpQkl{b)~&pdDF<
zaeM3Q!ASY|Tz7CM3ZATySAZrp>+8HGIPLLy?x2o1Sp3|63d*l$T-tw^@d|dFQQ@AG
zt=AIRbH7}Byu$tt*e^Ms=5p<+3j6V`c8m0lr<`kR6!xnxvh9z)^4sm36z%uaTekgQ
zkMp*d$BPv9xBKmZa}NC&zRUhnMf`snZ`)sA{Py@SSJ<~-Yuhhje@%sJ$=v674Xv>4
zOJ~|?YdO5J!o7Z3-xJ~W2V43!+V%$>{_W*YQP{72*S25547mOO0#Hi>1QY-O00;o+
zy?$7H!dP)c000170000G0001TaCtH>Utei%X>?y-E^v8^k1tCtD$dN$1JcPQ`9<;Z
z3bqOw#ySe7Itqqnnp|A*a0MV4bv<>xto+P8jpC9bjS5YLwEQB43Wdx(g?J2eG`Rp!
zO9KQH000080O-AbSQ2Fw9*7A505c^303HAU0CI47GB00pX>N37a%N#;WnW`vW@%qy
zb!lv5E^vA68vSqExb=7c6+}BgQtPN+xpvLq9n#cU0;F-^<aT$+dW0;|u~wNBNGXo5
z=>LB2k(5N)a_nRWtOI7CwM9O@?@ub}JQuPc@pPIJ@{|<IoE?z#h6~Ahso4{%`qiwd
zWxcqFBv1K`>eYK`QAR~7I3mm?%S4p0gruA(R+M>|FMGYGWGcm+$b9)alqoNmoJKLD
zSvnyW3ot};DejgPTJr@EJ(aVV44Q?oEYd8*Rf<^YG|d2&h&2;_kHE)k6Y=`Q3tu4h
z7wwG~HCbTO3wrhAI=#6_N}!`DB5fc43wod#yQQwZ`ndNQ5HunoXsGofLv{yzn-hKw
z5%hYe#~+8s^y2UePD&QWVxEIszW3YHbega!@x$i<`7wO<7hrREb~)?>Wtn0%(D}#H
zZiI{{>9hg^s;B4O*nn)x8F}ts|3*Fo_4<cC*y|x%GzJM62oW=-=mgC0#gCOJWz728
z6kQ*UI7M@*!PjqnBE^E2^TEsDKp#O{W&oprBL@^%%a?wjK{O%QzW%Hqr$QnUbUI7?
zpeAmRljj5Ss$QGJ(MIra9u@J-2f(0)00qqtS_0HuUC+ZCDazb`6`+}`r`JIXJQlo2
zdC3}@)EII=YEy3_Y#`g@RXNc@_wkoiPFwl<kiVw%jn=SaYGF`&wUF!JuF>uRv$ix}
zZIx*LApi<+K);fw4dR-+%#)~Kz7=<ab{+L<=O2(NI5sL5;o7>Dkf<alzK2_oEUcm(
zW`Y(W9X~*+im=V35ONbO+}l8`0!F`vz1x;)!n9y><p*uNKrdA(S4G5Q=HG&w6mkW`
zng`=tEJARc4AP*F_#2AGMp2%ljkG{rac*3#@+_zcyfCp(qen+Q>Vw}{eE=SWS2S94
zbCY9gDr@fTl5u|bR}w<YLqU0lJQ)m#@q$KmZN?^+vB@^ZI+@#v!3|8d{nl~=TzH-<
zyWz~it2ZO17!*}kNbP==^sWV+)M<Tn#Ux$qv_WenRqo>|s_~mG9`WSK6a76dlXT8_
z5y>Sv+G`L&aA1I#w5kcK(8TGXyio?nUR@9fgpG^}IB-PF5@eBtSty5<0}_!rL;z~a
zXW>oQ$4-X8!6c0foq8f{fvoI{SsKsC6CTZ(dO{+}3@(<~oH5p#vFu#USj7-oq{WOB
zxFEn5NIJ?|!f5FbuRdypW=U8p=l|7mQ?*2`A+?nf_o#|myQ@Zef05kfvtuFM<x>aD
zL+fl)Om?cW)x!5skMt>%ZLIl>7Hp<5!AE7rIQ^2sA!xEEWeS|ic9A`(a$f@ws`Pgz
zroM;YwD1D*ce3B`{8WeURAiZ0U~*VQs)}_~2!`@BmCBA+I6d^8vk^}aWLbe8?P&`s
zoSbf%#P1LZEQy+lGE1DJ6Q;2NnL_BZGp1(=2jpyY{tx=k;nCG-OfP@BxEPJGpTClh
z@t%?~{pD<UPOs>v!(U)`|A&`vet7@>?dx}M-o4y^|F#8rc>*XXf*au1ulC>V|Mkt=
z{dZlJ_Szd?{Q8=X5gu951CXZPvWid`Lw=_jgbGd6LUH1SQ-51zMwjP@pN91OYL!AP
z8Tc`cF=E}SYIUWjM8t0i#wNMgjHpww03U0YZ(u2pidpz?k@EG%y4p=rsimr(fsqV<
z_|%N1GziwCdu>8pgIMKT0|ZdX$#m8z2j%D!3Zk@1>~z-O*k`O{4I4|IXT(H=Rn-Pb
z5^A!auVlQc!|zdREjBl+499a#Gx1wmz`d43*~~zrNm^yNCSRb|;VC>mKDB5ZJ;UbL
zZ_VN^DanQI2o=L9o#{cnv5YsShZm>e%rgLxrA8k|(C#RR;?wi1;rRIQ2rBp0__EGc
zn8%|mBV6#kpMfK>P<Y3KdHlyJ9=RxXjLB6pO=wo?rn19Fn<5S-^+B#s<yl(z-oLo#
z8h_V@-j;VaowK4=5_Mb$jfNJ5>FZo@wsuY@5oDtY2`Yn@qcqUn?vj5e?(#i(!*2e|
zZlTrBgvd7l(i))SNWASxY>(h&U<UyxVl`IaROl|UzTpgSz@f~tUk{EJ3>1vM)F=gS
z2H73@^H5454>U<E{=g8K!{kBYh@)Dex}$juoliwskTF6vLtT^ou=GPCe1fycn4XM2
z4J#Xl<VZ-#U_2>iz=@fRV8-aea`?f}-xEArlF8DV4;mW8&-iUB1;=@d+(t5uCRsNc
zUGR^<m+7a`$Ke35TD`>-8k?5dj)qmIGs?A>_zq+kB?%_;CLcWWS2aG(q8sHKP4|hn
zx0fY)$+JQEKy<L}VEb@(cuCJrKU{9Ymhw0&6Xsyt%3qx4mcccQ@J~j-0*8qj#?-2}
zZF+2P@8_()C$SjzzphXM&Z*w9#DZ_0Ljb&SwGTsAa%bBIHgB4t&V*Vc>d35l>QrVo
zIG@|NYj!~(30}t3z-Xs_UIkfF=os2iX36cbPp4!7gEfO8yi}D(k8LXjoeyqeZw<R{
zUu+HRQgD}=KDz~Y?RC9T@IJ3pE=K23ECtMZsVdwAUCm8SsWZM|ui&+N3|yyiH&zeT
z4mId>GkX~UBU?6!;x82V;0i5;7f5xbt8w1x@lkS`FCiy!1aA$2cj#BwYgwUrokHU%
zSNerX%A*X%DTz4N`!(kTyN$9Ed-#;o?a(lrDv_~iR;t;qz&h9O42#abBk)3kEguHV
z?zY0i9JrW6rxe}nfO{r{V!CtQ3YxKqm-$ZQ5uw@&SzS$Gq;H3wlxn%1Nyky|1za-4
zMU0mW*>*l7iA=_YkaQuV?JAhT(4Ot$y7*ELJUxMmiS9d<&?mKm=5rN*|GjQ_Q&-yw
zXYzD6j`bws3Rma*twK7T-VVZk^>njwIr?dQH1rO1f%^7Hv1`h~2Jl;vCZ<-&lAjna
zQ2r^;%fdd9XVy7X@HcPsXn=P{(2yzpW*sN$q~uA&O|w_OA#YkRT|n&%<vyIAKtC82
z1VUCprzqeIl&+PI)E<GJH0)L9*ZbDE0qgY|9&HW4-nF$lsaJc@Ry1fK?>qfe-T#Hq
z|8?A9c0qm^U7f7WMwVd5(A{HMi-EzQ6YJsmuLfr!mra+m69EKdcQMNgGSpvqB^N2;
zH1pM8J%sqfR|Pn45NxLM5WQXehkDC9#LE9ny=^4$r|K<l>5WpHG%3}yCWQ_Pk}CD;
zyTZr1;|{7_w`ct)5w}cEpvVp|^HlG^9;D(mHLok-9%4JFd$Y<Ppt(+me1zui73P0O
zbAJF(O9KQH000080O-AbSbkF={kbdv0ARWR01^NI0CI47GB0vzZggdGW?^GxE^vA6
zJ^gdrHkQBpui!efBdQ~_P13#F(XPAIx=QM)V|!#LZO`MODT%VVrbv~fY%96^@Ap3N
zNrIB>rfu$SHJMl<frkg+eFJz%=8L?jyl6bxNyOJGen=|$Ym#U1yGoOB?a5tKl<HA=
zC%?woaxTBmmf57r^Hh~fvT_km6zp8Rm`Bx({Juz|YL*uYN|{_|QL26|$BQDL#HFf>
z$lMpvLjAre;%J&=*XqG)Vf?y}iVS|1JF_C6i+7%Q_clxNj9(Os)r+7=psU3!n#3Ut
zfGm|S;;b+R#8ET|jo*`Kk$6$*8PC>LjpyTdI*q4TMSfpb9_HgNE=s^0Yv^CC{V;0?
zxZz|PRZ&>PWmx4~;yI7!d9j*DS#%xG<E+Bg>(4fhWfp~ZQM!!Fc5KV|VIhkjzdbtI
zzU298v9<@}<!lxgKu%RY$y3DNezFmJY;Zet4sN3241asiye$7E>U*!g{_6R5bw}qv
zpAOHqD~oNs0~X7REz4KMqpNJ)X)HO+?vf(U))IqNX_=LAkwj_oK7Ptz#q&kAinF`z
zN{^#5-n#I0nvbIti|-^e5MDtR&0}wW-|J*mr@!ODXA8Ct=jDBpnas^ksJ?s@gh`fE
zg|}ZTB%X)x_2rA5ol$t4r0<Y_prjN_0sW_6?d-(a)C3jaZ+MD~7gZnyLLt(jj3L~E
z1OEOlD*R5faHmHYZ~K|XvuK%C`)UxoJ3Bj*G%7(Z4v*ix8;rui!TI6Iv5y)g7{Y&D
z9@8I&!_)A`!RQ#!`-+~7hNnk^gQ0x*To*e&5zk&&1=Zu1&}jJG@YUe$(Yf7hzlH`B
zwjTs$s{jT%<Xy*A*c=(Z>+OA0Cw}hB?(XjE7*$m4%?hL*=&dT!1^wvV-z1Y8Zv+!D
zjlBfq`LZbBUApo_Loj~;g`i1Q7T_1ZbAAKmN#~MeFJa6VMLeM@UdJ(8owsG|Imlp|
zKs9JGaL(~}0xHz_krC*5Wfe_s)A%k<_g{3WP7znjB6C0wV9<P={BN~s5s0s>I0_ou
zG@nGN8d8M^j8|W1?cijAfTQ%HHrAIgdB=GcYwVY092Nlaw(pI>Ac6Pi1#kvUlmK=J
z%o>3ZYyeX;cZ3*84)MT5p?TCj^zxaQxL}9s42tWLYwt1MQRW%*?NvD<hN2*nU<2=P
z1~Ly+3m8htECDmXr><aII~FT-dsyuzNvCz7h?bxmg)Wj3*hNSS0wZHg?r&nKQz(SA
z4TaNi>-iuh3F<VTEU^{tZ#2%Al|X8jK<x(JITm9Ku~8gnF&rZz2{9r+Cov#S185-c
zFF+tbp8*kg-1A_J1=ig_P6Gp5MA*HMxoE$g&PXcH5E^2GL)kZJ391SmaM8))dk~Fx
zolD=Mdi9>045&#c)U`@M8x~5UF{@0R!r+>v7(`X9G)@3VPmERjKB;a@A>SxKu=3kD
zbB{*}<3Vz_US~y9fqKnE)Q0_7xHimL0$iFJy>x&9+Y<m$J0u-iO;QvNFo<RBW4%7e
zo}%Z0y6A)WL>0F8ysKFD6w3iULm4Dy;53Ut`v51JdkkkFOVL0J2@HftZ3Sj|Y7FUo
z9z7)UB|R7e`vCu^Nfwv77IO36b3iW_T~CvFLVOV|7HJ}xQBifm%%7CtDOFK6;Xa~#
zExLO2iYS3zp>;bfiX5~vark^$f<dEu8+3#u&d2|PVX-Vd{{pLAasldZ-Et2Kegeu2
zMos)MP=H?Un;uON@|<96K^UUl6ovs$B27<E0<rW1z!AC>Numg$T44x#_|^A1L-?a{
zH<S{I4y6vrd%Lj6(AEO@>D0t~r{{H~uTWEWouj0z%yzxbX_Nr>)t<r_)GCH=k`kuy
z8WaG*Z7QTVo1}U9NYuB($F9@Xw>A`6C*t%42vl*>P*@+R!$veQ;DQ6vHYf3f4eCYA
z5<F#4Bp2En%Ni;`*+8~(71-Y=Y3kho^TZi37wbl@09;jR<<n~@7hz+wdK79A4BaFe
zr?Gd{6iHVI5rpxy)&ZWmK_<Q~ix{;Yl!bqJ29{b8gDDh2i=bD9#uw-#<9j$^sJj<p
z@<`1^9&!pR7wDNb07`^Xpd=y~X`bJb?E!oS6JC<MnB~iCiX%sD33QpmSWt~rahMYr
z929dL|7ch+JUY|Zlt~2EsXvoqE9Hyh<f>24_dQLELN=79UPkbsZ;_yS+~z+0-xC1#
z`OikV5~83B??AZ1g#W%m#^$a%BX49f_&t?9qi_j5pq?aYQmwpM8eKn~6WiHOV?c~I
zjtwtl$0jps3dx!EiBEX;3?#dPkPWnxl3-A8(JqgpOe@4sKznFR7M3~{gj1WJF83uy
zZ5rkiu${pMwbk2fmIPoR`W-Yfz5v<#)vr*VAvh9g2$n)c?T7*a#+`s7Z1c0`*3ZH;
z%C2A7W$;sDmxc~*RKUrtm(oUDw}$N}M-vC`9rNNg*ji)eMw7+HS}YxyhG2dp-!%*B
zX5FC<7Pbvr$9v|{fJt(6*ELDa)g7dKv&_X;m$pUDMxcu6j7H0>O6I~Mv<x%g2LLq(
zMh5cqyT*{wfaz$k=z?u;`!uk+Qj@3Pb<eX!+B#XR2fECc#Uy46UOfbxnv7^|&i~uq
zdy>8PYiztWhpDB+ztHu7Z{XV8=Sy(>*g|9b=e|hL-k|y%)yi1n1A)!aF|-vIz^yxE
z;7*yEM`Oi(N9$>go<lOyMD;1%woh-;{=YUfasGfp*^gw|K%V2ioINR3N}>0KyZA)I
z@Q(N=WOZ?ufNlrW`<gA7zuKbQW%54GXCY9ih(JuDvQj^Z!8ByWVdnf&Ya@Y1odZnp
z$h*We20vh!j!X}<OSrHRkn(Zf;)iIy0MBL@7+|+sZ$P8F7QF65fHm6N5G}|)j?D!L
z#F1ClwCtxa!6<w^JP%LLN4_I!(A7h4K@z>yBh>Z2@X|O#7(%&~z)lzyw3qYHFr+um
z)~Mn$?<7O2WEplx7BI{YM<j{mvKW4hmkE-#ce<)>1Rp;mlYE+kQk%!s4TVmV+gQB2
zy1EkI<`{A`Xl~r)ftB;oW8{%lr*X00dDZDQV2qcQXc`)fnKN&od6<Y-C!_Px;CPQ}
zqo^#3XjRf&=1VMfCq?ly>=Mf6*gJr3R&j=sv!qzBC~#9%i?aXam*eGi87!#5ATO@J
z1g)}+Uw-|c|M^#xGuS$CRi56dDD5-vduj-|cd-J>D&k+3Nx{p+q%1gk&Y}ziRFQ)j
z2!xq?kpOU@S26(4@;+LSz(5k6LYHCi7b#dL-aRM->;>RYHSJ*Pngx2t;_rfo1^5As
zkLxTiboh45Y18a6UIe;$i1-WC{kaI0#t)NtQF(`iBbjXt#CiDIaEbsWDiNTB6%01+
zc~dOCFEQ(4WR<AiO;|kKD7&%Rl($=esElcjbRP^-i&HrnAj~HQ6olYSZsN%;s8uj3
zli3OiMqnEVM6)RoB=#?5YCt%Qx&cRVEDI-sNZT|@F$Tns(OsTQX$=Hkv$Y(wPFU1+
zj-${D^E<T~iK72(H6Q1xuT+5!D1$OyX4(=Nc_kGMloCVD64EMd7}_pH8K*N_n~(-z
zQxIEeT~IZxc`SGU#I#J~t;z#<z=hY-r=v|ZfnF}@UDsNXFpPb`nce3u8WZ&wX3L_j
ze}co;wOyBTxd2M-25Ov8a%)pLb+l*)!105N?<~68JoU*<RCpJcU<sqV2U`G)4ZpLj
zW_y3_bi1{=d05oI7z4f0hn$6kZJPQTt9lFdK4X(+r|T;&^&o!(ht4_2F=1$yXhNt3
z0Q5eAHk&KH<a0AaqS(zmImT#?)r4fAh~EW>P40EoTZXdJHQ5AEr;$i!?2%N3xxzr4
zX?dqOqv)MN!ItPlcy>NIJboR%8yvkIHpdK`3P|y@nJSdORjv!36BCKymaDxAwoBz}
zY0(2|Q$<v2pT`c0rE!&KgMS`q0V3*yV!mEV=OE&M0g5#AW2E8}e$kI)+Y8efYpMc0
z1*H^X7NoYdc+5^0K&_%%blT*?EC&(EYe0&f0*l}R@I8_od|8oG!upge5=3xpxFVBK
zHcfDIfoPkmAp&#mVT(wl$+m=x3SlHAE;_IL8lzWpWKBhm%}KSz9Y^7&YuVQ#84(7m
z#h@*U*m3`IER#MCSBGf!dAC<^_Vb&wpH2fB@3!_EG6kBq_zPpICWGN`jWA4*^d_V9
z9?is85%frHFTs!CLVCfFzXjzC%~mUukI9nO?O0KcPMav$dIM2s<EV8m8-k<G>H>RZ
z_Lni(jD@=sJ*M;ir|!tMouNUr<K2xlUy}Y@LG4A6-Z!#5$^lRY^L$E@09S)|b~KTr
zwyVjqu4MzAf=vlc`ojJZqt~`5FNYE3lo-Ot?9_1uqy&j_RH}+a2X_~Y*RGI`_|b6~
z4nnwNFS&{!8GC8)BOnH5tCoOr?H$1n?;p|I0&5i5FcQ?@G=s+0hBzI4_z@KLF<Q=t
zDjaJBS(Q?uB6~vWPrSkDA(2Eh!F|%?(#s`J7!gp`k#x+^7#9P{qChsIE%efpdxc+O
zRcfkJdRJjcwL|Szh3ucAA1nh@(Os0Jw7&YKx5!J1_7iI8CCea?jDeI|W!OUI+h{xq
zqA_UwXi}kfoliC29-oFJG0#UWh6HXYY8PFNPBe{nHi!`}D7?xdPTtalYTG#;dgu&l
zJ<h9GsZ1CZsvu}4rr;Vr2fut?dL5*W4oqDEEVszBX(_{VG}6MsLA4u!UjlxeH|oe;
z*q*sHJDUonUCEWa3Cw_|@(f55oT(hGIc%OF(l4+_ia6$_bzwAN)DUL4jAp!N>^6=U
z3KW(@V^E4B81sjfq(LR1ptU<Kx2DU2!-6Jb%8?O^@Scjd04=dMY4Yi&kdKS)v?dj9
zgezjj6?LS_3CPgNB0%B9L_`3bBH%GPM8t?5S4H&W?C`&aC$GZc(RsHnus(DMZl~V{
zzk~iW^a4u|IL&;H!lJvKz8n-s8KUpL=N^HMU>_*(@}pp3l8|*7KoNlOAOxCT03qS>
z{v<8IB1hN1+b|7m7N<f1@f+?r-{1G3u02v#dEh1MchktD`g&++i}-&ppEv!eyx3G1
z_iC5uw)u=E9*l{qHiJ;BkbkbK*x2s1PNNvX4T{ZxR31a^($Wj1U|)>m-J!Olji!<0
z$Ue2&zoLpH2d`>7+h9DgOU-@igCD`pl|}TBJDhqE_$9wy1h1@77K1Ed35G>`oZ?hW
zG`?ycS{BCgw`KuNRR@E!^YHN4e^6%3AX||hNV2LeKJq~8gEbchiadDVcrX6)m*$R5
zHtcApzOd|Y5S23zQm=@z>)8LQ2lfA>+p*`K7egLegC~HFPm|K4Nu{ajHnGF-`9s(H
z)4uoo(HMerNS>~T^8yMwE}S^##T1&@81QIsCL`<Q8Z^QMjm2Lsc{$6qv)%Y~1a<_>
zg`&AIguh#;VHCa_9-N<ykT_|UX@S~hsn@JOpfl+BMRK_T{29=zs|j*O9PKn4fKi5`
zrUM8{2L+pSYn&sM$QUHGRi?=#W(UN0+Og#cx?2jCjKR6IS__jTP9_N_jV+}lUBIN8
z#t-OlOnhN3Cr%18284!C77i!v(Zxh`xrPiwM0LkjC570-1kVVJT@i(gM&r)0))+N|
z3}g-AASjmqA_*wS0wx18C?Qe{E8^#J>+r<pnBpO~XNVtSxe{58#;NR4gz3*^$NMvn
zPttAYCFxmPROqBQ;c`3Z{4=00i`CfTy8v*P3M;89YT=qKiA_vA3<1vl`()v-n}0b{
zO+gKf-L<J1J^fErHIEyJKZFdG^^@o6udsf2C!#cfw7)j;q>D_)8NjZ{X~A4ppe-;G
zQ{ksU!TcVTS2Ud_Vt2^y@nBa*QgdJy+_r)im57{X;Is!D4X2~mM~^j}Mgq|m<0<J#
zXj%=K%^sb+K0Fv4DTBD7v&_Qy#!+FDQ6{QvX_(o8<Odn0K`MDbtGjU|GCDLZH=;$B
zSjU6#D8Ei7QM!(9xh#$%nlkNrc9Tv;2#@pLZ1$i?+3`SN?AXfoIB+(**s;{IzX|89
zv1zpPIf?i<ty*Z^X-0^_fhxW_!X9WMYF)E8k)3g)`v&px5iue#c-Q?M&6aICOrI^S
zlz$r~znf7~6Sc<lZ7CF>abdaqVW!Kc>x}A9_m43_urgAZvG+v9rRzHa2@`Rwqp=&2
z$r8^S;9lN@)^8ASwoECc9&#^5;(-~XaMwj8I7{=0gT9zpB}mFF%2ZLKQKx>~X^xmE
z&J8Ln3(9V9WUaMj4v)`GTV}0M0cD4;ha=Oda2IwI+{#MA0dF;swzXqK;{uK_Sn8$C
znfx{81iR?gbeKx~Gmup^2i=&OR%HVSQ7uxBhs=DA*c1WQC4N7JY4+ha^Y#C&MSoW<
z>ZZ&8rCRh?bw+jQ|DqOU_4Nvs<R?;Kqv62x#@z}D3vKT_H%f1#yQcYaOq=YeQcZnL
zrTS`7M`Sg0x7BcnUyIVR$e>*=P%%S|QTs4SwTbz>RhgWoKPcENTi>98eg}o~I96XP
zh5lda9tR<9BddvNJ}bTR#Eux9`9Gp_gfPZ$hT1vEac9+oQ}Jw4GY6+fKN)IflZZYz
zd2@O+{7H%Q?SjM;MzFI!2HRK;UE^H}Jf6A=3Up@xcR&qHSwO{~5<a$9&BZ7<CAI$$
z6mgXHyoVr}N7rjN1e?c^notNtEfC4af(BJpB;#cj*G>j)%?88@Z!_9_hdIG??g*H7
zvC~|1QXGU0nk(s>MDVZH`2qvrkp^FUW_mv~xlz#G7U5yhK|jRF4$aB_&5Z*S$v@sc
z__ss)NTWc?x6gOI`EjWJp)106Dh1~zYR+CGQ#Yz?HY6xn$9q2SpHfGt%4D9TQDJR`
zqe>#x6djU`vr?Xzp*_7~gD;iCqd8;R2pwfB!n((&@G+NiUUDp!j^^lH(san?CZFfm
zaTe#x60k~B0UKY5UDYLKAw-B>JEcyWZ2?O65vGOI(NM;1UZ~`Ut?saFRlM5l6)Ov~
zUa7^OHII&ArdF}%SCT|CmqrU&$n*)4G(7zXiJ*W%PglH0IbT*~GNn1djo5Op08I86
zieZigxqB4PM5lo49o8-9IE6YL1s=bjL}gsct=4gg8w3*Cbr5++hi9jI>U25b0hQ?N
zp%QI~VY%JR1GsbN)SGj--Q-#|>JzD7K61ja&Lack_A!#J#5#^eeQX{h^PhR6z4)QR
zeetVO?Y2*3N_LS%Ao7^e`0!o19Md_ZshuV0SEvsf9@$@c@Fc5lCexzTQh7=aD>Z6y
zshiuBdPxp5;)EMxCW7z8nKvGpp7-3b$<4w1E$}5mZm07r_hVLLgOM91e)PaPi?~n*
zOgKgOuO6AR^HJ-_Xv9=&2<UWlczk|5cr*0r=lS5ZuS>eX%xr?ghEHDkHR!ZQm;fFh
zV#Kp$qnVs6aT>REvdm#>4-&M@nWOWL{R*BQSS(TEISgMDiE7?Cf7_(TlAs=KhM^4~
z3WE!0ZQDJcn1>hNne{(2hHjlNc?t!o3k<gApgZZCQjlq^<o8C=MG@bHi6`^Ko1e6-
z!mZSR{E(51#+o_IZgR)j_P*gsshw}Gf7sAHL@6%9rX<nPaG+E4NCS?2m-Qah1iN|#
z!rj{w!{COZhA3IfxhM+lf!`d%Q!-Sc;}A1uBcTvVk7~tJ;%rkhO~N4rzpMA`lXCta
z?glqbNNql}Yey95<dpm+@>(U?J{{AopGQ8<t3!EEG@fz~wS{e`RBc+<Z3gM^r_<2}
zgH&6Pk2g{u?ST-aogGX&@dDFY>PKXiqNyrh$>armDA-fa=^?6E1*37IxDhHe+f!*X
z<uhaVq=*>)5U(7u!e`$3$#*AxKE@S4fUi(;c704I=g9+eoQ@UMMy+z5PC1niCx=46
zhO*<8H<Tj_$h80!aR;_7+OwN0ixd@JnrC>Dr(7;D(NW$0HG9rEBRewZg<p0zo%r!O
zI9mO_P7=Ql6pe>e1I{Y9|7vh_Htb$pJiok@Nz$2%^nC5?9Kjz=vf;aP4#VL&Fl1-C
z7Nt?9)APodBX7U<%2)ufUpReEjy^!SCFpK>>Q)@b%f*cdoK`RLe2zPGW%f2a<{c$?
zEr&>wNY$2{*uyh~gLg%I&(*Gijb7s5`1Nndl$$-rErprWNwmGS?V@~7^TC`u>l%(l
zBQ?Mp53Rc)ylLgAFr%DKE)j_>IM)JmUwH-s*AWceE<D|;2b!90P-1d1q)gUpD2Qxs
zC}l#qRb1&51em?Tg4X?Arm_)uddf7~vp}QYif6Y)gDV})ylUeB>bh^rrHh74x`dgd
zGuTv*Cc06^%4%@H0w!`uAt`ml6%+atAn6yDOq5#6&XVSqW%$u|<j7BnSut5q>wK}z
z2Cds<6f`?2m6CY$O^7|jlQU#tU))(gWb&!B^lR!J^pBmW<A5`>J~B^A$my&l8-EeO
zFu<QLZtwA%BZT#o+~oLqsw+t772EiLCMK8|a~c*{xh2sFb#$|lFFrgRd^q2)`@w{w
zzPfB}CU`xupFT%850$%9CXU;sd}zrGj-SQ`+4UL1slT5hOL)z}*ht)Z{?Y7O!N4`9
z+(^;0eUczsNI@H4s*FCa#A*1k#mk;Vr;idP{$&{pK>?4y<i&A{qJK#Vg>XP*Al(}n
z9k7e2)gU^0M%h(lYP2a!LQ1jbsS2j8dz9RgfE&?Bm0wbb3e(7PPS?9wB)?u}$uD@F
z0sz5f0NmF<xsj<{C8^O`60Sq^XzxEY`(>l~l1dWMcyvl&g{gTGBO^6YS0+}kc#r~P
z46V6~TC-l)5-u6DW6YxZF8vfv<|(F$yak#7?;oaFVkLNL$;_k*Y#|w1?ulRkj@u$s
zGmjL?pRH8BXt5SuA2B!GPbyf~$xzqFn4hO-(y>MDXChr?jw<I7!p*W*B#MXe(VN$t
zS5e{z#VD88xwsUYI_#mES95eSJbu@bS;<PL`?a)=M57~b_w4Ik+Za6iTBVMUFngFn
zN#_v5<Tn&XIH7`jCq+Wufp=Qu*C5^IQXry0RrquMuN@^|@C3BCTu|(09^J+v$b&^y
zaGu#Jy6$;`dVwa?;VSj0DQ|d2bb&QDu@cc)A;Lz`rwL7cZ}l6t*fQ4GtvitUM|D#a
zfK0NRxJZPZzvWh4np`2>7IbT^LlB0Xp<L(seTod+YGI<0*%Kyt_`oair}fOS0_UdC
zKuTyltj$ih%~>3Uqxd>0q0NI=c*RBXKCZRv5LLFs5V;-0nXF$wM^s<1+gO3l7O$_;
zxE!V><t3hwI7O|AQ9SAH5(B|lI__K0vH&Im=b#}E<OF%Aoc2vg2g$}5l)?oAJj%c!
zug)fSd9h*`9MVR?Mhs5AFo2N|+Z2YH=6dYgaZ6)#?aEQ@Oxg)$TkmSbPl>Yv=$W#K
za9_)a=3)h=RmPacO;nT*3+#O$``TR(MN@W-4$u=O#H<^Nuq%J!d}*?Q#^%Mqm^di!
zRD4P}pJcp~#?xfCN7o92{b%+N`0MoN7vY=1X|P-X^~L@N0&H`kSfW;U!S@_x#9BkY
zwpigRDk7l$TJ*#T_4pl?tZ80XQBHu?uVrj=w*Q*DW2aGYmE`lZefxy2vvEGR)UO|g
za+MXE&-=|C?5@(hW1(+fJL)RPn?Cxr9eU3G^FF1%W9OC=-=h;X2g1s675nGg!=v-V
z<86wboemEU#ei)nI{fMURE~g>dQO;>=eciOJK!w!wJ!8Ez5m#CF@(I@92f)G4U6ws
z#ZG^2VI0h8XUPzFK$+Iny##bN!!ARQ>{4R8vt3R+lqDtp4a}No)$NFb??BV^IUO}O
z_)M;sZrKfytVA3aJ|_cvZG~st^GA$<Xkrv|GL((wpUDJ5^ow$ITU98Fx2pvs<I1KQ
z&xE4k>UiysLt)e!H~{@YK}h3nGSTvZ%%jI`>-Wzj1#C?XHe7z!?2)t5Grej=b||Z9
zFOBBoY2-n(ZHD;Au5|~LuUESZcDZ=lm2#d~$S8BgjE^$}m8w5U#YO1}CV!<c2&PQs
zwNJHymoEIeqmoJC<@Xs!skv7aw8j?1Jz3($6qWrJb1ToPI5Qlh>ZZt-*Eb&U2{gdz
zjrH|8bThz&T!czo^P+q!f=w6D>-Z2~GG+sTM!`0?OQw7Sf!z2k-$#54X<pQlIU@{m
zqd^*R4teUKWzwhhy%t)zU(j^$N_Xojw}g*3%}aL;%`<*ZfiN=G%H^0wnXSRbvTGZt
z*lw+nL(Q^xi~~0mbb+A~TgUklG#vWfKbO0>lY?o@r!ICan;GpXdryY^qWx+aYxprL
za7E3xe~LZ{*LOqK_v1mR_*pKt>Wm7;6Pct)Ju%*)v@?DRMz(iKV6OWjENNZOH!liM
zkzbI$mx|2}Rcd_NOfADK-htRotrI|#D`_x$KDpI1hFgr6bY+~3)6jJZg&F^=;)evU
zpl6@WkF#lEt)f_7lPreDIr%IhUjkGb5W_`I+h(Z4Fslo{5%OWYtfAqnld?NaRMafY
zOmY`D<K!sjn^#SS_YvqYXcS{=<7jeQ_DQJ-x;6?<K=8x+kZw0@f=_hledkfLMR)zl
z*&5l`J6at&<6R^puUKZZ)lR>}-A`Gb?U|3}`858A<jX6>>x$Zv$J)FrWdMyR{lRE(
zaDMo1c%^PHZrtYW8Z3d;1bj5$S;}Ru-U=B9+=<Ebrz|DM7$>j(VFRuW?h)M}DHEO_
zfL#nPgY7zV5T2b64t@xa4&NM}yE>zi1wQj$<%LM$t_~llD<)W_;9b$=ywPosd=Zcl
zP8D#}#ptfPUPg57T9nd#EuL|Og<Lk6EQ><J0?mOJ5ePz1{HT=oTK2`s0a$l{Q0c27
z0SD{dU=-r~o*Y{~sd1f5s97{!g$A1SD`vE0!2K0wIjtHRJNsJYib1mb#`i7b(oKro
zZ$8=<mPLg7_Rp?+2%s6cJ3`DGbZeITzkx8U3qmS^TT?AzD7V?MV*s2zJU#$-LC&FV
zIq<uSnkP66-=4qvD+)7tvlCTKpMRB6=P)#}M5Uy**{N5ZOBt=lC~z887=#YW74&%y
zIt)|0{|MZX-<KUt9>BvP9`4DWW0RA`hyL_qN91nz73hnXmlt1Mipu~k^0Mpmx6UJa
zdo%!#_PNLhEg<d4PU!ZZU)oJ(bRMZ;jjbKi7VH%$1A*=FKOUgimiRNQok!Fk9RF-h
z_Kvj+QW>=qxrdR?ZjD!9)>gbu7%WzS_XbR3csZtvf-s-!GjZo6c9%}+1!@DRl2B?C
zkd*M&T725nt>X8aWrafaO|-zD7krUqRa`c;dJ*2_bB7IprCmz;9O?PO`k|orydVg)
z=6)TsV_+_tO7UM}G&RY1c*Ft`>b^ZteqK2#l0~Ic)dF#uy>2d*Sa0{eybMH}vO4#&
zSy4PU^R9&7pS&5Gg1@aU)hDanTAnjZ^=ZskQ9}uWDx<NJIj+ALch;7{0`uwpD^D_?
zo9lU<agt$<hY^oP$B3|Y_RLJEork~govlh-dPWnk`?uBK_o6aTDe3)(?%!zn-(PkA
zzQ^C-k>2^%q1#%6NqGk)__0`Y5yXf4;Fe>lZTV7+d|54)l@DFnc3pItCCFmPc=0{m
zyS#7Pjq5*UH3gSx-$3N_@N_5;<zVu~rT7s|$-jUe1^mM=@_RCp@GoC8jU5Zh1vr>K
zj6dNMFS<10Q07m-<?4pqv)g0=Or0+0e65{0|CoVl@)<st#0GA~>1Td!#rB&EME))N
zkeNlnj`Y~g`#gNJ#>MR=Vr(3RZXWgz=qB)~?<0n`U&uPDz|%fLCz`fVL_)3a)oi1_
z7=!yzQ^|*qjd8Gqn7!6<i|;kB)($bb#tT1@2pnXdZ(|hvFdUwSKMqF6J<s*#_yph8
zc0M_iokuD*(bj_dAkIBI$z_0F+RrM@Izxv<^maeoe%ysAF$Cj?u4EQh(>l^<P!}3c
zaW6`eE$!sMbaw2qBRU$M9t}Y6IR{m~`~>4_w)49UEk<y1kVpjwpV~M7cj$NnmXQEA
zPKCi1$eX~L^hy)E3`ZLU74tQ%TD^yw#qxYnt)P}#xNl!j_3NR^A=VvcLR1L5^eKSw
z{#^w}-BtG#NUy1~f`zMU<^_v2Nb7InT)Ra=C<`5^`ee=2F8LG<iNiW(9E^pgnc3S6
zk-4Ja!l$W~bc3ijYbGzXYUmhTbKRmbKa{;!VWF$KAl5Mup}ih_Z(^b2e$9o44Or-^
zE{LL(XQn`}V}^mnCQ2gQSX*jwAcL<IHlkJoQiBYPH4J+ORampRV4<nbwGGe?6U!u9
zxG~UrbK&km&ylJbp9}9%lb*uQg*JB+C36^!!7vP~8#I5c*gOS>@G1HYB8(%-`CYyT
zOun5*Nv2+{+0sNe%BKPU@x`yR!`Fw$=RNsSTue;MZ@f{cFk&wp`qx2sT(P)|8-@s8
z3w;-}Q_gVt7Rvj)xTU-+h_UEEr>VbO1EW>~6fTW85PsOdxO46BS_>7BZoIdvwkT8F
z#Cl&u3mCX5%urL)(ykhDn8pmy2{+CdiJ(#U5YGrkx2Q=`@p?R0#-*}Fj2;3&LnoLw
z8)H1sW#On@)^<?X07kr0EEl*1jUs^uRgvx;G|@T$XbE}@U;=kBZHBy6Qp~lW8(iC3
z<;%jG+~moG&&f4l)yKfx?1-Pn@vCO|Ntyv*s!ZX(qOANZ$6F2ofsht;`pU}A#5oo!
z(00NKU)C$jkMIC8d7iI*8EV!!&bhsubHaNc1jvudXC%Z6j@JQI7?nk6q%~lHyYA7l
zQUMC@3oXEC9sti+EjX}TY2FEK?w;UAp*(umw7Xr0CcHO%{kT~A)R7y31~040C5Ce-
zOyTUP7=u+76{|)?Bvs@aO3i}#S0*<A{yth!V4HbTrDZaX35nPT(w})RqF8V>_ulhr
z>NK9@MT9$3sL7kCG<V7i#e&=N)jjaLYV>wF$Sz=_tiZ((8cNTXH@J%hT6)?I_>y>X
z(`(y!skaNsDPlO}K?MRqE76fUQJ`m$uh+v3#j!_I9bq)6iV_@@ah&G&YA6)sI8Bp9
ziHi#IX8J2S+jK?4a3v2oUE$7tstePUm1!ih<A_TpC6KEi2(CmUuK=6)Awoqa%<CYa
z^I>~qS}^E)9JQ9z_^m<Ts!J5fP`phW1@j!!J&FTZtNj-?<LS$T<*LhF!nYXX9%GhQ
zN(2$<yKz&20W~k!Ds&Ip?CMb@bw$znNV;G|3wXF1Wv;hjG{-sMBd?PZYcXPGfFjdK
zU$eVXdk{%TPnH;C4W2a8&S5kTv$YH;5{bvx4mVK@yzldS>~T-<qfi#RdRC__vB&Ww
zlBb&u(xEdhbOrTd5l3{=1rw_AoyPKTi<~re`tV-tYZwJBE&^aFzPmU_I4SE+#oOMM
z#^wsFjAc4CgflLyk>R3GB;gd#a=Z}?fi{I&*689BCt%aqb5=1)%FsI(DL;~u1sT_S
zMZP?pF5*ey3(@E{X?bo4Bq7-vc;mw_%LM#?f}})9Km#`yatw+o6ibZG--Bx`n?=4D
ziR)^4e12I*WwM6{eY1*O5m2~vt@SjA>S9e+9+IjxNg-4gQ?!W&B!DWxXOkqWm0*0L
zfLMUppBD%!x46$x9K+vEhymyIy!W+9M`y&JbsqZOhlh)=E<Zvc_`2e+@8Rov{Awqi
zk(+aq0KI(1^qX(Kp(Lo-*z=wT9R8B)0OaQc^aa6tNe`82(%0*}76h)V_D1&&dt^!_
zy7E3e?}efZJbVP!{B)05Th2w_>#RC7_nr407qahBAg%W62)`tRUp%1(J6!5!Kqa4z
zDOVgIl)n;9ew=i@Q;?`Zv!&g(ZQHhOyLa2RZCkr-+qP|6yKVdLbK;+g`A*DSyw??P
z#Hy;S%#}|nh=~(UYQCa`a@=?l)GvTUVuU@PGfBr6A?V(N=p|nt59eTz63s`{WoY)t
z8WolaPPvc#*48aqd@rl9H#l&{_^7yLc3|l3qGF>>X-rKygTRnB8N0Rxul>eg@A8JL
ztTj#z%sn*s=K$KU_j(hZ&L|xUGLWv}YjO_dAg`g5*q#Guh#kd5jK^6z6^ivEMY-_D
zF*zK_A>>mzT7!3s4++?_&$hv7KVZ+zM*PFY+F}Mc2=&_}O}Ri|>Ep-S^HrUqavq2d
zLOrgm<Sr~cH`I4QtQ{zn<m&0Mk))BLR3YSt=!|xDan?$IrR5Y1BP~g!HSF|9bM%RK
zX5G-!i0Tfy0^=qKeJqLS+qO@oZBw|!1ox3$^_Lh0HrEl;BJfYAtF6mD_UABw=sI@L
z5BwSy^#UtXE&L*$-aZr3S*q3waYdjdis5X$DodqdQd&zO3v?tITaMB_5SoOBRm2kl
z*vPAd1GbiTiB{bhLIl9}EBS`;ctmcw-WcXFHzy0%u*}c?NNZ{XZ32EU*N+F&$INSK
zrWnl0Sv#pxQ~9>kXErS1>AC9!`=P4YX0ghTYeSETM%*!aPBqa69GeN=1*{nLK952~
z2RnXUHc#@?4k$uOmI{pYUN#fgLJDvfKn785asa|N<3i;+9^E%5A!Vtl{mvK}vTlou
z%hva|qn&v}&L(j1Xu=#EqdS#&Hm0DGsnm0c38~!|Y2ozRt1Wi6^21cM(p^)ZE<IgY
z$cG`%2SoF!e;}N6YUtx5NBkpGubUUng7fMlsqiM0xRR!%g*YpZfxI!&{;IRe`&)Fz
zQvkf96Wwc;{%W4!Hfa8$)h=}O#0+bsXdLu2kbrwsZ&Kss(LNXJ24{52I8AH7`c=?N
zmymn9-OokfQ_UhkOxX40YUR5{*-pL^T3WBElB@tAi0J4jY-6?`m5P{xLa=OZr^m;)
zYBQL1rnC|ZMVvbm5ULtYiNk(36uv_KMd;KMCNI-PfZdU0TeJ?>jJbuYn8@(~HC<(I
z8T~*4zr+N=1J_+Ie8VTqjw{Xbr~~b9rnzHODv@bJ5ilA-U_;vwL}FqPN&_%q)Q+%H
zN&#OBbLNqB8OyLRI>3?7pCfC&hGvquu|2V92ID%<Vijj;+MLLO5kaxXk)syLk=jSA
z@@D@oxpt5d>ay@US;n@B1TLpEEK{gn-2)5g$mGMk{Jidn#SodpQo}T22L<4K<=sZm
zzY|*!uekj#0+4n|F9Qj&eOV*ZQCv^EtQf=W<3*Ph@onAr!D99rG>tc$Yr1TyTX6M~
zZ!Mh<{Qudkc2z+LmGkRxE)fI(K>S}uXD1717XxPtJKO*AIrCWAZAv8Weo=ecfXITe
zxh2B<a}99<^Bs#|z}qC}#so?C7gnULTtz7-rQGZw`1z`+z_;!pF*!kNgD)jWkWf=s
zS6%JQT;JW@?aZ7Eq-{8(LWJ=huH-?tNUvIFN{gaMyOk~}mMArxn244I(MG*xrqURS
z<Vc%jTEkAclq7?MlavO?HF+bVGD&SPPpp<wn*p6nyIAegC-O=5NTt(<`?p;+$qB$4
z*#)pS*j@i6xwo7`aYz91sc(l*v6B>KlA1;{ag(N~3*kh&usrZ7*YM$$zLPmw#n2n+
zL6mbfY}qi?sDZM4=u*!<*$7I#DvdGwcy&SQh)fE0NjahH{^#;)UxdhP)O2J|H#yCD
z7J86HE1cmm-~iJQ4sG6v@JG9@_3~*l%}y8o8N>Ttp%HVY!C0#8^+BHho;Lxd0AHl%
zZByRc&d&Ym?r@xgr?U+s#4Xo06j&|!(cAmsthwXs;^_^6;N^gX3d+>ZgQ8X+;^);e
zH7OGjE||WiMt=FJyoay5$19HgR$KUw4^eofe7GN#DNGyu;kry{p5j0d_dFG4+*KB!
z|M@x%ivC!nzy)aJtku2q7{^Nrfe7Fp7VS2msu8pT=ReM*t!TJ(Cl4+zlC^VXUJ+Bv
zzEpwFz79>Upk+tM%JarUqZSCfLSs@e)~3id&~0T)#5_uO=2#AlJ1Degm%C|4<(hkx
zQH!(w_wX*5G-EW=X<k|QxkOWamNE%3T!f!r=4D;$=p}5_0;LtNw<!G2;J$_8)?tCg
zrkB?znR}4&@j)(iIyLdEdU=C7x5NYSJ<lX>-`*y<2MKilNM%zpG-Fi`bu7*_XeAVN
z5c8kmC`yIHJH{|oKCXp1EdkG!^1oHryuRrs@a9QvM=Q$yhm<G4&rjI!$*Xr9hyDCa
z>7M=@FQ^4fdg?$F=+b{1h)Bavh<qXX6=~H;V=XPEcS|Yy(H@Mz7q7P8p2E0UOWk9K
z8;phDiS!_L?E2OKJL4nTCMKe+Q{*HK!!Fs=<r+(c^a46BQa_{pBnlzjEj5bDDMWkX
z%L!gAL4g_&#QJeaJ13MBUq}gn<3S+U#gvZ~5v3!d2yPZ>(6`_tO^Br7t(gNPq3R!F
zu(VL}JOvfSJT&*H+&^2B?v_u_aow7xvum(k&ZCeLp6tK!SU`g@XKxs)q+m@cWcIe<
ztg+JD?NFU^0-S6uNVz?&y1&f+zD5<mAIxYFDh-VETSGk~rD^t<qA(p$NGk9LRNQ@B
z=!Nn0nJ+6jK3R7LE~0c=yr_kkR;m#FC?b^{M65i#(&<66e*4oFG_xILyC_2{P|t&@
z3YO_S24|Im-KfE%7v!U|%6s-**UZ*}@7d#n2C*{2%-#I$vWI#`E=F*RjVum7mKh-f
zeQz(uZEs6sSbdj21LI>fj%F3A!~?01J_rkEf+$?zT74~hYB?U2p(9czKvYL`M6+j@
z@YO+QArjE)T{%^N2R~^7L=1PPbBrhZq|Ie&nTixDz?W+Hi_|SdNn61NW+e5>l8M!C
z2ecr}7<2@RF9eqkOh6%;SSB;?l`-kA%bO+sH+8_<AvM(_)tsfSq#YlCv+^Lm`^V&!
zlIMc~55D$#0KRpQ5sYbwA;|+U!kiK<Gy}xEAEJC7K_L~NRI|l6>5m9}9$qoCD;;5N
z@i1Ud&cItxAJ1Q(nvma74tb&@2Bip{Vmi9H*?&TNbF#Yebzr&0eH?(&I^Us`IoVHZ
z(ulr9tHNe;L>C!baV2pA*gK|8NsSv1UUo;t9mICK*apOx1@`)Np%($YK3<J(ad_a@
zeDGu?yq!Gw(Fp`9hb<F^n^-rFqR3_wzVnh+&^E8dwR_l*<e`BZwGcu}|0ehBa`s^6
zx6TL&Hi3dbMZ*Z6qw{)YQ*_)MoFqJ6Bp|KDXo~A7ut*)0@krea|I2@!cYLc&8CxX|
z&lcn0GmXnkZhkvUJ^DwE0FF1$#OTxPG4{OgtG%R+;)@L|g=_j*snuZD#Y=9<EuysW
zLWjb3*^cxTKHT?$P+-bo{6TDj%dW_|dxHi|qmZ_*7*5XW&p}qeld#8(pRKU(>wK1H
z{^NFEoE<r+sy&oS?KICcnC*CUu}MV;X_-WmA6*f@>Igx~4I%mf;RFl->Qhjr3Os-8
z**Fn6aO0xw2`-bSREyfdq21S-B_R>9LTgTK_5^&cE7j}3#c+pd56e$zJMS|F))jig
zrC*9sts)b&=Q2h{6iZ;(Kt7ogqw`M~u!gvptITjuMNU#2A{jSbL0914YrLtvMM#}m
zyz>e%6)4me(U84P3LzQoC^#Fre2D=OxkqxXaIy(C?<!U_FWkh)-sV63o8ZXZw3Geg
zQ)h3cZ<L*^t!}dr3hB$`I`c^0s_~4N%m_}B8jftKs%4zKVdQkBo|=w7TeT@6pAxt4
zuoA&t+Rf2KK9A4X&X*tGzX%}7_m|Zc&WSkVmtN(Ab9wo<+iZ=Er~Bzs(^GcV$rV>E
z)Um3vCg!g6jqBNzHD0Q19i!H=a`g3@HO`wd6>RCv@z`d_hdzsnV|V(|Om0lTgg~ld
zsYF9O11s^yTlFVeQ3Ke1!rn!UaF8Nu)|XGLX}IB%Pp;WK{Y~2izOpkUXJ~GDC(X}4
zCvD@mgv!@<^7eKfYPxt<AoiD^MCb>P&soeE|F(LP&(71;!CGV$Z~)rgvA{)5QCQ36
zUGa_)%zjjx7Fl&&j8?Q}bjahX4ZSp<wD_HtM81nNkg42QZKi9wpW{RK?e24@cbbuB
zKeyL!MnZNt|B^+dh*s+fe8Hp)#2c)d|5KR5YWGpy-97)n$AA@Nt(QVu%*z?Y@T&sD
ztE?q6vRSOFkhQk4q{t(S^O(ORb)Od=8X+7p<yWxSHy6XqYplM9D3OJe0VGmi!VU7&
zVD(I($rlD-i=pI|5k*D-f(9eA4-#PBDdYo{VFMebK2VKFqL5Z%Wjhz^t5H6*geOD?
z%$(_eB&zC>Mp#Hxpf4!zlc*|DFrYD7FNy|8A=`YGl_4f1&`la58n7Lr%08ynoKcH7
zIFVvDY=emwc{$gq97zRMPjb|8dL)^umTF3vZqC-WORN-9WxfEZu%8X5;iUE8Ucbz$
zJ6B-6v#^f`pD2#8E$u7Ks)cgT=GDk3wCp=Dp)TUI$Y}sj$=?>%WLxa%TIlKxloxQT
zF~_1Q<O!@}FfHO)F<ufD9q~614ZM8XYp^VU_9tD6Fh6U;+pF8{`e)4WS&F|dl8S@6
zONp|@0^?wJXWBFwMpw1za}{hj)wy}Vvhq*XeOU{!t6ZH#MH<M%0K@D|W@lBH&gLLv
zS2B?|#N7AdFbaa=SsS{fLFNxrDY5VK1t)iBPX|V~(U0Wo&i%#&ruK!V0B9j(#Qg`V
z2UpeOQY`8WbjT`@I{3rldvaH3(Sd#*-JgnOG<M$VO1QR$Wu)lA!bkLWWn%9nxiwI$
zv(}pxtaC^j-1so+GLV_(<W@UqbHZyCEc2XqYQRdH=EOYm&C(N}O`-TFUV|u9n$c^&
zIz!4ypmKn-Gg>Dj-AI32Hn2xm(y~V(B|`Q6iaR?*HMzOV1@PCx9xKfxdmsL!7EG2F
z^`P%;2+##xdiRaS?oGLZloRZ>J)ahc3LsFCjC)#9^-Y2DpeFR#dVuy~pR&oM%%n!W
zQ!Lfn$NM8SomU7~2akKXeq3DAMNOn_bW0~TUApBIJ)`jJWnQpt$MniKC#mP&Md>o!
z)B+~q5Hb)w1)K~rP@T813fWTtgiw!1i8GjZ07wx!@=B#T{zQI-I&<ICRdLH%ITNua
z%vudWaXXU293)pBa|5}25b_P`?Kx!JC{zsu*$4zrI78fhZ^jb9Q64QiQLf|6KKfpG
zo-?4`N|dzNK6B=l4&!Zc+0OTrgrSD&Z@UY_Zp)>|MRkqpJf{56X%-fkn>MHtb!fYb
zVWE)kpXPyPq5RLxG^t!#EWR|NVHF8g){r#WZ$N`CN1%7UP|eFEsk$R(3AM+vf(AY*
zX`%E9CYWv^5@vFeJrjVSdk7R_9|9o(wcK83!BYzw1b(WCGl$QY-UqNYnL}e%R6=7s
zoi*#(qL=jzOiPcxr<K1EF~VvO8gS};@8c+z^q|(r1eXgc*Z^c<<MZ7}(u%4V`l81j
z#{A~7i;Zwo@R?HiMpxoSN;sbamm?lQif*ckaqXW}jWB1~u8c14rdQYAR+K;svE`*?
zPp!1|fb93xwIDPqt5i7WJ~2ivB7=6dQp=1Vy=`b|+g1j6<X@nBfSL4YQ3McqJJo-O
zs_pF|XiuLHxP+lxlR0=)Bsptjudl(JYrAxoq*gp>`T3QvKcZu|8CZg(Y3BD+wL0mw
zn<ttVGSqb5efr=KEf3_r8s*BWy(_x3MBs_Cesd1NOYiH{fK@q<cj%zs`<I}`I=w%)
z|E5pWp%p|xf**rzKkN2zU&|=21j5}|nu4WrTIz1caQoNx_bM~mxH=F>X33DD7PX-I
z40GMLcw4ylaIsNJxT~<Zr4du|j^1gYY!RUuQI%8r4Yu>(Ldsy-z{9SuQP*PL<K^m}
z?9&DDBxCp}=5O7W!3&MZiDE#LU76iJkPrp8fIx+^U1U^{MYaG`GQOCx>Y{qPJxvHv
zP9PA1Tc|NB3=Ia$u~}szC}Wj29FRS^ZligXs&kXr998w@e)7E@eXD(sK$lm8e16;6
z{|d8x<2<`zfy<QFojt3(3i}wZZUb&DU0cR%EL=ODIz8uPk|&%$hFmimvYts5N7yLt
z<>T#e>cnx_3$WrIT$K@fZA9=||5Vxx-(26h*n5;nH}N}L{D{X<;F>rrF8gvCB<ey=
z!g<WsgQ2M;X*63_(v@-=2rd5+&X_se0JK}wiy{kY+&pUR#bIYy8m?$3`RB|01+k^F
zwiJ281KVHf2nJVC#<dfA<WSwXvrg7@+3DS4<b&Vbj;8HHg@nI#Nv8e)^dM<nXD4%#
z@pYb2fHM~;u%0ybw<s7->IRoZXGkxDuHg9JT=RVSXHB*9qZ@644HBwkWViPl(gO1|
zB?xf>(s;))EF4aEYjYvxE&(JigDcNLUP|Xh7x^%b_q^CqBL!MG?O2}U(AUC5+I|f(
z$ADu9C}i(<$V)JpGlpZ5yrXG#t+fwWa<UKvVJ2Ltn6gp>I;a$)4``ddd}Qj)d2|vl
zv%=O=s5Ly=ipJt-V0?AeN@FFVu+m=rE;3`~;NwU2D|^LMkz-&tJtvE}9#uWZDCF2_
z0)13<!BVioxux?k>2}kFVW99j(eg@xwsgVaXfq(xQiM_dryOs&g7UL5v0Q)6q8C@c
z6~hoA518fVwEsx?ZOfaBXL)@R#XQ*}AvM#Z+{{*o^y<C(pG=D5GY3tNO4@+G?hrD=
zuMOKLMZRSgv23yCszI{*yJ2~jW$)W`62us{*P~JfOWwBATd+3L89H;Cd$MgRw9VWd
zPhjU8#h-NUn}uu!tsxuNWmoYfn~p6iGh?vZWtDK^E9EPyc%hvahb?U2UH@`kJ)Xn_
zXUEZ|Qvz=|>KDys(b0)Vi|+EwrZK17-QL083?F2>?YbCaWAy;^zq$o}GHaY=_Qmzc
zd<nfkqLSyv&GBSUmy66Pt!|=K1mpMW2SH*-4WZSFWq`uBl|4bm?bdMam*tjbyc539
z+daN+u<aZDnDKVtYOkNi(_It=Nguw)DFuC)?ZnXtK(hfu-hC7w@NoWA#8fprvz>*s
zpWLD2kqP+%It*z07X(~9M_GQj!EtIUVS8!+Bhu<pf9WRE2N+UW+di}Mir*W73ALnQ
zBO-Y=TZXPt=?&Q@N>l)P=#Q0sso>*K#%>jFa?m!_6uKdRQiA<Bw+Fo@Tl-r!BN}+3
zUig6`#08RKNE#_C>$YsSTNjsF(2f6)%kDq)AQRY(?}funU6vUW-01M9>6x*1_`JT`
zehg#EUg)tvMgY(u1*j#C_@)1I+Dg{lXDz#yJC`h>LmQ+#kuNy8s`5pkl_<(N(7?+_
zCnXNjW_uGq?zwsvvT9rI9xrxu^${<7{g?XsPaS>r)rXJg>(-Whe6xQu_$NUk={SS*
zK#>HHnH$6X^;DNnNR&a-E)7-0j9~;wxtC^?y{!?`tEsFNPTfu^&HOzBwD&f~{Aota
zCM@*X)H1XRi?-qkrLT$_inY10Vh@onK@z@;)i%L%BdN^RBTrp&cH?YPCQ$r#VrGmp
zzCb+|o7X#sSMg!xO0I)v@rQH|FxhFQKBC3KX&Nk%H#$FdvmI4`_XELFYe$Mp`?#Kq
zVAtQ$wY{E`Jjdj$yW-kv#FZB0tNRD=Ka*K%?%ph+KmY(;pa1|k|0|jG-`phwBWDX&
zlmC<Z6r&<*x5)t0{h^L<mT$5D&hW^R7gm7Z=U+vg;i4Xta3)eogPD9e^y8a+)uxMx
zvP@V%_L3u!uw+;-k)znXpGv?n$A*wr2Jy^wxkrlojVM)$1wR7^p(5A{5`(VQ;O*hA
z3%J6{t<qUm@JCSHYejJLN)*a`V1`xO;R@pXuCAL6>^XK9$)=ynixvGDg=p1G^4@Di
zP{*SW02_(iU1vGeU(r~zX&wmIb?ueHfGdLNJqTpX<%QO$^-Y@U6$NKdKfOU#5Yh{o
zxd6x+GPNvE$S|!)OJ~dhQmlW$p)V#&Dl9`IiFXHutv?3bQc}!dd+=ONsdb=f2Q$$d
z&2d+9yap+g5h*T@SAvWPrnilt<UqHQA@Dnj2m8ig;AA8}I9<DHEGp@fQjNMdmV5yo
z`};8!1uul(=KB2<e()KZt95Fv_!b%XVi5iIqEBx{*Mfi8B@Pf@lZj`Tc+=9gg$SGM
zez4O<&cp5s@#V2YD|?Qo10PpCrXNLjWi_{tDiI33l<qq`{-AY87wQYrT)YJAvG49s
zr3CD%B|?}1sZ5laP13bVvQY~DHLLuJp5z=hmv}+;1k+|*IXharghUanJM8I6=aak_
zN3Q2J$Dig*yX{kWODDD(zZN}4#wf1>&Vj0RaPC>Trw5F6OkiHp%Q9rdxm&3?J=@s>
zjnzv!$La!jM6)A++^oD6O(k-4fp0c#;*~MB&6saEe%gHFrOQp?4?Y7s14;6<C^?X_
z`I_$@Nu$7#Wa1x9_Z*pYp{#b4A_&-NA)}?7JvD#NMG(*Mays<Iol&=uj@Q6pcDf*S
z!CZLOy@z2@qKiv+2lhs-@Dpnq6S8`T@KnG5)NeXNWklt#ezm~<ANsX7FtRc*GjaOO
z%Z8}*+y1wHsl$)-!6ke!9I568=WIr8&Dky$Py!9-BiKZlMA~&2FL%Y)6AxLa{|OUi
z9uYt7Bx&8m?scZQHM@1<uYpu>uYV?ck<5+Gyv2X>NB||Qh<^Mqkp|H$yz@NxmqeNK
z(fw1{0DG*qW-z)WA>1fs9F?6D(<YHAj$sZpXl_*gY*as0^qG_WOV(Fl9!(NRZ!u$u
zW9Fg*z%OJjEvR+v1MD_)aI0!Ci5N92q!N>#jE%ny<X2{9k`daWEak0xyw$hXloKQe
ziYI(?RhePP24N6S=w3t2a)njJbAXjobmqX8k(Pn5<5aNo1jz4s<K6ss2NKJo+Q<<R
zqb}4gONY#0a=3zmjMPrfxEjhJOQlT2S}KcaC`kbR7^5rG@YqOkC?DAtm2uR;<Io|&
z{NLUD4bJe3{DQ*Hm|?yDjjk(h!(G=!wdbI%%XwXBz8qEY72W_~zKK!W$?Hmiv1$DT
z5FEdHJb`{<Sd^lmy|9P)8nv5?a|OGM!nHb@M~_2)>VUfhMd4J7RDaz0h&(fLxU^ap
zYD{Cb!K9<m8%;N@x=|Qu)B7ri5|;a3tr8uAbF9RT%ofO2E-8soy(04=IvlTL0(d#E
zYv@zuM8_Xt%6k}c{5n=tc*-H+3SXJylTaPH{gxLz8wUERGGIem4J5TBos;GZNKeBt
zt2X+#y^TFwmqX6b=sm49TYZj}J6*!?78_Dffs6Mq!udk?z+FEk^{s;XgjnLxAZ3*s
z#&AF*eUk$o4}<g>i!Q94mwp@e<u6w!G@Kjo&?Mmugf03YC)+9{Jw2{2iaW`;HQTa@
zZhGd@<dK;`8O9q@-_J0HQkEwM5;4*d+M+dACvL}=P-`f;Q9>QQ6DcvKhpB{xN$xx;
znQqs|idX3W6uHDPIdIUg$d7+TPW*p6r0pH;j7*%I^c+oGO>CY2OY6ldownNyFxyY4
z!D(xKAqvJY_N9Cy1?CIu3f5fe0W_EeIK*G?=LVB2HVbg`1Q6bMzs1*z^L-*nvBg=a
z{+WzC<_$^S%yj)6&;59P1~lIs|9{s&fqjN{!$eQWJerI;5UJ3X|L7o+nBclf*rCVt
zCGOduaeNVl=8}+CmSG{bKU&j2o&LI<6x~H+1F~yRw^WJ!&hCN9s;{V6)1QWL_3S=Y
zvkY@ZzzxJ9H^P-!ah6!p@)o=buQntX-`a_)+X&imL60hUK^oC01wm}m3wro<0<VRc
zE0}TTfK1~8`|%LH(j*7s!t@F$vXlQEk_o6dMGi-SLxFNsAUkB7h*G!>w-sEPd)pfl
z&N<zzi4o)&49ZRrwTKfo*On~{Mb+S#6n*yvBb@c^WXtN!L)+-XCJ*6QzUia6QU{XW
z+~DCeI)U>xQN^N^XwUC?fuVHnIb@Veikd0P+DGn{MTN$Ru~k-QqYD&@LUg;6#Yldx
zn8+M5W_!1FzPBlUZY<~C3Qpf@S#E2x*{0;Wr3Q~ne!c!z%KMsvlSXDH;eBf~W^Km^
z<9CLXf+?w$Qz-_nR!DTMUgc<2ZRTF+5b~!qKx6VHzFBV-fZN76|6ih3{t@(wtg@O(
z$m2zq4KjROhZZ+B**1)qSqN0UF0#lEvWi!K*=b}A(Dqxl4UEq7gt^zL`-3fs+-c8H
zy5tk;!vlTmqk28?&-b8b((j`o?ThHqA*B~`c5u^lR_xq`{xBu|j*_hDx>?Q8`%?6=
zgW6kO0i`8(?rPCfJwgdz-FWSLce+@?9DP&#rf%%T<4B3`vK2rbx$Z|#-A}j?IcuC2
zsjA4A#1~?G4gWti41DH%#rCUR+20T2e{0y@!`a-<_Wukrq^T!nRp*q)rfA3LsT3(D
zWMyV${vAw=%gaQ}(v;DRkIhEOS5rt%Q~&ZOmFq%&PjI?f(EouV!dOI@0|EvB==nuT
zqW#ac%*^bq?VNwNNVV$t?{$FC{Xq>jLCCa6B^FNyu_q0^G)4+B*OXT9I|W#VIYBa|
z=+DUwH%YTbLlB3c^PJGk{lD&gib$eY3sK4{0buIld^RD+y)LSh?qI(GDTL)D9coDQ
zTZKjHbC3dx3>h^o8v%9sGy=Ai1+=CKJcibiUCE8&A{0%l6_8xORZv^e*pdhrCv>D{
zSMx<S_N)M(id!s@G^xWrzHtju%HVRT=OwOPYm8Cg)^QU0bjG?rJBYz;f{DSiXHOuf
zRQ8}LNA>-Vti)hYox0vRvu1T-{j08b4t#br+oCdkt6IsR43O-w8)Ig11S_wtXc=Xw
zfafd<t6Wx1&8|<0E?hHbH##e~e`Bd$@2ot!AiyttWBfB=q6Q=@)b#D6GExL|>yWyh
z`-)WaNL;C;O&FEWf59FJZENqb`drlY=3hwo+u#)@wjqhp8R2W}`s>6}3eBLAQ{K_u
zR}lAoNocyG&FgR%-%HEhPr5wH*tH+F(kv4|E|#hpirm=w2flH0Q(V31wLZmiFIZAg
zQv$BMx7Ttpv4v7eBJ)eiEVvq|Q%o8HsdIws4GkmiZS)l?)*PDdsfK1f_O0pMr`V?G
zCn}e3G>>Bk+|;mez)e?YhYBa0&F{L$U8<LpJ7;a@a--A|rS{|tCvp!&6X|p3z#gLH
z9o@R60b=Cu3>Kicz@}&k<&9F8b<rdDcuA=beIHJNJv1bW^N=337h<DE@2p1mB%qyL
zqayr#IdBVP<s(wuyDT|u7%;G|tq60A@T9g#ISKUWp=w%LzFom;9i2KtCy1Bef)FP=
z_{2Fae!)9LXFF3jPI`+W#Mkl!y+|kq2=nWuHHTu%t}U|%d8SYcvgQL9SqB8}{Aphg
znTcp_Xlyb_Fg^?@iz*TZi_RRFaTP~&W+_EGk&(Bv^Sbth)3*y(J>(%iEe=clFJmhS
zIIpCG#MiUs0^3WCAtI%=r(Ao-)dkm(Uedi|f<4<gTy2v+L$_k&t(p@%k;XDpfH?eB
z<p1+2P`l<++6N8*08Ih_@Lw?4|Hi&r{Qo=D+}XzZch6jD+1PEeA$(u!3ARzt0JbcE
z_466GMCEJO0}67pZ1;c!<Y_cbtE7S?+8&y|-Ej9r7VKOWtcBVLMoAoP-(9z(<CVwj
zXez{BOZw(!5kJD*2}jT)t{;I87tUv(af?h2dWb}IdUYMZAPysX2et+_oI$w!bor5|
zds@^OR0rQsehVaJnLv)7W%~3S6pekD=;;Ng_=?d=ImVuGY3`$K7cy!3$gr(pIp|!T
zLG{ut6qfPZF%AdHA^zN71lUDwP1!QUNtTCVal~@$qztrh5Jwk=fbqQNg$3QY^JJt=
za(3CJ#l@MY)bp$xJU+7UCmEeG?`wlFt4O^9n{e#*jV&S%VD9W^HBP>1w&P4M!n7fe
zpcxs=xN~}X^9f%B0^yp6OT+@4!on#H=wAtE4ZhNOK+Hdo$Gq?yOE)T!Ea|f+zNl3I
zC#BLgJF`Zr&_+I}R6#oqV`~!INwSCwZsW*DP(*${SuO~Y%nd5E-~a~Z2Q@;?x@#-k
z7ms-)x&-h=w;?UVy_wG>b;4i|1!(n*-s4gLesk^~fH>#mri1&c7lGepLQVeqTB(=<
zmSGt0K}UHA)5R=iNI#``(fu%19jW2V+*ZN0uD6OBZa@fix$?;51a}IWz2nb0`FKQy
zF^Z8$V`kDt8Yb&=8IFyg<ee|-#4YaHCks`Exd2Yc9AIz;BJ1lUB&!P{bl1tI^nVG|
z?)~Vb<fAFt8IU{Yb{A83PHbRveLXq@K^a!U7$+!^t+xY{4|546S=>0uSQ$BaI6`C4
z>x&6zv2S8>?rON%*gvfN_~{!K14*o?>+j2ww4x$J(IR|<^r4A7s8DC^T0O#$TQ~QG
z3p#rR_kRpTHv3vk>^f0Q`n$Mu7U4{7W2}+1{nom%S$GYd{Mk!0FwRhEn1G5XZ~-^-
zV>WD&w1B!+Ln^J;JhdH#ZQkbAaOD<d?@wPFRMo>36-`z^!sE(1Zq<S&N{s!KsP<L6
z;5%CB8B>l!PsApAY!G*pw0ijPlsX&4I@_=3vxT)4aMsyjL`KxjEdmSqY>7LlU?xXg
zorGXGQhmB_w1ZVBe{8b09{cnT<%-YW?l#<QAI^1CrVjGa$bQT&dzp=n&HV}mB%y4$
zG?B9^20hgW>t+!S!(iw~4*qf`%`&^N%tqn((Z9b&FKI&+iOkIE3(fQt8UvdS_P(SQ
z#8E7D)=kEDq0J-dqft>A4Dva}0WFP%dBo!@E^A?6B*QITSp}bx89y)+s?*ct`k1eY
zqGO2TSd`g12ghlqA4T20wE^SS^I!DLG%V*a$;Lpy!n5VH+<IbkTtXEoBk+PM2UWmy
zu}%B#WhHj<j!vykEJm2LD~6eXril_k@X|vU5Q2MEI2QpXt*TcNU0MH~JU-=BGM1PV
zETz5)HzpD|2w)4#B8R_AwQj-uJR#ZjcNO>-uQJ&ey<ku@*YodDmPih)ck&^i9VL3J
z|JIRYTK*1e_zuho2yDoq&%Pyx=nhGDV}ZKnhV5@4ueF{bmOHde!X6Z{dTg>jD39<B
zq5(vrms-^-%mXFUi!+Q*f79GxYJg!+X?rrZ$t&{AT8x_E^Zg3zqj;H(-O$;PmW8++
z6Jo(2>ns#z3oI3r0f`yUxH<;_r}7dYhokS3XHTg<%Oj&dBZCG;{c&fNM@R|mO?T>3
zOV;otdiT*Yn6bl-^vP1iu!!x1qj7;vHF4oG4v_fnZ|8s_G8A3_NWAkdwHV3*`ky!R
zV>uiX^0b=sln7*<)FB>gaZ^eA9*h{HFeO>Q{J8I-K`aSZk{9l%a*i9UxBNkyd~m*x
z%PI9VG=aPfGz9dnGRQ1db&aQx929S^29QWw^KtFn8vFZ>hZcl$=*$3xd~ExZ@qdrQ
zf$fo>*u?$4C=D#<e`qcBblddA3tD@1becmF2e#lzS>I!XESM3npRp+7<*!`!!wJe4
z&paP>xYIYi-BO5NcJiW330^-T8cH(O>V@#h9pP>(Y<L~#0=~--l<y4WXa!XHNB*9=
zLuZyu9)Xr<b&%4<#payD;I%luq}89FDjn9y5&NcBV3;;Hs+N|WN3Rn?L6|mg7RqIA
zfyyeKu7ahbnT|bL`6a6GYAW!a6C~-8PY#OtPB7$>+XSt?a;)nIu$=-fo)e#?xbp_e
z>YzG>J((#y#bDZ`>6@Xuoaa%scl0--aiGaJy8^loL@H%b*73+uDfzELRC?sC{{R)I
zphnDgG@!-;dYS*r)p}^t8X<AqIPT#frQYG`p9q~|V~($_<5A_^A&D)YXqTk0Z9IM(
zh;3ijeq!VJ0eN4iUlEKcw*2Jab)PQaDxwYcr=T@-h=wF<fC*-&x21lAr~c#UtcrsF
zax9;W)+9V5;`cizN*Y6~mMjq}!&-bb@_CtBHZSW0l^{UD>P->IUxs(7<obH}b^9yn
zBDSez_pwdrbpE7nMc+IgZX|diNQc4?{*qAqEO}>%EmS*S?`fxotrJ5f`6zg_*qoR^
z9tgRXG~D6)vtM%C9agz0T86RqzJdxZkJ5L~EYREW!X7Gd%_2g>c*g&#G^sA_1qy2h
ztJhla!y~IOeKo!5A)VjtEW8q~<RYpZ*55U;hd+VSqWb(sr{tRrDfS!WKVx$5vXtjZ
zasYtfnEy+h>}X?PW?}SScfQYu(<Vpa?aep!?fP+?ikRu=#AN42cJ$R$30+c~u~}jj
zIq4!2iGxsrR$@c--Rt-B1-JkZ3CX17b;a}fV-P;d901mKjBg;e;l+IFX=xAzCT_SU
z<CbTv{L0Ge>MGZx=7rpV;?n9*^;h7JVB9!~3>c9VR66Wn56U3R;m?3CqK>3PwyEBb
zi%PU8dQOx%7yXC@QuuUDUu@<pcaqhxMkI$63Gd}32O7(t9kleR(!^h;rM?X<gh(RV
z{hq#!Y`FXxjK1)p$V32y1%n2lj1?F9nSyiv;0F)RI4kQ#qskabS9Eb7pa+Bl<>6xo
z?NQ9-EEFXj+aU|i<B=?3!<jd`f^rXl272apRCDvD?ak@-KJFKH_OX$t^ZoZD{=Y*G
zwYc4`a=bWWL3uwuK4o~seyiW#_3{PC;Q)a#o;Uvk@l!|Y+Un*yj9K;i1X(SLBPn3U
zl|5F3V8)ci(RpdpABP?cf;f|>ms)G1KUqjY-*Ac)&x+7!Ou#%qcKJpkUUkUNpN$v6
zuBb=W4g&(q3zFQ2wn&V4EC2%mwFyVO7B}cdo~zsY)lLfrcFTai$Uu!j@i@L{-~fAs
z<n5MREt+HjMf{|kx1C88OZSxIopZqt&6$2+yc(*>g;>bZjdG6tsog5&^v#Dq8%eQ3
z+aQ@BsVUe&S<`5*_069Pw4K^W&@m}ha^CM8=!-F$X7D53Q-*3t9hEvDQOYzP-RzM0
zc<-iPm-SvcQyWML17kg8Q^EqRRk#gBkOnahb`Qn2xegcaP1?u<B&0I^CF}{}WCN^S
zdmo`JAn}vm?GNa+d`jD`kyj3Kn@dccW8xG51aLftQiNEAVWPy8DRV+VLZ+y=r=EXJ
zQjj12o8N|hHvnpYJc9HWL~ul?LS6s#Co2sl;t;a-NBK~9C(ymJyO~?H+x>C8FMoMY
zOLE(8JS3hE@R%a;Q5IszD~n+5-#a-v-YiTjmD9K{p)U<_msN;ugb8N#k2va2oT(k)
zNIQPPQU(0p_ZnN5DxttaMCWOTHg?oMX2BeG+NWJ3pigoSm53(-cHm8o_<J0_1g-r@
zcm2Z`fL!{Q)Bx}#C_FyM>`vg8uS`c{Ycnl82)I7Ibt6hUfC0&X&=B*V0JZx_z!EZg
zQwn+jIh#YaFNt<_^D%_2wPVPpiTh71#}Ar!ZLk$P7Owyhfh~fA)f}e%il|gJ3)wcW
zpv9gr5%7_`5sLFj&H5U6&muVvvlL$Py@C&7-y4uZIH=(H1TbPuB8xJU4*U5a^0ZaO
zptGxoU#`DOq*BFKf%9K6arS&w{1q9`FOI2)4-;%EIbM|v&n3HIIO-PBWvZKmwyWbj
zjd9eDqV7rtU|6W~hGq!qZU*dW1>kXM?=$i%aN??WbBu1q)R~e>Jeb$=>2pFILFsW)
zSJ7=!OhD3t8U*0N#|dUAjSW6uZ*y1Y&x?z}!^NGm^~uK7u<q;0#m2+yfCcbCWz8($
zq1m~ol}s{X__m9eavTr0=GeJDNXbt~+z0B)!H*=Rp(TI)!#Hm4IgB<_jU=^m6zmmJ
zRTpQNBZWu%2&w4D4368(IId~&YGCLmS=a$C88^W*#!PO8AK_AKtYmq0oFLK*%b;W%
z^ytKK!&K7P8E=lDuAkk2>EVm2mDk<+p5eoq>XbttTzAlpC1oG^X>AplD_R6htTJe>
zh7IRy4W7D_!TCikt4F<#KQD8%AvJ?WEV_ERIb9xa<!;WO=f@xHW_)XhHYg44F@I@b
z8wl`ASJwal=hjI(YUcscg^1G=xQ>A5$Ht3s@?5vBW)g`qB;LjPfumkch)#peKuI%6
zi_F~S`3dJE5E3{2<Ft65ff@?xA4u?@^y>_qmFb{w_q=L_7&gJm?Bk2bVsv#w?qIOv
zcMX`KeWlSX{2%W+EY*<H3*`YH<EE?_;qDFNXP{VFqEEk4ok96|1nN+SUkXU5JbC%k
z?&@TPTM@0bo7uuKwLw@~;hGzJ{rPTje8DhtIF)-%{ATy^Ab%8_nM#1-mSm<35Dh>E
zLZ)P~g?%~4T{)}OSdlqsr^X3Zd>;CLE>ya$DN_oQ^KUHMzWReT%)A-)<^q9T5YaGZ
z4hHn)?q!A*WAEwEzcf?(3E?ei=7vZ<h2Zibrx3<qut5PxX#mzZL|O+yBuwp5$w0CC
zZ34gmF}%v2#2{f4L{6pd3_@%aqPw$lPXHiu3xA;X^YOf3D@u`Yc+wGArtQ^=lIp_e
zMslI2!+;$))t?XSQy-x<Kr$#jpz_XbTQude0*H;P*7AE|Zii_41NMF#mhi3i+OfI?
z^wsU5iZto)cq7-mf_D35#xt3vi7>2ztb#bjzR=E0;_yJN_*3tR`Wp4Q;F&lFK+X7`
z?GhmN?L1%m!Vbl*?nB4+ry>gXz1gRj`XDYPDCTsKP?rrcXC;feA{+la@p`#EUi+)T
zXcG*=D7a#h8rM<ZD7OX+>b$E9EE42V8A4!XU??I^A!v*BWB<LOJgx0TGWCvPnf*|=
z?EjXHGIb3q3+u_9bcM>9^3acuUh(w7DKAa~Mpir0Al6PkfWS{HlE>cBS#}Y+<|5jK
z#<&EEAA1xk1UU#Yo;44!o%K#7ObH7)$7wLDRRMAw7M<IPyZ0s=9(gF0*ACE?g3lOq
ztXNL^omK~6TR6Kxco~r!jEs;>V7@^#4&Rr0j-Ha`2TH4tHDNedk|E_`&?kHcBl1l^
z+u{hB$SqRxH*^?79Yrb5A9O>SBOc>Ab&pZ_PISh>$X+H{L^9HUj{%|!t-T<CT<LN1
zkNCt4oM6kR6&W%C2LXwf3P?s!JFK?Uj`bF@cZo#oJ2RDNv@MVxSYcjFD5vIWKMC%X
zA*OyBbjTuIzN{>ExxiB|7$<O8;b|ztuV1z`pNj~z0~zVAK><(6SHg;VjT+H>tL6-|
zKebyn$uW>uNH5F*Jk&-7LFn{?L$>$Pf6o(<WzCi=7egyC*NWprHEuRn7JSif%;W5n
z!CA}25h#A2i*UBnC7|OW9?L;iK*GKSCeY<U!odYG8?I`D?-y-hpXh!-ffeq-CF~2d
zBmO>qL;^alX`F{`Kc~+GIV}1i6mLzsfDN(p(5s#y7}}|16HzN>QEy0l5gy#X&I}%m
zEB%n!8>vCoqZ{q;t;tb)3%3Yoa9A(C84+~8rP`@bi0nmQ(Y!WoZ4j2b-{A($g7ldq
zw(LC%Kb2rGx`O+4dkfM6{R9C0!d>U3J@zM9fz$;cFO|bOM0^}&3Djn!P(I){y0iY0
z-CQ<nw4j-lq{{cufhtO(37MYJ+#|wBWG+LNnXpG6?(~iZ0d%vg(8B?@OdyJ^)1S+U
zhDQ0hE&bOBw|0|s8~S~5+0-N$W1Pp`6d&&f6J=VZKi7J)xr~Us$bQ>B=o);p(Og3|
z@wi$=J8x0(cmL+rU!J7fSbqq`9xVX@hF;OCGn82bw^7RpU>Kh_Ano)|(P?x(j`2Jl
zUVs+6|6((jruJNNiyS35w$T0%cCaW046{D7e0GhX7+HvIa4zg$c8JTY=ZI9ayHpGC
zH$(xC5P@hpZz}AEphFlrX0C*GRN}@RV6=q6A&>EHqAQc~^>Qu{R8Fd1!mJ?TU&xhT
za>$~C9RlEdz7Q%JuH%`?=)RT82^7zb^0sDH*Ow**0098fco^boh>pu`iUO#jha?a^
zpoo}qb|Gd;f>IGc{sg3v|8qvr`x3rURsl~i5pR?S$zi}j2;_t!ZV#nA`Wmc2z836t
z;v%@HtfXFcG{q7)>;uY^HvXWgZ{&Wl;ncyfNaAYth(!W_$1&h_m)c}}qC3KG(J?rr
z7NB*nR~PS#aCp~0tfjTp#sIupAKl7!Z;zF3di2_zz=egP(yTk~J?60HA4!(~saW9k
z*3No7>qquX(l>{6(rH{>UL8i|y}3}4KO=r<Zp?_aX7B-01UHa0aNJlO7(<c)%xjDp
zgoFjwd(y0v2`A_v21)9!qfd-j@r4x;gh*j#pV!;+*j6tDS%595dzKpmkgDQ)Lc#T-
z-cMLr=JW1fc>hkB#kOF#DM>(%T%~zs+$GmjT5o_-mFR{5GkOXG39anL>yJY=wiybz
z95VghJ~tx&2t^uiSw(6_=rY#KH=_d(>pD6%>LQA@FoWdc0(fk_y?f*kwNo0wp@0x<
zSp<Ibr$Al`@QTfqRDjB!ynak83Ax2}QVc7j<#R!qf2It7r;wht`m{u(U9Ouwst+jR
z;=eIEKJA$!cw3mfo40|<y1D;EiULv`4PWU@8-HBOwErbcV>m<-V@baiXO=0#wZ(B#
z$|oNz1=|vcK%qJVojTd4(aorFLamR`Xr#okrO8X<uvIs+G}F}Y!3UCmeiU0oQz~nu
z<uK{vLVFr}zez%ncLK;ti<_c}MGE-slXJv{E&8dfrG9w#kJ($Oh8_d36o*C-8G}hu
z*M%SVb%cIriW;NVkpjC7pR0mbf7!T5gy3f&L866>h$K{O{+lmXo`s{2322ZI1^#cs
zLIsuwo@H4#L{o%mX0dSbC5Mqyj9=z-E0VR}4hE{99)`rHWrX8^j>guZT10`Oia~OK
z&l^rU4LgEo72}Ao$Up+`xbZ9*1r+;DB&Wg$r*t(r*kF#q0+s=Sfi#5n@GbS3@P{vR
z23sW}h$wOlQz0N&R7doUCR%ar>~NT)#2jEL6B_%*5@xRz=5+54J)M*ZE^7$}8YHHz
za&YJ<0+wn=sGz#t1s7z=K_O+kyz)=k65K|vUkxCuA=tD(+=sTw{KfO*$n#$n?{AaW
z<n3t<iLw#f9=?<i$1e)1OUq24FYnXV*@gb9TDH~!vbxA~09RyXxd1`n1Dq6`{dqu5
z&D$hR-MR}j4P5vkflrbTLbxGu$~lI2kCka;ukHfOI>ux#!;F83q{t=3wU$6MSOG5O
zW%iL4zlij*wMzgUDP-2GAETBZM$<*-f^Ud(gQPMN(k-pUjCn+-w1=Zrh8$YwEO)59
z5)PFI0nc4Fg5Bm}2r!-AV>q`9SCR=<N!gp{BCH<bPm1w?qHV=9FThc6W<AER>NDz}
z`2hvoVnEXdP9z!m!CC2Ns!{Wn(OD9F#ps&o_hKI|DOF#jDhWi0V<^Ha_k%DK)3jAu
z&0MhW=?~iVDVG8S0o!J*ZJQrSCr>T|W`I9=>f<Cd4}&#H8Ak@Y@4cpobWlcE1cG4Y
z#+XQQrTQgp%~4B8%5j6043T#T@C?#-`qS$c%b&99deMDHa9H^#y2w^0xq19@i+}K3
z^?I^JhF}z#=IH3$;G3&*axyZJp1^OnKLa`IFbzX#D{(Vfcg&`~G>QdNz%^F68tVE3
zfiLWF$cW{LSCM|LmZqnzVcUzJzGjj|{$H5B!ca@XZ8L)?Cq*V{4)=yE+S6ErM^Vcs
zo{!u|uk5CiPX5^>zQr$x;-XX<_OnpO7+0R{k#rxlOV~)`2AvZLvYzB);+t*i!pQ1L
zysQAKza^P++A^d`1X;Se<2FhNU@j(#q46HJP@n2QaVBOQ5~nJ3LFrvQx;R?fo>xUU
zNnWj9-uELM1)cf`FcYrkAN!9GbYT?W64uBHeQ%R6Mk)+YS~4K;@B>I0E31r=kz-#e
zCntx&o>T@^)o^0*C<MAhSx2z(&T<J>QvH>6QcC?=!s@RmSF&A!kE9J2&JZZ7rI`>A
zNW5?ia-idXVZ`-!yZCt1vF8_4KS)TS%9)OX4l~O*X#L{?;28eI`mqsV<SjpQK!h&r
zBxLt&C8-_vf}=5LQ=J9}m55z(pgLp(3{gHV8D@yP8{J=%y=rDO^{&aEQu+<JprJOf
zivmR5hX*6UY^gk5m^iXTp=S}urfWXDRtExmed)E!tQs<Ar^kMhLigCMKYR9gxXgHX
z4<~l-gk4`W9uB(M$?tY^UgP@l@bGbZeO=q!On2s@SFLPT;nzR=$t~LocNGKhixnQT
zMsUT0e=(dCMhMLxD@)}H@tvUD5}ErK7Hvm65m01^2~|jnl6Y(u7ZpEKB((X#gNn%e
zv;!0`-Qu0ASe_mv*SF;RCY|o%5w!pL>scD~<xfR(t;8v;BzIbe7pC4&g+tt6eIRaf
z@Ul=P4ki=VEKDSyHkp;$At1f)1h2Z_xKh3B6syBrKT7taaG94*1FJFPFU6Q#X7S=2
zB53nI#>nfkN3Us;?yA{hyGj89oK{?MaAZ{6Y5xMcF)0nG^$&fk(wBpFPM}H!VFsF{
zy|-_5;Wikg%#$2gFGf=~epO>KirJuh0PNr1rDpyZG5)Dd2uk(Qt@6v1Mhu{nT*z7`
zvkk3g$ki+(EAgPtWQI4q&n>|vgR4a&DY0JI#AaU5A6y93a$dO_0eX1~`rY#(RzR-m
zu$}?}?hfhf`qL1=_tXezW`mIMI=YuO*b{UU2p##N1OP=-izT7}F4}~yAp*oJ%!@c3
z*TbVJLexVId!RdA)xRalEdp{G+J8@U=49xr$GJ-pH#BTnUjUN3r?fa|U^l6MRGf6`
z>QCy3H537^V4wtV#cJw;xS~~RM7ixw)>7o2ETKwD=QoU}3<iP;PE7xHTZfr6@53%}
z#z|9icgQF>DIx&sNQqi*R4O3(s^yV=R!J!?OW8U=(j5%U3iIGb#UB>1TOH2nq+awz
z=neZ;)JaVqb8%<Nr<_>hy5ufMqeV{tIT?7H&=InPUh!(*rh9Ls%o^PFsxp+bT5dGq
z2u~JZrGmUY3w>q$L6Y?fYSJ6a;@lh6`ikcw@uLCNfn3}?FGO~=stmR)3#I~XG6K&A
z_*k4_B45%@iIPaRwl0P<>SoEwr^6AO$e9(mD(2b4!c30HFFQ_ji5&JbTFX1onh-Iw
zIY8HmOa#PK8C_C&E;JwkkF&sJL7<&V*^qMofQ3^w!K<j#gq#{JQoYX)z>B@g&}`r@
z>r#J+kOH)vfFjU@%7|g6<owe5Sf&W5Y<Ay0J(`G_ma0Q2IOJu*E8mG}Xdk94Eni`C
z=Jih%6ZsvXO=#VTYDCy8wM@i9$e@}2%5|CMB$h2jBz7Vz&?D6VJ8?-1075okZP`Ir
zGn!ZJAS99kt1X61sVy{$q1v?E7b{iFQT9fqM}F|RegfP{hUElWI_)}}zb!7qoeh@7
z?bCzLW5EymyfGVyo~u0#M_(t*kYJ#sth_r7^?q+r*J<Ya{E{Ky+LBLL`V<itTkCde
zC0OWf4JW)?d4_eEzR1dsTrS~!t{N<bIK)YzUPK*O9Xs?67^?szjHX7OH4gq>{&7mx
zd!=6xeDz&_aRa-qS;;o2FUUr8g=02^(?lS$ucVx>j{O8Bg9>e=pob;>CZ;*H@nb1-
z^>2rxXIJM^UtL62o!JJbwy%-m=TB8r5YKPc87Ok-ys)Qtbq5^HW92<6FWCqG+v?EI
zZ_ZEmv^hWI7iq3b(E$GDPMr6EKh4%ThQ$t>SUQ?<^zus(Hq7-M;Q3?S5k<pf7s$wI
z#-I0nd#Je=Tn`=dV?MC<Wv%=-Fzf<t2k(3Bg|9O?5ReK8_hxnx7v5^^@sRm(Qp{ul
zX1I84A@gY-1~<GR(uBY%@?O6uts!{v{HT2;-=cUs{sJwjh<qN_xxk)prVqkCSL*pl
ze;8YVLmI3gTT)8*z@90lUby)GW9%Jcgo&bT(YE!qZQHhO+qS#Ew!gM*+qP}nwvE>_
zH!t_iyv)t5<W#bMRB}@1tg7sN)?N#;Fu2lWL|N~fxJF0?3`nTqaafYn(FcY;apLKZ
z$N03li8#yxvnZb<XQint*z&asX5C7A6r6pHK8a8EbZlc2kib2V0l2`e%00YOg!=ax
zT(|{C4+s2Wj}%Fw4Lkc_;=Pl8Jwu?Ahpe-|JVi8+Vqz0?-gcjS)>&fDQ3yE5+4Wzj
z+K|t6hJAYRMf27w!Wq%}R=rFIeh4F+@c4=HeO6MD+?h}~XYhpAxmu8dbV;IVdrTRA
zG@`Dgp;*TLab}4qKt{;-SDXM<4bV%;f0UBsQtAA5d#8UU)0~OR!!6TUY2Vtx6+=h{
z+HSUTUtg^nZ<^M7shr;JUNe6_fPaYg?%E(t@bUmcl~7cQre3*h>aaTfq6q*2VXplH
zh&rWej^RL_%NA0;{d&Ri0md$nV!xXC5fDl18DVq@zMR9>$trKHMJ!>bQ02-%QCCV)
zO@Wao<hB&wHVeE`wmys-*xA-+_2f`li3NPm{_sM;=iH#Zyzh+%Kqj9jOEs%g_G}_3
zdkA9ywJ%Dg#7E^*l}YXPMo*I;YUnbF#1H@47}-qQ6$iA|pn01(1S%C~+4<V8_ABr6
zpB_ZktTl>JjHSA2aw0luIc6F%<z?&v6=P^2wKK1TK{?^Cvs0O4$<v@aygeUL`@4K3
zZ3U1}q+V9mPCzY_(`c%|vHI{IEU73%Ad(v;3+H|`p>j>mst<M*hN#ze@^)#Ec_;;f
zs2i}`q9FhpX!C7UnFh^y6IbHm4dLW&U6{*9##xRaR^Z>&SU|1Qlj<O8D1o6VR>$EL
z<0w#q8Ys|&@YJmD^6j2RA~a>sEThU3n2b!O4SO54=qLgo-><Gi446jkUMcPrF+@3C
z+Hf%3DM=RthZ;Fh7+w;v4iXg24fF+*+*qKRIu$JXsXWJrTYXLeu)BSd54~Ge9x@N0
zBqr7vgOp)Ala`gm?W+MNtA?Vgf`9rl$cXy3te3J}RGbBjr2u~Gz#sBg;G*82ID~xz
zUINDW;h%|;?0j6YZ9a_X%G~>+XxuF-!1CyeI5{D)CDH1Q#=TJJv`up7oKr$m{<9w>
zX29yh&$+j3Yvy1R+l2ji6S`^ce&wPq8D(Q@c>(LI0z9-ez<-}367g_}@rD(;uH^ny
zmT(6o;Z)EW>>o3z8tGEF8(tiLp7t<6G|SrDkr_*rIBfE(L7`}FnlEBBcQ)lJ*DG}y
z>Lmi6y@|)Hg$n5Uh11GtD)6cgZ^z&(nFNe9DV#oW4=5CjIpbfN_+|j7E)rX;RKF7z
z%$@>l24GMZzLsMdlc~Hm!~jc4H(L2+S><4J6#({98e;+S7KRRRW1n>D65uj^q$S7-
zD1dXbOQ<B(SHMCqzhq7GItW6cg!oW_@qy{&Cz^Kb64Q5CVs4yTZ)lx&f~ArkaBc0y
z@LpPJrxhpVFdcbbqS+XR;e1NE&rH7}<a`#u<r5X=T^PppSl~Kj6W8*kdQ7^{O5GEa
zGuS5RSNlCE5+RMp5l?Tx(OIHke1I4KziGiDqwI&!L_bXC_WG{y%5&(~(j-4;8n)nW
zRu(@e!*`v4zzs^7R_%|B<ow`H{!W#IM`O9ib50P@(&%>UqtKG<JUaQweEmMAQJNER
zPanJUQ;vA@Z9`JhE_{nhy|RKzPVCoxLT)`!d7Q^HRlu9@J7LeQLBoMkFXeyKsP`&{
z-^&%d%ReYdymuNQ^*R8hV&R2D*L~6^!*d|16BhIC_d9^|%0HC}fV1lIRo~pq0R6g2
zGMxfDX{z5Ws(<DB(Md9?o|QsS&lyuFpMtz~3+Ou{t0Lhl=?-Phu@_e@vYxYS$61M$
zuiByZ$CJV_rcmr@p+dkET*vJL&@|!a*dXGwXonQ$%VY!wGZB3v2#<w-ty?dOmI6|D
z6d3nRC>ohxJl^dTI<3cLWkS10iqr(q#LrRx9r>You2|xZllrk*FTX&7h+#t%*Ft<^
z#MfTCa|_(~-|11pDm!Rgc^z3B%ytwg^z+u(9#zev@xdz`>_zBLh*zQLvB0?`x|z76
z1(r6ptyVow>R3PFVf9@_SmOE4Eh%7w&!?E@>G-)-CEkg|SEe|1Cy02&CQu6N3=zxp
zya2(JGA!au9e42*ebgK74=TDN4ZXxXT}hSCq6BI-{SBkMp^Eh%r)G18$)b>;%`y>6
zv|pv7(9N?7%K8+ih)bPx@fvM#rg<;#v@w@WHd<0785>ZdyknVl#eN<+uTL0Ct(RXP
z9#W{&g)Ee2pQ;0X%K!T|CCIXHH$+~EYDN63<Z<si)r_#b!|7{sc<U>m0aG7Tr)Wxj
zh5dt@sWNnwT9$~_=IniN06mfB)mLdkjikrGp8{*(Gh+g!icF%s5bQ9ENaY!7fENKn
z*lq!(*%#@Laf*t<<bj84cE&sqp`j@-q^=@<;?rH96(V7IzeLF{i$3BmKo>sBso15a
zE~ZiBj_)IXYR2gf@HbqnbWZL@Q5RrR7cex7h-tVxwv&~w`*}r=575S{i)L9bIR&QR
zr>}ZZL$AKsN;kuGIIh4Qy~IF4?-1PD|4@MrxPSLo_@>FYk|9Rr{R0*L8Q${Vra;Dn
zd7(rcSX9EO6=~~uL$veo51kk+)End>iY+?1C_Jvf4Rfhg>s)D5nNyh_uE<+G4Ol;o
zOiw68(C=wymH31!v&vAfB26B}#errV6H>K$LFII~4`yI@bPG@NnCg13vJp{q<s6l|
zx_rjNlc^BB(k&@4LY0~V=fnh-BLDNTQRdX%S=smx)Q3j8Qm3qH34t}FY^HG^AubLf
z6K857Ej@kqvB(IM%g*1Hr$ZVWDqX+FTAM6}CJQlFj8Eh*hj810X^!?=K<C8WnQstZ
zS<;IfJbs`X3QRxZ2)lo!aWtOF<gaPUlz*%t(uZSGi-))z!IO4Tr%tn-8>=Ey!mHnd
zr8})Lbjn<=YV@RrP&*%ly=GkJa6N_p-iFDT#1ouclT;H5H<Rzrxq>uIct4GHNh<Jt
z8cD5%;~j(%&-R!asDAG880RpEs1yVsW2k3Tn<%H)<4b9Hd`+-k{@nBa&^++AfOXo9
zgMIpRs4kn|yQZ=AU^F#bmpf}%Ji6$pO+^Zo=>{BV86bF@WO10h`d!h54lSo@BhTf|
z=dbb)nzX#0A3&i}<Sk|(dzqsu(qHt?G&0KFZ9@-m3xTf%zo+X;8dCnW&0=AZ4kM0H
z5<Wngs`a<?uc9T>h^$l6+H2~96|(4bg30@9B$3U%Jx*bCElsc~YdyfCTZPLDuZ-Uh
z@k+B%k$mD-tR$RC&35PuDa@e{(Un^gc}v9#1{<zKRvg20+_?0Q^&n9S6&Ta4pOw>d
zGfXjh(q+UWs6aONRb_e#J=dDhl&|<|kZd4}??PF+o;JWL_qQkV+x;<(1Jqd!R_^4c
zoNJgEed8>&93EDbIw-aB(&GR_uVaR<>`??DYxbp1Nq|6ZSj-|Av`E-DD!I97eA$pA
zUt`33#oJrS$KFFz%|EzCV(R;&e=l`wnE|{JM$4R=LZ>q1lZy};);H#KmjVW=Q??54
zjVMH2H2ZXaWHc^WX^?Q~4r03&_NRm=-){<Rs@`MPd&HS9(jkdiQ%4#urHEI0sMOPA
zI!JZAd;3yT4`N&w3T}{0(r^ou`=&{cdB1y;G{@gRW9rL&-}ikcrb<)&1HrvG`JDT1
z?tngmq4r+lv*cC%0;pV(In}>@!`c33c1GvDO^om5igly!;l$92Yjq1vtE2DQ=@gNB
zt44+*Nl4z|4%1@<;oT_{7%d^D9UUa##*hM8Da-hK=bQSw@z1_eC1PM3P5S8b!<9|8
zZEcH;Z+}A<8TSO*OtyL!-}(eh^NY&KmHyA$HLbv!$9-hZ<)T_4gX*71Pn!kW$$gIP
z(*|e|hJb-o<}-p%25~afuyBVK$Hnc#T>w$f_x&N=kE7ie43726n(WJ-T7b^=egH8L
z^$R?J1Rn4Dz=P{p<_#3Fnsq_x76@<f#-OefRQPykX$)r@m!&_Ha7$U%2D)6OPj^aW
zR<UraJ3p(aIWY5t)z=r937vSTrGxrXAkPZg$NLEsjiHn5qR}u_!NeYK<pI_0N`V)}
z^mE}mFDB%Fy>KrY3SEVkxHg>1r<XzB@q2I)aj95Gxac2)PhZ!<2URIU9N6>ip{5td
z?o)B!<fxe9NzSI5sUH58jEjAeNv-;FmeXgW6Fx(l#IgbMsQ4+~33#1;KFkT~%fadc
zz>1r>W%$hR$TeqSoO7uk-{(PIt_k^V`T79$I~C1iwR#6V=0ncsWAH%{!!VojVC*RP
z+a;HByQH<>29Lwz0KC<blrOx4Wx?9*^mr81m@vqqP(7ALf3WH;KC6->odOSFUeRpf
zL=(tZ3l2%7%9xZAaQ_i{DLui;U?7g%a0;Q!mPBWDYO<?#r6PD&nM_=O9v{cIkJtQb
z^yI6tMSJr#q;$Q>F4u$#%wFNL0yLy}+vHfJE$x*9Y%zm<<${u;mi|?byez6SC;Hpt
zQ(kAPiRwkGQU8li*2${Qfbaf(bwpnECtDs9W91aM#G2|wylIV-?&XxJ)h<lHl3Hh&
zjXZ6<pdOtHz^9<{Wwl^c;5DF)1ZGlThD?4HL@2DYBoZO)+$6$o%WSts>Izl$&vMSH
z8)YKZC7ZPZS~_4M!D~Gh7K{S?NvjO<!atht<)6>_8~fdP@{`&z_4R5L7-9>uSVvii
z$8C_q-6eI;aFL|qC+yL6=}VAOqB<7FpNo3>dE0~jD67v}Z1f64*mfG}(l*D{Y@sao
z&QBy}rr+!yh>^+5pu{1i=EZ_E!nE}<re<tB>1c=MK%WzYK!p@_pSI9n9qkaIJ7&Qt
zb!$n0un3kae9qEgQOD%`<uzMO`)I7nYG39Za4rI@qm5d^CdP+nK<ugY(k9yH;^Ek8
zAbTf1fal#N`X-xgb~v8s+sK<FX~yvF{ga<wA1<cHBkoNv=ibTM0j55<js)p%8gGuw
z4^B5C1{F0iXl?ghhEFpCv?@-%s$EW%-x{A+fpP8oQ%>&>GHMOpzt;5d-AS^(s7B{I
zXrb^uFH`5+t-#Zt)ZfG0KHfCyZ`3-AMWoVI6J6zj*(l+n!yN}Yikw)tDfZEz8b?)#
z=SShj`>^DXl`$k8vB9Z}DU?Gs3K&72|Gp8MePatiLXW4^#L|0jwX~kdj!HNyGE)k9
zDow+B4TFJ?Kf%xJPg^>NA7QOK!cDGcWFHawjm(irw*3LGrXA88o`&!F(cn{oThs96
z%rLsW@-P?Iq`MpkGNWpXm588N{DW&eJRr8wRI&09R}S31)^4-~Wg5J;;x%X*@nznq
zWTjS?pSs&6&F3UfgUMUdf4<XJSZ}2YEm5>V9khlcl-DB494GB@5+Ah#Md{?Ua!3oF
z_*U*1-=C6i&t#|*aisTZz+`soaj4lS7%4EwWIm>cEcNVaRn>r3St}?%dREMjTwf_q
zNQ#<m6}oQ0{GpDsj(W-hMDz+X=d0d0|A?mnPNRuftJ`fKcFJ^K0NK?QJI~&;hBD|T
z{aefrSbnN&V=UItcEqz_3{0gX>-%V*YQrS*j@2cVT0!=(jBT_YAQlwCWiTKkvI*;S
zZl`Dv@3Lz#l@=br<i`$}Uv_wKSvNYkoSo)jEp8y^uQ?6S3<pmj@>#^XtbVMxaOW2T
zEqs$~$2~56xlKlYO6d;ioU7X4@^o9hvu(Mtb-U)?nnc<zII;Qi$;-ter;p~6>L9z3
z`>8`jAU-?tn~kYO#Mh4{@$=#3)q<QBM<q#R`NDPfy5oPtb!ERW7NmoXE?&Aw+CFtd
zO4Q3ZaxM~LO;4s1JaqQg?)fTede-}|^goF)b1c1IqQCF&!2Ev+|Nq;uThH3UkWNuv
zgOS#JVMP%_k-U0RW_)H&L41m8f_i*rLS~BUH<*-C5T}+Lr>2mkE>{+ppq5acoj=*9
zq@|#gp;dr@3S$ljKaT)E{|7Fm>O?^f(jf}MFVhg>5C;<+;m@q@w4~_-_}{vB+-@wT
z<KO@QxEKKdu>PlM=?Tb7(3&r4D%fqXBl_6-fcksaMKxN)H+O90!iUq8h~oST?O8a5
z2I5OKRz*-_ARlqIoci`)#K(*OlU)G5-usLd&$J5}*t0hk59hlw7gj42e{j#54;!Q)
zb9&jZzN2@lk(KSIo@$fGiX48hV+!bz3+n8uH#mlG!93m!$A~$G1_hc7Mp?j<W8p|q
zjpS-up}(n2O=Ih-`tY<{8A;n*Ooe}TnA-dv{c`|5d80b{v}N9jE`xjw|Iy0JrMtC~
z<LYh8%$2io#hp&g9J$4teGysFJ$?0jHZ#0q`5Qk3mpqxY%;=Y27`4POdCbzger$Gl
z!y2`~vs>5<KzDdoe=PV@3Ha50<bBvMC<y^aZo&7oPovG?jB|9c8=9S1RXqf6O+UDi
zfH2&|P}8d+Ia}bZ&N^*b-lm+m3Ji2e(45NE?vH7}Ll`IuKTbZJ`Jb45S$9aC?oEX}
zPRq82gK?ONjE?D%jbfS%G3Ev7oY~zijlu5+$F~unw--~x#&051S|5@zKXK51qSn;T
zW$<XfZm(v&9-JK(_g}L|>@SUrMF$$bMUirlfOs;dt$QzGQ;2i)2T(#|WpYp-W0g^L
z2Am(^^Y|i4SA+bFy66DevCdLYh@D9e^kt}^>twX9jQIJB1s<NG0Fgz<K))6omiDnL
zz7n`6I#M9lA|PyHt$e&f3I+OdrN`FlM;3E?AO;>!x#QUaiFO_#mC#dIZa<XR_^iH#
zpp~LY!)9-gb?IPQpCu(V!pHAJlsUuRX18|`Pru21Km#|6@lw%n${zH2?wrOHf8@Bf
z7>b38_02SF%5H$Xg@8*Ha0&l3c0}43^sNTdHk_WNQvNNdz?tyjb()ce=eb;!^Rx^K
zgYtt<2gh-BXdjmr8Ltn>g~0&fGo&2`C$c><hy}SMT85?3jJ5AGD=?Yx#VM+CtLKx}
zrrBrJj~PKHYNuWnGtUGi;1Qf~1LP9b3bjhdEee)^Ym|b9UD0;7MnFJU_lrb>%?Xpq
zK}goDavX=<%nqShp%9|*@3HD`W5fcKkm_fu_Rq&>2P6?y3Csl1zl}8^>HoRp1YQXg
zK!~w6M^H#Msx9xV-IF<gIxoB`20WqGT_@MSbvZ53C+3?X^wey=MBj=?rYbwWSgA4D
z5y3PoYYW0GR<0QiU=S+tVgiWLFVTe!!^k<z0Hh}h_v&ConUWT1P>jJV?47KdoX>9j
zSs1H-uk{+(6Xa-1_3Vy^->>aX1gww^dveaOkH<=qi|vhHus-EFn42o3?4{2!H1J39
z0Vg<|Z9>*HThU0K#b=QsPDj<cN5c^8yA~XKeomzB<U%8z(vox+LfoRYK%Ntq{4+E&
z9<z`-lKcCGzj66JhL<x*zxfYRL4gVa)HNjs)XXvpIQPxZ-AuYg&d{I8X)47Rga?Dn
z@M!gI0YRkZ`<_9Gec~~{>x0;J0Utc@=G=`fd{dHq3UDY6r4g0hz(LDZt@f$aghq(^
zp8HQ1^)c^a*`-B;Yk_#v%rS{ce+|I=$d3d3llIBXV6*g15VV<c@c~W87?{jpV5}%2
z**SSpKThbAVyZjj+kJy;S}$`|McH7qc(O!Njd$RgexNEFxI2JhnKv*>asfV(n%N)@
zRfA{|brKtyHX_t!M(jmosAq2^`>Ksi5M1U&PidF7)DK65Y$}mEx_Of^_~4WrG7LMH
zaBGzkdbb|G`#|i43Y1D*5gL_^2@UGbITy8zeZ>#_n*q;q5sXISv3>?(puM#+Q$m5Z
z5`r1xiqh=ZEpQ|i5A~B=NH(&17@B?$E}q*P%ei-LOU;gEv6Wmf6Bbd6$gZ<UkjxH>
zF7SPDBRtluFWVB<W1Cy?r=vpr!bVc$({spq<dv&<khAyBMR~hUdL4c;9ZO=WT^(rs
z;4VI(h5$Zp=xX)FV>SDK^<(>FP73ekG9D$H`U&zE3WE9zVk`7~GAVJ34$aYfdk{;|
z-EM=)G1ME(s~)b(<yuXpPU<yh?Qs9*9Xzw%3;`q-)Cj7rhS`hGv6AvREo06*4n$fs
zKa$u+int657jjVx?HvOsV1HgD`=YMF9qG-2`ewKF?NtUYc8A|dG!xk?pd`^Pe<_55
z_CnA}Hv&<@(^DCYCT_zE845op>E^R&t3r8L>4{{#tG-A2S>KPYtgbyg1;W8sNxR1g
zeFct<PPaNxXtZF<_T84^YvEBdk45`u*!^dR$0Q+TajG4o`a006DBBKwD%DkSbcmaH
za$93vG{EwsD9x=$PS1zw%nUI+#<Ul_el(2q-`S+s{^O3nRS;2wx6O;}afF?STt>#A
z7hqgl?O|m&hBXjPGaep~r|`rMmtNa>asx|l`8`n*S0j5{<(egPgAWAQ2u3$vo1`Lr
zCg9Qrrukltfo6is?(u9`1K3$|oc%eO5@B*`dz_*4tQ1nTV>&ZTcR0<->ZFGRuR_We
z*^Hh`I!af_N)OqlQH{Al)d|MVP4wfLib+NMVg+)HbeD^9y7_qJ;$X&`8T2WNjfJy&
zJycn8XnlT<2u;+pal{0E(@?6-G|(j!F>m8C`;}NmJd{Prc}AIvgbZRWuzwLH3b5fF
zTX$p<v#PMngVa(j%tr-YnZYs4=clSRkMIS^gzHmC)O>CN;u{Ci34c8bO`CU$CMx;)
z8fI;c$Y~au2A12~aW<om5(p*Qo071UE0H=-*}@GTAdd`7wu9rdkMF{@(el8fTD_64
z#ME0X>(d{Ht5Kduy;pMBBj&m`JH|sghHl|KA__2v{Zcazo<c2Kebif>9HR0tfB)qx
z3k=MiYOvFXd7T4(-frS`Mh^evdCR@Qqw{ZAsYE$A%~ziIss<ZljnbQY4f__k=@026
zdP!B8M!D6~0f-NeZhMCR?Cj1Opi_)L$F;2whLN(g^dFXBN@k|Nmyij6sC4^d1>Yc*
zMDrfT&Eqhm+kXWaX4H5$T_}`Ufnhi^IM{BfKA*$zG-x!pBXwrmu=u(j=b%M*LnErd
z6%OsKw$0r!Mi?a9AYMoo%iak>I@PqUNCA{hGXWH-V;NWvnsBRb+z!`Yk=2r9^4X+l
z%xlk~<6R~Sbkac1T)kplXxE=ob-Bzl0MFz%0~0fxF+udy;@%7&C|!BKi}+&67?ZTv
zKdG)f6lc%T;{*(ZUmtVtis+W`&6QrsLxN8&dQ#vgSV$M9MEsa|8tqZanj0Adw@XG<
zu(vS=RjJn<wDk-~@x)<h4r>dzv!*r)<JUVQ+`G&Da{yYZsF&oEQuzDeH<>eHm0CCh
zxG0c#gi;4^9?j$+v=#~&5_8~=^<Z{-8|t9d>8CkyN2WBBB~)~l-Cv9EI_e}NKnZ#D
z(Tl_Bb^r?01CF4@>pd@zxns=fc5T(X9KrOX*s~M$Uf>@wk{(^t{Y8FbUg8u9^=<4x
zI6xr0-skQGzZ}-k=uoUi(8*Ow9{tCA=7&3YsB+XW_&5=b3(sDwCk!i+9f|w~v)MjI
zt!k}G4*jk(PE?XG%FuoSfglxQgU}A!;T_}BRsD}jXkiqRBtM{F7=>%dc&<zk14<)=
z+Qm7yd{5-{W3ogo$4$KHa~YD9hw=h@nLu|0>W;!G34an0>Ul>9K6QWJUEd+QWTpIQ
z2&3eF=Ij7mGE)@9%xHYPQ~fx)M{cdP-o%N7s6In1(mXKTP>4@#2=iN55mitnd!h%a
zxJPsgh!yH3tA6kE2!LYKi_H=>@GC%Rfzi*FX>oDYq2q%s)M}Flw0(mTWAuX9?IGTw
zZ6itw)Dsz4(oDhpx*Lcn*Sh@(x$@Gk=bKd;hc4Y2W=NEEJ)qI(=}mPHK1cSL6BnAZ
zf%fbKS0qv-ye9I8)}Mo>tT|S>03Mr0i@9n6f0K?$#|D>7&^hj7XNbF25%ePW=^cES
zTSeuP(o#U$q=EDTIOnV)P6If}<*Fo!XLF<i5}PLLz`&hh11qeKjU<_Usr1PLM_@mi
zD|gYvfm)g7BDKNKe>Xz((qpldajf`+pt3+i0pLO)3VOpKR7>sx-Hf%41y6{}a`D<i
z0pwcSac`s_KG4&DDydfgY6m7rS2xw)0k_dQ-r4v)>MPjvH!8VS(2fn>)4#jG8wRQ#
z)($o>dl2rfapD*OsKU<Q`C9ON%IjVnMJboCCFqK%Zb*&3$&-R?bQT~;Z~UF6XhAT5
zRRKu7A(&{cwQINwU31MS+Q$>7!F!oB{MeAXkYZ@w7LuNIcOanj5tjmMfIkIlN$|L+
zmWC*oR85=dv;n|+qP8NACgc(9(-AM|k`^79L)ZRO4#^=$Rd<isXwl~eno@X<MCA~E
z4vVuYu@`D9>Ui;3D-KA7>VPiRxB)YyYJHV8a=U*~h*(1tY)d4YkwcK?zp>nOT`HqN
zci;$*+I^Brkl#05e>v|Mr~woz5of0hgv=HxKiv%yanZ5CQJvMw-L=ujD=@6FVIMix
zJ2sG;<)$)Ku$I5##bY7bK0L#0oQ5M!A@+D`$0#mTDxpT#ovpMLW!&u%mp~fZ&dNYq
zP;z}og@<JZmv-KB0F#gA{I4VjP}kVV!TIg@Dx+lvZkboEhmoOc*~<^C_9;{bInmDD
z9zaB|H$IiIK1HO9e6y2Hz6s;6Mj6(2v|_2dha!#$j~PJ%(#$^s_wK<)n_+M19;N4q
z1jYoH<c^V4ohp{Eg;`OrMqe@tw!j1csd9{gDqL=M>#kUE_GLOVmxh%bsbsX=S1pt>
zYvmlLa6II4e0I8?=K2>2&s7sz-hro&mPEUH2*k4D@L&Igfk+3`Le6{Nf+l$g$#f#l
zGi2^u6}17@M#Tv{;xTd^6XCC#>50_#>gW1^gEW~EkmuWkf`SNPxLJC+8f+G&e4lCS
z$b$V))te&1bS6a!4T=5;&?akjiTrTI@cvgNjIjYGr8f=OL7*jV6`Xs+5>(!U$$x}b
zPN_ftEtCCs<6iFYo55!N4wC;<Cad?Kx-HgrcJ{PJN~)uiQqvSN5-Rdg;chUuixcwu
zilRsnax_v?RAXZ^bO2+?M`p$3$SBH~Lug6I9>m8*hlQvpR_@0riOKvPP?{L>1~S3t
zmb9Sw5P}LY3Cn=tWM+k=W?ZBx#>pnh%9iM-<mi@`n!rzs%m4rEyC^_ZKH*nu=Kfb}
z=Kpri=1D3W|Dmkpo!t|_uZu_|#g{wamoHPtTS=1%_m^4uUv%)eBI%q&purEXL>v-X
z*k1-1;$jKh@RL~FF-d*Um6jH_qy0TK2cDVwKa`;WXdXK-Zz8Pg9DLN*H9pf5A0=64
ztUzULmZ1G?EiPzqD30k%J3=Aj>ZQVGv4%j4f~sdH*n*-PC}5FIaX`awS-MS+ffjkQ
zyqW`K2d{*7IO|xV){bp4_QqPW^3OuKKey2rJ21UFib(Xbjx-j3)3T|`ZozO`97Tq~
zE-ZB9-Ow4vH2ky=s7Szl?{`=fucoj-)G|~d-9_c+|5%o#@Pm~m(;5b@1_t&t<!P9!
z)~ItI!rI*BMfx$}I98`Rk-I|vskD%=1Ucr92QFAbP1R|JwM>75`SyfrjnZC5?#Bo+
z^;KyV1y!lw$(+lBsgAUw=`R+=ktN9Z75_C&3HI<R%Es`8oCReb^-d_XGR>P+|7J+J
zgZPmppYWQQwPe38T#QF0E|g6!4IhhTL&~>9$Lo=qY_oVC(yMzMZA*o#_u5|{8$z>3
z_5Jtw=M&`bC}K8z%FuA-U6gQ_G}#tmj+4IY45~IZ<jNJaq!6UYn|Y!jgWlift-=eR
z^lRNGkv4;P$r<{W!${r+tIne`xbYgGHC@N)2!*t$n}Hlv&$X-O@x=+bdraea$47X}
zny%Rt7cdWH@0Q$1yzlMs0Cq8<LYjQE@E7-sXRU$Fi9`Eoe^s|_kuj@7IyDLIgV~zd
z(k!?`MXZP-XhJ@6LwwiochSejf~lU`e-&d4MIsg(wuzf!F=?y3#eY}omEqklX`vh=
zq?P-hWU#0p18Jld8b^B7qN&2KEmGpG?Wd3r_hNPoLQ@+?u)YUB!T)Qi>lb_gznl6$
zFTCITe`;I&w^Em$o`tQ2v!32>%Pa7I19G7#h2#3~^LM{0dH)kA^bB20O-&qsrI?)U
zjO?swjk1(&<o5XyzO8+Sv}GFcbA3c*5CkNUF#!{}Zt5wnke998#;#GLA3kr`Hc$Zr
zU-l3c*F8LrJxons==)QlL4K&P;QsD#S`V(jWU20O91=>`L+thIrKKT9ttB0>uY-hy
z?$&@MpuxZ@XCW(<sX|9f6{qxRV+|24Zj%ZcA+9tt0<kQioGby>*GZs`l;&DKWVBh}
zH1{>RzTcsD(tVc~6;Hw^4lA(A%{G{`*n`_naj>(quN$jS>RSPjGp8ZW;_d8c6}I3s
zhH`(8)!WU`f1X_d-m2jgts+dtHvXfKxcG!xQ;Ibfhbt@X%<SY(w*W>80$@dlZJGa!
z40;+MxwLP+id=na{jG7?B3anJ>YjWV@@ysd-&&9|U9F{JVz)&9MBGuUt54?*A)&&D
zr+r3nqJaqyD&^ZntkhhJG4K|%{6tOmYLA6Yq0p-Taku@dQ{J@!y_;wtwQn7rJH0wI
zrpfE2X*o;#ai<%CEoSX#SIW(8*J@~&oompK4yr4@@z{{jqtiC2IC!dHhb+eYUVWS8
zS5IjI|5CVd<wl36kzPZNpHBhGnAURou;<3lN<9TL(jV&eB8h@AQDlE)8Y76+KC9^X
z0cm4dy(#SzGIJiu){Lnd*)X6%`-Th=Q>tdx7e}RM3Yv!zT^G5MG*QMsR}?9ww`{fJ
zSgpu%h7CW_xHIf%rit@oJjb9&Qb^XXZdA|kC}W<&VQ$*b?HQ@-ki7_bdhd#(IrbTK
zbUIkQ4az`CL?28pab8v`Y@(uzbO9PngMdvD6dJdv7(_NCQ6j&oyy<W9JK8ZHZkp0Q
zlpz;9hoq(VFM>LD>TiN>&jf8u!z6B!rfCz6CDaf=2oXmig-o{B3XW!JyrAh>$t}yu
z_CXjT#L(1va{Acp`SS*(kO9Wl%u>m9-E!7I)@pz^+ZlYQ;NaU$XE3L;tcs5Q82ucb
zKVSGaru-B1e`5=&WmCQWTro-y7XYBt1OPzjf5O&(2gm=Cm7!r`pr>(XXVqh6rm?oL
zb#bRLvvr|$vb)mp$i!C3s##fDk)CmW(H=YWbH?}IOU))qpa(=G#UMS44U{nL2XkAK
zm2-QNCi9+C;Q^;cK&nnv2?!vhJfU=Va3>4{`xBMEv`g7veNDEXe^+1*Fa!|4w)3*|
zmuD%-;`ZRX!FLi`r^ct}rDOZ%Yg>V(26yGjM*TovI!;1Gl~O4-|1qrdD5tX3c1Uc6
zDRC%sxlCC$l;@}ok(ueXjk=cSr>uax<=(-Yz`x}P3;U=oX-1~!po-MXOT=S4Ki#84
zbNU3qYr7WmuUhg6xVpzR%BAexU-?yonXBWCH#jKHzun>#GetMxx{QdvG2K3WZ1uB2
zR~{*f*;3va|7NN_uOwJ+Q1faOx!iG%+9E|tV*OJ!IxMKxj{xk;i#ip0$!BJ^-b%7E
zyt+ZzY}RUj5_(>@2cU<q!EpwcDV6SW$vawiH3?3RQj&SUZJ!`y0(+(v#jHF-e4Z9|
zd$j$(cPMw6P;M&&c<9t}cQgTg|AKzDp&Zua?N}`A<|xVQ_1uS*Iww$viH0(@Su3*{
zf)Zh><X?cXi6UtVV9B0^sG@JKW=xwj^{vWlGEEfI{Tm)Jnlq-vk}9btto1ciF<@WE
zqdHyJXUJL32M)qjekWtKOw%^luTNw}#mOAC3ewP#CT$XQ&iXZ$!7SS|tS$}YYyTGn
zj~;BeiJ#wn=l)o)-d_5I0@VhD5G?4-&lHBAghTpd?Biv|%v;Zt9$7RmTuYmge-7iY
z_a-<!I^@J}H%St1ENdqafuUIvFAF;~;7Qvlt<hnyb-rzG*2>h`=)5zu5vO3yxWU(i
z{6o%TU{SEYsf?1pH6g8SM5z*SYKsh0^i6#Fvhpt@>FCwR|K^NhMC#QP%cmP6<crly
zclV}lFXl1v1ktxTm(Oxwhv<^Sb|7@n-T9V~No=QSS}ByqJq7fq6Vwi;CR+U#7y7#t
zRL`aluVL34_0s{mdpN)j^;xKSAOK$Dwj6ZFuutn`!4-Pjs?Sa9R%Ki|U4qGibgD3o
zIl**(CtDXf^WD^V=B6voyV`66nZ$7baDc&sz5ZllyTs$|a2^fv>-=zEPXSfE_e@Ow
z_T0{wgM*_jXCQK5CRramG>5W}G8B)dPZn;6${;>_Z=R0zir^I!OS`ep)pH6=k6>@~
zLyg)_?D$-``LlISSmn!LwbF9wFs?U1r*wLOknEjOwrA1*vJxq-YlKklYcGFPX=DlF
zL-ueDNt6ikwH{$Ni#z_%lbG-EM)MA)OfCGxI_gs6PN0)L?9zLz^xvfxV3$}$>9!b>
z^IP-<lJH11{x;+HPP9TEC~ny07c@rWnq0v1CvR%lr4y~~o+6#@;T1c=+Q+^En!~0&
zzWvvU|2CWNpR`v~s`HHtns2GYFEuw`Ba|fUu8SavXTaE@C*SbR+xI3Ltmmg=qK|6a
zGxl3{%=t<=<DK_!@!h?fnhh-{zx&}E(PwP^xTBHq9@49bXJO6exNz`X!<}71J3>cU
zBDS*DG(oc07`cSl3y)6(mGY#Ihh|OwEwLFgEKa!3>yBdF_P>m^x!}$f((QB*?VbtO
z*9E`k9~>I-;J#i5Gn96vf5Y}#>=epaqNU=vewXgQtmA(KW9hUijzV05Y5BH6A&v6X
ziF>~6STYty21DOwRb}<1yr>fwq6A5^&PuWp<KouHj{C1vTByDz&}oW;J2NeqWzOTN
z5GJp9qk^KeiQ|V0nxYe!0rbRA!SO@Zo8m|Hp5zJhPs*<BiPVRTdEbym#3`_9YVgs8
z&hjz+F#fhORt1`z%&K8W55&JVLP5i#hN5BQPQziU=u&5z<S8<8L56p&qKcvOnoS~?
zX`ZDmE-F8q2DZVRE%GiiP@!NDNQ7ks{-Q3U5mt_%1qc(($55}pW&sg~4~x*ZZoHp1
z=XHG2vd>D}pCe;q4&z$nJ8~W`bz@`T6fvEQ93JAQcE}tZmJ$8Kf!4ZFBON(uzCSr~
zJy*n5To9jqEZ@gcK-~;Cv`6`ECplfla~APAxD82MVbkv~I=gj6Mm@D6#Ry+8?_1KW
z9=DviGkBW^tB3F$*A>s;YHwXBudh2;Hvl+m8-<hq3poFuxBuNk)`lm4{gd$bOg5~u
zF-3-(dGxCee5iYx11R|e<^)pxS|Nk#ZOCWft@)lWCv}p5kCb&}jOQ<r;X}q|#R@g+
z*jSf)36#(gZl`Hn%JckFYTBj~8?ECTHp$ET6zUtR9LKkZT3c2}5O3Rv>^T>M#rjWf
zZVqzo;{gNU4*B>F!tGB>m!~6M2TxOk>&+jJp3#;FZn}xT+Zw!oPxck#KO~QM=Oy9}
zyXSh?evcSlR`<29$-G+{n_FH!<tLW&44276I63=u_MVrc3BkFluP$L)+_Fe!y($_p
zT(=pMBB)+>D_kJ{4*$z|QF4X4o-XYz`%V(n_I7=KbH2Iryd4V}Idf2A4aL9VSTx{<
zn=v4~r+1?Y)$SnAxNt722dis^L#lcQ`@`PD0>3eq#YUdl8c}NLaPz5l>JdS%jfDkM
zJ@N!Ry!3@avZ8d`?l%2Kf323#Wm|CfN1h|Agk9ihQ))@=rXa%T>2pV3g2pv)W`GRa
zjedr$>xN{k5(NmpRaZFF<i-D{tX*pl(3R8A4wQg#@Yn+|6Dl|O3)t@l1TU|9aayyq
z!n1o~tbI-4luz9)Oww~zOg!%7uZtZLg25`t?wilTjYaOMS<^1Zp`IYi*6@4Y$!(=t
zsWI0F2=|lq!v#nrz4iFZr~9)O$l)4fEYC?#7{u@zT>ROa#ugNrXb`XX-)yOlGy{OU
zPWd0GKbK~9z^^m!Ok1UQG3Jx^pZR};&Uh|m6R|D$FL*|I0e*|1S7NJp`0p!Ev$yCI
z`Ncg|IIjB<@iwJ16D|tzuCY827QaLf_y&U8PSuta$!s$-z*nWOD-di0tiFd74l9W>
z1y%?>yqtzKKO<_t^lpZe1Q6_(?iBa!^aqT{`$??)=2xp;InJ)h51^z@9bdXX;At;V
z{aK|yomf)`-v0_^!jB#31PYmcRyNJ?UOvc;sBgvCFh{>Q#<44(G1xRmzXXDyA9jW_
zMtLN?WQVEH4X%BQCEL)|wq`avD4a58S&wl8sie)hoOUYuIpLz{TOu?|$Aj)Czc9wj
zG2mkyj(Pp<O`le8>Lc3ph+qL5E=`Yh!?*4$9eN{%70cC-SWm@4`J#F&iPEC8I(?wH
z#L>mt0YP<#{?V(V{iz`;APlp@%a5p8%j+R0S~qyb+yC<=ve-3R1cKrchRh+lWS4)T
z>*sT~TFEvCNH#a3&*KBf_j3yV+0?3X!auxXN|XQhL_=1fO;9oY@SF-+D0;-K3V4oG
zf>~RXnEXYN21gFWSw1?DQDQZtc$`Q6<w*li@C}DN^bTJ7SG4q-ETcQ@ex$Hih=gR*
zz!E5MhwW=7@DxpP?7~D?aI<E2z2p-v{`|2O#AK8uYj4ptx&-(npk7Gvxo!Mkb)Z%c
z&MHj)1o2!nqC$|?3z70&S}%E6b+T|vQdp~W!aWPRC%rp7IiEyIFOibT-`)Eg(4Oe}
z5_#8A6-Fau$L^h=qre9=+Py+GNlaG<Kq<hVTu9i8>Cjpsf6DsFGdJi2dV6UGh&ipj
zT3`5HgLAXKrvXxsxbu)kJeI1^ARqBpP6e?ol5QIWhgJ)+@dsOjd0n@(f`m<4ZS0wJ
z#U3Ev@72y2!up>ANQPow!26t3RhYozlH;!$gCQrG8NmrBMQAV}aL$;fqIHLlhT<0f
ze^00-){o+nxMB}>{Z}Z_8mF)&t(mnm4ow3)QpQidgQ-rI>5=W#-x819CVdsmBplUF
zrO;)ap1@DdK5}BWCP0=U;Sxg&X9qND30UiS?#Zb_+A^9Gl-aZm5%o$8<J3p|Oj!Mw
z9=a&-;;w*xws6#j;0*4xFIW2ub0hMOJ~)ew4W80SX!d@^L@@Jcj=7;a0S+FZE%^ED
zc>-C)PCQggK9n`yNwnum`lpZ}qfllAYQh2)YMjwKcdU+%j$STD8YtS3_qy#MVB_K_
zPfX}{e>3v&#odEr+)~0`by|@%r@`7o1SgpklZb`Xk&cU`YcWi$QKcswdnar~bR4lE
z>M0WsIc6t$L1wha{1LdI06}?WnrnT<OrCo2lv~e0(M|1hGk8EOMBpB4O#uoFMco0p
zjXDc+szS3JXg#q$s7RY3;jGO<b5AJYB5URPDAb(rXGr@V=&;evBJ?*{wAX2$^~_7H
zJe)QskAYgFQ!dSbYj?XcPvBg!KrWAac`gTPJ>kJ|jd{#}ErM<#toX-ZJBwrLY-XK^
z=s0?-#l~c?*+*>!ylszr4P4Ruy0G1|zrf3HdEu}PIuwF^k9rlJsbafwfJatS_@4pc
zuwQ&4V7f$@W8A1PJgI5`r`9LN0^t80-(^cwd1aX6ityk>cj$Eei|zKA5!)6O`hj@A
zF75g!r3tlLke`PaY;;}e>nF7iy=#PRZu%;?{NQligRtQrFUO3t59>|k*WoU~wE+-#
z182y8W6IU%M2EIDP(HhKeK1dGjM}(egIdmz;K|#TX{z_kZ23)Lu#9AX4%}bqsl49@
zCQZ&<_1r&{qgoLr_Jw-Qx6!#4dY3~>3xmR;w?+;gE2`1{6wICDi(I~0dr5H38>|D{
z1rMzUh5#F5k3UKZz<qx6us0^>4an*%zyfg(%A>~#B=B&$|K?Z_em(NL<!hMTJnO9G
zeIW~a%6TCdau@%}9t#7rE9j8DR*Z~&$G$kzsanHqxOGLG+Z|cOs_9Sfx5KaWQ@$?z
z71fD{*X${z^weV4XxMlDbJEYHFaYbU=8a&Zcm!>jH$s1|ymXsXtjJV}A*o_BCHILA
z>H_ecP6PsCh1k}rh=Oo&%gfk7Y0k?0mN>{>mulype!IltREK_lR58P=OSH_pbkaK6
zG;?Nb^wg$O9Q9%(Y>NVXAy+F14Ne~tjQqsrx4uXw?spS?el(;>aq4xaerwRKs%H-c
zm5vd(2o0=v;xM98xl5@jjY8EH?&?bP*7;6You6@3Dp2wF)!mor15>yLN>^n5nMyWw
z3QucW%pPg^09n{WT(gQ3vgkW=ePlylcHSKOX6<3m;KaMB7Ge4+3+uC?ac!kMJ?X?B
z8?I9$Vw_Lb^nLx)^r$Cb$dF5KJveb8mZPs)Fu6wPi!eoMQ(z~27ts=~85fkwgQUzY
z;Dc}*Q#XCTR4MXx8N3ImJyfAF&mrD-=99iD+RkWK^*W8)PX^oEEM}ly>gyPIfo1m$
zo>w^n_YIS>)`K@lWR-rj8Klnn+>C0Jpc`<99?$dcUx8gM*hSG*_=4EtG_Vgt3w~-P
zRTa=56_1Q;{Kj@Xe`S<c9(3Kih_Nb8`DGRkH6g#s@-gNIP{2<wQT|5Qg55!oP4)<S
zm2xjEgiQe-b~oHkl_FcT(FH!aD&37~cQOef*q+Vak{KlBJP{=2q4f3l3@OrEABGEN
z!4~`Kj|oXsss<lfPu)XTo_~Zs3@1jXyazOn_!p++Exxytyw{NP0oNG*A%~RBF5~Nz
ztfi_(M1LdB2i*sQN5OsJ69lVCCNDR}+;Q36&wzX<x5ehRAtwz3P-ko4?rxrpQ2fYp
zj_l`YfyynX&aG<(JWZp)heuA)K;g6RPVRe0=k371rUM?u#HZFMFxN5VgXlJDLKseZ
zlXJ#y!lc;hy9I6(_PJhU`&+gJ(Y%cO(4fM9zypwd>?#j@<ZsLZ5B(`se6)3kSQFyH
ze^lOd<ITBbG()##3gK=jhxjNvJxG#lkBf-=353bNJE(^|G_d1__P~Yj3TEe$d&eJ=
z!Ptep{phdS2m&_jH|~Hd1?@CGI1o7TMvyiloLAl$MFu85Ck`}4o^ozFdRsPIs`IcC
zqNFrd_ybHeZU<51y`Z~VomlFaPAaYRoiC0%p?T0+*_liuMZ#xV=1UB<lY@CR)SF}-
znDsWKaZ3Eld~#+I;RL$DNPB}-{H(%OtXRsQVQdrm`l}6A9JT;c{WJ8@RtBUE!T;4z
zjZA)@pRY9@+7cXkAui3Dl&y+5(Pj$KjHPPi6$cj<M}?UNuZcL}55jXUz6e%ZH%o=-
zo;Hu#RvSfp!ScHFb%MH7ZX*#dV&9{UrBQtf>~Y1Yt+S|{z4arkBodUcuSw>_@FT&N
zE46Jg$5N-75R}}dXq*0NuJxBB*l#2SJ)TD=EbrwgwyZ4;I!0lNi@2kGjl7R{fi0Di
zdr-;Tmv;AI%W%TkY6;RHsc-PIzOdfR+%mBc*eiCDHNb(@S~aTh)?YjB*nENCboHdX
z&aFgA!-o|^W@a98ZL3BwGk4PnQi|*t7i?mx?9I^N%a2{2b7whIdB$JH_&cE&0TYOL
z5C)3dSuDKL7VhId@Bs4lo#E4?bbD>)PlV8m<u*(wb&GyBupyQyyPFBW_h|zKwfXrp
z7Tl^GFmcqn8^IVFJ#Xc3Vkns;6dg5XdwjorYWOClUH;J&BASwdaJ>bx8KhM*u(Yd6
zmL#QJO&U-t&f`E+FfRnFtlhGG)E(i6g#}?)-8QLm)V;*w)>T2Uf8Wxs9X?Rjj^~)w
z=X9JN?A5}L6vv-4{V<{J6sOnkZ$s>yT(JZz^H+N*u^~Ug`J`*cgU)TKbxjOV<%$&$
zO{s#;p<-&LZSe{JIbO-aC7H1ih_#DC;h{0yrw+-sz%=p@v3;J8Ay-FZvED((@R6$E
zPMZ~%DN&kPW0tunx2P$#I?45VC`pi#7jfpWO<PA!=eM)czLI`&;xs<&7<%2DIc}VM
zEzg`WYXSwLH<@#2G=uTY0aHkG&yWT({Z3n8tgv8BJtSf9(VR4S=D-UEDf|pc-o+#l
zw=p#8kD(rDBy(C=X*t6HIeF~#mE=kN0D%vM>C>XUs#MVJe0pM0{hKp&wa7yo11z|s
zHfN(y1eT;NIj8VaP_06MQ?NVr)XWw=P2K6Z{elZg-q{@x#qs+)o!&+Z#d?d$M3I*J
z6+ew784BuSoO1nSkTio$;r$t;i6jx4X!9Uc@M=)L)ml&$XFlp%W;UZ@!REGbcx!@0
zWe<}APZrao<VcwDt}IVETIlGbGA?+cHDx|)@_A910)?qjFl04H_Vn3MfT?Py@SqTW
z%GgLL2u$Y{lS1V?fnW^WNYY#)EfiuK;j|_JFa@?iZp86<POk=KJ}9Fp0KRd<daM0~
z#7VU<Z2Pe^oCg@Rh>JFwOl^^!{YA2jecY`ZHBwa6km3UNFrjuyq(Yd2{n?qawvwnq
zwXw)!^1AHApyC>c2A%Yb!vmBiwSUzw4N*e#oM&FAnaP0BJ*F^b@P4yo5&4d}>0dDt
zID9XR#Hd`@y7l=6YnVNM(LV|``tgG_Y=bke#n4>jlJQ(E(I`nQ>nR@z)p*cCW)$!?
z!M&6Ssg{SWM&!P^C3+|Y5>BIJa2PjSPJng9B{6M<1ry{sls0S-8G@0nK*Bw9+<?tB
zWm+z8L8-v%+#{Cyh=^sAopkjI4B&MC@5Fz55O~|2>D4HrO(35g49QWjR*+1X!t8OA
zajCrdyZuA>2ng!>xZ`<jg=5fl22AH7ixLl0&r#w0L~2S7)HbmH)CmbN;vV)4S0nA`
zgR-eQBXAu}7*tXL+{z~4NeWDesGy95JZW{95r83@9V$4XaHkj})4N9=+*Gj=x>=#>
z6fo16os^49=||vbs35~|r&tmxUF@m>zjQ!UyoiTo#s<lihf5}#goBpK8`nmx4<g%8
zv<9gLi5wBM^@}*=+aO4FCV9CL8ySK);fJKR8O2GQf?*6*7NbMoCBO-@oZ}JkMxi|^
zQ=%{#coXEU(`<{A7bXgvEdipFMd#U@qB%6@#7$%)z+i!v-$+NeUfTUncaOfjO#+i3
z1T9IoFNVy8LM}8p$4&%rJ=Wc`y$Y%5ZOVD1cao<v=`#q&6|JY!AQ#GxjfVr3nJ*W~
zGa900^L^9&GxoZhWyQ&wIB$fQV^d)>$4Q+`AJeAR_#8AQ=XWG=BS!X#(oJp^$WdJ~
z^HI;Q*yTQ5xE9kH!ZmD$YLiL&9Dt01Uq{35u1%^Y+6Aiyl7DEgn0+O-2df~Mwsorx
zwI}~oNnB3jd6NZvyL34pLI3+Bcognw#lR)nRk_s5q5sZxmkx?vEN09gf`T%bfU1tM
zV8{in$(S`iB@r3}b11-psx=aQUyOZ17AWJEjs65&cT8|!$%=j8#A{Zxd(2n`44mw=
zHi#-y0v2>$mS<uKMC8|w>OyMS;KqJk$@~qke@a%|Xz~_NCjn!d+9G)%JFLyKD#yWO
zMzL*2(?qKw5WmaCZfl7VI9jM{s^OYW6jG}ABYcDTYq~8MAkDkYB4ySVN7=9;v4^fx
z>c7v7KX<BySdDy-lw||TJ52VLn~Z7M5M{pCI&W%xZ}X<yofHBP*x%FSZ7t!Wab2#A
z^;&RO{g6x&noKJ}d!athvbe^wm~?q5ORcl+qHE~!;i38BteM!HuWK%4a&TrSXf^RL
zBa$4%wJyUwi5@+&Q7R^!;?h*Cw6^blVc)#EJV)R$4w@;<o=BLYE<s6Q9g*=8ZcB`)
z$;h3r-<PK(8>Sq6{|N#{+0LNGa@;A7pA#w>yLM2*k1I?<&zEPg1zN|vaM#TC@6k|K
zd_;_jcB0N$c4(rRvx|)*^QEE6EhQF^^%N#k=KrDVn}Ra|x;A6mwr$(CZQITynb_9E
z<{R6Y*tTt3JO9Pj?zgpHRbTc+-*opmj}E!zLsEZdnSy&4SK;}VCogGsh1)}S4Cv3G
z2d|T;+Vl(1%fCT2u@C&<k|SHw1CZDocDc#Y5gw>>ie%Fd)25*N2~rCbC%!DxcZfX)
z7-SE8bD9)aUR{u`Q~^g3S4v{NeUSEmUJMw&Uid(Q6=q53nymTo#fckS*^dLWb>hRz
z)-mj(NBEL250)*1{%^?Ncptb!j!xWDQGW2;B&UHSxA*W>qcra)o?X=jk#eq3hi;FK
zPQD-|Um+~=Fx}7oX6#;b`D{5&f;EvVMYV1M6>{{GDWqR?s+c1)xs?f0pZcI4=<DmP
zdGdkV=2`NA0>=&<U*742<_mcrZzV7;J^H{u3ox%cYIP4!FpmTykFVh9x5gun_oQ)W
zGhb@^O-w9SXr=X@=UOx6L7~|E@^h}}^Z|u~XPZhfX~JyA7js(9di|=_I;>4%ZT>zm
za!Aw<Z#<Re@H%Ofu#a#k@@TA?&?falejK!<{N6g{x4+rHqS^*@GpyXE($sN33jMPg
zhJ{O+kXkOdb^OgycROG2<*PVqFUaZW3k&^``;pqcU<)8PpJkStaT)ZxZA2gE*=-@-
zA&Nq(G#pP!>GD!`{=Ly>n1tvCB&(Y1{HkSf>y+Qt(}MhG-aVgaE6FQQ=xJ0fW#_$5
zzgGw@oGWCs@<wOh<6Vl3j!EwsWG_0H<O_`}J#*7^P%##jm{S#+N>O0KUsWx*m=np3
zEfi*8yTtecQ-GCeiXeNjpoa8wF>H;uCEDN-PyWW%4yD!wh0ik~MmiCvM_@CPSI0(B
z;Y*{H5~+rHxuWGpxj3lOC6gGFtuI=PW6!&j%i%-pjHATmiiJm#r{R|ZVGtSKO%xUs
z1ar_3>sVOb=dO6c=tG?BYx$;vVKfX<d<M#|5<2k1HqXB;vUuA&tqvQW>Dgue;lNrL
zxJXXs9%FpTA#A*p73lnaifTX6yPxnsW4Xb6pl$JGh3(yB6v)r`s3z;(JYjfHwXZ_^
zC_ExWca3j9O#c`+XLwnW{lIU*d-#O@x3!hw!Nc6=!yE^-fxLH<lF_wYar;_O`{yO9
zVd)?IeEo0xS%}3m+vf+`MdsGH^vTe~4Wd~?>rX7lw^AM7jzdu^p=@APY@lWxU+YYP
z$2YJ2=SRp<`xEZv+3QW~-GqC^q+tVi%vP@A#_JJ}+;KC9Pv;K-#%B%+GR+KocEDNy
z%9pycVbloB$)x7|PfYAjZs^h5iQVJ#>rfnJ_12LmNr~%;ZduvO`u$I#Vc&qEPHXtY
z8O@z3WbDR(;rkC1)Hi6_-QYOo2J(fU#a{Y}5uqLH!?ovJ;N-BO4q|J1Nb2iO-QC2K
zPyDW+$pPZpt~9ai{e-(ud68bc-1FVcn4DfGJmcF;MIYmX4#!t3)dhI3er=9N0Qh$m
z_z&vy6%t2B8qDW}&(vo`5uRh2zD7{sG7c-}w)wY~et+PNF74$*>cQ3bhE~uItnQ?r
zA@~<dZ(;BkEyUC(2ky2)c17P$^{!*n-c{3b{a{uc%=Z-uQ$0e4!}mW%t<uFM>fdo+
zJDUvk!M|sEMkWE?>CYekj}5A6CCL606A0){7YOKI82bNT8}ff?MNEyItp6t#ozK>F
zV>EH+jg~^i9yx{h58+#J)cz>SRUMryP1JL(Y)P=NiPSzA2pmMp->vnZfGvK+NgyI>
zZ-41?hHCw2Fbf}__bvW-e~u2mPCk?9)40ZBv*a^2ZahE|Tih_UC89L9WisDCncP?-
zmHC1?M?Zk>c!8{_EXV&?zh;7)Pp<UxaI4R<?D5KG_JS<h+#rPxNAXcJw+7?gHz|@l
zFXi1bYsNyF<3cXluYddrrHA#&rb(w%uQeI)2na79-7QPliaL6CS0d9Mi?(LlGtP=(
zhs)4uqq`q@nofI5vIPI!UPF>{oq-KfTU|<F9OjGj?rPi%X1q7)j%ctN#^j^rZIFzp
zh8~$ajI*qF`1t<%Rqsy*C1^56HvzkS=9UoGWi*nN-yf5H@;C`QNT+klbP2p@4I=-j
z2Ku@NtRdt4>igYCp*##xy=x6p_z#c^@#lFX$J2|!B2J-*E=KGB(|z^(9DFw+73lG)
zzdw5=9Ke&~gk=E#vGTQ-{*BESpDca$L=!_!8p7)32g>h%8L$Bj=n2!LTv_>wM*J!`
zTRQ7A8&piU^!GB;id2QYTOo;Wx1>PTDHiV#zCn<pQvfj-`ZpV3{1j>o^G|O73IXpY
zEkeMe@$K5i#s^R%{YgFwvlCG!h0wIM!E6!n#K;f43a(rEomDPW*iZj2?A!EIZd})V
z1gaFZ=vt#4qseW~yjV?gcM&a|IG`h4hJphx`XP|8G6`@-P4Tc_{23xlkz!}=nzydn
z7{+T)*i(gNClHTRz<BY_VFN|fiR+uAf$%~87-0Q1ndj_3BT<&9)A!W7Y+R`5WMik&
zxutqG{`f<@Js5p)D3G^y7Lc#Qpqqzcb#qfSneX_!!v5qaukGO&2tY=uo-3?3{rQ`k
zHRy{#(CI_DWp6$!4{P1nsiTz6A;Vb;kx-FN1-tRGh+amAw`97gOT*r|IQMX1&ieOJ
z;%3BaoJm=Z?`JHK9fi#x+ab$V(+#az3ctG3p_n|)!BU2W{dHdp={!oqE+yc{%2t~&
z<&><~?wBv48nl3SFTNRtDpWmYuhhkqQ3=p#6=u9>ybi8DpmJ$se!)2RNBj1O5*Bhv
z*f!`Q)!&gBCc;}Wp%%Penk%A;vGZ9l(vro3EC>P#6MIQNrdY`UalGP!`NNvZBrvYh
z>H^)C<T7co5=6p3bdR!rhfq{A@u+3kW!O(Hq#58wGN+7kTJN#=u$upZ39O<!A(K&c
zqcnJ;`XeS=FXIi>!!MI;=#31r<|oO4yUK1)pV$FxgE=>0(yfi8V0<qAgFFmurD?t=
z_v1W}PJXdK*rbwZgu(CThqQ|c&}EN)2)EM^8@H&kki4XvGZ$o5VvA3<-x|q)P)8%h
z2@8<;C7Y$te^Z3*n;}WQ9{4ZCml@<}@%NI(FFcT6+7cq8^$J0R%!oWhm=987<p1P~
ze*`WDOlwZ)@v>G8y0&@q!($b4WXw2(#CrM;DXEF36wH%7kv&wpZ6;IVe;{0%4#nHA
zrQUK`%!k1g%W9SD+1T*>yUz`K$|Qu#xjKOfblz(EnrNMZDkA-+sjN!8heg@xXR-`#
ztQPuEQt&o#*kr(dgXQau1;0d-Fm_!-kqe9a?!pRjG~k))vpUUgadnp^$WF_(T&lf>
za*1H67#adMFg5!YOlWMu8=LiE8-}QEilj54SsO$#fgu@a&VyYVJCYK>mjIYV-22G-
z?ncrKG_@8)n@pIcvj*OF;FhvDx0u6WAa6lnz-@&_uu$BtI`G<;9X&IIJ}+^R(AGpF
zqG%9~X{GO=6BYXubD49df|L)2Kqf(kIoOS?5T#p2@IVQf4O6WY{oy7wsKG^z@JN-A
zBIx8Hq;G8#O2H|SWVtJ0qCm^kRo)!%8eMRnA+M?)W}l+pN!8O@Bj;ukt__F*tdptL
znCtH?(Q2G}=L%b8(djdCjITNvGiaRXMRqAXl+i5Czp!1Z+&XUL2rmsWc+EA9mu({8
zJ#>e#SLKC@x7^D1SyDvGkL75OYtu5QVBs?OsdWU*R?Wo#@kMuJT;87Vk;yHx*)cPP
z%&&pBNAiq9T~^bXW{TjMyHW=q<+p!*n5R`|BN8lMq!TSOrm6%^tL=N`mmqwI?YrQ7
zOTjK=!K>I&7F@32Oi5Yw%?05yU(l;9i5p38599p`p&@Nh6=3O9{XB2iU=*w){xqu4
zWh%6rBcb0^c@9<q0HPVp3RGnD+)U8FQn!{tGzQy+pL2&f7V01o=t$nK=*eo%^Z`L$
z`Arx~b+08_I~f7YGyW8NPnDN~!9r>LXc^L&bTmYYK!e*thMDY8Zd9}E=6z{t<@JLM
zV6ov?jOngG+}RV`dsN|OpSflJyYVZk=qb@%hmx0M^2V=gFxJF=_lz3b^p?Y>Udm2D
z@=9d0<EFDW$tI=aFyU|(aKD&|TcPmF)00rnyFdH+ZnJ%;=sfx!sjL-M^(V0Ab=e2X
zMVz93!?LNL-3WAwL1qKyvG5*~RDkI))WJ!X<R%ixCxu0wOA6GEN9r>^v@}SPsst{H
zflXipvL$w-#<DD8Or6H>$IR5B&YsjytXTF$l%7CJ8zaWY@B+)d$&>cr-xI^A??iLP
zUPZ|dblpdqI+!`2!5ee$^vTZBsr2u3WuFI23)@MWi39CgA<-!;SeCW0T<QduMsVQ;
zUoPf)<DNnak|DXms(97jXA7D17v`z;u!}*^pFku^!C*|(v}c0SvXH@^c4r_^2E(|;
z>38fai8%evr8IdZDg|5T6{I_WQ|r~Y#ZuWP0c$j!6GRz{?QO$DT+N7I%3d6=hv-`P
zyz3UB#8BKpk386_8#N47?~CG>blQ5djb~os3^uQNfBeo3Ws8|SSrfMf!3SaU0jpuV
z-aoQGdWD*d1D~kO{F3_UonzW__l6O4b8ft~m2Puk<zrj!j8>=-Bj!o+t~56`SSw6B
z9$W&QW$ftmhwe~J55Dl=)E>`%Vs%Y;wpd23{m-O#NlA=2=)8I4DEPlCqmI*M+u6K8
z{g(<s6el2LYb6K!hr;Uu1(KA2Q|cQRd#u+O3vES47=A(NXC)o9fjbC?Ds+=T3b?R9
z9;hC3(XZffjz<RyV*C7(m_bLwU1hp7{3BB7yg*@7#x!f4N3_|Z>q^by<1e3bTA-<g
z;CG>9aGBpVqwsM)!S6HTq*qnw5O)*_OJt2fxtV}Ed@Enw+otNOGPv8ve?*X4H%Th|
z<^<c&G|E*=U)p4210Qu}vw$GHO3T$GfRB+O=@p6~o=t-=SIpJZZr{`9s|4^k5^Va^
zH;n%mPXtDyAA@m(C<}*7A2W6oEks}1eqUArC;u?!4RR(i&Wc!n-reVjGPoVB*`39<
zH&Tzum9@YAHZ~M~VOU!kmUUD{wAoQWk)CQ7(nZ{}`uZr>Ty1dRgFgzS?kZ<>H7Y-0
zW<S)=^Q$@sB*Oq84H-(jzelE#jr4biA;8n`%9f1$OpmR9SO`@=(jGt%`futBNCp{2
zq?q($z9C?4`E>sDFl5E6%Gtq_C+mp^P$x|;!=h={YITUy{ylWKTnYy+h6^0`Ogx}&
zDP#f6oMTCLSzejt1v!eAhmS`!*76Ac2RSUNQnRQ;AFZL=3~<I$8<w6Y1Z*?$7bRfO
zhIC(kyBQMJJ^P7xYD9T`=9*r=O0P=3YL>29#T~Vc;6ZZ#&f~=9Mx1L3b3%QL8j&~E
zBCl9LC3Ia>xmI-=s%b67=;$;BK21C&5)Er<9o|UN#WJ`O-nGuJ%V<K6%-jW0+o7LD
zAo{j5{*RCzk`C}%wcCOAA32f%l$Ajws-<7dc?uPT$K5QcG0s)MekE}t_JaA{(A-Ah
zxlSsjww|}@Su|>-+80{J)Lf=zHp8Nmlwjl?rBDKW&nbFD<J@FpOxIYb?!vrShp%IR
zE_nfheuSCvc6|+SBIu9k?%>WD0%yxX*`L&(^*~o!!Cr2^5b%`|T%29-2ZWu+!w|tn
z(bDbi0YSi~1Hg96KzD1A_x+(`9`3ayixRysP#w|vnPHjcg=O)sBdH-ugov7T+g(kd
z-UPE-oz8?c_YS1`+H9KAlPt-K1w4*Q)wiH1+hZf@$B0gC(F98<kEVAi4BGBYb>f|_
zTq56sdDIGMK%^uN+z?~2vn+ian9E1YM?*K>QACWN#3~;n0>uhKX4OQyHZx|mg97iL
zjWxV2jdoqL<HCEQG(SYh3e=A!*y<{W{x>!@&;k&dIyB7_Yp~5`O#bZvgFgzI8QOE*
zt{QbR%n*mUaF!&*a9*6eu6nbxeckX|D24~8izA8Yu3HZ;LUQ5jAFfN-E{M_#H*mg4
z0CVdn)joFNaQCNxPSeod;)Z6v=Sk)G8a#tU#)CJ#oeO`5NM^aC!Dy%;wOywZLs6y$
zyaZobu{PQ4G&WAM$yj87z0V<`SSW_f?ks}=ZW>VQk;t=T;o`duZdO#r%{*0SGPhlk
zcCzRILWho&oogaQVriyQ^)n~^y|2Ai&1kUYi$if@kf)-|9o^s~zm62R{U+C^nD{0(
zx~Dljijc?Esg}a$NG!=7x2O@@I?J#6fnD~W%dr5KXn&JA>A+u-7^aoZoQKKJZ2*3G
z%e>hpA6r1|o{Dz$2a7BUdAx~^X{J%PAp?Sz?RDsZ5tUjC%9I4qCS7z8BX9;$Cdi@K
zwKzD)4H6UXikQ?8F&TQV1o$#pk1oa%&J3%0asS^bkpsC7TjqlIW43;B!fvfgxP_L!
z4(=zR>EA7+l8IhN+@eqC)&4Nha65x0s3%)%73S4C==DNX-!37=LV8r5;?0MmE)@&S
z`t}&n9L%&#)8D$?_?jeU^qk{#;@8J%j8*1>QrZYa%e>|GA*DSHBXl&wqdhjJZvOxj
zm={9iwOOUp5p7P;27M`JSHJhVXBqRQ2`D&+F%jqbVlqF4NVw3q*ptG;MxEc4g=sBg
z3D&UITc}*x^co&_<sb}4y>_QzV3pM+lyh6gld<L3RwqUWVhhvR+3Bs#<<1*2rd#VA
zRVWf$8f%CuZ8PXZx+6BcyPV~E_R2py3P*G_UyL2Fwkh;JZTOgyZ`GwUG5mkVK9N%W
zua@c^(QtqAF049}uGc9`#%tP&zacqJc#XP(X^uD40|;NnfFz5S><o0+IhqB{{=}~|
zREB?m%N-%V^psz_7?y9MRkoIbT?Q>|lU7sC;ToM5tWV+)OFQ}g0x=p!D{r+HSl|ud
z7*3w1SQi<&vB(*uXUtyb=@zu^8X@K58A=Vdn?L?$ETXN%eAEk?y|YV+(nB9360Knm
zil5%Cd4MmnI^NSD953z+;*mP0_<f&Y*jJ^p#D-i_y;D_!z%ry4lsb}<F9{#lI02~a
zI$d#%=u<T~`xAO3jfeT<UpDGjGGH|*y0(=ZSZOiQygxEk^CY+Yxp(H+tBXCEkOb6B
z+kOOADG-lb2RzN$;F+Xt<aDA{t5LPUUSd@bIA0PWSlviwx8ymeSxF_hC)u_IPd|;F
z?;mz><;g4c^aCDfBDBrIM9_d?^QNWimnc2zr;+V9!W-@I&Z3Y7&Il+XPjZZ4t0nqi
zP(XYDL+OCNPVs;O?qTmojp06D&rrMvw?tnL_fD$?g`J<#tHtFL!ycO3XV4}Yvnp%Z
zn8G2IafWH+#?{HkfX;x!ZCQj#Al)>fjfI*uLp~!7JJ+h)PNGQC#t4dV@m&)Vshj{S
zh$$Yfxzb8FMn)!;2X$3qHIZeC;36RK!2?8PSaNvW_ZbGkk|WOHoDiT+3CTUfP`{4>
zeqRuXekcr3bIu`mjL%j)p+P5iQE~)q5P@ba{aMygV#9=KSZC)d6;Jkdn>p%$ipQ`H
z23}wZ?i)@e6$M4H+J|-T>gXbffk?-sJlQ)Mdec0O;;onA>plby!eAPz7oFGf&DaVQ
z?u`Ee2pS^HoN6=Hsikf50izqMxOh9ny<%bwE7Q%wRu+J=sSGqu2}7xfYpuwE*dsAD
z1Xd$3b$q3;9S?1VY~YLkl1PPxdQ`7L<z#lO#=bc2*H0R{j{*EyP0f{3D$<xJ0ApqL
z*IL?D1*jE<dk-WSDufxc+eLr0{v8-Nu>OUf?OTId;XHuH=3aU$SC~o6nK-?Fr2x~i
z<nw|*mr9w{_zBELX4Qlr61K&S466Q)XvjU&B97cp$)J0s2c2+hxJvu$bqzgocSL)y
zU29JQOFt*QMwhE?M!@p$F{a;vnA>C7&Er```4(<W7G25bnR-=UuFVMoBNii+Z-29+
z#dxZ6PSM?Wy@ioAqxm8l;<`C}Zf5I;+<1$_h<#4tTl)DYG>w#&b#8!bsldjS^kdt^
zNviof7J4e+=$XmSb4@W<wl>+=uDCUT^GPJ|yUpuVu`^>;%XC@M0o5ryQ4HllL=tQ`
z(TD<ROe*e7Kj;eR$s5F8+3j~s{@tsZ9ynARILVQ67dVdB5jq1DC2FNX1iGdq1{0Dz
z#pw^T!|uTn+#Sl4t0TLYYn(A!I8;kY__<7bt4N8^Jp&A0xUp43rYQZ1aw|orzG-R+
z1wD$e36j<MinOCyStt5+Q|F7WszKmRGTee3*I$1~D%nn84|OGdVj_8ak;h8OVqT+)
z;w3THu0(yXY+^QWosMgIodd7w*sJqap;f{eEm(jB!z%2=FRkf@9?ux19b?_<>nQWf
zI)~g`bGN3){JFRIuYb$h?;CMFZ(oUX3)nfU%=()MF$;L221kT-DILNVvX9VmhJ!l1
zc6O7f(c!{*MFQXMceg#UTg^aphA*VbfirJ8!MgT(?eq?Lu*3fDi{AEplO?h#KqjvD
zpB&s{NR04x!FCGqkGY<~LePnjIgfo*dXp$JBC0M?Ie3m&F|LS`zj-sQ5v7VNSQN(+
z4BaUoY68y6-sn->-}SyOM2<EOQdL*>-zD6;GpsZ{K(}gJhUP2ASX(?K;lf+{&V#Tx
zJo5KLC`Pw^!l32ZskD{3<X(>GHQ=+*^&;{%+Df=YC|Y&AWv9s#iNYIxWP@NX^y{%v
zi*B_t70aP&_S3<^6slWl1&l@a&gH)Lgk<>)%MYb`bYmC4-h{rjjKp&1YrxDC%g~c*
z4D<|VMXFZyc>*hjt+qGBgevu;y+l)&`da}wb!o!qD>`ROK%Id3TAQKbg2KwYngp8}
z=31_~uv-yAqzz~N-@01g(s<k~B%B&PUZ0}}-9kH5C#>5Iw^}<>Wv$dxD8NLb`dJ7|
z0m^_DRJEyJEIhvY5dk}!9{wD)=p$1)(pO5Y9dCftshM8+>1%(#E?}(#EsL^Y2Yz0E
z!-PNieEtC*1U)}~&M>TQn6~Q<em*#V-V;|b%A;_1<4?TlbQGU8o_-V;&tnu55lj20
zVy9SnYif<HdwKlK^XA+8l^F%{@;<8HpYNYFNVIpN0p`{jfN?O99C^!M;TdHw*3Jla
zL)uvg4c6D%k-gX#+KM)8$#fhmih4P40Oydsr&F`XxAnnJ#t?zeqTfJ<FQQ<pt3d|c
z4LSw^o3q#VMN2kL&OUEv=Usy5j#m2Ybv{qwgA;pU2#?bazHb4l6B92M_o5M3w|ebx
zpt1FHnD$M2i491s>xkPbvB1eXwSScl77Jweblv%8RT|D{<VAsEG+VfgI(z#UcKWNn
zD2#uu!=!@rl5X?om_Ki5;o^?+TGZ|8b?yg5qsu8u!fW-x$%uDz{ofmW=P>8tfgR92
zDHq1hZwy~*MDN!Dd@dLYPwibxA`AKE-ZStI>x%CMTu#kn9on~#)L<a)E(Uw$)1Z+-
zA9f2%z=|#&S8W^`!uoluL}d8tFH<$nC{7doiXBvOEHc=J^{t&5jL@Hu%kS(!`<&Z<
z4;$OvafAxm6M<%WJ@bX}I!eo*<yxAY2Q{8=ZrZ~0?GLjyd{GFR1=y<tM$sXDOKyy5
ztFbmul-d)96$PQeChF)f9As-^p(FyQP%O9SiC$E$ELxE_xK@QY^Ye1VEQ3SZjZj<M
z(vJm(yb2hfMm3AtlUK5vRsr}EY0zEuEEmaP&*fjz<(P{wpbboG{)C@vv}^2myS&YP
z>9<S2aC;A~lREkS!x%N<+#l{+yuBj`N}c`l52!lN(=FIb`O*nHH#q63Pt>A0;TYtT
z9|ix90q(RrK#OYaj+PA+2&e(-zq>>KAOD+^_mIYp<2n;kz>J}@38E|oPAtE~d1-A;
zr3`uw)&>DhO4cD9MkM~4h5GZ#jU6SDjBbrTHsY^#!k*5X4~7_tBF7qiT4=-8KSg1V
zI@;>xFm3Zppr!1#@;o@PB+8sJx^?!Xhcx>-OZnN)s+FNl<=nJPfWIg_oJ;wOZgGX>
zVhFTNS!42gDU%Ig3Id?w=E$?rE{4QM`lMW#5l1ZsD&$e3)HW#+RMse-W(@$USijRh
zCKgOz&aR+{g_S}@TQ<;iWQ7sZ=U)wB)*2zbd?Bt*dAqz+T$ugje=P*cU_I%1L6;If
zgt)fYQ{P*$XDVt~ZJV{ihKB|A2@T_ujxY<qx0hwr$pxZ!2dm<*r^^c8$13S9I(c{c
zKcDwGLJTi3eka~+$%O{R8+s6I`B8jBR!<VOvEsXH73i(GchQosf!Zur_t!elW>*(U
z_-tqe$EbUP-36C&sH5;7=J@y6)3^;Y7h895nFP(i)*}bbHX>=)Z>#QkQ#|H(;%!5K
zyW)r1RAQvjvrS^rsaB4WaI?rJ2Ztfd!<-x>D=%u`49~@ivSQxsI(Y|nCVo_U_@SGn
zgwEr@W)C!nW`(lhOtmyjPxtLcvGTYd^@Jr@?m|kywO%k0;>1Y%PXOoiSYLdV7xc6=
z5!%mCbvs)?jsm^G8@rXy{7Cra4Ikw352kV2kUE{C?Vmsq;1G)5|K@Ok>C(N7L-5}-
zDv7LNTFxfpwGvd+7Hv)W=&UV!n5df24)A8(p|yr1k&c6T#2WTSffqZo2i=<6lx6F_
zH^5s#W*RWLf=X!z|D;h5)3px%gG)02pFgZ~hC#4QwHKt0I}Tc{^4ODZyBL2dJ@u?3
zS#0)*N3++nL-zt5n$j6uu#E#N3u9e}q?ZuopLSv3E1Vrx+gDK7ouYZ_+O3@k8K3B|
z`*9!6d(!7Bc<EiHdxD$y0f?eBZsumxTsXk{05>9}{{=J@P1{%TW|s84{z5{zvZ{$E
zbcRgs@)8<nTt8?lbQigC1Df^%?#B1Ree-wB44BX-TaciRi>Z?pk$_b8XQT+#s7;jB
zc=qb_BFiK~8e>AXCN(bkl<_~WU9Rt`2O<m*P}4t0Hqn3K?M#jB>`aVJZC(Enb~W1e
zuKQdl-_rmkb6Z$d$&8$CMoqP;EfzS|<Se@4U+rr(n<=Dr$bQUenn|K<hJjm2pCqQJ
zB4IK^M6Ehs_m9!V(b3V&u?Ohz1Y`yAY*A-47H0IXX_K8vF^rO&njs37?Z#wOP_2(a
z>g7en#o(2{tFaQPVGG^=iint>SO7Tqh%e}%)&8QcQFcn%M}U;-5?J(+pno#M6df8M
z&L@;cL8IIzxG#p$bQh8(l2E6!1dBsrVq)gRrLpctnkdr5X^^d#>XrMM$)ftqh>gSz
ze|{5aj0RTv>%0w>7*ouD0YH)a{pw4BA87Tw$5DWL^T_o8q=aZb>w>b-!2&GA{S-L}
zQII^n6GwQPtnM`<d^?J#X>S35g}af1nWA>V%s5NJ+S0sVUD*{+M}i$W3MZ5efBZAx
zBaNgK&?qs3OPFi1$$RP_#ZOwZ+(lX_{GN7_{<6jk2s4P1q@I%Y&+6DQ$vk%(hxb92
zIU{d{pb^oj%W%2+W=U~$&B0CCl0S!G2RtK3i+<VSlLNJmS7~tQfYilkfVm~}SzK@>
z<Ic!rs!;DW|J=P_>_2#M=ug&Cejmo)9a?y^XTPto+7G?e<fgd33XloPvYk7Iazc6o
zc^xGf>d!(#zlZiMDI(+q8TJbU+4<<$?4W1seJ9I#4}^t7xIjNK`NC*bj*1BaNh3M^
zPGyCwhLD3o5VC0%Cd9w0H<(Hao|^^LZ>^YDnjPq0paT--f&>`_vW93o5edKH%Y%yq
ztq7w=cawEt$dGN3lM%|pH{I()f+=N5gd2lO@3T`ngl-J>MwB*hUMb21TXK<pTu{Pt
zq2;tWoS`g2l=Nea!9ZfE{mJpxTsSflz}F{ay6w<BRTrv8@F<M6H@o53FW6gnqQziz
zsYxsJWPx+Ou2R-=_RgzrVE?<0WWNyJg-6p9S-fuo2m&gCfMS6KaiU%Y3G$85^;4zb
zP2gNr+M~TDJ-u(XX|K_o9HwjG#Df7ol0IcTdM_a-(Fsz908@xsCTBF_s2(i^wlwrW
zP@ieMHyLc?TC5B02-^)~!M-Mr7eAfjFE0dxC&F@jtC_T{H|vBim;XM>`fC_u^1ktl
zT#Jrh7tW^i0X2U^A~O9^dJ<(u;X2jqi~tW_tg72Y4XWcMX?<d&!2F5daKSLulzknB
z8na;KOL4xYv5_p$_hZXhAxQbxk<mnp?)NAk*xnu2JYQZxg%#K~9o&Hzs-S#^FlLi-
z_t%|}-838hySlNCWKs5bLD+JYtO4Fh@{pM~oAAIPYjjcW2k5*?$gBL&97<0YSIb6z
z3D>n)F%}i9iEjg4e2JG9A+*ZbblS%5itEm=Qe8WjO%iCk1gd`wJy^HMhg@e^z_B+)
zQrPOdsHXYC`emCJRn)nAikTuuffoGxZ}PoPhgQea9eVL$9QJKxs)6-?V;fGAgxo3W
zaQl*8Eds1P!GQbMs3cOPLYw0NW18g$JCk+F<2=JjKHsfxOD^-rIQqLA)NsFGWpl%g
zi@1D!*kfEJa#gjtAD86<0c-bKdyjL8-)REI3Y?cZQRS!<37?NH@D%{)m2Oh$I(T$T
zupMPY-hN6>Kg*91i%;zSP9$$OWfcE7Rj8>>1>I<vFChNtnMTK6MU3dVGKt&MH;?Cv
zzKRHM0jtW6;BeoWkO81QZ!|6qzCptp4BpXH+-Y)M$+~*E)oGjErn4>RN`-{Km)!0n
z7x98K7SUrPRmWZ&c2C90qU{NX=*pK?2ah8Tl9yPxGAJFB&3`BCw=Ixc)#))8yS=u1
z_K_CDSmbB|UQ0~7Nxp>A2`~*aY=QJ~EN1z1+L~Hy$n(0kngq8fhWyo`9hwpzZv_j5
zF(45q=wjDu1mdyaAa*VgHiejhBNfSaDx`+0^K-2q7O*JsW=p+P=H=Ga?v$acopg{}
zdo-JHkV8>SzG(9qA=URqieM_%uw?f$ad7Rh7GLpm6UA>W_5Trjy8EDI#<EVpBB6es
z%A?^S8WNqA8V?YJ865S$PS#MZO;_KK_GMZ>X7wQ;+{6bP4mhFTOn;LImnY=~wSZM!
zOCre=#Fzk8b2?-SAA^_)T{mlz`x2eHBZPORr>Ad`jI^4g)|il|r~GBydUTvkExUT}
zL{Ml-dr;;46#vsz+mfLq`#9J_^6o1*Vz4tTo%fs00wx!S%%PT655c0H-B*|wUsaOZ
zN^7ltKVOKo8j<I0A#+9N)kRo09=Q^>nNWgg4w>S#1S*lr3Z!HqqgHd!)*&8Pz8|{4
zb2o4Kh`n>;ln506ttl#s@I`ZomJxGG;d^hOyX}e#B|Y^R^h9KBkVf^jNRx5Qg7uoC
z<#=l2IBg6pW_lRCMIM5g4LzDuC3V)pN0;cCOjaFS(4^fIqOk;<>u5`N(kiJWw>Ulq
z0%ojYoQOVxF0w+cnf3YZ$&BsGXJNGtTY-|(HtZ8UXWcrflM-rXio3|twn3^}5+diW
zD~z9IwQg~SEC26y#*3K(T;vsX8m`spy>9d8F}*p-egVJg-=E_)zqnLC(PSnL=w+sX
z<U;syM;%Z%zemAF?va{K4mvCnAG1S)S+@|or^f_-iJ<n-s`noY0o=h-qx+jNw{|O$
zprW%1Ehmbc_=qA64=1IfYM(FI4FDH<0mC<mY^v-01s7P4s>zLjYcs^`1iu!>aM$Rd
zk|q{7Td0tklnM8)hG-CGEB2$&?(uJ0*WSt-NmoN{3v>lOC^piudSS5`ETlewa3=Sy
z!o9w=kpEO>@81Uy?pe*Ko4)YK^Nyu!N*38s&RD_-v`f?*)1KfKD?jWIa8soB#3(64
z^qoEF8Q=cXLHsO97Ijl_BJlKGQQ9_1y6Kv@LkH)lvoAlEcNa(*sX7qZU*ak!d(y*~
z;wgujP+09`o+@CD*U4~B-!FzcbyrcL#IPqJMr~Uke830L0M8X%uIeUwn8=(>A1{o;
zsatoSrx9~Jej!|z8PJAfY7iNrJD$p*b*S8}>}&u9?ey2c#{38if<*`K5{xbm`8y$%
zW1W%_w!D*7Q0bBa|BFZRUgD#YVq}%vb$3}QDRcJ_$SqN5XFG_?CVJ3v;`YUQdEXWs
z#0)w#d-bR&NCm?VYiL(b`dISX2OwH7+Xaik&*ofY{ed-&1H_IxSU#EfPl|d{u5vK~
zJ3rUZn7eJeAXa=WU?+aq5Qnxm$Jgbo)f7<vML*v$)I-EmRLNPX%ekIA_FEJKO6&3~
zl{wOG0(8RU1FQ{K+Mh-7DVD=RFl!XwZ{t9NZqFa26Jc;v+;0rsap}R3=pFPJ*FY~R
zn|tWV2ODz;yi>dGh(+J~xR}9E$oBMyTU*ZZV9t$?dlNrogLXad{B1ntA!o<zsnp^I
zV7k%gw?C(AZP%K!G%ci3h5R9p>ARZoL-?P?q$X16n!~@ys|OSyAmaa4OgcJvn7g=I
zJ39QUCYv?w|3y#3edihqyJ20zWjb%|{i+e-G_%$~lUg7e3&ZH{Q^Ie*TS|kIcEE-E
zxRD&csaU9K(-&w;6H`7M3`cW!a&nrUXG3Xq8k_<>0kP0+OawWc669m@0V;Y=j%1&l
zDDZT0n!V@_J{lSuLZ)KS8tAv<B6G<Z!XqGQ1cs>CH-3Z?z=BTHk_2WY8;1LiWIK(W
z+-I)@Mw-t@PO$EQ$i&94;T}a&>+nCZN<ahwX+Q2ZC^rMKu#JsNQlkMS#TdDyIM%nN
zR5t23W>i6y?%%I%KH|7qd{W;{^9!21S0jVdB!+Dxl;kW)k!x4t`mV^|$w1J;0bZEm
zc4Lp(ZJR&Yt6O<E`S$a8nieFScDnjN{H19|F4&N3aBv;e9JqAx6r5oVPpO?`H$z%8
zm&~mbg6#P~^c?R4#aI1LibEJV`r1?Fjfb!cuiA=r$LV-Ya9V{_oM)1F%#?aeCvBSR
z)a1dhAw#pGZSts$Ibot&2ZmyXshNNqe20O;#+kctvy}TMrWdYPA?<K3k^O6(z@oqB
znkfKC0hHV^vE+BDK@6kibY-iE8V|>k+7vY<p6ObpH&Np9Zz8KAqyevJu`MTb>^fkx
zfnlVV^v!TZ{y-1)&;p@cIzlxyy|vx^bc{`-DY%DNyVa}pb`Y)Dy_L42Bg{ZKNv_y2
zwNV}A5EGBnGs!~>D*lEo265tA2@o8#iUW+l&%b=m)~hc`;@Nj7m!V=)l{U>}5)y3X
zuUqle^lrGYElBeDY+0tZ6d9@@W*A%fk!#2%tZ-`O>*3ErpMry<MvXJ-;$qUsIp8ny
zA|)22dmrVCI*1VePE$np&mrJn)NzMeD(1g9w2yIa>`KeEA^iRDC1%Vi``zf?dfWLs
zHeZSa-?e2J4yz9vUDx@fUkawODkA}x!ol90)!^FP=0bqmsvsXmIYTjql=Vt2+iHq#
zwM5CZCfmlF{B3wY<^;TWJ`d7Ma)tp@wibzHX&QxI#})|P2!+&#SvBi2_aKxdc<-{h
z!%5(X$OsD>II7KeW}g&|A(~8m*MhkPy=Uw%1@!Ew?2lbXu~0SlG(}>cs#lVPmPwtM
zT{nspAB2F1LjXjDO=v&?eb-R8yp02M-;VMPA`gLoDYHR4NRKD}1E^kE$xP<Y71{?=
zt4gFf8mvx5`_0lk_c0nd>=@spDmi><u5R3%I=0^+Hrx92UQqPJ8W6(A+cC_{keBpw
zjN*uEAfI+e##101R89c6AoZk}_g`b${f^0HT<QZ4IO|d<lPa4{)ZDj{-=0A!?Gs2c
z=Fq|4=O?5;BqNk%$zO4b3<@(6gVKY}d^y!Oy|W)oX?EcQ9_N;10g1E^cemJvR!@TB
zObLtHd@bEn6oFNQMQevHy@W;44{K(A*7_A#j{cPrR@#8+5JTr%^gn3uD446$D&Q17
z#)vL6sRetREyRlnjk|Fj$9(n9CkZyvR<O`ZOoSKdt=NmuHgDBI)D9nKbE|m>>6Sag
zP|)joa{l@O-tmSbPFnKvN;W<bsyCGtGnx~3!NuRzr5Ktgd5jcXPnzuPe++__p7sW1
z`4->-x9hlyl3E89`dKnT_SJ)KNa6}hyn7VBw0o%~dR_L;eC5-1qMH|H6n-DuYtpWC
zR~b9ec#1yVVj{T3{VK6andsy=)-#m{4i(Ml9G4yZ{e*hqaBT+MpluZ!1X+z@?Bnnr
zljnmQ@sB@49LSMpi+Bv2r@pp5I|5tgF^V&cg2wU8m}Xkv<~NN$6XW*@hD|MSw3Q3y
zN$HLawt9MBbW72ls28nA@;Qa-(6?oDFZoq7B_S2vR&%iE%eQ#{0yCBH-^cKYnQ=Nj
zPV(*ZHO<x=YgdM12X1*`H%z!4m)IK;>Uge$yOq1jFZZ?^&#a4nVP+d@{gowbjSL7%
z_bs|_TA+f;9Q^qUvB7@rOM1fC{OPaVvjUMO4!S{Ctr5F?2WD9PniYZ6Q`mP-w>qop
z9|f-MR6VRUT^HY^s4s(t$CAH7#b?)6H<X0FWw~Z)^7B(X<<Qi*gj-<KS=EzWoN#Zb
zl|3cS7*hzoVms&Ifz@0C$*ar1<1+u!z1b!cCkVmE&cv1>&zU)vJ=>B+Nngo2R9orA
zyTWKmL!L?0SFq(K@Wu^ADiVc=Hn6e{2WSQbFppQ*7!B|St^QEGV*cl6b)4h7DGUz;
z)JYEn^xx9#%<WCg&CJZr{(V&?I=-$OZOA`{c_8u><lIF}@gAj~S(TdF8aPwjEwr>N
z()<jf$_c+=#qWV;lYCrvx;ufSf)U4-)mfdzKvwnXp6@n7S2<+c$=JqP`Ad68&U~hl
z-0w1?_OrQC43CH#OD{!o`-)C$ygJDFc)MP>Wyy}Jm<oj_F^cn3=Y9`9B%>BF#bFvh
z%0K#0Asm@$jUE9ix>Rm9iKGVT;Xwc^rnG1?fyH`tY|vT_GB=PngrkO$A7uh>)3}dN
zerUS%zCtfa6kOV9a*p0K3skYbY#2?=`RrA#I?PB_tI3G*-3AF3Dsy-!EB)|1{`*}4
zU$WEXi-yUM%}|6D2gvs*(hEVxyE6}Tr7t4)0(bsD{g;~~-EGt4`k~%2G>ebsGFk&<
zu%^$3G8Uls7mjhgGH)Cy3@rD73flV^`(C*#und%h5_y2*ey+Cc_+dc^%>~7UH=t3e
zgy*MDn*q8EgBi-kIWK`PYZjttwpiogKPOG$x-h36!s)XAqS)lrMCgpCH@-GnyA2ql
zM2Sb$z#4h6UCuCgSVwMOVnUYN_{z)3^^tp|TNlyU47@=%{S;?Z0sg||8B!yg0^V>3
ze|!#~c1GQ^lzgqD#W}+nAbR7!y-@F&KzQ=z%^{1{osvy`ue7Tz+4SP}QWn}m>e*M#
zHuO9(76P3qDzy36THlsOva5MD^2+R?kT8*mc+l)6ba+}c{|sF?Bwq_C6A!qD`_%MP
zj2w3~W&{-M^WcX|iyd&N+SZLVwO`YfVzzTNweM|EWV;-Dhv9spf*OY>o(H7`={(Gs
zu?;nW2n-Q)`V9~`u-e!1FJOntapQ|)d3A2i;W+S`xn6mP!FV5G?buYCmp-XmI{Tp^
zy>3h{UQp!OTx-)MIbcX*MjyV^uZDf>jw*~7P*lBVHLl^WsdFz5U3*?LOmujky~s-}
zUy|zi=ozUHs=eW(2*zpt3ade7GR=5Tnsj7vgfPn%n1=!Uwz30o$BIIi69@kZccLiI
zCwl7_idehC6e8^tJ01{EI9J?_4?<=%=xUP>HHywaDJVq(5)yNuqDF$rd}ETG$~90t
zS(saT+)0*&SKF>w!OXkqIX!tf_jd8umV0Hj15yXUfl=}ZDbaff#BJqQtE2(zDr%^|
zLFsoNtyHu~0LEEG=*fyS9E*@L6IMwOclle$OTlSVpINlrzG(OXV+sOiP#nCzy6^y-
zxcKucT~U~uUNFFG6l`~bFVRkx@=w{OyTc?xArrAQOdp@{@1Fc}>LihKVukjegM&#Z
zR16>e_qeiSz=0d`Fj*aEsLuM}p-EY)nGvDU3D{BC0%YxVPyG8_Q%abO-Sh$5y9Rv?
zu`L%#BoBXRHE-)e*apTr1BEtt5YJziIObaS!L}4=cTBJn<uB01nD8IJL7KQ6)y#+D
z`MR_Mk4GJlzn|p26;`uV_y!>ywQh=O(1F$M&5qoq0MIyOS|C>&=;iy`Ff-$=h9=1=
zP9vv{TObw~y28FcBEfUvA!D`f#^3~rutdroY2t36YRPIeI<PXyII#ERQ<1C1-d%sC
znckF#So0+^=$1@lK2j{2a1=GQ%G5Ops35HZy_S_LGsi82c1h>%u@;uwHH{Ar8N!O`
zxoc?@3_3lOHYBcgCD&g(abY_5#K6(IkylI(GY|5N;ZVT}mo9lywVv?Q$Oc(0v4n3o
z{b<?tnbRh9>+2*2YeFF`w{KC!*CR^pK|=JEi8-a@pOMw$w8`7XtaU;sv6ZUImkZr7
zm7Cw#<$;b&APn%Tk&LC#5wzS)^kRzqg9AaGR~h<BnO2`S66-Iw{$SBcXGoQ?%3$S<
z7B)uJ`K!T4m6zC12cUGoMoAluSD`=r(<<m!+*QskFr$*VQjvRBeX(VpQ87+-r3JsU
zM|qte%q=Z}w;0TRhHT8ad4$K3tc;OCLRMi8WoQIT30^so<@=6YC{=#DAp@h7$CP1e
zmsFa-?%B1n&nN;~-l1A%ttw`;zKExXN=@Hjb_An&{|Hg~2DP1xJsrryXq|!5YE+G&
z3kWDWwyC7(=vI_jI>lON_)W9Pe&$-vXt_@;K*gEgOQBYHTfD<BIp&uB3hmTs>toEd
z408MJip3B5+X=}Hc(x)23K;{rJqn7;VTeydecaw~IOf*KCPb#z2$Nzyj;?UoxQRjn
zc$deiCBr_`E*Wwg{3$m!%LcXbucmMZYJO)=0dLMCvE*?%wr_$EkbHhby`g<U!dpRv
ztf6u(AS!*_vF+Q|GyI9xD2|I^@oHn=je0@~{YWH>!Ur8&ogmM61LsgCZGZ?PMp<wX
znlr^W^e1)HS?=0tHgMa*=IgL_%BYP&Y7NGA$i~-6s-syQsq!XYzKYo)v1+Uee6Za9
z<$j4A96_i<2y=rFCnw;mA)y2TWZbx`66zM3evm$0H`D>CzfMz^ACG{TgC1k5VE9=Q
zQx!h55<h*-I+YR`18<2Q24N*x-?m}>exU@_HWfA`tE+ilCMb<*IiVyh6QC*;w;RxG
zQdJHb9WR_VJ{axE1_3RzXVE{Bt(g40SG5FF^Y#1L=6v~>1<EU;yidcqd8&JQsJh*v
zzEI*@sXu~eqDHGKIuCno=>jR~Sf#FnW-oQ5!`(${{GoHg!g3l>D=&>4+zJ84&q-pG
zt+1kTpJ950kpb$^9bfUqsA|{eo=s(M;V@CSt=+RpB?odt^|8~%C($}8>Ej&b&#ehZ
zmOn5P+mF-$dYT!Qg`AFRYPt<)=DC!ru~tc0W$?ooc&vyTT)Bow&Wh%RX_^w(D%Vz`
zxeU7tM5sANqEq|fXfSl*U`&pT>nR4++N9nWa0S(t!=PD(G{}kmc<<hkrTEy;pawD3
zZ;=F%S5#!n%)fP2&(>~Dp?L7XDUD9Rl92l~b+Q_B%DC!$m~_x@!YdVXVZv>kFu<hP
zxX2@ML=#x*HGIp3MQB)ssDMS!dT8z;cseeXSha7emUtf0=q|W#jGVbEHF9=-%d#}*
zciCwn<p?R|D5RvJxNz+-$aIm!oI|3W{z8<py`)*D^;1D`1x2}1W|g-bjwL1}bG_Io
zTO%Jv`jrY0hY%S^iApb%Ne^8=U?%R|6&=m)ik{468Kj`{7c7c=D5o5#xZQ8y)8alT
z-rQQ&4qU}DA$4kkL8G-a?{XQGDu1+vhJG|L1K+6q2)H7pJ`AD}piY;?i{>sQriUc!
z>ff6qm8iPto$G-&t2o1g!Jt5e63pA{ze^(%kT&OLWoERg6SUB3kzhFC;{1W7cX4%a
zDL|K=Lfu-@G3e`v?8@EUTVSe0U<V0E`z*ng*leudl!;;FrW%b};I&c8tdD*Cz0A!c
z)6GcDDIgrTtNVlQLlJAgAqE@2i$Djnd%J#m3edVm@ySCnZF7Y3-2N!RR<qrwXf$<`
ze&D%sN&UX|%5rBhc&ILAe=WYgh{mS4W;`P??3`|kae+r)TN6XJuc+hs@@V0rj|ab2
z*dRf}iE_wt%Q%vKJ&6k#8x#PRdaY1oVmshO-#4UtxY`$&W#(+3bcrm{ZUi+V{6)=+
z+h{Yg8g`(+wq(^l>Jm{`IbFRqVs+?%SNnvhGX<|C*%``YHB_<?n_a|S_`R5DEV(dv
z{oc)5Lqf&T)(K;dRYjP>ro-jlEw@|FOs!EvpS+3l0;Jd~6JPLLhIGk&W$jK}?3+TF
zP`gw{d&^K>+_6q&FJEyLp*tOHj-yww;wvxsm)LqZt~U2*%xvZm5(u#kouT8@O^!#x
z3H=kQd6O!R@r*PC^qgoV*F}wI=`Lfz-eb%w-RSAA$ZT2J_l$?98Ja7C1=kw)YF%=q
z`oz8Qhn3HUNj_7jMP*$IfH_G)NYOa<<b^Wnn6Q3$?cn1Y3olYeD-WH?sQnHB7bVV3
zvPWX*|C6&&wG8>B(6hh|1nbZ{DL61eS``=1v&@eX-bT83bMxq4t=laW3a`$HLOPfv
z-f%fN=|(2Jwd;-(_T>cplmr5jQGgaI@NWN#)qvICXuU3{2mm(AC$i}TQtz$}6(Ick
z;yqAUh>k$2@0Byl|NX5vQ!k6w4$U4@f5v(ynks5sMl#;aRIqkWt9<#Vi)2Kh8>%6q
zEx^6-k81+?=;}N+kruf9py$d*&1Kc1`c`cO?!h3%;Z+M3AlpwILlq+#4c9W3yJyq{
z;?;bYjR!1=a2@*smp>y9mq-ODc<7$EFW2)4OJ*rHOnt3&Y^iE@+OMqECgl`Rr#8}i
zjPfs%bwGMg8Ogq!>;eD2GC3vM3@9f@so=}n0?ZkauCAfNBy6mfNn`so$a7Co!#h}r
z%W5lHqt$QIE3aq3inqkl70JulSmN5&<9T<FKZn0owrJz5!~qvmFm@Ed1#~f%w>)o~
zpuO_S<4(7^$BnYuyOV#G>+9!6gDSkovz~La6~Agu$`k+7oq214DxC^OuC|wHh*$+-
z(vdAp-Tu4_Wl$4jGW@cNkZo75d%V(1@$VjFXo2i|_Yd%Yc3;pa7LeQj<Q^HY|6T6!
zzq>C(dsk2E|A7l*HS8Vtxsd+Bg~slJKq|Ob6I<6XXSF7(3gKz#1_RgKYN@sZO4Sg&
z4fs?q7oK(^22$(fghY3f50hRNe5O6pB`jh$%_E2ai#(UR)0&h`q}1!3k0@ABn<0~Y
zXu||Ocn(-C2IDu?p$zh|;338LvMd(xg4>M;4O)c&+8+PU$1YB@9te1{G!a~i7z#OH
z?SUxsNMhYIv;0U_WE6T<^pNM%soVJe*1JCe@e)7qA7E1?HzSHS+X3I7cbFpE3G{y@
zXc{2WP^NyuQCMn31U}y}2w|l%ye3ykn}jJs0?*T!s=vedb?KvrRy5&s+@{JKGqam#
zSLAlKITA3!5~K1I)If2jAp13W2;?OmNcYe6E0E^r+yvkt`~4pAsWDY3%9%B>y>i2W
zDN|q_(6*fK_WV~!-ws^HO$J+MXR1c?O2TCOlXzua;^|bWcN>1q;!`BqFo`EFPO77s
zp0@-aHSCp2$G6b?eh}~jBx?g4haPi6|55hH*Ab0>DaNY{${kSNb5+mE<m%=9<L7iN
zpevD5p;OdC!Bpvr+bS9C4^e9Iu?-U;aU&otCsJ#N1e+{(gD$<262KGW2Im1C3mCnd
zRa^@cf(}Q>WVDa8O=VzTD6&^=30T;*7k?@52sQ-6TL>V@8bp4&rWRf1TCm}IJ&P+L
zVr(@TzWzPs6rC6~q{{w~^0laM6V0Zno}1MZ9>plwg6ds5=tujmQ_&(i9=;_>{%HS;
zu6GI!CEB7zW81cE+qP}nwr$(CZQIU{lO1cv$<4bTukJZjXMOZXcdhEKnyY3{j5$Vz
z4CGn3Iz$PzxU8|u0UUNNy}|nRh;`Y`4R^Z8JAn~Rj-5FIXt84XdbJ{2yliZXBfU-`
z=c6wm!Z;~QYQQ;KnYS$JS-dN`*_I18hNnweLK;9!;iOBeW_P~BiPs2&JK2?51ifVR
z!IEvws1{6bS)5Sy)G=I_N2pz?@&hUrd4ZB4E&IaV2O><`a(?q<gZI=4KH|-f$}5ug
zt8B296KIA$jfn#Cj4d$x>EVSLPo0{^v}FDIS|B?}8w^7WQ)5kNo&3>ok&q|$jr}O>
z@xXyIwTrnb1yB1R@XEIlxh!r*e;Z+g^fg&QE3P?fg4p0GfyMCGFPjN4nUTcb4qgjF
zV{(gO-^r&wIE_D1?pf&x->Hra<BsbIaaOn$OYvA$0oUq-1Z}B%5)Lc{2Mk&BLkE;}
zM%(HF%bF|$Xzoy3UC?6BJzJnw@it#zD;2_yU`|_6BhZk%<93eZR;C=|evb533?&zs
zcf+$4>en5ua-zfx?Z5Tho4~fBDEGO|*_wFWIXGHCgL;s4dL~dinz+Y6C9YJ%!V(Wd
zC%@HGxluJfTsYX(kN<KIx1acl&>#Q+f$;wum||vTssAe#;Nkh}8*0^m)iXE{eAm?x
zu7i&UP#ZqZMbWm|=nxFL8L{}Uh#(-eurzHfmk3IA*e3ejC8SnH-LNTG6C&C(olhOa
zj30OPE}{Zz+!0@l3){5m+OJhI-BfsQ3i%tuiM+9%idv<9+?<{8(ApH<T0@j3-2^UZ
zqKae~j3-KK1kh=MS-a$DB3&YX%%UUyoPC8$KRssS*I&K97<kUMC#klEK~r=bqpCA0
zX4faET3pdMQ9zWs#V?HnP@Iko(MME1<yc_H;CC+v!!K`pfj2Qllg+s3-h%FMOtZ+^
zV+Z{+<}F`iTxyO#2n!y>eZjE<Mc9Eemj9~nRr40eMvxc_*=V@J9*u-H6WjZ;+;kUV
zDZoh@k)J2=^vWBxEPRSnl^i#gGh&Kgu8*2FkuYTA28Dt55PmRike>(s6IkbqCfJ0J
z05!&M+~!{+^^6qs&EwhZ1ZFQm@Ht*@j^q38BKezt(Fg<SUfV`7IWkMUY4?2ir+~CH
z5E@o46#a22cao?$y;jUR_&c<&|E_t`>aa$)7RZnPtX2VwTypYf%>(f?1RH!yG9;Un
zxu)s~kP3|EmF$MJXMM%&8h~pQ3f5cz!y|Asd~T>;Yzc?$nT^s2TDArz?Ft!-e>``9
zFv0nf?XRvA#OCFunyh=Hr-$~;B*)6c#pcesIEyKE&0F^3&~?u1%gi-Vi4k1pQjHQ9
zrBx>F7+;RQJ<Gyp_&P7~nfMbI+20MOR)4}Ly2F+qq)g7L=Dk>1!WJ)1!jY0bkYwSj
zU>n07fH$S-s9S?dRx0dzX@cOEgn?=#?O0o6scpE#e@P{i5sE<}*+Vd%(tK<|84+eS
z_6;=@QKKL~_${cGjy1Ce0pnTm!jbS_BYpiN?ons=IVAVb5BsV-?e;oQ?lLPiKvzmG
zRDTA<p-&mH7`Am~f-@*BQv!rm%5ty_=Ru8J0$GFk;=t1S;l{igC^8gf9VBy7Ws;lC
zq_!$+DNM7}eB_K+95O`@wXjA4b7Ej}<$o}e*fhZFO=9WfB9`+y*KzExRT<_)!I_iD
zMc70_!u0{7^!$RhgV{^F_5&GhxLNn|!UL-SmqazGOczvS)L1z%%yp0#5KTcDG;hm+
zye@%B>-U$R{i{zPDQN{Cp$K!oDk1LUs>|f&;%Hh(*R@;A`)pF08gcjyB9GSFVdxQV
zuG~u_kHPumRM*Sc;*r0!mjkuwqq@)ZE^}5;d)^?I>?hy<9zyxYrc|MEZW<I{UZ5|E
zGbowLm=Ta6oqL`)S!wWlh|6d@GTX#I={5hB+uWQNQf&Sl)0m@LCrXn!Gj^V}t%(on
zfQxWGs(Cx9aarsK;uAFYa`hW;xh)87>sKIi-!tliU;E>Hy8maS!KuJ3(D*AmlJ(n|
z{9nuzwx+iBPM)@gc82Drwx)J2zy2gtMcRH#0HN<gJ!XQi0Ia%~h*VY-D^eIMq)4x7
zO6!WzM$@hKnFI2tueo^)4gm>nLT~=aduGmnAwyG0zX~T1heBIGc*|l*L->M+hR%B9
zaP1A(CRLSsr>NA00fQuRPi+qQIF7m}X>s}s@|wz4UGicVP00dYH*_tWfOGDlX=PLC
z1p7G6cH-*`<_}TH5y;aNSG;7B&cO1~?or6LJpv2h3l!(_#y>#;PeHu`K_fitkfugX
zOLI=_fp(BS@=irpSm#@algDIuh|dMupZh_JBnK7-PP*?HwPI6EBe>{h!I}Ueunwh=
z%s5!S;=n3u2-f=-mP8@=_f%H{o~|%-S!;@xGlq#&MkPl@GuyuoBrvZ9jbDjvO5_Mx
zL-B7gBHeFsYjb*l-NU=IEUxDdlC{*8BLY?rb9FOugDaiZJk{zV{K5i(q$ZhdSxq(?
z#gyU<eS!LOMk{2WLylRFb{RMwVfBp9Y2K>mmg}fV34Kv*E9eJt&?RHqhUAG%_6OG@
za{%`F=f-P*5qKYY_OCvmo`n*!Lpr6uvrIU+Px;OD##-L%HEX*A3;?19QAKDJ&=JLm
zJ5aaJS>UcSwC%k(D{>++H7^(q5pK09`c+&GEM!ewe~2+ON58%#PHtnfkr=p&ztgQ>
z-DqM-o|2w~5kwo4|BP_=MUjF5uL-QWg}eeqkjzx19telKOm?z|3w+Q4saV=QXlH`?
zd)<ECF_B1|pKz8PSvTyKBR6^_xjn%>$Jp<5I`S3C#-&(-Kg3o#MYfu@8Is%7cqd}_
zjMU8~Ugu9e0fqygo`EDrr|<l`WVgjX%KIm&P@wB8e1QAn#C2pNI`_l58SGz7h3a^}
zOo|yeLF660dy=gu{m?C3?v5op2--cYr2X%ZqN?a=p-S=LzgqG1>y1l*fB*o<zbF5H
z;X3UM_1z3@TuuK!T&Hh>pmi_<M%e8eD*k3E@62%A5ZvJu8ManbI-^+DmOShTiFDD5
ze}Bj3U`UqoYu<~eFrSoV-T>M9Up~x^gijJjXy9~SE(9nz#L|=<K}{Z1Mw7oZR5yq|
z(GB>%)u=EQxeHcDZGXIsTb@1Oa=aT}SD~W^`J(KA1~hg*_K1ub<U5qMobjP{7>Qa}
zcfBHJi21P!v55Y@p{3q_;7aSeU0A2_kAn=oSvH&bMARtY+0Ig%DCN|(!qJB%@EBT7
z)7A?S^|hgzdBsl0QzD;C>KEa_`VA3>gdUWb6?SMMn)j{jxgeua+FLQ}TY>91l69ac
z?P5lzZ~wfX{IuBrr_<;NkgS^l1po*@{@=|Zdk0fHr(b#R{~LT*+i$a>eAVd>mg3X6
z<~6xNKw&^btt%=6+u=~?Z5L8NXqDO2CRHT5AQ^A?@1ID+kISLdhyh8goOGV;pqJKE
zV5C!+U%IN*_0H@t9n@9jOr+co?M}m%o2)XWc2~KMSMOdbm^ewBj7ia-)G%1{P?Mfe
zN>a=<lQx}NW*tN|f8?G~f~6EYi<9aob1qx+jgeAPj0K*NT8R&;p}=(arSR6_e*~tN
zR+xSb_&j`nq4?+MiyXXqaXlb>(opUkRv}8H5)$Fn5I+f3mJ_GcN{>~FKYsJ=^PV_w
zu9p{pNj~Iuz9K52fc45-kS?kSi{>!bwV9~|vgC2u`G*jNJMVlkU3#&UA}g65l?T6&
zOkY4rhW*Vdg-D8VQM+O46eRz_!2HQ85CpG!#7=MuZ6nn@b-};R6@&&CH0LJIEJ!OZ
zAIarkz#i&9>lKK88}$jXvk>J-R4FdoW>RzoqLS_fplkc1?Vi|$z8Uo`w46e=P(&F}
zqFL#MIQlyLX&i#0uePW}Yxx0tfB<R1A@@r6RI@p_cHl7#waqRQQgyT-e`cXD6&U#s
zT7}8NA!}J%N$66Dk1yEUjeL*DpV*XCth`((>6p74w3o9R8d)vpySG#*n#=d`{c3iz
zzJ5+-!VKMm%@;lXi2wfC;~r4r&6VQi+%c!V0X2}Ch+RVzB>Ec3Ok61RF1CRTy<pI4
zHl)mVbV|)saJ~SrB<_sn4KDAp5N(WEBapyjFRBcp-U(H1X0X#9h@}abK1V$Yd$J#D
zvLBR8gq)n*xk3D1pkqTm>)bkd6bxe!pZZZ3S!TjrR|()y6LzeWN&Pdsh~4yG<gs=Y
z_AtH+?XY;Y*PwgF)+8+TBK@ddjV&**Iqo@e=^@^B2F#^05ehe<<pFqLvI6llLSsNu
z>!OgCypU9C4=HOEO{dwhC5CHGPIWQ~%jQF_wDD}^&Vy36pjx1!@2Lgtb713sd0^Il
z?DYz-&OnV-9L(jHU^2Bmti1Uu9l3gw71~Gz0i?MQy8|z%3?x;OkvffL9OgLX<RfWI
zhJBhCM3sHSj+JiCk<)t0F==YVxie(riN2LvhB2lF45CXT9xs|;Y0X540zn-DH*%gb
zpi}@#V$uiLumj{)cvyW<0r&$#>>!i2U8$sVL;Q)3dy{CWwP2~gC`qM>^cSrx5PK@!
zSoHlfkyy}@Pz7gi%W}#IL+}d4%AhJQTJip({Xym~M9RX-Dn^H3rpop$#!uWQo7N~n
z_g~WSD`j!POolmC3TQ2cIxbIGN@yYL!;f#-rxUI?G7p|?J-x#8K!1FYbMvPuwNkoo
zYO({5X-mOEFSRmg6;Te!Gx25q2D0FTd$D?daAS@6j?GUeF3kCW{fb<m)PWF)3wQw@
zFHVdu0cygAbvtEbpeTZtb~qQW)(E=d*UkdBY~a>*I2JsAJ~#||cZV3hkPuloI6CVJ
z2oz_FaAODRHq~)IZ24^KiHgPAI^1)U?|UyaUr!YFFlIz1KYxr(A`S=dZ97o88-`ia
za?~)2;P!GQH{U9YO1`%&UuMIBMVosKNzLSM($;xW3uIMb#Jwr6B-iI9gf?pVM7zvq
zBE4k(k$N-&F9?hxZCAI}(W^>;y)6(0`y$YrN{jiHcB<MdjC(n&KfavO5_`<7c6=<A
zjnwjxmYKZttl_V&N{=Z3*;v)a@&kHmUQwIOzJ6+WsHNSJ|KuX`^lJCw@=kAU-Vym_
zDw2c6FV=bi^8rT^?VI<ch44XbyT1?kXIhaxxD&m{_F&)0KHW|zziFG#T7Riz<pQ9j
zpkEE(uKcKt<NYUesf18VgUK{)lTb~rS@rAh4Aajns4co?SF=mrTM}=MT#NcU_p><s
zqsXE=^UU8HfaAvDB%b$N{y4A{u4%AGdw97<UYgGXJ5i)9{)jZ{@Wq<@i-0@KPy^-p
zV2t;5$}u7$zp}V+{CAy-&Z2eJ`&XB1DGmSt`+q>%oJ~C(et!bjyw=V~Y)SiH)DCi`
z6lXZ5$y4F9>zwUa@n&nSao0(#$un;{ETn>L>nN28DYmv$KVR>F2>=jEO*|hxs<N@9
zNER$uyRkQ7z#IGf{>Z3GGsiq~M@(}|LNm=eF(Pbl%{ghJ{=dtfUXP}^2W8Qus$Z^|
zB=AL}F#dNsuZ;m8O7(^)e^O^|Z){mfJ@vw>uz$RCW|~GC>Z?G9{^%)g@MQYg{fkGg
zaE2#qiXoC5t42rW*oMp;8=CHzXnH-GBKGE3sO)46YE!9<^K%WtGwPr4(F=>#7!g&-
zeNAhundqtn1%9y!YN`_&U7?-M6~K{I>q!6T>fPCNY;TU)Mez(YM&-Y-zf7oE%bF@;
zhIG*lGi?_Qbs1uWZVG7L-rmb3R8Wqf#W@p9(%uY*4}UD|<p;=PmWyJRDrw?S$e$9O
z>sDVFQF`I3ss?8Z8T=!S?=S6PAYL^?1oB8Ahxb@0;YQUJ{lfkGygY{N7m5_}t7I$S
zML$@PToXC_5G}!Qve!_pFwk<WDWWG(s!M0QQG>!EjtcY(PmELmr%gMjl)?3qor2lP
z$s7`f_;}tG(-QygAVsOKiXF+P4_D(s>Ho0MhTo~90z>l0PrWJztsEJkOw5%a9K&>T
zLqRzbfu)z%KsQXiU2Lw-r!R=o()zx~<10s2%k#fW-5FCkx_PnwLsguwoSEDVt%u+*
zLmGaJ??d{`kkW~x>#3+Xi<$oO*^7?uH^<wBla~Y6^BXfLPO{_6&5xCz^(8%1-|XXq
z6WfEoaUT8K+a~+nUw)=1^k7WIi1m)BK989`-JIXsapzn%xDieF`_!Jkr{njvj2u75
z)PwPrBjX2=^&tGGia&2l(GgyA#STvQZs)kb&q9J&`tRJTy@gKvu;Bh!u={UNYxNmx
z!TCKUW#clVx4j}G<x)LidI-N?+Jg<->#IDEInxcVhj%<)fYFC=<PEv(n`9ziAnu?f
z5UY%4gjH%pGzvu%%!ItGGqgfNw|>Gq1Ii%CJ6?d@-vA4G?}ATWA#_8mmV!*F7#^sI
zNP4d?kXmE9x&Ptd=jF!*Cl8jcjz1Sh$izipF+=(VU#V#6f<zmwO5|PB*JAKw$;RnW
z2sjSE53diB5LyDdw>kQ;oIJQG{iji*Z9v%38<K%Ek9I+UL0^O$?HJ9XfKeYP2DK(k
zbyoJlbCVf1(JP9OIazuWjO>xh$q0+KWa5-a>7+~(u564++8ngWurfL!G&nVYf7`5r
zfhMVjW(a|66?zB=;Rq~P*wJ7MVnaM520C*FzV;%APothmG=M<U%hqjPdH4}hriv&M
zg*F(s${U=tgK;*qGXmO{`>6pqe2AIE6+YQ>zW{!V_6~Rk<r6tf)iCpwAiIOo#-XI$
zdL%$sqFW3v5RrzD$Q$;NXWAQ933P&~r0HR`1td+Y25N;1XqNg<bb;m(CEcy4iniK>
zP28%~(NQ%tEC(xZsE&axu)U)JU3%x?0Py`YJP?=4ve0Ibja1Qng%p0o4@e){x;`3v
z;A;|O%$PQtdczNZ7uMet>ta&8#V*q5di}{#BW|%;Z?Gb+j38I-$$wO!>WrF4GA=}E
zn1M^TEnNy*K>Yl>!=FG_M18+JZzM`@BrrXlRxoQeny2?Bs#C%ss;l^s$@R!@6v#|o
zjslW{011^q1(;IbO;JdplB&BkDWuH0mGod>>p?vX<ntn6ppWFQQe0EGdg6R52!9bT
z(VIYwUd5M~c}h~_`EKv*N<$MW=bBd%Ofd)|{rqa#Avm=iG0t%^ykerL+R%O+YbHt}
zhvwNUV*l)5C}1())uAhL_VOd?qY-fJ_Nwb8M@|UF7Kzs?PQoH(Ouw;cmzGjS3BX9R
z$Ta{sA6qd33Iafl5D*wl&XV*fj$s5Ob&{O5&RFfWlvX0)!JlOgBg73&FWy;kymR<?
z+b)jMxROi1a$ar*4;BVyv9Ong1yeD+ma=g3Xr`9|%T{f|u01*X0d2v>NIehdYC08k
zd98v+r7tX=ni#qPR56^fMXv^1y-d>+yGyb~B4zTmB?I#Rt8cl$oEbI`a8lm`c6I7@
zkyC^$Qk}mV_Q880ujYjDt3NP9ND)rNV<Cd#1T*++NO@(*iSl$Ak^MN)6uzr&DJxsG
z%k^<=vb=hPuan9-^(7ve>~6sL<E;s$kQb1z^!=gY*{^nDBAoQs_Qb{x!E@eBHI}g7
zU9~#U%y=PH3)aSY;R-B?p&t_FQru9nLjwoOma9EMS~5eOGpBErIbM89G(J>Nq!|;&
z!?8i~svEQmlz%OhHL8XJ+bw!2KP_!g9R2olwzVxh%pY6Sr|Qb*?&!|eJpJ#TSwCxC
zrMCQG5lrHn4A|ZT*e(Va13!3Hb4(8&>8wN(@yH1A6dD<ixN!(u9wI=^=J1adEK}~D
zc!i~`3jhm|P<_r}ca?Jp(mRWnuxS!+A_=e6*T7nq0ha;D(BETUm6Z|8bNAJTqqc>G
zL{Y~yQ}}AqY!o+nPmky_HTc;@3)==|QECW6?arG9E7XS{TbIZHJOZ+ZiscHNY&*D+
zv_z(ho?Os{hXcR9im5rKc-|AsMe2WmR;1F%o*J%kPgpAgdW)X;;DZQg^U|k<Zec${
zG4y+SID+MAojFDWi9PLlDRT~(l!Ro!)uP`(&K<9}US%{1`Kf@w8qKbmrjua_5WoD~
z;LDiJlmv0P4G~`7LFW+{$1N?<ce$rKYHVYYLCy<4idxuTf@e8ankIDB2wKS%2?j@c
z;3_;F2T)LCyw0{2Sa#h}N>p7J=vv5?(iLLn<5Q;PWTKAwwF9W&>AXz`1c)pNV7JP;
zE{Zn(1NCj2$U9?FUWq8kaD;TlVap9oPV8~A;W+j;(&bV-;30Ku(UNH^i@T5T=H?wB
z+ucN`dJ{}V=;NnJCb;*w5kmaz!2N*0Rl=>Y95uKzE7D(I9TTQ3!Ed8xQBI8@v0{m5
za_zUmQ_ib12qOL98wH{{2=lB^?Qfp4jI0SeTqASUmA>vk)xv>MCIH(}<V82lJhsy4
zK%3(g>WmC&JffFEJ<&-1Dp7i$$s)-7;sn?ANbK8v%y_huQ1GU63%?XxrMiEn?z6=x
z>3bqY*`m)FCuF)G?A;l(B{svcQmHsFiQ=8u0&}GtfSP?-Mi**j$^*o_%F%rWa0HsH
z#JDkolG*saIBe=TF4?<w!tcBHKco(vbx&cea{Mo;N9|oY+4IMSsr4DX3Z->@-|uHf
zGwU(>7f-;>@_j=8IM%W{&NA5$uWN)RW^xo|h(T%`c9f|i{)G)QE=b*XEVhsxq`z5^
zzlV{zH@?^9WxC5tKd=G@Cn($^g_9{3d9rAXDc%R~lEonzD`H4n#CV(o2~F^RJzDi{
z#t^G8FuMUg*3#Jr2{&5Oz+asBr%batSCf@$6=w=&!%%xTT~`@PCTa6((m@zzX`wnK
zZy8zsQNhC$hU%sJbKYMWWS*vAd6@<fiV_j$nd<|2L}?!MkyA5jLR%)lV|sw)>s(%n
zRgQb@dIcd*udU|r00CyMKHTpmd!s*U^iS)N!8hiSMs$AQ;ANV}TMt=2nYM@iGU?-=
z)>6TB?_3bYU{y~yy`?D@nQUW3{ss4{o``e~jR<`t{=!vH?&$IZnvTJp77+sNxrcrX
zGX;445fY0t-6)^<?a>7vvSHFemq}v@PZR_c&x9!?FZh}OKZIdn5qR(=Uv{K6RK<9y
zPRIf6>!GBOz#q(7g(2q=<Sj2E>kNy6b!ZIU)M~?_obijRv_Av`U=5su#W&9RDAxn0
zb4)s6z*t3!hQBZbHM>b7pj<PAPJk)7X3%YwMPn55MUnbV#luJ~;4iHmHN$_~#8Su`
z{!<U(Mv(8u{aL`})jZ-a4k1n<(NO{}ElvgysM)Mw50LBdfoaDz;pdK^h7lHFh7QqK
z8Io)378Lvvgo0q)hXD%;oi|4xz6qxnz!;gnv*B9+7ft}*e<XiK&MG_{bbJ=i!8=b0
z624w3rKaDgc!`SPQIInoN@5jwXsGXWV`!#~WeR_KMgogA;5_$;oqJ+J*AcNuCm`GX
zldPMh?GgnYFaW5Bp)$>@UCdNU5EWs>jfF3tX1pfg5Kpm3&ryKXX-TTc0o`C~9a2$I
zrdU}uULbz(c7evRipx%r2x`k-4kJ{?5S{(^#UQ>(HU9<pnkx><i7fK~;{rd*B^9C@
zH{KL3O=MKm2qLzRdnziq-gvTpzFKniC?o)l>XENEz9CfT#l-<AytnGmOt-dG0xiEN
z&<2heAZvFnYzObNK7rGQU>C=TBpRsB^?&;se5iqT7H!u&wT2;4!*r>g1-NO2U?ub;
zpjWC$p@u-3LnI+DXbP~c{Nzz_9h!xjBpww;;=TM`xXi=%2#{4Hy}(k<S9K-4Jzb=t
zY=xmx8s*a61O|`JY@&_pvmEQaWgeuyiB;$E765dCbkNPq09_Y6a8I@?A{rVST*kMq
zMCST{U_+)j^^EI!r;O*R>kIZ~b{clEtX(g0|4=Syu@|KlABI;+K%P6bIYIA?UM;8f
z-e^`R<WJTSgWqf40@F2#XE5HIz5tfhI|z3PdXGv0a%x^=ABJM({|1Fej_b#|M~Q>`
z#qudITPU@!B;<*=__QbGt-E50Wig!J)X0zi?QCqvH^_sWBASKzIFwciyLP<WwFMof
zQ>lw;Lz;P=A<%UXHT<D8FQpQzK<lnjIM}z@d;gG8*REQ{U9IE?+A9**Wzi=N@Rz@@
zRx<7hTInk=bahUeU6adKsUwuxZV|lEmjwdsU`IK?=9WPKoBslE_W52PF|vjb9sv@x
z`8xv1P25>x2-p|DI7?$i4%EvwQk*$s?F;lPDh-;^yB-`*2OGydac|QqW27}EQwp+b
zB183))ph<n{lIf8+kE0hZbKdQ!bWz$db#A*9^b0kSlg<0)Z>~OXM?ZCM^IQ>S;&1R
zsnp(<MXO^d9i@!Q;pb}>0_)B5&alI)p5(o<a9k-lg;~+77F<y{U@AzMfCLO*@$L{?
zQ}|3V*D9bE{Y%EEq90T=AJD}NN4uz^9=N=S2$jT&!=M~%MA^EC;<#t&#C)J>95$r_
z+Eitp?Ly(pu5ucYS{C>tcC9%cqJcc`GsP?wC4&ip12RNaa;dmloOD`wq!Ye})f*Gd
zFj)rgbXtelE)U5yA=w)ZqHcdHZxE+tfbg!$)hp_3r{)<QPJKA3cjmG{YLsR^%5tH~
zVT*RXiy~BvuigUUnzkGGE!XAi%@3ocSkWZTUZ$OJvYj?nxr_t1OB$AKmc}$S%v7|%
zJh<Z7NtW%Qwzeyq9gM%dR@5QvW;8i=)9C)i`EG7v=xtn>&CSj;{wi*Mi_z50X75s@
zl?jg%6P$j<;rO@B6hs$x+z@<8TgF|NQ)q)Zp}r`Q?Ov~pDSnEkpNt*&W8`O_Be*CE
zGGRqWo;tLmOnCpv2yUq#HbM;;i2q7ae_sRMQI|k$=v2{*+`E$e9j!}|iVe+0M2y{y
z;?PV2aX6A=f78dt@K-~*76n>tYi}JAGzY2NOuu&wOn)BS_lIVE1m0pPKCR=i0)5Rs
zks>ML5HF-Ljx=nd_KL0`nq1vNx~xCxS%?&Je$e)kj>}KKU3VLV7E+P6`ZBDHgLV!h
zh!(*wwyiw)fNFnQr^wE(lW#+LZ6mF;x^;ney0~uq6C}429KsK082Cs4)x|3)-gstS
z0Q-T1!R-X+juOz-pqROg(5rw4%wBGkJwp$O?ynJM>OBb<vJb3*Me89S5JiSh5j;kw
z8MCCQaq1GunKMJJ;72|DyY~q1v`wd!L%tFoACexg3HkAfa3Q`SM#ryUJYEp8UP>Xo
zjIa@mb7Vp3`6`g6yjlZHp<00#>)i&(wl`11GD3z{FeHN`2-M;hp<SaFPwzKJ--UvQ
zt6ZsXPV_v?08*k=a%nLdN2<fIiSk1r13j3l>pTB1n)Kk#W(N?#-G5ZM*ok~0d2p43
zhxgVr9~i>`!uj9$!Q`uvhz8$s0Iwh32Heg(@DneA4<}yhbH2tvNL#3AHm%U?l+U3e
zDGBYBS|sY!E#t*rT9OnV*YwJv;HbnCU)(istxp^T>2ZUBFY<|Ji`tyJmZ1%$J8Iib
z3fPRYiK>-LUMew7c~4)V*PtiW6@VB{i7x6=q={C_{rrquqH%muQ?D{n0e*^KrCh#K
z=Vpj9@+SP0M|}aMV6{}CXb9pTsmtCihLx|~$-r2oj2unh_gE}Zq!qJ{($?X%W-*gX
z%pq3bs>MfWqDcBiEsS!nAZZg1B(x6Dv}3z_jA`;<ZuC)HJRu`O>>RAtQOH{vaRkwQ
zNInG|KN1ZEm%TsV^*O??+kEiYpCeQKi)*^i#5!dCoecsf&K<*^dS}6vPnhkUCtG&#
ze$K&g1XlXJBp@!)agCef5}F~*G(o&<;+ysW$RfIRc?n%o!XM*;h!w-zS6+wU_q4Sf
z(FLT5+Rv{UV#<ZvT1g2<NgJA<o0@9^vvsD2resBGyw1hW13KWkJyQ292J>0lpE6Y&
z`-7*i9g<z^vWhi?4XD8J#ESfThKCGR+M8xe9*X&J$)%<~?Ne$C9db21h#pl@Gy(^r
zYlk^<^eR|&VTzGAB5Cp-3#$<Ul_`RbTI92TRD?0349<k3RjIUi!`g-T<WG`lERyJ$
zQplI^o;LTrl}6TQ@K_<+HHB5W7q!6#mmwT;!tHg_M&VO!*T;2APa%!#h9;XCsjD8|
z@A*GcIFcFWX{USGXj^tG8C}w#9xJJC@>m6%s^M}RB1E3DD|n$QU#Auc)i}{<5W<P(
zuoi`5hYEo@r$1#noS@h*F<$$k)fANpg}F?+8z>TbVQ85pU@x90+mOtBVG<7Sp^_+9
zN~gu4T^?a$BXRFVsvT@}Pr5u<(!L=D7po7&!^0A~x-WEacxF}X#DMWvm0)`zr8R|n
zk|TL6@cN1v`5lmaKa^r(rvc3u=Zi6tqoh+E@gwzhu}47zVG5AGn>&Rr*7vn8Ev7>`
zplLyhh62g0PIIfQliru){(jbqRZO;#8=0qLMW9Z|A<3V}I@9CXuYYpzu_z710A%a=
zJ%F~z?AnN|40ea1;jTpvS7L+cCP9RHI4m;PN<OO~DPEl%jfH7WCs<esk8L<DvVJ;P
z!9;d*a;vpiT@BN*VA||ivG`n{z`=9XCgx$u_ZNB$EK(6zqPl%k-2f8;UKfQsqlOys
z_?$t~WA=F>(ULVw@Zd+Dr9~Fo#(RoCVfJ7SRcGxx&fFMKSbjlJ!Zrn2#mns&RYtaR
z=1pjI-~M^~*HYsTaN1Ug9j%yW3gV$n3+|nsXybY*o5^aJK~#DtDie#66INs?M&Om5
z(Fz-gE?scwiCX+6-E-yI*oXH_2FWMSUqOGJIqEMg$XHTD%~^4+67cTP2%9NRJIzvF
zs#UtlQ;YE!)oi5(pJU$&v9B{eR_REhru85Qi-TFq;$0{7u>^O`y=e9MClKg-4M`%t
zaG1Ql{bM`FQQ5YxLPlJsS1_Y56wp;q$hmZY6IVSvy4Kh!mE15t?UHXyHu#TD+EjL_
zDQ1CKAf7D@+$a`alC3s`%!}?)V<!kC_0A#{4lQO~nE=2=H_(tl(j2mL;gU7{jP0gl
zzpCz;Ueq`0ji^i9xb0MFVJ3k8S<g<{becU#!@Z02OMuRc0{C=`TPr#1!F8qe;)2CO
zV%vC)tOUt>S@a6SA$G?x9232|H+J0L=iKS;(Tgq`wY;FzTeSr_71Ld1yu7Vt=`!8O
zTP1ps0meiZ5LS)~$_aRt?FR>a@})?qz+*D1CrJsbZ(p}#5&N*S<)ameE#My?jq6+c
zv75Z!wjf@eDvNPS+4(Rq=J<sRR=JZwWl$<!mi_PF0&`mc7m;BaRN=_Qo3~GmG-jeU
zv5WEMR-YR}l%9}f2JkG@-BxYMn*72)XYe~`ZabAZ=cFiKg;PR%VTd{KRY`0L&p~P2
zuAL6!6I0l)*qKvVOxCdSv$;FmO_r-8)tAMmd2mBtBS^d05IVfbSGrjzZkN?g-s}2v
z%Nrq}cbg0TJ&vua-u_rv3T=$$-N?Z~>ztuo&{?{3?x%1LecsNb{+hcGQ`=8Hg&KOP
zh6P!5y6~G4YBgG<XZthN)-!(ex=z9=EP)cG%nu(e^yX8Mo?haem>L(46xHHdq_)&L
zf-4~}XA@470{Wf8hw<#J5f_ey{^?EQ)Az!Ig$>`Qhp?Maj=Fl^OZjzW1#he*<T)a!
z!aAiz+`H{QUrLMlKW$;MFbwgrvNNhSL_UHxL{G64ijKx}XU3zAv(0ZDm;H*f`;4nO
zjCO|U9E#g(C2hLMU3gK3=Vuk;bc8l)n`#jE&6F*V=ZK=8J~xo|!)h4?)E&azM=6+k
zp*)J&%Yo`sH!pUA7^?Nv5dnH#WU%x`-p?M{Zv*`w>~=B>tAWOC&!_HjY_<Mtr|#Mx
zb+yL0>!r6{9}{!3^UflsuB!!o+X`>U-vHr+#8&!&jmLI5ZYEbO;`W%$&a`J2To}))
z!Gp7x=ozb-hBp|8$`5PVE+79Cgqgq-=+GC=x(^3|24&+7yVG@6R+#LbuAcD(=5>FW
z`qZiMW;$p$)?CDp@Y0kw2xrD9L1p#Vte)Nv#@aoLx|LEP`o#6l-PMnczo!nE9|LBI
z87BC0aw}N~o}+FlL)3F*;nlET!5CH$Ib=6zn`^on5TNLbImV55Z8dzp!F$HOXsUI#
z?B9rLiLK2ub%k_QBJSP>z&~2MiV^h48SrZZB6I3g(vgka)107atkWyvQ3H{ZRdZ4t
z|GEUme+={e;q-O;xJA7RX}90BfAeGYsCFs+Qqy$+t2f`Y3JSN%av5W=<7vJ7Lp_5K
z4-+5a=hnr=)<AMO<~QGtF!bTqZ{L5g4Spb-QkQ#wKn>~`kjE$<A+kX=_<}?Ph$XDQ
zODM7G2|v^1(y;V`i0Al@LpHJv`WG6ka3VPd&xzChTp}HMXq(5&N#cRGzvG>6<3l#I
zXeOKSj$yHQO}pp(4})@|Y9hX(Ja3J&B9)5EJBqD`U=3S*`B*9LJ63#0pMJ}hYSn42
zFqg7re5!HMxom4s=|#HgXGAx?6rW&FyWX-dZcUw+DBl-Yyu(M>_LcmzT}2{AlPX_o
z%kG~7zTDUra2cMu)YkTDH!>Ht{HX&@cU*C!X<WrAIG(|_6~b9HwA8S=G+z`s6aJsM
z+58}NAETZ<q$Z$FBXEq8kvO=S!%;R$+4{?z#a~o)(IW3>2^3;?_FaP~EJ)ht;C1U8
zlEs5=_iRpD?^Fgy2OQdB{$ObM#Z9>Jy>B<Bj$$g4E*j#(A52_-tsuzHHph0uU7$wD
zD%=>@AVo*QSL<r%j<{!AI-aceHqLgJ8v5|U;)WVdhvfx!vl?1z8y@uOo9?~(6`_GH
z;PLSrkycO_R@+{H4kos?Kv;b}0F7)gy$Op=3qmf;7#d7l-hVZoA`wagErX52#Uty6
zdJ0a3-tf#D5N9pGSb{FX1^{YB2>2D*2h}&ZM|Ie-VzTu^mj&7DGi2f&{2V=>F1tBQ
zdQXmXM0E_EmY}P0xH~3AkReX!BhD)vDI4+nr#N0beuIrCgZ{p;s$Q@A^@8IYhvSFJ
zv61o0&*j?ttO8&iD(9wOvjc4)Ev0{Jb|8B=s>hkc?^E*n@E1V!wn6@tqTJ-su1cs&
z6oIu;YRbvK+Z<My^81-(2YRq-USGLx1+(7T_@Zv*A+L!o-%qjOrmlK~l;hIJ*+GVC
zGgi!Xo~;@_iYYvLAy?BCx=xF8eW;T)w(ytjI^9Bq-#by0oQv7@68`NnTCdP9_Lg;3
z@fpzUa5Yx+vCG=p!!_LA9oGO=GzQGJ%edc5UQ&1*wJXyRK3PM%9P5hm>!V$p=$*|5
z&(z>b)!!A1h<9r`YUfNYWp>|p|LXRoHr8hIQO6F>U%62G+a~tQEsK_Jm}Q$q;xi}-
zqpjn8F_y7a6u9b}erlB8$8P8_MF_mrAvf)gd%zP%Q~E#&!^!$lP0>Hhug}YKz%I<d
zj*qt4;j$U94KtR1s7VBdw7qkNlLIe=iU<j8?c2Q5TjzNnUClY8%Sqg762{mqs<V(u
z2Sv~i8N=;=m0F~iTe9T!H9sct_Y}~ggg`UqBA%mr$M!*U8%j!?;_c)}6ExQiYcXxB
z9&;J0#9U=nQ~IZ<sdX5jMQPXBXhLmeoC}F2mF!wv3DGalWRaid0&zO`7$8g54JpuU
zbe<7T#3Wzu2!aVVB#P`u7-m%3mI|*DxB9y5JVUFyl2d<Iosttw1NQE}d)B{gYJgwZ
z*Z*B;zgH&*PbT_bq>{BMy}rJsou!Mu{%^Y)7~nr4Pn#bjOk}@IfIK7s0KY<B|L-ni
zdpj3HOFL7i-)+5E*7ipo_uhV>*`q>E>-W1iz7z%n>tM5V2ra!d|D1Y(!VVaaY@KP9
zwW8dL@NW9|VepYC6(w&Lp*CV==U~ph3TEI{DNz$uAMMDX`^=f?oc>LWrY&R*Ol^v#
zffr>#rFR7Op~%|2X)#LPLZfYekk_l)e3dEnptM9>@8VGtxVfdFw$x3=&eVI9E#Z7;
z&&)&coSmH=zXJ$>lc~tA#1Wz-(~v_*(edjg=h$`xfYMEjzu-@@`+Kr4ckth25V(^n
zbrZkPP{Y@dp@tey!%j{W8DKi8$p_NZN1h52uXR6Y5cJ|E>mbguf2N|ur31)>YIZM|
zn44o=w3P}v^=&d}B1=KlsSLun<h#eJPBu|p26#H{TWr9BzWre^Wg(OjwNOMjb!jXn
z7gK>uLKK9j$xpnM8eAw#xzZGtYvEvWGEl*&46ydnXHH~H!B?CpOL?b|UX}vlV#i;*
zG^(5JT5;3jlBTmJRabsWT%8gKf&|Edu3NioF&j0LYVy3Kl`o)Aqi$#^3xwZC&~sL#
zhO#N!OxanwPCJ<x4gqLBD0@b~q`H}$2r^-=+bEPHzlNg*Yk4HRp?)}c=l}8I7ne<k
z9}&a`-a4Al2S$<foSm>$ZhTQnW0IwdG}$&5Ead|rK~rHPp&xu(2!r%Q{_~Pg0-SDw
zWDA`}xoEhcheHFWR%<?4qO9&)lOaQ^uN)MWKcmI%GIRu1gI<t%QY9?@cw2rPGM642
zB@lDs2MR&HKcuP2x;B(|+647S=gtf|bZw1c4k|egb#g^<$T3wOP3SPAk?=tMSlq!5
z>;TYDFE1m7huy1^I?Yi_#{?x9991^1=y0=d;0j1Fl@UTDL7IAj7$PJ96pC9SjEeN_
zOOY{I>qbD_efO|t-j!<s(L#0n(~DR1FXn6PTs)r+*P^$IT|8TKDoAY2F{5%RjDf$@
znp)z36q7yeOEVeZUWL#W#)DUN00N=b?jT>y!~zPI7Bx*s9*7&CiY-BUo?s1LAGK<B
zislV*6Ma9d{WMC`GEs1K@ST(w3xOYFtzepH;aMWVC%YLBa_AX9L@r8ff&qG9BX}he
zM`BK{0r(QlLUyiu-{fGdxKPy*yaU+YRZYur^~p8^Y0!7LpKdd~N6IMFVPfI(kRQc9
z-oWO=rK*Ltf`kt4Yd|<9U0h*zLs47+TaIAo_J<F;49sTR(vaR?5BMIjhJ7=i$tpF;
z<3sJ1?s94wEy*`!CemsFWjg1#y<KS|W-V2j;|tG+t}p{H*k9TE9x_Utgd0MnyW7cm
zIa;v?XQl?Hq#3?+9FzQz8DYI35){RBw<!gi%iIPDtg;4JC+_nIyiG1NgkGpB>Q5Z#
zN_Q$ZnS2e^g_yTi++NWBErhM;2SFKa5-O*qHC!6jq$u7-NhIZIl<N9LS#-Lrb43fS
z<~m!4K2EfnIrp48#*!L_JW8%n_)4teaFxzzirw8X!@v1Zj8F;RnR@XH@p0+RTuJO!
z{Pr@#3!NU9nxB1)KG@ceoDh{R3<0jfM}7uW+k)}t@7>-i-~>r1vS57I?v-?-fu>%4
zSC+*`gJ%ZzOY}|vIZwON%L4m%^LE>kEs9O@5?4Fs%hlz`8n7LKX|mqj8}PkVXHV?v
z%px1~<!@4tzRsbzF_TF^eX^~AkStRq;_puy8Adf9X8D?=*?PW)t*-P0n{U&`V^pHw
zgIKt0j43_!02=>L>YCN)Z8bD)#DoP0k~G9ASfIP0m!$sbE~;@_AlDm7-DU+a7#s6r
za`OreJ-JMaR|sy+#M_>NCQ-+i$%ZpF<<F>Xtb0*HeY8R+cPItYDy_-@?c-8r1ECFP
z9lIqc$K?e1+i6nuz5ms%7pV{~mGm1FxMQD5+C@hHJhbiT=O4Xa*p<t8Y1ofYKRr_(
zg<OG=EXW_gA$DN8<25Poe+7Rig8w(8GyHS|)+^k~U`z3u{AJQ>a33f%^3|7QaSPTZ
z$S~@4tP8J`wTEu|)o_%6g&F#j;ER#yh#`lvOXk*=JNzjR4|1v{@{kT-At$A6ptvc{
zPBkpIiyz}SJ2xh%h?gH8c&L)B_2iV!C`i6<5C<$%FV6ZoLS4NV=r)OADEe)4L^Lwa
z8j_R1PpcJh_I{yFK^21&*LqVVSPu>rseuonA29T0u+y?rP&Dh=XJ?VuUZoi7{z>qn
z#Z;Bi8a6OawlB?IGpgjEA9Z}2ASJEHvT<d?APxC?)|r-9r)`rv;O%Fgy~3_mWyFLV
zqB8LMi|>rS3&S9Fc?t(L?48p@eDa-*<|!SvDl$6{4gp^So$p%9m7hFI$NS5`I`=wA
zn1N5&hutHi61@aMcddKHGFYnElG_}^Db>6{SFCFgu?F2_<}n^<5!euJjEIV+Gr;9}
zOA?GQlif=B99_<WA{fo|RQ;-1FSu0p^>C?ybtJ)>YKyA0Y{+4SoJ~zjot(ad21;ud
z6OFc*^ntxses?vnQa7^=d{<|0+eOcTg;k@#Y$&HuH)J;qTMEX^mj;B$E}zqq5&h+?
z3HbM(K|&vk5wA(ux=}B2JG(lYQ$;Ef-H+<Yj#K}6$4Ov5G{~HkI=>gD<HzPW#^pL4
z3qe~az{ulBw@ug_+CrK|V1`!1e_G|%f!YFByv6tpWX9vY>Emt_IgYnVj>C?=)7z<c
zouQWEIIvoGdjhz_)Xi-zeFSjkqaaX+cyhjwClMHNM65kHue0^3lIEQ7pOb!d(47@#
zKzSK_aKI~ly^=U#Rg2oA+DU{(519(zxHi<f_uu<RNpNd^eQTci#h&fhLd1l+yur=2
zZocpRx5Ct_Wb&IhLJfJwf@P(Ftjj6`_BtqLnIL^gZVtSPo#vfain$?eKO?Si*j;Ct
zfjExW@%2D_0MUU5FtJ^p7jje(O&XfJ4cyYafe&PK&t?MqAAe!jl~&%#8cAV9m=DY7
z_2z82KEi3nXiNUP8KTCpIc?3N^RyFkSp$xc=eXvonokaIsxH2?)J}MzTm=Z`OW{+$
z3LYx<%YKrbL#l=s<@?ET8`l>A1EVwK*Nu<t#6QBEtbra2qHV^iT1~*OiK-cng&lQ#
zmIG>{r+D?gqA^fdVY$73TLamRj)_rnKo^-`Hc%z1^ZiseIyQy~Sju6I7IGb^z3Wl$
zI@4ore620dCH&U^ejeGyaFzB_EOsp)mfg4+v*Q}KV|{n-AI)P0Q2WNChEfOyH~nFz
zRfuo;;`UU7nO)^jV+f${t+)8IMmqJU&1iasD=j<-TOeNL$5k}k#_Q#7RoDHZ0mAOm
zD?#{XwsSt#Vp#FVExbMsU*^Ts-f@SXdq$odfB-Xp?_SdCGZn<4d-Qa+hnNl!e@XrW
zZ?7qm|2TkWuOyeKJWtOj+^C9rX+fZxQQk<3{91%`%p^k#IZs4ujLj7(y#ma1`vlI&
zYjY!zmmP35{|o3pL(BSGw3h7OVT8@!fnSXO3@y!E?TlT1$p8&)eq+m4rCGTU286yx
z6k>7-HXeXUJejA{O=v>9(2FGq+BBmyjQ!or3%cp7b6L2OT))RJm#w0(g0V*ZCdhsF
z7QP#Sc{Y0F0(x2Hjx%KlT&G^hF-?wzzW{@hs~|XJ3@W5y!*cI&d$YuCcUahwu0d$6
zjVi_@sBof03r;F}umZiLKV~hkcJL5dK~2+M5OUB5Xd-@7t9m?lhM0{Zdol+|q)=F}
zyjpSD!@GKGBJOZA`RZmu9%^4P@q66)r6Huyw9`W?ot^fD%J>wUWUK_qIKt{Bo+$)7
z(~I#9;q&yA7H5MC*G?WSj{$n1pM=<-PP;Z5RSM`Vge|sa52yj<VB-MtbG@_08=tkA
zIw~c);?{WNbSCM7=BT07GPtx&{RV$|(rXQbXvDgN!g5cZGpT3xm`syMSoAt=iqo(D
z0rDCgQP3lEVXR;Wb@7pUdfzYM6j*V2%F|S?Mcy7i%v(vRKxLA*H`b+D+L2)hJM}2X
zI2nlntzyqu`8BVek(dnqcq36W&Ahnh*amD<(t};lj^(s7_Wjpz<}zkI`P{D|t$&UB
zUm1p_or$T3rJeb&IaTGk?S>g(c3q){l3_qN1pw_u;TBpcpjN%&LOD#R7Gu3Xq|zQK
z(SeRXykL$QJ3N=>k^Qch`Y@)JSzvqDxSyT+IxvzLV3}XALSEkb4~bmjWTF|#rV~Ws
zEs*=%Q&zjkPjth+3CLW)*-3dedsHED6)#XS>Wt6Dl?YwQYw8O)%AFGFT>}r)`-({v
z4=A<g{@}eB2;s^SR>sD~Hz0S6SZ%M>+#>zM+C9;~V3IyH{iS7h<hRA8Zdx+c_p!b3
zQ1(RG`3JVUVf6i9*%Hmlm4LwSXsQ(-008Fyf28e=tW1qvod4f6s~7usG=$@!+YdBR
zl<;j1)y@0MM8}POz04gniOr#Dmm4HdNV=sqmgY@@v(dfr=gaIBsWSYCWgA1#CUN*+
zCLsr1{C5qes5I+qYC#Kuc5bXrSFzAKBIwX!YN~FQ8IYihtoS6aVb3uMdA3qAD+%{c
zOp6X$VT?<%l3NOf5-d9^&|AuKXgiZ>M7~N7sWGRSGWbAs%s-^02FXtJ)6L!Nf3iZv
z1>_Lu*HY^N`^mYV64p*-*<KRmXQoMI=s(-d?tl}F@!UV($j&%pOrNosP8dA00Hh3%
zG!i=F%e0!2x>G1Ii298ik))rJ9yyH>!3J^Gt6>dIsQnOly*@Sj@XWV+a<a+u*)coy
zQ7&`UOD%?{rM__1Po<`G;Nj)6#U2IVyi!)Bphcp6RoK^|2Ja?qT0R*Ak>CLE_WD$x
zASIh+-eRH;XjLEKA*krIXhCbyvAGQL+_P2NX7rnE|F)=zC(t>^0RwKMqy`W<03I9~
ziJwlk#{;asNrdFvpG9ZId%Ndv2#L$!yABBcO#3J*tpKa%q!ksgPG7weNT7+b7K7RV
zJ6+*)Y_Netn!mK%d7G;+oOi=DQujax`KzfGdVmV_0w0z!zG|%H+HIrxP*81MyK4oz
zuUhFg*n*E)!wa0_Lj2w@cwNmMvxMX7?fMEjEua%gm*@vxF@cv^#^?dRcYn_w`*Zks
zGX4`#<VdDKTUCDk^h;tIw6$)TK0nA=>)Gd;r3$Ph!0*sy#0OYK3(-e>)+s<NXkf|?
zGc#45Y%;ZlEx>L>PD8BCuy?V34dJ9l`_KX&YA2rHE<I&P=ykV&2U)h(4PCMoEYF{x
z+sai)D$rNQ*Z;#qn2uV-b`0OjpCQtaV%bW`#AIwDyQno=S~#LCDo4jRCOCFVqDedj
z;>QGs#_Czn142TCmAKBIB(FM2_7D@S+9M#rM2ZE%Qj1XVx*$LdatI3wDB}V=-C4$}
zpoNqbm`P^fch+EGjS!5f7hoII$ngXfi7G8jn=`G`KtqNvEqNcc*fghZBZG&5;pRc)
zNedoi87{7v%z4EPlADAIx;P$YCb}i8NB@!~&ycC=#oo9zgUCz;gcs^j5s0fLqGWK}
z+T+)Fh!t9JR3cHT6*(Xs7{{1ccGs~eMoca56vd4g2QeWoSX`PnRAnkN)U!5=3|){-
zIv43;ighCQki<jt=t2p4;ASzohVpN;OQ3#uc_~q^2{Lo&ol<D`o|szZQ}3f2!7a@o
zOA{0#4lRJ<1gka{;MgA+K&o4WgOnkMTTx9NH+c*w7;9x#F`^1nr`@%e7)@j96CW3c
zvF_Om-MI|_7Bsk(oLNa*@0o0?N#w2+T~rwiHsIehYC@4t=PT4sH$6(ks}rbl-pg~2
z@w}w|{AB7bR-}^5q*PUnNLPBIE^LN-jjDPQn$e+A*SC}FvW7NqAF#^}kmQwaMshW_
zXPfKxJn6*S);8j`CAV_R{Vv75uQ=VR+_ZJ2%RrdAL5id<r4|H^k|^h!BwWQ?9jCKq
zAJ9P{%wdg`h~nxZA`5OTjR0Txu%6fg2hsTW@$3k(R=qAU=JqtypqF87fC>3_nT>9;
z@*60VV@n{Az1nGm>{$+y0$%KLiF+ZQg&Q$IHDt~ggmNtfUdIF{lG_kTZTo%D>SD!7
zsHIdAldM#O@49fvPRtCA$N90&Jr6x|3Bf5-(1RRJfW%?mOrMJf9`XQApq>B-t&yG#
z#8whNS(r*-ZvX)oNN)zkg1?^(9CN_`Ve1^bG>f7nowjY;S!vt0ZQFh;ZQHhORob>~
zJF}*GW_qpe>G=ug!#Vfvh}iLX0TaI!cc+7OQ&k!O8LE7~No;Odh~XXX4@1O3Y|KC%
zOZZ3@kA73uyw{q?)pGUwvdwZ1pk|B^+toJMF>WdxY=|n!kI8<GSwE=?<<2|brxP(#
z&m)tq%_4mrEtlpKb4N|*+RNskyg-7NOch%2sr8L}Nou<Wt}<3v{ngL*&+Qe+87$wu
zmsF5^`c7vBekyO#?57O;VxnLVw-=G*0cLU-8HO(2RMd_E+1ec$hArKUcboybxK3Xa
zVfhg0vH^TM3`vKhUr68fl_RyRr{T_^PJOEJCfQ$J5+<kbQ;x_z03Rme`R)mKo>p&F
zV?oC43N1>aJBb0Ed-1M;lh)w*Nk9PE&awsW=mrFc_}eD1pW{LH1#IzxqVxCq$)kl3
z#rO^wek8jf$%R{Kt21G{bWbGMMvFRDC6SA=t2#>#ewVQ%LvJRhnvwU6k<&MU00!c_
zN#4h7kMK|j<XpLB5r--B@Ba~|Kr#sTnKFP!m<H(_y5lG!#87GvPn!Y#3e{D=hQjSC
z(ZdQn2`Tm{M3mK$-a$m{+f6kDZ=&tfmx@UCiXVZ|6V6mep$+n*YTf?j#i~^ak72oX
z1)p5{gFUnTmewBNg1xjp-}3jd&x#B0kS9t{>)}R(nmtEKE%MRWUXg`|Q0H3ULy~Y`
ziu8c-D=y9ocax<304)w?SzV7jQXvfRWi>ODK3EpHInNdn<iTjZDh3Obdz&ALG#b0;
z4W6H;P30#zN24819SG~K=4KRwxM|ZC4_38E+?!T9b(apf1gwhzo5$7O4=N(()Hze$
zAnp}s%m%y<7E~O6@_X66j^XIMr^ghW^D|)7)Ckn%8B{1Q=Gv9{CvD{4XZprctcaim
zl;ltCXh~^9{HhAnAYSn;@}r8!**S)3GOFO1qv`DQH?wT3AA8T0&EvqwE#-`cy~Dg{
z#X?-+CE4ahR7oYY<OqnFLGpsbr)5Ey=cVI?H;pQHXQi#51=3S&l^QJGHy?>SCr92Y
z?<&}3#0{9$loF#>L(SyIf<{5jBDL&Xp^F@`W2N34zS0i+;tCF-X&uHsej=r=48<60
zxs1m;v9ibd{}6Bd7#~%Dta^Q^R&1i(UCzNz_pdIs!JP?DxSr(KVM+%eZ)tk@C>2Pt
z+z|L9Nd120k_g+%#B^nwqzdY{@Y%Z&Ts*5IX>Hej-kBZ$4I`I1I(As<!?GsnIj8&)
z<(RW$gHv=Z8R=V9w49X+hG-g(Y2_=137eYZrdeb5xynrE?I4V}?|~Q<%EA{i9zvO~
z+Ak3$%&G{&{;kL$l}Wl+Y37O;OX9k9B_qYbFJdzGk-qkpEU##6|I9or?zPvH3;IdO
zsV5N-r1{UT<`llDRgY_Om6SktIvLQ67?T)2+_iFYTTJ^qLXy49aXGXpoV6`!{Dspc
zKxUve31%Noc3GI1Ebd<;UpHHrU=_7gGV%dz1-O|q&oQzWj(zWOz~xA%tR><f$n_0l
z%^fms8FOu<rx#6g2uqM1Xt~Be+ctoUdqs;>k06>HC&hF;IXp(MVZNv|fGo}t52i>F
zOOCog{N~G^T!?lQ-ol9y_|UT7*64;?jQz$l*8yq4PK)u;9L+>B?52jd+DCNLgX%vs
z0Cm1+d1WL`rEuV)Lk~VDODUL6kTMzl;CfU(W*lD6y?Qq~e-Pn(lwF==YCWYnitmaO
zX}{1d{?^L&iuRPc8iJ+blV^)%|3`0gjP(mR5p>5TtoYa6$r*K;UapoYv}_BX{i&X6
z6-REJR{w<@9nHMVf%h3hm9B6ZP9~*);+7~1K!0SOf2A^MlP}dd`b{XS9@UM;Mz4ag
z?lh=v0jpVS<t>3(-A8h7`HQRb9zwC8VE~B7^DdFO6Co%R$8R+21zqyi0+EEq*d-x&
z?aNnMWQhraHWW924x*1~&e{C9B~L$o)~U=;%H7q0ehJRyG!$0AxCtWd;<p~Y=8=-^
zYIc<-F0d10;NhwHFLFl~SaXq|KNs@osT#Rv!C(z!6bVdoQ#L}w_H0!!$XU98V$F|c
zPAL^ER34vC%eYUTvqA*U;Z(7CGpFc~Bzk_v*Lx}YG(;~YNq)$TU==_c<&0F&c&C0%
z(}-W15|&20hZ2HXRZRS<lqOGk8PT%uUp>{eTI^)e_CMG1ink2$F)LecFeyMO(RvH9
z4azXB20c+<Ic)ayLz+9D*L<-1PxpM38b#%mJlI}0=tAL_ZVF!V7U07Ujj?ilT1LW{
zSs=-~Y12AbCn>O7o6d1-Z46Mm$tBZ683hq~n5REaJP-P-NtrMTrI8d3V>+?Q&sAF(
zwenCq!uw(ryG*~|2-q<k_g*_DdQ1@=XBLIuGI4PZLThJIinhF_Zv^cIP!o!n?Z`9y
zL`Nyc&*iuH<93kJ)Yr(GAwc;zm!@#YY%?UQ04;tnej?=>mZwt%OFPX<p7dL9oAafW
z!Z*V}V@08CRn6o{k*86?Bzc}0Vi`M6KGXw;q^GkstvHz<aPHUU^rzQ6fBDT4C`^`6
za&ra8;R!>JOKr4j^fa&o@E&zbV6$wbz<)(to1joYk8a5)2HPz|K+d`sR)noXy0wjO
zl*y#-AbX`Spr+oHCCfIDBBJ-Pv<ypAHI{letq5DG`M0rmaE;_cun_p|Iwm&=!+ZRJ
z2e>sD*N7D{2W4E&AgGdx$5a&^m)q^RmFEp1h&r#Lb=vPi>4R1>M;yLEMA6oh|B@kV
zvLr=IlYaf(_%HBJ)E$6U(59?Y-CMuTEAl!=7IWk{hQBHG8Auv1xtefnwWYYYfkmR8
zW~cN9)4W3)gpQIhz;bbxBt6`Clv{IXP}LnB+@?rP59326yUz8n$%Yuqy}a;F2WxKS
z6m#(`etDalpr_Y^D0CYEX46n+%Wsbs)4Ri5osFgG<#&X(&Qp(IGBs78PXpA1C?U&G
zRxOc`LRjF)xn%N4Qs-f+KPM*Zuhp2iRanvCh6MG@4Z0Ir5#kgd=;CY|!8xcBlZu#Q
zC@45z9X)=X`t{BBzVBXq<p~KX%|LPXlg`1sceQJLdEI^wsZ3WYu~XgJMup=NLCWz)
zBCexY<Cg7NO%suUDLr*bP+Lu90R!&p5PXklC})T`LljL+LA`Y{G~fgzfxp|YSBqdF
z9goUY<SQZ>g<+X}9mvT&N<#Af5M6Z1C&4$M=704J#r2u(DSYFNF4yM%ouzjEXMq_z
zAB+z0vPqXX1BNJE7)0``ywvxm+kE%WJVW;gRHfqsr@R$+O;cE2udyHVut;(5KNH_g
zw$GPGQGDt;*00<zdB{Pzh0Q7WiAdN~E@?FZ9_B!?4rJST%Tpyi3iBI0let$p<7_n?
z1hU}{*~1<hsN<97_-6t}Bqa$3+7;q(uVMRWlqw$F#~@-j8Xx>G<bPL^^2DqR68??b
zK>vgXoc}R)|MMwbT#f8q|97E9R09G)5Ki#bUrYtkkPFoV5;8j+biy>6tA3aTCanwg
z`L^eP2vuhBrAI<k(b!<O9h$&^Lbrj<p?5F;R^bJP3dWG2)dM)^yE>Ug&v5l3RLSSd
z0LWsrVet8=!umR+Yd;-IS{?{?OHB;;SK+(Nf|Oy)V|JqB#IJiqvlPa*EaSZ2)h;QH
z72-bfc;L)^|NS73n0~^`|JuiOSpMr?@qg+E{|@qBAQ`weahvV;T>;<?Vf_os>Ouaj
z^+Jns%6N172vRrNh7Ivn5&D<vsj5mZwa7<(yHj^^<DZh=AN2|28T*droQyR8@Mlf4
zJOeLwUghAl8|Hgzr0exXgc9?Um49~WH^bM3A`|W8t8e84CO_OCyQm<>Tf<7RpdvZQ
zH=~SJQ-5Vm*Yf)Az^bz?E8chVGdJ9ZqF!3-hacD0$OLLndFzi?c9>;<Zy^X=cWGaV
zv4lV9?Y8luB8Hqfrr5dz^UhZKt-gRV(-DM{-X7a-w)y;#-CRkuf-2UEYD~l@jLaFZ
zVS97DaFpZwDCLra56BPkvWs7?es`Pwgz&cpNVB3lE;|_cc<I@}Wo+RxcxqsSpi*U^
zA#R&I%5zxcn>T4ucj}|ziKcV-GLm(f8l1o&2cE#PL!t=|aSVsH)djbjdHK^q@Wc7#
zQif;Mn#1K<Pu^i#CjJ>l2jcf)1)sD({n^9B`{r(g5)Z`gC3DBhyT*$_or-PIDZO)a
zva2z0)+U-YQuM|%vn5b^SNoX5wq@`@kyXy8h8&R5B^Q65tG;S{CkgbfN`o-|tCZES
zSmDPq*wt;Ci=hr&pbr<;Yt-h}wcjGUaH*Nj5kX32O|2g(zvsCC<^y_B!yYCy2Q1V2
z*r4j6+gNJ0C1{O4rNWd{c%s~xxBrUX`<>+x;S9B*zLz|RmHn@Y?jeC1tdYW%GW**Z
zL}9+%$q_UBNMs!R_wjOS|F!KnwBr-(8DLJxuemlXel<9&_!7JWcjxtsOsNEA4e}F2
zn+OhC9(<M^iHNSnP>&6;8yW4l6GUCnkW<bx{?dKP+D!l%*=<A!tz(x#o-K9X_uCSt
zQPueG7sGB>4V@t>IU(ofi>qjY6Hz`!XMaYtIRge9THvC#yc_wzGeuud*T>UMUte)P
z>A_v(@&T3gRv1*W$OEpsFOjbomAjy*3CrR5?WPDk0zq|TKFBeSM;`vZ!{+3bLH~fm
z69EB)ckdMb?ISuaabL*#E9X0#noYviD?sIHJ_}f381dO~cxNs@wX9lt;HIi`q+N8w
z<EuKQey^XJc3v6)?n$Jg4lfG0<1l2lwR_jL7>Ps==rA`g=?QqT0d@DV^Qe^|2GAWe
z(1v^YszhDdK)N>FF)dZ72DsF7bd79QVr`)qj*xC3W1ez)adE^J;gSOtMa!%_+d<A;
zCNKH+QO`eIUPu0zi%VDh2~q?&5gtH+$ZAH8P+5D)HxCpE@#k?f3tfqQb_exPEvDxO
zORQ;xj04xo%t0IfY_U_&9TfHO<mcz?o1SG(lMV0H$rtrb8BY9Lcv4EwgcvTkNd_Zf
z_sT+M=|U|-$B~^#ty_n9ARdiDKmiIWSXy`;PbsX0XvizYxPceMkFf#jzK0gdUk(N_
z3Rbm>l!W{U&|YLze75{N^-4`Wji0uni0$SNx6opMjpi_XrVhr;*81CVf5o!Jh=t00
z^CHI{B3K;War<#fx(^;SfPHOdID6_564!bxGnv+EJzI^4|7Oj6&Ecxbe@NYPnthO4
zQtwjh3in`#g99HcM~uL;g6P%Cx*waZ*@D*64{%+YBgmPC&O2IatjYWZN$Na0<aLur
zR6@=ixaROhYPUWD-9{9u@%Te<rrf`y-h*emQ}Vqe3iyMf%d;$n&hPM{bAAhPs-<jI
zx`1vb#v1OGDvdzZA!z)Dx&t`|_VqQ#`-xGSAC2b;>V<VjOuVSLCSOi??hD2nZ%)PA
z{FB=#g>9JV9=1td0dWZ$($#NNCyrsp`+3$50$K1g(|*Vj=^Og{he896N1*8Glty>b
zheSu#lrqv<N9fqG4>dmE6@b{F-*6?OCSN|fI)RS|iqggAcQ7O%?NPwqkBx(O?6NII
zsA0!n&t;bY!AzP?(^0GXX`<?N?zE-^swSt9BB}M$5>nVSI^1EMy5vXP!C*i;*k3+n
zJIFJ$4V5lP&HV75K5?lIr&5xj@DOp9J@OU(Nb<x#zm|i<Ksgk>tG!>KveKFFYB2y3
zC(^OwhIG=<wscwJB`bav<ApGL0l?obpktB6%LmEf?+ALMKw#uXyGr%FK{RIFep$Bj
zj|My0TyC}tN#1n<;#A1|3Klpt%^jFW+T%c3Ybb4-3%A1A6a6wOMGpTSV4=EKJOb@N
z^!*(zifGp>L5%Dp&u7ZhV9xraX?^HN<vokUc`|&uRE*fX5NzGbR<jxfNV<w;{{D<p
z2`f`co0F-$?b)e*2~`lJ*90z@eqweN(rtZJRB5ZEH024y!Q=syGUu;qy5UKi;OQDw
zsm@kXx74BgXbgbxu}g}hJy+(FZ=x%SXw@4i!mtBUEX2L&X51y46z(XW7ge5$$5G)I
zC3Uo7i(wr7!?ce?E?caep6SZoc~{*DDs^k13|SO9n99|n5ZX@4wq8C_)-h?>`yM*$
zL2nCWVIYdQVaXnakU_?^l;M1RqX70w2L+Lq=<5XD=zIgO8WXtQ6a(ICbu_FRo>1ru
zk<sogty9&0ouL}fbr-+>pxyTuBmi@*>O~OPwkH2$@vaR7<`C{8p>dd3u)ty4KzBPD
zm{ykLJRe{HL;`SpjtJActGEy99dxA6m!<=O6>m1`MLlpNzH(?6l&<U>vd-RZ=reft
zK%ZiHOOx=bRzC9v8%VxoV?p_I2b^}$R1Krw*zV;~5%NX!ONsimGBeFgxg`3O@lNr$
zy*hbgAE|r^F0=FY!G0GST*^DSwr;VJ-;nB-o%D)j$eewzZw~nfH1gRi|7NGHv#>6!
zz^?2OIWxGI92AOj2#*hTyYrrQA>i!on&8Lh?siXH@*`k_sun5E3XS;Wr5uO#kh5eg
zCL%*9pPpd-nda|LOK?f=OMHZVnII1n$=d^iRy<#iR6l>Rnz#P^OEG`Z0CtOs;6oKC
zFIr-iMV=^EcKoG$ekRlTH_cUb#o_y+JUl<3=b6K}9aB-77}sU|;zb|Q-IcTJ!o4iO
z-S5*d5!4Dl+-m5s1)(1|LTLS&Ip!gn7W3d~24-h1y+JV-2~6)&J171PO}lGXHD=s9
zG?$~XREHbCVo9%#0cz5^3!RT@AY@I_Albb$)r`Qq^;|u9_rZrX=3ZN%cd|gpk1e0E
z;!0Y7I>{`f*8VBw(nQX?^EauX+fFW!h9HcP-8(cG_z|fkHXp3Q5X}?e+9{%gKsE2L
zW`T}H4z-^ehvr-iQNd)vW~@9zagm&!al;iXibw;f2t@-#<E_@m#_ot#y+YHTIo&cK
zqx~knKGY8ApN{W~!7gO?i{%hw*25(^#`)^y8t;s3x5%ej=G;aZ&@fDAZKlOEGI<uz
zM9-&M9!RQgFgdvKDQh|)mXs=%50|Rr{U=Tj4qAFivW7K$uJ02a1WyJV&eT25(^vnl
zZR3DO!moH+YPxJMPInw92U{Q#;7{1!j{W+~+I&OMaUpbQlZcfH6y-BOI)UMh;>~RO
ze|+p$4?aVXWI2uAQ?syQG1UL26@ZO4zO-T`$@hrK^`Ha2wc%6>oG`HK@-Ff<dd<Z(
z-)e{>=mRY+)msiID3?oh^o9XE;O&9(nE^i2<EwQBEZNUA#n}h)=4;YQ)qm!lfJVhG
z_w8Vxas6dN<}dv<mfx_WBTZ}2OcDnwk+}&7ih-;15x{RRVOUvdwp<yDpI(sAJ;gy>
zQ+`M@$KsORG^sHC_()p0?kFlxc-g8cTk_F)0qQV*;yel^nzvJ<CPp9uL3!Zd-LoY>
z{?pg0e%Q%exeK?}79rn+5|RiiTPhy=8z&B|Iox59UMak`FqKn@_ouo_q$p$94w9M$
zeVYqz5Gl7Ghm1Y+;FmC}w*I4hGvQzEy`~0%nyIH3RV4q!48*gzsFU+>pkc@s+%HjS
z2cvE{ez|=Q&>?TMbOpl_X0INwefcCdW2Qe0LFS8UH%q9Jfz0s(+Zw4r1&k5~C|1oL
z|DI4?hEr0=RcRP|W!LpvyJfP#{F=MlGtWw4>>9SRrVN0|ZYjwAYl2k#H8Ly(Z8-2Z
z-RvQoyis<-tLuwWX2)$BrllKfH{%_u<pjYO&&)k`W+xQ%k@O03>QlX{>!|ifN&Kz(
zOp55hF^qOJ^z?#X&oN3HkPk@`T__}DCm+t6-`M!Se+sbHN?J*d-=4O+E<_@uWWuoJ
zkic8V<dYi9jn=8!LFpQ*B@Z%jyRSZR)4+p%0z+AocU{xWi=;MqzkSnQbBzs!*GSoA
zyZY>5_2a~@GP19=4fiHqQ-)1W7f4qBU`-$Uc)_Ak!g%Oi0WxZTGqw>|fz}QAJiBo$
zf;CiaUf7U?RPgV(>wUJoF1wY!|HQo7JU$m!OvA(yMxz!?M_dz2{6+(Ns6<IhETji_
z`*pV?48L|2S?LB)wK%n=jO1DLpxQhL%t)m<dN1XJ(~o?(!k8@nn!_AE+!vZ_dV{uw
z!*X{HxjA?<NY9zSu#ME*67+{|*ek9|5-6w}{)_e15w`lId1z+WHT`+8mQmBH<&wqc
zEJ{GB671@+lmhz!VJ*(}UDPv<`R^*pY03`FV^?dsZ3@cs4kX{u{;bP-T~D&e{xN6@
zo4?324*%f@<64eK!wc!Cp+@LA_bc!cEjz<26W2;G7^clp5@i|Yk1(2w-XDyqvX$C}
zI^Qe{yt00Hks7GNEr$Av$SQX9s4w!wtzWgw%QaYYJYPk&;{F8v@6%wH6P#cfBoNR5
zIuH>4{}^k{?A@)L9sW`0{?BAvqiOdqfs6ceW57J-AFj&TdHI|bsp}9mi6QiAAI0in
ziHyZguf#r!LLHxs|Lpj;hlPw>DK=@-*aobD&MA~-miJLOqEu}|xS;rWwiRPD<jx}*
zyViCWrUTdiy!9`|B1qb0BsyMt(D^ED)Ji!A%U4Iq@>5TFv-KcN%XbLo3LGYqDzC4z
zKmgLLu)Zcgoybs}E^fh*aYO1?^T`8LTY}VjDt0VKUhSP#D5gf$A7iDZDXjJ+iGmc{
z_GYQ>-39E7Z`8kHG7G-IZylYTfL9cPz)y+nT>A0c4LuU|ySSa3ly3I9`qcj4<9LY%
zoMPm4hCLX{YtP)w-L<Lt4}t$Ey)9>`Re20rjlzfl!#Tgjo{-V0kVdw1Zx$r>4}ddF
zXQzJHK~C$Wmy5qFT=mY6&XqiTp{rQ&)zWK^xjRh33sg0%*gx_Y)*A5J1|Q6yV*HN`
zt7EHIw({NlqoOh?$)8ekq2&i=9rwLIGK#SqO0H3LIi-4jC-9-Hp$TuGzFdXdj(m=k
z3o}j1#8>a%p{Mt*S9&iQy9r2Oy$Y(Z)#%sF)BSSO?azbV(e`wx!PuO6;HgQ;o$Lec
zI=!RR+i8~F<adUxl*bSSqni6QZC7@@H<S@6ZN+&l)(|$1hL$)nm`a+9kx0*|X~9_z
zLvueh$pU}bQjx+&HA?nTOCkn^nNi-n22Dm@!GkKEW9!H)oXt;9f&)JD9vJ^em$}Z#
z3|d0n!&f%ywNYXJWRoRRMd=Nnn+P`^IbzXW{w8XQh2?~Pn;>X+w?(@k`&t6AozB`U
z`+la|@LB<dqc44+VDRg0aWpQ@Z&Kr(OE6E!&cQeHeHwD}i?O;D!{sY6h_o2fW=qC#
zci^z>R^ZrC!L_qhGDoj00X9dh_j&HgP9bFUriELnLZs07z_ZwJmJOp<;sZp5$Xyh(
zOM<#MbnX3X$RLw=l6C1H<!n+?NcifJ0bX}lm6+OKY__{!m;GOb!iTuEC1dE_11nEa
ze;`TYSixZ;3TP5&B-OM5tZ#`^81+pW(Rbn;_p_2(O)#B7=~#qRR0v5Jy}HZO9%z-^
z7H<8aub@z5^l4**rUjKcrO_)tQj>N%z4$sL1>A}@L{{J9&T=jMGY-gW|7ZE2YGslc
z*_)&`ZmeH@@f=2VZ9}2`*l&2a6v_5_+~vE)TrDawH7A(M@;_|;8+4Wv=RCVa_P8W~
z+a{4TF**E|zAYz`-Q>dhtba8;Kg-hiV;(f=Q(OZuHSwakz)w_wK{}B&OE4VO1fi6<
z5$=1JS(jo8n^K^Jkzkl}jot*=W6ITB6Qc(y%T(tqV&zQ&=gOaVii4=WVLB+$^<t-Z
zfwmfM3@-|>i>=UGMu+-d^*7bBFYyiKmHn21Y8=>sCAtF!6B04jqA`@9dKjT$v?u6m
zq^B4yFC2cjy8`yv<BZ%;mPoy6=0P;)iX-?8{^t1zqQ9@bKV311>yM3AUokSVA&Tde
zX<Mq%-+!0siuMO+pQNtA1dUv?7YZatxcDf;lkg{^n@DL`j?Q#Kr@P@42zjytdd5xA
zb?Gf=4cv}*xcc=F&)q+%7DlE?<|WzT9bHKESL)XcV7`EH3HKie=ebt_tNhfzG@kD*
zxDkyQJ@tfz8<F{q?r{@vkvvKL)3Sd+ZpYYuoh5#|{yneH#Isbx-54W&iWgw&VR<BA
z=XhlxEf`uvnMl#`D4tj&I`(bX)(@993`SZ}iU(k}i$}qfB>b&OBwrQ{GlqCo;Sgf1
z$Z7|0D~&$KH82=Iu1AoLvSbz-?FU~&hprr1Ky|Ck+zBOU>=hIp0LlCI9X&^Vc8l``
zFX)2rRCmbo`tA-Ao+_Ll(gE_ubu7%B{TSyxf>_*FZJA9P;wv1tKv#J<m4{4M&tY|}
z(#q;gvZmIpW*yjp67d!uvjt`}1v7pCqnIl1Ah_A}s87(pP)J~Sp51+?KAGI*Uz%kt
zy$SpGvT$X1e%96QIzYj0@k3HLYOYy0VQGnPYx;UZ>UKqqH{Jv#rGISwu<!mbaNo-h
z2#~B)xd0&|1H`5?a__PbX9y_!OntNWCD8>dZ44~G;~&4bIy~<7e+&e+j{TcU?I-dJ
z7{;ok(FWnChHxQI<ip3UX33W%6FiUL^CGNNpOxPxPtoEyVGD;cPihb-Tb}+nMoGkJ
zOWJ#8eHRAHn!_Y<%;*T&a64c-UR$Uq4b^$QZ@Pt^uuoB#>=m^e1?l^8^o&gmnhlX{
z?kj~y*P+i8T;3Tr!oyzveK|1ug;KWGBHj|_^iiro6~&ozBjV#9i5_#C$e$=R^vQt<
zzuHc%<*UnVj`-GnWHgL-q6tA6<H9JOVnvfKfAe*{_4Y#~`;m*|O6Sa?s`&0-ZOuUd
z%RMAEN{u&QsqHb2L+9p}75S|ChPrzZDu<`1si9L1OVx_G7Cw{QnLB3{5DyDArzPZa
z@vK!(1;C=dkq`eZw8YEhvK@>;G|=uKQ9{#6&9;W2P&H6aTXr#_P%t38kvxd8cbB9l
zc(hylI~QIhe$MtZOr<-fM-ovztmrs?65;hMWHUR6%IES(g3w{KD*3K9ih9VGF>Y6D
zMXd9U@xOoJqsFHT+mV5QZUz5;!u5ZqApb+Sp4RbkIAllpyPF4SiwY@TS$2=YXlG%#
zE?K|Ub3CVzT)<2eRHEZnCzat>az9{r>Drx&Pkw7mLhA{ew>Nd-B(n%*>BC+)HePSW
zr?qJ~TC`W4sEe6XpkGzM4>-Ho^j#0wrTZuJvf5;Yc$-%qhjrRo%em*Zu{A?WaoSbF
zj0CwCRK#rp+PXb;2Jb`{88{4z?OYydk^Z$vRw%@sU%noTtRoWhB)g4nYVjY_VcNd6
zhEP>aWU1bTnHkFRtz>I-WtPeHoYeHUK%Df124uBT{v`Cq3MWtcdZ+C=C)9K{UhoWq
z=N(s7P7a$pEvjmL{&8NM&hq9pR`_YBYqzXq3qT07O<+{>xUcqadKkFMiWV=*(sk6Y
zYic$12?Z!W`?GqF@3`pS0o>pxSLL+ot=8o=)OKhJ!d;Wino9MKh|2ibnPe@@^oA3x
zBT<MZH#dpkdnp0Rrq7j?!mK5d4b+2Lzu__nP&NKUdA3%TjRzMi&0zV<7=hlILu`is
z*@UC#<NJGjw5{ds{&2JB`1kDUG^qx}FZxfL03JaOVJ{?xHO^ARp?90R-`}Bm<oO3_
z$2JW{wT{+a^wco0lC^0MWBOq;YByponHBn5b-S2g(k1VCSux0NhbFU4I<HMTO?}L(
z8h^jS9S~}}JcrHh^0!dGRd!!}Cr`fH&XV+Qe?Of_h93H^_X~;~_NY}37O97i$=N>N
z$M>u{$*dp8`{s#|v3#L%)bY7hAsgPV;~aAH%r1_OpwV<COqY^K%<9x~ke(72rcg-G
znn{L9<AJL6^p34CXd|D<TfwupQTww`A)CLvzy9r$e-kl5e?ZoF-TJAxm|!u1TMDW4
zLuec}OZ)Wa4zhEm5tKz&DNIR0dnjLaYiBfBJt{l4?gk+_sN)B$w#wo5agJSfo(D3D
zmT?UOZ+{IM>)%CsY#seo9ce6^)!~jvWz=DHOSj==^1D9(|AYiX*-0#mFF?f8Rf;rA
zDJp4FDK*iR>-GVaix_&x3(jrg3Wnamd?oj+!JRoV<YsYH!HuV^&n!F)-a#te%pNhC
zmgTO<Y$fSQ+{YP{r|xEMK*l#HW|ASf-iR^MI(ERDDm`dXjW>d6w2JF#K&Op4I(VdY
zL<euhwg354hSFU0_lb%@oqg>wbt@uGU22m6_=DHXTJJ5_D$VnSjEa~ih+uPN>kTb`
z3-UGKq5R0e$*dN>Z=}G*VDzDwq?THtG-zykwg1KemHzd^bUYc`QzVeDDq_M=v18S9
z`Yyk2XbV!&K;6J{cLAwJs!q=#`xe{}sg2`lr|;46i^-~QqftdpA)u++y3~tlP+26I
z>X#>i^8RNol(~W?3D%Mr4X)2c<}RpMIEJ>eCo**&(P_Gr@vmAthBs6=le^QTE+5}t
zdUr6OAsE-`cshwM+uO0NVXYKIyXEVnsn}C4%)2a4Pj-u{<+KrWhi~0__slX7H`YM`
zu)|$&_^zqsr5eMS|1>?n7dGwr`rdUA&`x+jcw<>Sa4Fyp*FaREIfW`Zpil)uS(`q;
zC|%S9Lrf#}GH5(`aQomTHfX&V%TZ}Nz;9O*fyv<1EM-^q>(X+y^f$s)tOM0UzQIq8
z?nslEHfu(CCPFopfn$FHQVeFqEvaGV9JZbk*e2ft^j%YF4e;c#ni>N*9nH)oe3eEN
zE))h)t=Y~XRlRJ2C;_BPOx<vB56YRUab^>G<lf)mdYEHmoCI|<_zSJlK6W#F(idiW
z!nPe$x`0S=9x`F-!iaqvUN~5c8shgqt~nr?V4~Qk(9qlx&?c8DVvG{M2?+TSO2fT@
zYYY+Bb5oJ}MXxOP$$13)eRz$Gcd9E3W08;pgPCoG;cAG~cWkK;5Sq-)!Y0jj+lgy}
z+sQk-b00jfJ0=2O!a5AL^ah?*6~bxk^Mu50R6LIM+B|Vf8Woz$m5e}j(qQ2N(+MB~
zZ*#qnSXWo_gLvUtW$}jwE65~-A|G03_HiW^|6o?(pnO{Y4hb?^eeE$BTOdc6my<np
zU>+XzQPoMz{N2Gd$q-Py(!R}<*Zqd^55;J_fwqFX=2kzQ4TsI^xz5hU-560BUp$Id
z|9COjQ0M`AodWGVhKbvp>}&+711~WC1@fW@s!Z7dcmy(s`x@=04n^Ov%ErD@=~y6x
zALF)lZv3s^)v?2O$VI0QE-}+QpWWs~U)g;q7N__$)TA_)zCG(j3m#rbWDtV@N*KxC
z*$-;??yn1WTpzCtQ$=~fGuZ%nF3759>h~H^?X8EkT+M9wMO}gVwaTs-1e0SMWDxWw
z=~oj(tpKaY&bIMc4WPaf(+q|U(J5<fetpVJ(o=rmo>(Oi-6*g}WGgVO?!T?$%Z`zT
zGef<}FdOmI*n_M((nP}d?G>n9vV90v`tBuVNv;r1l?`rrZ0e8o%`le!s-J3P&BE|X
zYZ7>uiWM=gqfw943d{o%IHFR;jnp|HWvit!lbbul0q<GkfacTKU<OW_CjoNz0k+~B
z;LWp3jpd51Mt}_pPZxO$Z22=EgaX1HryUY255d@CP8bZICrNp`0j(!)3>A?y`N4v*
z4l(5R0a5ff{G4GKhYqDJvQsDO#v)67J8qwvpa75T1<I(8-6BqNQ9(n7NtGZ=9b?#0
zV4CA9cMs(173AfU0|6W2xBGOIZAZclPMazwrWvhKP|;i9{dvc5IDL)pS3+EbM9wj_
zuJyHr<Uzf&=nTAa7M+dLpcaN*P+iotGpI}`xzV>3x#>N00?(vFCR-T*iOfT00M3@2
z>uC!3xe%W;th;lT15k070WrMbu~D>U+6|PdiIvS%e^GkeN2=r4V<L#mK368!qOH!W
zu1VMr5xGQ7Y3|WKwL+<mF2txh?0V0;kfvPd|J092!DiiW))al~Yon-$&$$j{Ae8-9
zu|H#CyXPqpt!bePxW8+i=?8Kg2iho|Hr4|8Zk#=!?CSf6FDmp&F$e(K=9d;r_xRa*
z;gzC%8=fleYozQ{8=)!h53af;?0Ht;D?jT*h~4@_&96Y6=38)_d>qM}Inx4wT6hoe
zKv7=}I>ZXA+0=!)7T<n+VEIO7lBWXc)k79h-`NmibFg~KqpamDy0d0XHe;}AHCDnI
zNGP?us;SVx^>eb+oE;t1T;g~>%+=I$v<?`OK^|+m>%>caAY>TZ(*Xj15YQH#V&dJ$
z2ftT-C6zf{tgvYbOad8_9HSgY53cNlu>7Q~j=E!oIubI@!<RIb5gzxLhOtm^^E&p6
zCtFXJ++MMe@r0kf(e}JB<kwJxs<ADaHV4}^eXvHt|7z33gt;4_Nl+@AB!c=(=%0fK
z8pd)Oi(-{C5X`kzy>S;3`4Hu?_Ca8PTM4_0&;;*YKL8x1rn(IfmhX5R|KV*4V6t%@
z#@~O{Fpd@zLz+)2J$nw#puuQlu#zQdNSPw!zJio4iL9IdK;b9$34bA`lE)(zB!A6n
ztt08u_DF$2HRBvFpvW96q-vBoo<D4jA#9LbILI`*Spr`Mo=o3^wVB>r7mc_L@9YjP
zJ`6YvK3bb~6y&*_D7rq@to~{Q-;-ho*K4T{I;TtOG0#`<Msx~mYi=;=a-45)5MN&(
z_?iE)a(Ddt9{=&8s1u`FQeXjjli=JGL`}4m^{12y0~K$^^_58DC~SIMY|2xZgF@WR
zt14UcaMc4PjQgq0Ly(X49~m`WA_OuiErlf>7AOtilVw3`KD&K=Zxnb{l{z|)=Pp$q
z-hHr&y(82er8Z4f``HY2GG&x8EDQp-q=<TO-zl)wXd&5eEC)CF4b%WcgQl|~DjnwB
zxU$rba(=C-i^b3h=Ek&Ey22S^Eju|uoi+3R6gx4LD6_>Dy&8UNxa=kI7YnYNq>-Nj
zQ}w|lT*2s_1D!I|HeuJv=&9@oI;jZFVjhxVEU<osl2QaeOO0{@5WHD?QLB5mWatuj
zhuye?H@oggqM9ZCzT&D!&Bnn%kSY^L95>oiJ-)@?*e-n(?_y65ua|$u6YC4pwp`g&
zSfVT?guAwfx&ddjW~!m&E~r>CW@_g(Xph64@{JH52HY33y;o#!!&Z3@^gzIy-sKo|
zs9_@4Xy5>m=2{}7ypoHnG_E_JM+(!Sn1;LPuV>=G&$PFk(nsIp0uNO6?F7CSzgsJ_
z^shRO`O^v^0!<|axC?g#&Z`U*z^zw3EQ4p`7)t9Jnp~mK(K{(*sWlYaPqCtH+LgqF
z>-H&a#!SODumLMEXOYsHj5&%w*OG00%C)2DG=p=8dMXwqw+c00OMY<=9@a*Ib67vB
zNE2l-RNTiR+Q;;7r&!<el$y;jjosS;X3RoS<j^VpnLHbbgp7;SYs5^_)1XiX0}>7v
z4jL4*B<aNtN}DGqKpNG)iGU9WlHYZ!+#@x?(#Qb+^tqlAM`Q#!(qq!g`|Qw3QXzI0
zVHPoN_m<FX^fu0a9`m`;e`TRMo5pQ&6=G^6DfT&dTT6_2nK61q;DYTkNZD<Rq>4oc
z@g4dyMvE>eb?5J1jsq%Q66g%X*qjsL?H*Sz-&#B2Ry+583G@jT&&)G@NveKRFI>)n
zh^$rh)-<5A+{}TK6U;M84eALB$v7KN2qqB-H^o|(UhzCiFt!WgP<BXnMpI87A=`Ab
zs<l_R|6y!0qs6U({k(j>8;rs*c108fm5DNF6GL}8mn(F8_mV(f6(IXfKY%%D|5&^<
zWn?xpUI;-RBK}abw8RLt{1xd!)O~ULvfcH;`gz)A;LpwPcj=*uy3?d_K;&mboGJh?
z(`uXc?Zc{qXJ=;*51sbpa353j{_{gzZfc1YYn*=D64UT><vRvIGMeJY4!^%4CqG~Z
z!C8MTYyK3-mxL~GEZ0FkNqIFm0^c7Df&aUjunluzX@Ay7v@==sw2ka<c^?CQ(mK0j
zj&r6czp4zf3hehh$vsRG-V698Yqzl!zp#Si2ah$Ozr@!5d`VW~Da$ikxQwvDb-|MK
zFMRLo#bKLU*KrW2;gw}vL}|MfN^J*aq6fEvtrpuBVCKJdE=mTZF||3oK>(>AEP3VO
zrv<nn2zZlxp}xJG%B-}$xt8HOPkl%eh1J88`i!7+CFRp9_7eR_j-3<igP&fA%gm}o
zUyppO9R4_!rd}g8JQq9$C3CW`N`vwFaGYBHWx6dgKXVGPoicq;r;*NEFygEj#RY$%
zQGlL;&+yoY?y1O{GeiJ;SH!E~y|mxD!KTmKuKt;zM~meq*Y#WA2sW^!!pkp=KjNP=
zC5Rf4`o1>}Lb7_|s1@*rWmQ9Cx~g2KiP@H|s(KSdz;Aspz^H`VtGeo96h20yod(s$
z?{lculPka$;Jv9e@RyLmCbX@E@iLCW!qkhIx~{pWG9R+1u=j`@TN_zkJ|cEB7kwk0
zw-qE-{cb(g-yur+Z$`JT#US#;`aSB*CZs+)k>?Fw9vCWs5SIx|fG2;50eQ_VbldNa
zcL7xci&U%RA5;<7ZBGlA1cdhyTR5s4Wb$Ux{zijtPA#ZJ;q>fq`<E$J{92#IRlrH&
z4Ft`eZ;T_C=?f4)8XnFdwa_kBD&yz)Esgnx06!7icY@*R-~8Zvi8MxU==kge%yh}S
z&e|Ak)!v8z<>#y-PU!}m-1A4+qH43_LHBVboEcBWCH=oo*#;Rn!aFRvgup1@4xccY
zAs+LCT%~vnwVzl3|2w3`7SI=>+eQJ!c@xKER|V5wvPU#Vd7<y+xa4uDFQB1f%d-G1
z1|kx8Sph$mQWQ4&rzVbZ(@(0GYwy#uNVplOOIK9Qs0j+SdncWSkBp0Y$eo`>90yZ7
z6nWSCf!I@fKO6k8X<o2E*;W*}#khCbFMhQdiEl|&^Wc{fC@vor**8*RKh)sbKrpDE
zmI>NCNx~^S(6ylPaP%DCc`Ygb#cJ-a_mZ61^uD_50Bu^}8=I@w%=YkAgYV-ifhvT5
z9kN2b(ej!{MzHuTY_C?9jo;}H7h1QPB4H%*8lCe1H%xjP*z}CyqJaO$(Mcnjy^ufx
z0!rfq0{Um_{NFZ}|IGJUn%VvbF{B6g)?>5vzUv2u*TahpHA61RFN2+aHYR1sAvR}2
zep7D#%@Da!Q-w@Kv30rk=eCOnh)hs9b<0gf-!`G$fO8A~2H|dCU|<hGFQ(1Zk&vPp
z@_PWdTSi?>U!5-Pw^&Bq8n1#1b6p~Dk}RT`FZqGBUhyDM+B3&Hxg5>?2CsS+$+-R0
zA|E4*XYy~Hy0vbYNwO-@jy;!wcGKykgI$RE^fWauYJx~Y!RBtfwfy(z**oP>@Vwmz
zT;d|Pl;W1FpO|tIKGi#GF1-340i{e`(pX=V#01i{%Gt+X7$xCxNnUJNs#Sm(divm1
zU6_Pzxt^#yNF`~(Cv*Qm$N9*=*=a!V{rtQN`vF*|39^q9uZ}6jn88vQQINZ&nvCgk
z1~aVAiO3Hm)9(alP<C@N1BX$Ell0CPN)GH;!z5;c%U|js914;yOyR@$3T<<P#AL4S
z{uqATJnuh?WS!jJaoHv1zI{*pkF5I(xWC@KY1v=Bu&W>|lCQuAfQ~im885+7d(rN?
z(D>yYhE3HFu&b?;PaYH4SMIt6MRVniTp_Y&9%R9;?ryKRXBUy_`QD&;roE;-M;Oxe
zjb7LqBsmON3~Hka(Ud{>AiR?;fvP98TF?xEGp1CKgC#@9$YDvrWXSGumodyCMy~d*
z7SAh$fhHM?E(!o`y%wH+s>ZtN-C(C*`5hnSlk;O!pBcr_VS>(IvJgS5%*Phd$tsuN
zXqK9tQL1;!FuUP}`42jQ1>hyX&y8ryol}Nz>VtaVbs#B#6nGL>nO_|sIo-QhKqpgy
zfl8v(f6YKga3$`ag;gJqF<8Nd{&4@K=Feq^+kp{44RUAuQP#eR_ZtCehcm>Z=4079
zO8NdS+`|-taT*yq;cJX3{1vNScmR}a5?q<OKkJqFz60qA?G6hz^ot@Sz5SlE8)8B7
zH^~GT*gEb~Fx2ULrKB>j{=@C;Lx;d|SRWq#&!r32^wVluSinHpsRIZWA+hWmp!Y9y
zI66^B_N$`zzQX?LmDpQ%s2Tx;wkLS%p3Q2MF%yB=SbY~7EK#8MPNOsg*l%1gY~dk`
zyHt8CoQ+aGQ!nDi29I0n$*KvtL#da>g6zOctUhw~IV}y7Y5y?{@;<GIY8-<U8>Pei
z^a47=zQ>-~j1$S19ZK8IR73CH(s#}~-syS6&i+@amSSq|CIrV_T{?-LChA8Y*2h1;
zhTF3#u!DmIZ7>14*3?k4wmHDVH8R^TMp>2m&s=jg$r*_}Z})5y(ZEd+rdUk7C`6%C
z=^A*HQOHVwJm^x?1Q1e;BjRvjQ*n4YUb9G^$Bty1F(IVC+VzvS3dE;|VYYub;9gk2
zQjX*8kB)0<P)qor2F&EtAjG>vEvN{Fef5M~AG!xNqsHf#gZ1$Je7Gw>djyC?dNaRV
z|18zA;;BldRB8+j<ZP5ZqjoA~%#{i|Knxf_3UaT76-8kF5JjwyuP+~c9~n#f?>kzw
z@QQ5xxu}bgl{J0j9l4f-HY<dsGZpa?82?A|q!d8TqKY6~d)Fc*@AcidvixLsS#s4a
z2#q$(&F3c1FWi!}bSb>m(?&W`-<zh$MfYlu*V|;bZd!m8-p)kE0gK-5Vu4#V;<x^Z
z=Fk^pkJbX4a7{Oj>eh8C7T4UveCGvD)&$--9}l-`0!zS+S`r75o-q~!Q3D;1G@vJj
zVn&$p>N`Tecbx#2ReN{{wTJ+7@19!K!n54vGp#M;tb~CDW-HgrdgbzfH8_V4u!fFC
zq{yfy@^wN-GVFNct`V0`iB%ABHbcEM*PJ;^Z-D``7zbtRQU2YU2yPM8T5)5**uLq{
z1P3>&xgal_(W3CxvVXzHovQNI$L1%HtJ~Yd`R?iF><=N;&F&>R6mLBl_YV{riL#dZ
zpuHYHTQg6w19xt)$Hz@d7?ODqSMzYDi*D+r%h5%xSMdG=>?&*bysN@(-)%$5mZRG>
z?^(S{A<NYc-}|wfm4ndZqq)_Uv?%3TXj{870DQiezcRoxHI4SQJ|DJym%eKARu$mC
z1s?#88xthZu^~caM-j}-<>TY;>-^$RxgdI*fpdHIbaduSxsU*pj{|wY@|!#w#gR(=
z;Y$21Uj6;7PEiU{4sBx;f0}>Od9)`RMSx$bag$DwyJf10y5Oqb_;*q2hZU!FM_zbQ
z>X((|bmeW_>6@7$`SrcK1{+iR1C7f-3M6pzJJyYT=g(WEPDfPBOI%&ML+}zb8k?}Z
z;~{|#KJV_3hNiSKjMP#^e%4Sl*(X%ftC|G8B}x*hEN#B5wuw@)yW!N<^GN{sr>i~%
zho(Ld-kBL+*n!aA%p~>_VS29Qy%{_;wV*IK@G|+;m{!TZ5}$6cltJ1F4YyS=)Pk@f
z)(&*IN^9vLbRMMATKssi>@9L;N22X>Z!v@j2rn9XIQ|Ugl$Su?w+D4woN&$zjcASd
zPTiqOrddPJWQGA#`$QfkOfhM9$&P$7WJI;`Q#S(ftKRCM@qM=LK6G?-C-ShjniO{s
z8Z}}4UUTVJ#Zqrh;tOmeF)G@z17f{Rs+@i#;83^DA{LPH;UY4bN-BUduO8epiePjf
z!TR%w6-kvj>3Ks5)T5WQ%YZqNn!W6bCCHA>wv2#dwL!5O&kbARS_7g0P<P2po-p~=
z9z6Ow<}MflH<r(zhFjnw&9v3|cK`&!MK0i7P`lhIu{r~Rp~^o7oeZvpJFX};RaS*(
zn6cNR!bY{;CZ!&bSC6GjpJAfUZ#-K(nrlUIgBOja!p5o6)Zm)SFgUi*ZPE`9h8}3r
z;+ZOyzJULr^9xqyubYzti{igJ`a;pH8unf}YsvBEpAI&he*^|P(H64QMT7>wf$?==
z#`+knGZCY{%4;k_x`uz4El7<6@d@rz2ZhQNI^}dWI!`YVW?7mTL+DZ&)~6Wi&=IXP
zLizj=vZMwWnhNtI5dIAya9tO&{V|J{EK7R3?XY&qwJmnttDD65qS|CZ5G`#2C<yze
zvt+*1*g(^7?czpoFk#V7r!X{blTNVn=oW58zwLom3FYwmIgl5Qm(ELPKI21)Q|(j{
z)P(b@`Dz(bEmqXa<(T(9f2)s5;-!s8@=_%sMmi+DXB8`IXY?Jx0bR*H)U*vK?JgDA
z!z?Y#k}lg+*~%0f=)djJU{g`Trp&@&nq8Rwa{|ZL(f7YA5=x&e8$;NyaKGVfs6Vt0
zEI!9fPBucD<l5|_THW^a=NyQ;DB53#0q%Rkm-fcQ?&Qr%S#o-O^DkT58Es+c-%QQg
z<lZAb!LU*h{iFlJLA)22eveHcmZ*_N#@_?0H{}<87y#3bb)3KW&qBH}*C^Ymg$GhJ
zukro1oTD&B<5)Sx>A^6sn30z2AW9DQh)$|S9tPqmwIMd_$<Ma~p?j=Wl6J4h8kp#z
zgk<i#DenY$Zf(6q%V1O0Xlr%gvpxW-%qIFNoH(ghq>#Of5Otl89bf46lgNm0+f$=4
z1c-75AO@schgA8BLRu_Yu6*5ULDZPP=6n$0$2#pSv@j`5wXVm1RfGjF!09L{#zYjG
z=PsZ@Bwo}@zolRnp$$$NgrEyJc~+JJ2jXDLQ2pGg@+X+hD@xrylaT-p4!I&Mw=Zwc
zkLc=~D%{LaLyqiCZDsyLHuG%QCD44*^NP?1ejw$ZlkqupTl8^d6>1yFmO~^6SvfZV
zSK`YT-tr`k(qKIm9YRO}d%*$hD)fa36K0+aHqn|G(TKIKly;)S6>mdy`_v)2aXtly
z?@F}7lpY`fnq{&aC{q_9!J(B_Oa4v<aucxnpQ#W{;N&iuR}1dv7llGQ!k2UlIjBF1
z<6<k?7GWU0k*e=824%a^=Bx&92wK>Tv=P_fyPsd{u#)^ZI8QK!mf+t*9dPH4nrJ#e
z-6C;(WpF*EPd-w1phP`g;J6Q&-wD3We|>T<(qy_;#io1ZyQ=K1pP#$aXC1hf8-p(1
zGIEX1@;OeqJHre<tymW1wTmS4{)l-_g+-+Kmu?c^m{Nl?o=%QBL|78}$qYNzq{5qd
zH=aL4Z>+QRE4c$^bM<mJ0k^iaoO6+pxsHn(XNp_fdihD9Nnn|WG~wE9TK<SewnGeC
zsenby%iI%pud9GSo724<>_c8VaICqUvLrif_gqDLWZ}b&I62N=khe=ABbL?nPN5%~
zE3e|T4HJ{oV;3T>H-4O=IPLglXL0QN_=$1C8;>}fh;||A)ZE3ma+Yj%0xF;mAQrE>
zhenL)kUNiiEgb_qmuNL^j%8=yL1y``B62#EUR^Y|OalF~<8nwl^CfNe@@iCsmU`fG
z)7FL7$3VA4mU=&0Ziyi`NmZVfk-MkwAP?=QvbC5|M+0+@2+$L-_|gYKbuiuXf_%TY
zzvsSvG(?lcQDZU(l^}SyB7LW5e`=RLi>}vqDY&*VC2`2=qLz_s>|>MmSKJzW&JNPk
zJh-@Wx_gXgQqWw`kGKE4hpjYB#qG*5P*{6@mAWw$)n>ufpzNNXQ2!!Y;w?T7tDd$y
zoDV7pf?e~R(r=Bl&kdCC1?}RUtn%<gHc?JBG{O(NpK)IH$T_`a9ifZkjBGz8tC)x~
z<zFeZ`HuTE?ubGAl4m<~itYSU%*cd|t}{_Wen!)_GWA5hBY&gur~$Vy)G=2Q*&8Uw
zq1jJ*XDr(&+26Qau+!7|LUKP<IYEzOxcx}8Z3qM*8njmvBHKo90!?lAdZtfGJziEc
zv`Xdw+f@4<W38(6c{KpPUo94O)ROI`hbVt&ixdg=c9p>84gO%S1rzRCt^Oq=>?}47
zx=)_^@-|idf3bBAOo9MimMz=1ZQHhO+qS!Gqsw-6*|u%lHn(OsCSv#7`41VH8Ry-1
zE(%lWQ%iLkjTO}~S5(Kg_a-HK-oMs~WlJpD<+aY6poTDDl@WfB%axrfgq?nsm7J@z
z*eqg^kKuZ5e{pW*6U!{T*{WM2!3&y>%bIKCWbXj*dXGY#L2%pg=SQzcy;Erz7dxGO
zKOr`rlH6>Pzj-OHjSDDA$R$3mxXy_=%|boo)sT4nqdO-7Q2g8C?WU<0z*OyeV2t_Q
zPRC@4#S~K666=)o$Kz9^P3B7YFHJ++8E>be+QDc(y6G^I(1IEdaP7QH?dfNBU_S`h
z??%}N@_5HWu8Nl6fuk*hFoL;Lb6^2m05r9Zl>%C_S361awTDv*H`r2VW*ZhKBP`Xi
z;Zq>2s(C9?WyvzeLxZ?XT(!<R&QVF<P(cV)<;Lo@ZBCnAP6qR&{nljFRoc0YbJ&w6
zD#tmj{sf2GNlnsU?{R^jCo}$koakWRaOIU;9PI~h-QMuT_Re~C0HV7?m>~SDpLn~C
z)K5lEh+X5D6^j!^BF;O0OYUFLO5OqV{?ecogn+~XTGwbv*>kBvwRKY!ZdrlwPuqTi
zRq8P}*`F7m189-chA*5?#gn>McgN)}5{iFBw}UA|S=M|#vwWXZH#SkTjlIn>2`@F4
zO$@5dz_WL@qkks%5E@VNLc4wZG02i7oxN66kSDUHBVzr6yzsNB^jAxlJYUl~UgXHo
zH2WIfG;YLIs4bP!woO?uB`h7XQbC9L{txnyiX3BW0|Ee`2>m~qiEIq*%w2z5?tke+
zikkFq&;+6T;`e9=llD@hh{}U08AKf`5Nx5?CGvuV%19?q(aA!Qq-bbd`rp9dCmxw>
zs6gOE{Czuqnu=FfS6>T8R^sTRZCvk7pqzV3<jj8#*!j#D<MU|)4r7%ldFI`CVCoP$
zx&&|S`M9zJ^`*x`K=YcwcEGY4$T;Zjy)!O_Wd>f|Yh9=h`2Zf@!w>eO2N%gZ={=_}
zdMTJfHxPTN04!0Me8$lW;SR~ol$7kQ%D+;*3Q=PNIviu1?db8mqS2U+18F;;gmSq$
z>P2PAWT*;VJ|#}Kd!-Dz^a7XaaHiY~T5P9a7R={x5Dw!$iz1p4%bO>8aO_w<&%ln#
z=_X9pOT2xb_9r_fpiVw0F=aJd2tw2}rNC(&esLOMkb3%T%qt!utK>4Hf%pDqov06O
z;REypyW^}jf;kEn8p)|*mY#3rbUmi`JI9*?w`H491eAqv&S$Zke~_f^{##9eBe)e`
zq9$JRm;LT+@A=v9R1bOw>Vj-T?^&KKx>IA=q*JN-TOc#f7=J1!j~(NC6Til){OafV
z$CpmmDhBa8%32c;-%oN$&lBX5tTlo~)N7@EkMwi<y#~2L*odq`!z!9J4?I+x2+e6x
zm?Tx3$d(vJY64JsdA`M-gU02skvt52)A7>V4-P?Oe6se73jitnY2H&k5kj+RmXNWD
z(?}oE#nRA_{t2#athB<symr=W#Ck6B-3OanOEGMicUz>vPofA9e!2%^IlqqumoBrA
zWX3_6RqtnNE7A!K)<D!|^b?#zFg7FKk^LsXi1mmD1}V2W6pJz0qLE!LowQE}?bHY=
zWzNo~G7ic`+|lTGx#4gZhlvMH&;D9eB0|AA30WuajZ;tK0v2A#`r50|X!iw=eTw=K
zHA*J`os*T`?JSI!k}#_?Oa-~%-inW;|8&h+U3MIGT3|$;jvgtfH>WPPJoBWK)U-9-
zU^Wh5Us~(~?{)o$&RAe&PaoiL{{H6dBe4g3@OAQU%ta!_A}r@VDu<~3od;x98Q#sD
zz+ckErMSt%sI_k+NN%FDr?vYa1*@^DKbDMf%)Ri?T72aCna~Tr{Sl~?pH{dXAZPQH
zXRQMc3?00-PtVoDJog3?zN_!s{dQ!1i?1N)H{g+qEzAu!5qWNB=x-6Y+?dvNTXwRe
z7Afy(_q7b>70XQgsG^D3njFlBge_LmFwQOrNz{Sac^h|72t<-(Kt=2dHiF>A9E>fc
zv}`p`G1w&<)X}cSD5g>_64cpgsCf0+<rSMwYdHzby6)c}?f1*Frb2-PA}HP`Q^gc}
z%oV5GQwE=R0%~cDvMkOFB@6|$;}c*s+vJDw$6`vnJ$x*i^36kJAfJy1W+<*BHB3v)
zh09`eM=m>*XD25-YD|qYlMXz`Vld1yoFN9>IH)GRjRGUYYq?Q+L~(_Lp4s+2ej8{}
ziLpe-_lPy=Lvv7n!|wazLMLwCoX|3JVWL=<D8p)Z4C-0kYev8SLm$@__WIfc0{}2i
z^MCsQ{~M0lnz~rnoBZ!6oR)ObMl0g)4MmXYlu$AHcs)$6njEvTEvux-Z#BG)Lq>&F
zKoEf!sQ_R#td;iT-Hr_(L@(KpCG3)(Fe>I=I2Q*Gd)U#Xf_gAv)2QY&QgNVXk(yP?
ze%pg!|0;LNJ2N=S2bS5niQ(16@0Ui=_DNDN)j@Cf`K0~+#`Oy)?dmY&(^3?ycgI@I
zo@(RGW%nD)7h_&Ke?U2;mWa3JY(@W(H@_Z%=#ou%=ey8N%u#HGQ-L1e>Qv2p>*0W8
zfk%=`*ZiTlu`gVs(TWc6BCn{{0aTos<zTXRWidtU^pou=7_(qe+UF0`d197d_H2tJ
zmIgX}*4|9_#Bs`%DIqrF7oe`#=YYrfAuvUZ^{IvX-DM=x>}xVxVV^m0$SBFz<9IxN
zGZ7;iK4A2A2k9eKHmVIlGaaI?!%MOrmUf%ES5of`0SyKZ^>%sSk#aZ;*QgrIJQGqQ
z^-`%4{ny-y`(v$$t1?zmZGeb$4l#0Atnsf&<(6k<vK@oTRX7FHY$|b{YtP|+)54Hs
ziK@yZ(*Eo&IiD#ID^*>`TRaF_=O>yxXW19&vG$8`Ijl>8G2LZc!epN$AzCso=v61e
zX~{ge7i48P5+RPok(&(D^Zw<P<3Kc@_Um22tdV3Hr6B{EMRFQ*Qc261G}1&n<)^~2
zoLTsWJi)pkLK_VR?cNZYIE3hm?X8PqY@H$Av8Qg3*s_WoacV7sRHAp+z=inzu+ixY
z3ADE{{P{Ucv<nKM>TUcr$u(5!)ao0Vo+U(*jPXOY|C5hj@aCJLD_leTu!*ziZ;qtd
zOKIsTq#`*<mwVDM_>*<1S@0k)k1e*+JV=kOn>FAk^HuBH?MT-61S$6hjxe;t)+i<h
ziL0LHpPG1fr?Dw#Yvu;6<pt?x6a#C|RU2v|)>!+6d5owP457558Xje15FIEZTjWt;
zJzLAiiPAr<=%6Wl@mU<zRTnoYA!RkOF)+*MZS1dqhdL`%x_JU1$=NI+xl?i=I(dWg
z!!IGeg*6ArVY2|qqX<RoY+#D#-E{)1b%8t^EgS|TgN41%t^qwV(7B7$Yu=R9BR9&d
zsGi|<wLw+}64uFgUM$vCuK3iK0?`$5$Dbj~)THs|VI3xMcjCW&$5y(;qj+o{Y_KV^
ztkW9aC)ZTw>mid}qEGUngtZcT0dfD8<==p#?sxKugc3^@QihO41||#B?{b60$SLke
z2LhJnCo)67CboD-lj&^&4FQqei>1=hYB|Zj=Yx!I07w<pI#=&aK{t8AJF?jpw1F~?
zVNV1<i$OjeS|fu+TX&0)6R5t#SO}I0!0i(r>>B_!j(28|^hqT55=aUrK2~YNWWSXV
z5;Z6tKlAhEww7}_dO`#wvE%!Fa{>_atOR`prQeGe3&;_Z*A~*tU8<WXO99+ZYvP7D
zki8<wyuqJaA96O4@1#{<ZGc%OmOy0`Q>x)rj!@hRNTUl)p{($QPKn*`houEXa<;~~
zzq8N|31<#>$Y86m6{`UAhb!l(#$xfOa7|+^3lJT}2je<mdy*FZDMia={#U!oKa>#7
zHCX~Trx(F95wfgwmMZe|=~PZwxgko6ywJeZ3{aN8yVJvM>M6f8<AJX-xM-Thx1KUd
z;6bQ2E7&>PTlETfLSncD;e!9rju@6DMCS>JxIkbRYV7Udt$$EIiro7pzZrsS1J?*`
z##3c1!NM+P!!-X^a=2U0o9RJ*JJ#o`5;+Da_DXBu?S4Fx4XU6Q*!JV*27_rT=MRp;
z{U`H^Z)jF--3->J)LQOlH&FK<L@Q$IS+d%|w=YOgBmV77+soV-Xbnq|TA%v_YAF>*
zLo;Mcpb2BgLQrzDPP{ikobE3&io+&_KZ;aE62dCUxk0c%%-oc8AVV0U+|$$;gHPF1
z#DYcIgZ5ZWgHfd4)I-=N6~OZLLsq-v&d>TS_;OGnR}LB=3*ct35g7yCJKQXIlevz=
z_$*-w$cHcE*}v`r<Yg!aQ20n;NPqofYL&ojaq4QU4L!6{PjLu59*;(g0n1B~!<d^`
z`pQZneGHjcLK)Digl@uC=p|*1!6(0fRgrX~qb2+o_!B=Ffe2PmUfN-RD=u-zBy!I~
z47T3eVB1a6y36k`7w=?`4{x=+cboRROV=Lb`y&ImuNYy3ps;PYO@sHwprBUUy`w1y
ze_?2mzimP;SA<I!oLhY_;tBYBG=Fkz*F`qNLThonU;KHjSCeEH;VGG1a<)>Ii(Pxs
z7<ZxUX12QXrdX@vq2k`eG!d4uj`(`ZKLh#kMvx8R=|!4!a8nexCXi?K+>Etq62&lW
zik%rk%>g9agVP8<sRINq7XquwWQ-RE<sa@(PvXj4hVmDWs03?d+q&>3x?qT+6{3@4
zN3o}!g72Gjp&sPnxv)ff=s?!^M!3ib$M@@XSf2v1C=xG~G5b>#(J}Ijw12rOK&Z>;
zbsQoI6iVnRLvenEi3&Z%lsA!G{vYSGml2*B>f))kqHZHaYubdI4_SCGXSy!*w%b{-
z_FEsKxmnNVjD@<8PwmId#y*s)OE*1T593WV2yCx!ENO^=L#aE#DYqJ;5#Jz3P4IgL
zzyYk8h_RnM0&sjiu&PR7L^4zMhroGdmo*H^&Dg&3y-`Ge2Ep^_7I=LFde+qEh%9FI
z^J7SD;QQ2TuQaC$Gzml2YOD#}c8`q)CZO`5@|wo4I(rkPA?k_eZ4ng=SquiNO?u1M
zfpBPwHV5qFByGx3L7kP$^6jvU5~J9-F-ScA?go*t$Xee(*;@gF99!H(<8(x^i9Z`l
zkMN}T6<v+L)9o1Z1sgbc4Yn<V_tktqPPHV3SSi$@-GS8g@S&(i#p$Cud0xtLEshT_
z-r^Mg8ZGLkwgmd#RVgwWlc+kQfTLtqeWtt5B#n?9+&vL!QH8YMQ>p37JzuM~8?HTT
zT&!76uV%YM&x5S!9OmDoX1nn(YPYsFSdKNC(}zMRa{9!C@m)#Xio$#VX5mvOUJwK;
zaq_@Se$3{@Mi?t)u$AKPt-Il6_mKlx&rPu8yyu~b6kx+4Vf{q%d-IQ7Wcu$k#tuJf
zymgmg{cG5g4<^B+qj=SE6i4qZWLl0^1<@i!)wj6ZhQ3JyP-!BN<l!+AwC%<NZk{)`
zluKDOItsFyWy8&wxK}OX(?d1lJzN%x4GIPq5bE-g>Nux1--FNH3c*yF<|SK5K)2vg
zl1_aS1~PSGIs$@c>t*pqr&Y9O^0{{__#%o}!D!XXG89i|<cZVili`#-JxtwV-9+G-
zx#$-Q`dI^Sh0#O#E2JD~0hrM|a)hG|Am1WI9MSs18|?vUCvC1>Exj1gczC)}!HW}~
z<hGTIPxlJot$`{TvLshJ;~{n0rEfJ*&GC?J`T4BVF;M*r78W1-e6~BYdB5x!t0leT
z4e1TeZ*TT|6R%Ls<iqC*U76}(ipUzBlSR5Wa5CrL^@`-Zl74bDrWtRu_FLsr@xhE>
z^*eC>gn2z)LE7{76<D7-&rY8DVDb#i{J<4FwHfiMg1ZB@JW<=m;`kN487??{o&!V>
z7J{5z>@^VZlk!3i2oJ1>xc%e4YRUU?HAIh{HXs!8`M^S)T*McAmE)YzVQdq6&l|xL
zJ{3MclxE1Gx!52Te1J=Xihl2M9oS2KT~qU5Cc}MOeQF=MjMHe?SCe+n6Wu<KShx$w
ze!688s64~(ZISjmtLF1shp2~M-#ZhHuf6^Qk6V>}FuQ^I!>fCzjO%zy4g+@J2|JN{
z8U}vao>dmc3D;at{={f^E+5UBZ40LE1aJ<AYdL>ZRx;5v#a}aHGOR$4W8b5iu7O#S
z0#`0HNHEJX@iin!(*&_4gQU%B=dIHr*E~yHoZF!`*XjGl;MO3kD@~_nP-#$5r>9*r
z7S2lCD=JH+gpP-qi(7IXp}R_mv!|P*Ncjl+(hiS*D`s(qdikR5tZ36)&bT%dIB;51
zlkGULe=BQTd>hzA?%=|nrX-<XC$rn(^j6LnllSx7kBrCH8`)NweAo12#R#DH*3bdp
zV9($LnWgPxK)<_-3kI_52^kCi4e%Dhm4W}|s?=f#5P|<CN?>?Xwm)1FU&5fdR_xwN
z7q{+!ALCo+;MB}@=_XzocCERC8Y)UjpjoG6@U?rs%HswgjmEh(drzy_0V{&L$;<VO
z{(Mz@@;)~a+`qw{H`w>GW{}$xWY3K(S_eZgx$YTPx4OB1?{m&AKTSO=5h#{zaT-zS
zRy~Y9%)ZI8b;zAE5CdRz+d%N~xBYFL)!^tuXAJ31mW9y_lZzD2zAu)n@aI3&=ZZYH
zD!sq0ItPUR6OFNRwf*hpakBiSG1Zzs_8YCJKU@BwGkt<gyJZ^eFu{O3)oIr5fKHO}
zjk+xa2o@2|YokR1b8?*pKOfr%=n=`LEv-`m%2`A^FE5@qiayHH#Ss-RwaldGxtjUd
zLf8d|;qW};P?T;mtU6GeOJ9-h&iNTy^Ff$OSG69>L%A693(3$WlhYL#v?-f73XUi9
z-p@+%;)jbTdeoawh(#$@QhsaJXrFw(&(~i)c01eho#{p$<u4(B5xZ*FqHj~;E0*>$
zsQQK~Fk_}iKeF`g%}j{hqfc4w!&3w2*G{kR-+lf3-)>q=<i0<>SP~;^Tk}-yrocaT
z`<hTDXSJA>CQA0AA`{5zq!^sWddVXbBH1%jLabKBN3|}zp3hSfn5?1T{EM}^3Z&+I
zxBuBMdnv~_kt_k^(hq}}n^cV)ev%WBv<A;rtS6ai7n=1N{A+2?svaZC5acl7Htr+)
z5FMv#H0wV&NfQc-3tU)su(DEf(8@+{6hx~^oO%9a;`^ydWGRS8xeJAEE2n;*H+FK)
z9P^cjgop|s347%fQH=W@NqY2!NmgP0jdIue6Y_r~ZLNElEqBL?6>d89j|$bY$dn#y
zu8WnCd){qib$rOTfb2&?0nsgmB$ni%s%mzuiP;@L%Y9s^|FmLhg|^~ob$fr9IeZLV
zEtTd!eY}h=R>_Ga%~8Nyz!CP^+i}YJfVHAru#qMq7V#DNd!sy?yIF>m&3YT9_2!Uj
zYZ<-C+O?EA8BI;4f$Vc1!J@~M6d0UMB(rGAjw(^z3$+sXQTru3N`MdxjPsZ+5mbYM
zC_5)=MGN7!g+951J!>&$yYnwZFbhXg0FcnY4n3+t@?1v8V^eD&%rdD{W+xu0p~#Vi
zkGLDx8>+Cxr^5n=F1Zm;vp+J2)2ogxuG)mWf;irqSRsnd;a0|HuCd5(lgfeMmkA{%
z+JkHb5b=x4o50@9{0xjfWLm+PByor^sMX)AM!9_>NEYh}Kk_Ve_00nTNHIH!N2>{J
z-h-ME>>=D2p(w;HPi8^DVguX*C8kAe2^*b~#!(`q6SZ-EavLpITLAoMTG{{>MceNE
zpnPL8O?MyMtqyUTl*iaTq>sje2`Z}Xs;R&^ty8A<Y2w%ASPipouvoO`9+O-_jZxpX
zFpN@w%lj2ArFN-8J;sgeI0=IGcTQw>tLWRT6Ci!f`jATcuytJ&4Iv$}yv|47Kl${z
zc9<s)oiIy8!Y)~k7;jgo?a#pcz@#0e4t0L9S+e8J<OPG=!jul8^?{dZ!~xrVcTCmF
z{6k&VJlfYwUhcsi6gdTwBerj@ghkfi41R`C79U6}XXkN&&cDKD$!s(lyqfkLB3L4z
z0Vrw)l^D&82I&i&PM-GZL{xde<wk_r{$aJv)Ce%ISrL%^tBu9GBc2N)I9<XA5){f8
zCO8nRWgf6b=jfjnL)KhmYayH0lw`ZytZ_-o-UXXi>^jcgMWOxj2Lz87WGg|bUvP2Z
ziBY#5Gr|lvNE~VMgk+7(_gQ>F*DKUsq0zaGr)O&?eH+737Q2WFvbj0_r^UM~R6?Ma
zZ|M6t;7gG7L8~4}XLk#I6~hZgDi!MA3rcAmVCin#kWD;()~qH9NZ6bU>~3_v4uBIa
zM!GJ8^1I9lw$Vg{1ry?*s<GD*v&}g2dtwy;>UEd-VxP9ja;<z%JiLt|BlmWTW^Bbl
zQghXe!sZg0u=NowZZ*tmYqD{cE4Z8-g2-(8`TKnC2M)+ahb4(-RfrGaOw64ad}dVx
z|NNHOy%M>|=1Dyvo7$u1{^5maks3Q8kbrd%DY7iszWqRG{%~@_T+zeoW$fYa-!cnO
z;h15>G8ffeLDLw|gQ<V7m$&l^XXA{?S9$DS0oBStp1#QwNZ=sh0yD#(-*{qX^{;Yj
zZriRjMGy`>rVgRi1dWWtekWu{UjQ+#T~;RAz%=ujFl(bu+W%+<@AI-)kcM2rxk3`F
zEQOoYo;?#!&@diIEP!?qLC`*@)<-Nc+?KI+Rho-7q)xt`*DcTtM)u;p01!B;3#3Z2
z7Om5U1z{V<g^0})JYfc)cL;@I8v;hTC1k@#C^aSRDSA_Y8R5wa@fytFb2idz=A)$;
zVk=o^381yqJ}%)i3(n5GWqJf!_)3M9#eBdD<W)u83di-^-~|P~ko;goIMLF6(<woy
z*n60IC5NcU)Ln9W{LXgs+0MQE_<wzHAq;=_-F%b05Sa0}SW9+O;JoL~1~(C|%)tGe
zGflZeNC<4mfJk%GM@PW}s5Tx;+zNtvM~M(lloR=6$LxYIrU}&3fhw^%x7s9YL-H%&
zKM|otqh>lVmK-L^I>sqAhgjf9%m-h^@NA)GBxcd1PSP6y&bEl{e6Mm}As*G((E*(x
zNp2^A-F)1R82{WLv#;;n(xW~TH46eHgW)u;;SGjZ;$wq@6;EbKowNL_l;l9x)V;i0
zHd($(0A;*DtkRoR2F%mz8KYlT2~_#rwPdjUivdr6;_n4xb})3J2k&pPTc6|`JH*I7
z#3-b9QNqpCOooYUE)hOmLA2NSFlk`;@5N((y3}k3Xq|Eax^>S~3ZNkuQ`3eMMN^94
zZ(dT7mAw`Rk$%Slt%T<FasT2w5SA-&g!H!%n@`hnfMxxlS6%4cS{f|J?$N)0wEDs9
zlR7)iX+g8~EXYG8H6DVpn0o^Z(2X1{mDdy+oMkM_MA%SElrx0tjN<p3Ejr(NE4WR;
zVGp7lRG)Dfan~*AuoSuog5j!rLlPH8KY?Y^RVm0kRuKYeDt!#dH_=2pSJ-ghw+BU;
z@PEGCLw<^3v-^xkl6skVIZ&j@^*^4G6(-Dtt>C!`o_BFg+caIgjJyqBL{{)u@M~(o
zz~KPe`jcTU9#p#d_)PIR8JciTmNSn({zXxx?LM<v-+8+6(5zRDbe0rdq?P^}H8zLx
znU^t64COBo11^-OmJRlJEGog=U2TJ`&pRq`QwjsW*QoGOJ_~ivNmx=XUERNQARkyS
zBKz2137m+t!UX}Nz#so%i%?I-8Tw=3h@m_%8B@5}@Pn}KHrmWxS(6a-UIu)B8KH3<
z3*wpy5PTH+zueoB<7!j}{#lh9zG-&K>WJA*-C?`m3&lVF2KzeLi28kP!B>WZsbEbH
z4CpTyi0ef2bXsWL$HR$sX1O+&U%UH(_R?af5*%&OmV>P&#-KrtcPw#<E%PLJ1pM!I
z`M9^Xe6BJ>&*Bvr4SY&f0D+#0&l$jWpr5o81h5{isJovS0{6lK7T@N3NGETlGk0I>
zDh`9x4Btw)$En*Hny{#B#EoyENC7*kHDPD1Ycd(ibeMr_hTP+euK+M)gy=I@qrL=%
zpxSlT88%#$mBtEEpn-`o+b;x4sLP)p^s^!Idikppud!y&+&La!wfiTE?PYIM)QT}^
zU#jPiP(;;_GaT4u1CEMq5-c3(L`~w%m9ei<Pj;bK2t?M8I%nxums{Cn>Q0QsgVHp?
zZ|b`5QaL{j!ZZWdAA}LJIsaMqI)Z0o#Y9-$K+Cw4zJwgt>FRFc8#)gUr8Y$+xM})>
zuo5rlLm-lU=Zc;l*b)dCypdgV5hL-zN-xU~9w`1+&$H^O39OV56sDg7Ax}5Yt<TYa
zLGSY;HH{EIw{{B$I<XAP8h-r8x;tj?Kh#%b002^%|LNQ7U}$XpJA?c$#DB%J;j}qg
z{cC*mHJcEfPi^~$Um9EQSbY^qt+zqy$u2oY6-nexB8KB6<U}Ih{CNYO)}53r?ndQ`
z#{~Zj1DQ7mfF)2kSHZT?j4iT3PxZ}q*`n%P?7wxS3(Ws9)NalGD)%hZ^<GTt-t-9(
z_gV~w3Rgk4VEZz&P-6wQR{bCp*@^y)URa7%YmueB_N2OT3q5R0|3es+FTc`Jg7F)^
zAmgj9$@E!uy*Ex{_sxc{_o)tuMca>;Uqkx>_|!4osM#8~Tg4B5t*3RvhJ2uq=Rapm
zf~;Y!t<Bu1u*Me2$lPF~x4WlaGw;Z+xB`Jc_+w7A@>YXa@7L32b5Z5py#>DlK4F*`
za=G!Y#up;gJk|o$<&Uu4{(iYnhqU9<m|kPrMGD<d9|c<XI-|QJ>3F%S;+65D#MWY-
z;Dwz{U*Fz-d2h!LT((VQux);80Y-PDZ21(vD`mgNy36_|_N?7_XK4faank8uN|+$h
za|7N62)XDS4wFCxLZmacS7{6w%^n_>R4(cUaBUC6Nk+(D==BaP(P<<xFO-#5->7mt
zi#e@8uvyvOHF=R>H+dksJlf&8MY~5!W$)Ro@fU83^7aQiU1j5Kce`>3e!mGP(%J!D
z2(zRNi&00~@TjK<wF9K`vXAibmJNS$paPu-od6ZRqXxL4{6!=mV0iFIkDiOfC$T81
zYBJ16jHXi61<xC2*inR7RGdf>PQ!ta2~MmPlD1@{GY1n(KOb$K)_d2I;t34^9XdVD
zVqGRI6r;<%o(L^%qS%8ns(C{3TbQ~XS4L0c$4@=*Vm$*PnP^zZlLBNKC4lgo<EG}F
z`0n*?3fE8hU>97l9_n?eYD7}2SyR777$*U(kfb_O$uE{TBnByXeVLT+&S55f`)v(>
z8uqVe)J<$IUjs_0UC({;e8Sj)h&T;4$6H&xHU!2aevQ(t`#kvrFcQ$3WIf4lQVFFO
zCyYg9np4aTL&1?cCm&QDqBPcfNA=5kZY+|}zC3Ylug6g|h!{n72*wt{4D`#1Mw|hg
zzmrX<4TbQ+L~p_bA=tuIvK=ZSo0cEoYMsH(=T(|I^&GG!!h{1X^(~S}f^k7ZNkq@<
ztyq8$4lo)&V8Q!fmQNhUQa}`YEq6xRbkGzw36)^`ZL@{6CF8_aa}5;3nb>DC!o?)^
z33~7RY#Vhl(3sSb&Y3rofnIJ~H-y<y5$uTp=gqnpSJWx$?2h0vu~T1RUiDuFeTar2
z&lBu?PKO->K6AZ8Bh|&-UN!XF!+ud!9joUM<Zp*PsVM-c@UhZN?sxwSZzzIwY0?A}
zL-i1)gXeH?juL<587-6Azfc)Lv7d}|hN;y76mW<o9B?6zXgCa~u&c^|8lMs*=U;I|
z*X|p%@z;uOyU<>feGW!N4t1x^sS&RHOIq+j=Od1n?ThrWL-$*?_B%{LRUek|@)P1;
z<ObIX;Y$mRNgG%uDB{w$qjRP56BLG!d5-1-CxEy6#b&R-Ge<4}6Wg}_id7>MiZB`l
z?t0aYop?_qWhkIeW%7xPKy@KPtoJUh=}INXvH9!Ri)O7Rx}weOdE)hK`Ny|NK?;+Y
zIoJfdlpHLPtu@c9-P^lKO2H_<MOe*Mv-NcD@yW^%fE{cSAy4z-8g~n&yBr-<wUz#W
z+Yt(FC4M7nv__E^yGj$ff{J?Qd&r?auymy8>Pyuw>7a(#WDjuYI2^}F!vjmK5)z;u
z&Y+94g$)oZ<L^>#?BS&=ns3CV$OY3ss!QIi)o}oD@XvMcExqjlCMag$K6#)M*J`Qj
z_Lg?x78|{<RJ{3t+>WH!5z&F4HHiGR))C>l9UbjtK-iFY9Vl~H$b}pcpGP$hhAad}
zHLq=~z8{kkV!SMfd=nKVSoJj5rd@nUaIzhvxZHzB$09x=Qov$=^#T7DoWRH#1M9PD
zAUp2Px_Q!78im`&e+csULmFKX_ymAef(cEMoxJ)+w80p`g<CZQPqA(6I`ygF9gOr`
z;0iTDAvewa?M}QAwTb{Hwa?T~Y&c<av}}KdqiLjM_{VGJXXB)zhE0x1MG@g;=cf$v
z$Gncq@WvN379)bxFUM%mRjhFaVGlCFYce=Dw*$>kw7kH>kv0nZv0Zfm-c#A);b3U7
zpRJ@)Y7K<S)y1S+`%7sW{Tvk+&X)c0e8FSA?he=o1UNb<z_h=iK#}TjLDK#Z&q;cM
zn4YfL?~r{rnT>SYDb^A5CA~2~tFhr!RRv6a0}ZvtDhsvHy$bAz|27zo)j@51saNR0
zV^o`#9<=TQT^M4MzEqd%cLs1h7v+5h%%yUxAPl$eYL5IOc|QHJQvi?#!TG18m^V$H
zVRV^t>MLrq=bTI94`L|1%x^sQhIAOA2++}d>pGJus8_PRK7!{;^r?A~5lHX04=GoB
z=?ATc;RL=!KvEn4;>RBovnDBS7$836AJ1<WF?s5M@MuUUgWQb~j5J2ngxVwRh|p__
zd)kt~5!Q-cPW_S-Rk!d25tfM<Lkc#7DtPCLc7W{0LFz~11E&KzLO_#mzM~_Jk?z`R
zvMa?D%>y1>#rSA3@&}H!O7=@gC2{-WUKiB4^LJSVLz3x13}6x431F0km~x(+p6hqh
zE)=pkzB9?+Gu)qV(|(puO~o8v5KR%VAl-pwbB@?$PgQZ`bSu4RCO_QK!`EA_68#Ds
z!ux|>-)|Uiu61T#16Z3;licN{7?rWye}l*?MVGhS>-2e~M*XVQ)G~=U2LSlMe^p{=
zaN$2tEUSGIr=_<?PiZ65%6VKPY6n5h@X$N4<T!Hny5WN%jyy#-`UYEUm5I`L#@bZ+
z42&n^yC$kiZ7@)Ac0fbL-@giL!uH4z2>Rsv*^x`!<K5Z^afme`n~|bbbQ}@?DP{Sk
zaHNkrsl7*SpBjA!LOE<f8iR;6)CWRv93qDT9-2XW-D+qCd8JNELi4BFTx4deMWLXd
zfhxC;(#=Dfts(&HQFQc4z77N<8p*iyKfMZrc_GR?^}}be(XQK?qEpv8h#(S3#^B!u
zqlJOHg=wfh<#O9O5~V$V6+TS#+CHxn_LnrJQu&!$%xa=B<!_ze=x^@gwl0ss7##Xh
zR?adjpDkNV6DIx;1mJbt?T*3lU<UzD!wYfNR<@e~288OMU-<l-gOuQvnl|YP!-S|}
zQQL;N*q{Jmz4J^*;CIl1;FTwr^pA2tfylk63lUkbyrX#n)<phAsS4$eK1iXg^R}Cx
z0CGH<SeM+Ekm&{#XeZ>^-~x_*p!|@E(mK}VN$fL(awys-#Gy!D2@r0W0#|KS7z;sX
z>t6C~7Yas!-O3S$Izq1upmjOhu!Hs7xvcg2;8I)e7;8!Q;t14Ca*z8N9i}wCK%NZG
z4({F!S*V&LSnMbt8(jgZGh||H(=&Ha!D4JOp$$s8Eg5k(4u8!3$A<n@B|0&L499A*
zO|~w=OvgKKR(rsI&2Stjj%ZEF$13j#zE4fVqhc`fnJUk1scig0(g%6j89FeNJUkF*
z?EWI4>9`GSVzy7C8Ml=DrF^NC-4L@Eq|v<9@h`uMiw=?l6h1njnUHYkK>lOF5km#i
z&`G>NS+N{4qXMigFb_HBpm*D{cOjzFvNDkw2p))fx;`SqhUl9jr&_FF&-UCtz4uPc
zRmo${o90EZOog*>8(&wdRG?S#s8CO4Lr(;|nVYi4IovSr9YmInEh%hK#yK<kHW-=Y
z$N*!LS5~<}O{BaV<<v$Fs77}L@z}BoSc5@+F+l!$;&PHkJPHw#p*#F`Bv8exfo&Et
z&jNm!H4C|kkP(pR{^(Sso|&}XnRZ#BNK0|wA4NcD15_;ow$!gXKDwAUL(Ro$VOy$%
zRqdNZN-s5&6yMmzCNj4MNO85Oq>Z=mpU;4zd8wSEh8>-$X200wp~(u&QfL~)Q@o24
z57cm9`ekcUAR=((q@ZI~L2t`Px`&hyr~V0V1+^InM9nb1IP$y+1$`5q^$qyl-Pgp+
zyGBC<7~ktvMJ1H{(PHFqvCd01n|_k{7mFbi7rj$VD2JnSrktHC+X33DBJ_eb)E@>a
zY|(`+xpJa_^U=Os1&~7H&CZ&8Kgahw)@WDxv@}Y7+1}I0<o6v)@wFs@_{A;P;>dD4
z@P1dh6H--jFWC%tfP}S&lmsr60;^IxD9W)cdy-Xs_?-GAqolM}&SN9gD}g%;f$AHG
zO9yq~!CnfdEcG|j>P+dxMO!Zq4?oO?$YapLMl;)k*{T(IU#jc9c?LQW%oUf}0Vls&
zYEVaUX%dbnvyn$i9cqZI{a+-AHnOdFI5yJb@8O#H{rUWLw!=5+Nn?AzzTMYeB76k$
z>LSEMoNu{nKPC;l7(B21B-!cuXy}DYsoZLh*=4bA)??}ZKKO<gr4*S{#^f|-=91oL
z3f59`=>@mJBWNl`zLV8(8NZ@fZQR-LS^^(Nquxz#27=>cLh=QM4v<q5WCw?OnLE5y
z!I*BTeJYbnDi1GIsyn|&jT`z`l&VF*9=1)D*<lP!EyexU#;%=kP%g<0vJqu4vxP=U
z(os)&aO%I)^o>Z-+KlD9fuH?3WFOl*W3uahs<dHlRfO<y$s^Gq$P10sQTm>I6zIZX
zgp(_p%a>A5-yZ2kPQb&@I9m=WyEk(?)8Xb311_E%zsY@ddMToCa)CQ2sRE44ku6@x
zu<>lE%bGWD`ySV9Wt4ZP%NqGJjG#WJ%xF>p`^g;~>740~v#2jLYjP=9(vb7hc#@u@
z=|XgW9eKD^TX+7b5ATeS{quq+hPkJ2>c^br>iir{kkFJ&Ovm8>r`K{7!?!*sPH14-
zk(t>G!M{S==i~BM`AYweY$628{$A~V4q>#Sz>c~GNab&D)>_{%`-qwxk097bAC|FZ
zIon7Sx>t{EeTRfiR#Jmb&0zpG?}2piWr=g-?RplVl*4XNQ*4_v%oaq}e6veYZ?X14
z@0Rk?MKjoX(%)6KC;X>*oeDP4xK)$Nn&k?0HBaFdrqhm%Fe&fzW(qeKHt{3*?jAwj
z@>8rwP?!Y_sG@;mz&iDV5f2Xc%eOl^(}WwZt&oZrHxIlqcZp~Xlq;9Sh}l2S2RR}e
zD<=rZ-+WUO-sD<JcZI*s8|1i_$1Rj|fCgWz661-X@kOsZGa6~r=0e>-?u+!vx%|U9
z&WBKlX=#-f41aZ6W5TAkYsMg8oEsA>IQgl)%Qa3kJ^<?$%fUfRoc%(+(LS}z3Ovy$
z0ZV2lB*GM~yys!s&_$WcQ>h_R@~zu-+vDq45XcD}jZ0<e>nPm{v`YdUEd)KKt2A%a
zR<O%w%y1up7j@fS?$tZVEv>Rg<8g$w!4a)n0kX!UVt+aGJ^Y+khq$%#<9*UDUz`sP
z`JAa1F+ObaM7T=xB~G$GHLTHpCh+c!Taxlue6oY5JLRxv-#GGx<nPV$__P<aCakUX
zB|94f#1D9_M2|t6&j=}wIj#e9dP0OVKC~KXa~7c21P0=+p{N6^p#PxbxHh`$TYtEe
zAa=}uO|JV0kxWOdn-_@;kX3Z;=>BbP^DhcLGxLA{aa~gQVFGopz3XxMWDBg&hU0;&
z{zH)Bn!gxNz4fSUuz_j)n-yH;Fpo2h5N?iC4daG?=^irOSVs4=6U5oS%?o#wnU{To
z9=V1Q!-ATDNC7frCs$BU|Hf9Wca78jP;^eGOlUV4X%zzEaCIkKV5cQB=w6n4maR4d
zca3<XSk)H4<lM_m%H3rH>hd*gW_@1|uvgMED-i77$;pvBHy5owgB!llhxsh3P$L@7
zFj59=V}Qn`upyOOLiW}?7P)-K)!5YAbVX&uZHe*r7K2R50MwHx%KR4Q#%9rearIcs
zsq*&j6w-pXn0?psU)Hft#X_XDCOy@GihHxEE$Q|oGH@<vW;kAzhZTJ`;o`@I<TT<X
zEH!{(w71d5)7W2$m5x;a1iKEl{<kdbNtxit#<sO2H@*g~D8-a@;+<GjxPe@YYV@~X
ze2<Teu`^~f+BCR^Jcd3#hLaqIAM~J77H>To@HOJo=e#tlj_~Ru@s!ztbn}@EC8q^m
z`<=-vM10C4vzBXqZD+#ijI}t7HrsHg?%kIP{G5&LQ)b7hM;+w-VB2mb<ATwVg$wNV
zcQ2*G#M{{Sor*iS!xtopH(()c71LAdB$D~N5a6zgY-;OU^)cjXta@saJ@|vU!FOF^
zs_bM1OfNTP20B)3El_c_F^yd~bnFjrP~FxpxJuck0Y7ROTs~rB@&`XW;cXr<$4_C_
z{L)WYUi9=W-uDPwe*;gCvTr|_xl*4;iSy3}%U!nDs~Ihi2KY{OAn;+_)dxn=78XG9
z3fp~!2a9ffRAG<af&N1sX`La;T<q)oiQA8kxaih7^PCrIpF>t>>91Xb`R{xYhmoa*
zcBb@2g$TbOeP=m}%=KzV1~)Rn7A(YmWj2_u?Ru;>9Y(wpCHcXeC!Ky4E2~sff^*q{
z@jxEdIo!>jaec8DD!F?kuU>pf6#4`Eh52_u_&~RJTN*g`{N~(_5`>+L!qZZ6_E7t|
zm##}qCh>6u)mA#CSmw|!9qkC-S0dh4f~H~3$yy0s#P!PCu?J*{0XLMawm(%?ft`06
z1mBg{tm~z#ylq$)>QH(GQa`V6V!Jw3EA8@A{bw6(*PNd3b}Y4pUd(gjmg^r9o|<_?
z2{HD$i8)pBrxmcz^QbnFviR#ZA&XJDhKu;zw%suh8ezS67VoYHT(UPWQw)#V_d+qw
zBHiFnP6E0ZzDuHS`2W|AS;Q+&QUwM8@brre@&7+t!hhpJeODJtoBx7_DH_so2W&9i
zC+ZNGG)BhE!!B~7ku<XdXsa7WEmx*o5-3@cjgBVjiRNTK-9>n*M;r@mX*?u}_+xSK
z=6tyg{Ly89+UlH@U0LhY4P$L~#^%GttV;5Z!Klozo@1IidG3HuHQf&Bh49ijgTTm0
z{17r-%gKiBH1-hFTu33%uS}PzJOC|OsQ*xPWKxq&+ZIMoL$l@1m^XA;P0KW;iTn2^
z$Ac~Ar0q`YwIzlNggL)o%Z-=R^cB8@p<a5bXGtZSv2B15*znG3UABV7)5}K@{iV+_
z&(gZoayj_@X#Yr^xVY1speFCM%Bu(Yp=3-UU~&gQ8ktZ(<f_YHr!;)XKXzv_`WRX;
z5SA#TI2gEOAqC%EIR_^!hZ=)WVM`<`EiZxSu>rhnmEGJfe@8G{tDsfUYv!EjZDNVg
z%EN=a#eOX}0LNet6_dphfcbLXWUhaIJ{kQ+QhQJ+p16r(JNK#XhaW(D*eZyISzr<n
z(-df>3TlNI^-}X#8#wJ~8vgz@!*pyulQB^Sr5%Mbp#-4(L)DED8fs#k4x%)WQbx}f
z?o*o8F8s<p8`{Jg8UjGj*OwzcYI5K}V>8WD$Tr;*<7HFblacu8L+rfMO9`%rr};;s
zp2&SE^z8zndfqfxag5CqQTfD3UJLpN#U#q;pGnjd(aR^MF`&ySDAUi=<OUivDgJKV
ziN#Y;6VVH+8t72YhY2IS;$#&_aZIJK`>>bkhRRv$wGpDTW<(?f!5*sx;pn>6Xx{I9
z1Y72V*!npTZxe&m4a4_pbl1KSh5Us3-oyQ$m0EJd(sD}UI+qjDM@DE5_atllzF0(X
ze5ag&jF5#JfBe14sudO*q8p)8$Cb*4Mdk86i$Y*oNT_dKC10f183S&cX%<?^K`d9T
zgt|1j5ijDlpKwx4h~y|-;<7BI&4()w=EzE^#gfy|49(OORBi1zmTOh>;%l=-*j(6$
z*56)leGboGa`BPEyPZ`7tDN@|WooRu9Ueu|sl|%7swyR<zS{((x9722!h=N0c$^Yt
zbkd*f7-l}N^2kdMly>!z?HYAybpQly`H?RbJw<s+?OA%(r8-p;+TbQtIAdMO1})1_
zAOrV|vGlxeZ9le1mX7F@94~~?nD{1Cl(so|VXX$-9CyomLm%PmWk2N?iN#|?Yy$oj
zr=UN<Q^Mp<3>A8+qd0xf2WeI?QYKxoN>sCL@d^3>I*scw@lJ504&?ri$p+Pn1_-+q
zk+dbb{y~maB~BIUG!4?XwpR|IntCYp;4zOxps6vLdhTif<+t*AVfV8aa+WE3furBj
z)Ec04>!kK_Z*T8}+Oi;wKue(wiCn;ld}s;+tgRa^U%oSM(U7B*e%88oqLi<H2IHID
z+-WR_+%$jLL7O^ty<{bHeE%el#p4?}Q)GlYe78DexsKm+tIxa`%M})Sgni(9S#paK
zYnA0(pRxht4XPu?k;N8U$Eu{rQ<c#$eq%LV$X8$Y0-8U@IJa2PGe+1wEDH1>+p?}9
z!U+L%+>oYm#BuGrgO~s3AOJITHO~K>UU2jZ-w%$owyq?9cfF}LLb}k_%-49rQ+z&V
zkXrD?c~dadc!Eez@yIw>1;?8a78dmd+~0l|aH@HBxV*nxlk_DQr;|fqp$}s>$%TJB
z36|}QFA;1_wqk*LU<6|;8}a^6*R7Vyn@A;&p+f?OFh!g~&Mo_;LwoV>hR+NO2F##0
z02pFKAqwdMOraovf?x^=U$!*M%>IL-8no@cg>t@qn~%tLlrImq8ChQxyu<Ufm&eiA
zIB$=#yrPX$S1d4z>*3f0FZ$wzDQhRMt{^b<g7kxp#-GB0BiLd?+7a-YmLfLs{e=wN
zt3>r$F}wa0Z1(B*Izgj?Cv0?`5z(@RCyyqv^F6BRX5rjs;Xb_gpLopHV5NT~oHb<<
z|BAG|6Ha#`+uSEq^49vMA8p(vDtg@AQTf-OvY}xm0cHtk4ZH9;KL+uLSmzj!$TH>O
z_-fYn={;xAhTw68HJe}aEU!NE&@Tr*WDi5&ohJxh67_4v2hcquf#_A-c&F<$kH?ld
zAZV)*qj=Guh-g{hd4vypjAyrgpg1Ir|LUL*if1tMqRPmB|M{U0b;bJpLBeqFHS?1;
z;O=eCNqY6^kiczOix6N6$%NM$4)HHCJKX7*%hb?$xfD^?FJUiKY~frhK4xh$+}f_8
zDyw}WVIPb6*P;$P4@O=iv$h}A2pm4F0DhfcB;W6YP|g|phX4OQbT^HjBn0pP00FH3
zlLp$s(9Xor`Tyj>n*OWxZ}_gmZ%8eaa6Vye6*gL+EVI=O2q*p(hJPL`4EP_BI{7h0
z;#ToB3HJ9*c82dg;g;^^d9XZ@xw+X1Z^Olz%e$d6MRWCoF6C;dx+f)yHG7b$t1EF4
z)p_KSb?QSZ^U}EP@^z6yQi_HBpR!eMwc2k4&C1F3ztwOuY+)xbe)VAAd*eYQ3ui7&
zl+CiV+Ch><zQ_o`9zT`Px+>N2);W+M_dR6Rn)V+AmYP-Rn!0z7p=sO(-Z1k**{WCG
z|LpyML#;fK?$d;}&>y=Es$mGOY6MRUXq)@L^=_y<^wY-qR`1=6d(=B@oeeG#t>I%d
z>h>!tinT3K9Peo<1S3TtHNy!>81eh7Nq4xO^@CkMW#9uwwS(^Cu0>J~tbZ|4-78ee
zdRNaY-O&;uX}a;}j*}+pQc9-9rlxKxfdm7-DPqoqjzmHaT|L`kFl!HXVn=Z7H>A*V
zd%FDU7Jkdhhfowa!A}P9sW4hHt35u{P4$hQb*~;i0Bp_^z-i0L&CGXp)1AqExNm@f
ziH$lq=q)zckiQ!!2%+u$n1@Kd`;2KInq`kXSrbi7<S&{WX*RJxmy#hfznQ6?>SMks
z7>lG1cVS0w05Edn+@o4Da|X%OZU9=9l$aK8IZW}znW8b@x*}Sn$su^z-IS&e5#i6=
zE%CO0Bu>tOgFMu=fsO8ND*GMX^i#}eQ_G-5U_+c}-&UlTi<yAd2@&GrSSPlec}n56
zvIvp;N1L56D<$o%DKja8Ac0FALp|dz!FrJxY@ta3&ZnQH!@MsLP^Kl~E5(?M6=0@M
zy)<wR^vvj`)BAhdb$7nP_4q6@j7&yuUo_!w?Z<hsGVr}AN;4+xLkV$}<)e4(OVTaN
z02g~Dr9)6YiyBzo1yP_|%Q#9Z9vS5xc9hUC)g|#nB17mV0QSehszCZhnDL1PJ!|O&
z$bDLoN&Q1bHCZnBwaK3b{t#znZ`noK4A@20n-uSIT3f3vM<xeMnEFCTI8fts7l!vX
zxtT)yC@rrf;0^tuzrayJ7FnPu87XrX;bWH)#Ue>mvr(l8RKr8VZFltxgr@I^-K*l9
zTK9D#4T$~sDuEo1i}Y_sWT8IyG>(!$Buz~Il3x<?GN?6gAJEUCkbqkFzDz@crJX_O
z#c*N7DpSA(%(2$PErueGPspT?PtJJYlq@_$h<4T373!5Ssxcr?f@GiLn~M^T0@M6Z
zio1Dxyh?g#H2_5cSdH&O)RpgChHNA^e=F7lY3*S)ilUxm<=0u12169RQcQT62v1wm
zQlJtzZ7a}!Tg&!TGl{7{PgOU3-&@iCXVi^Y!FUDL<B!{4Fe}P3s-e_E|3w>8ARo0v
zmF;$y{hgkw#p-zI`%1T9F@^Nkb56~xNG5RiDz78g0I}=3cQU<>qE%%dsAi++C0=kQ
zgTN<RG0QmfQUr;}Y^2Pns%g>rv_erMXVP>~$j4SHeL;ivAeofA`oh^set48fLBfWF
z-XMshClD-gQxpTJiX&CBg6K=`>-O41(8~jM76qp*3$uGNsDYxKa>FZzrZ#X8hw<E9
zX77<@6`g#P3n-bwKo89-0-8-b0!**eo54ZCV5>C62uCbQ&8h_z5mE_esK`I;^b5>M
z_=0HOEU%?Aqv>nkS>~md1uidg?RomB-2IYzr4>~h$pd~h1cxc{ThgFwwF?#^x<lzt
z!|>L)hr&0?5tC8^kRRv!efNLz7<;TTruP|Vcp?U9{&x7rrx>+xVlp-dFFPC9cQO1R
z7IE0+ww`bR>gh*`LA?U%z0!BJ3cn9p4JfTIPSu3Gl(Q@ucxg9gHSQ<aa=|)7bj1<?
zNy34#nWOPl=_Xq!D>m;H!T>pe$Eo@PmZLS%_j&@FQ{!CcyaaHC&EfI0TRf|L#CH8*
zdpspVhTZP;86Br^c*x?^HeNwoNCxOwEmA<OEy&W-ySNf{u5*F)Jt<DmJ0yu>y1#dB
zjd5DZ>qqf%D-$AcfbZJ>UQoxT>$Cb3O@0QIIb19BEbUuNY%SIQMx}EDLc}Bn1!&%S
z4X2IcBNpv^i>YzZMT=UsxJIm@Ff-k*7Jw$e28?!~w<-RSciTe0)9Ls2J#b_1@AZ9s
zbu$CFV1AWT@=yA9!f3WI7zEw#Gm!-+5ncpXe9N^JQVv~-Tnl`6Fis-%0E=)}qn1&7
zL@;D`$(r|xqc0#=V>2n((Hd4$K$S+rA0_A_RK71xuKq--+1rWzJdOB1e{Cr0<~miL
z0i}%`THJ@h#K_em|8HRbCYsXM^CpVIy~AGF=`&{fh*?^W-f$8<xmAq;Ra$2$KXKC|
z0lHhHr420DkV_Bc{1#ags|tK|MoydTOespSFQiYSV@To!E^|KAaz_wECb~&ULF~HF
z#k)mgD!%#l@t2%%0Eb-h8J!7-bX3t5QN(USg7G0n#K3n@iHO#zA;dzj<nKf{XbU^J
z8v1{+bxuK=MC+O^+je!?w*8mwF59-<W!pxVZQHhO+cmvs&dr(F8IgIDxgsxC#EMVv
z^RmCrP}nyZub2+VtoY7*nKi@`>bit%SCvD+;x!#Ar|pDR@IuED@_fQ#&K5-aI3j7g
zo=;7*rb2M<ZnRr+Ao|a|?E%lu&hUk$7pyn!KL&1tp`}s*Kj$>qVHy78w)zSf%nUAI
z@>!?y(ZC)D&n0>z2<y5^Z^6<%Pvot74Dx67@aqW<&tK(Z2MS}3GgFxph&o-|;@cO=
z8~bMxg2*UX)UECKeSH@wrLv4B$r`l}w}iTaUYSv>#FPEZx}k{_oRDl&Q85EyM}2e^
zf1!B+Gp3ey;ev57gLa}aRYD^jKq{mb5a+7mBJf8B9IPRm4bpv@jBQ#woyx~5%(+V_
z2i&?J1#SQ-u$+?j^VPj!1zvJ`3JI<)ZoEsW6l_!Rm|meBXY0yidIZT{*}SoCLds$G
z!HfEh`Clr+k-#ZAZ;rf>V~Cl8E9GO$Af6zhm*D&3@y7P+8v0eHu8xRAY5dOUj1Yuk
znKy)kKq!Q^D`{YAqm@PMRVTVI0FK;9C!wP@8+kaQ753$rWoyvNhg6D1zuK#dKy`&U
z2cAJsE5uHD9htS~0l8Z+hC|T;?#>CCs_d(n%$GnT6cJWFC{NMS#mEijzgh}<O$IuE
z9Z^l29>MMG7Cu=90QNU&GRB+SpF4$3kI+Rq*U2;7do25ebs4+Mg(L(v(J|hwAA{r>
zstUElNRAG@D<NWU;H3C2Q%B5_y8oHaIyh+@ObCDKlUc@U%dMnl*WWW2)hD7{v|mGe
zk&u?T;KE^3bVU=LjfQ4Ij;xyVj>foetcb0J1DJ{}m{qIY^T1^eN`Uv0rg=-sj@%4P
zw2y|GN8VO<qtplm^!sBO3^sI>BcLE3k&d{TGFu~KV+P+<0$M(hp3#Tu@_){d3qG7@
zARyq}$Q=aEAH;S_-PxUuh+*ArTn>3qs`$*taUx%07Fa#eGl)b5+ZA!+K-n^hA&9%2
z*ZM(&McEjdPleJPWL-v%_b>qNt|zO&HL_I^T|{+IFE)m<S{?L*8i`zDi58k>Xjx8(
z$S<&KeW7xxi;gKvAllZ)<iaT9n&~3mmC8;yc(ukep(6<IK-9_Lo#)#Dcb?vZzVt=?
zPKaVG?zOZSSsC$~6noYZ4fFU&7SsU+_0gl%PiIFc;(YP3;?JkZOy=52Tz|k5!0%hX
zt&jB<#<C4Qo$kPyn+z9b!X74AIs0Y*tTk&TxT~S$oG7*kA*_`cC5&5|R`wTSUL)P^
zGtU}Ra)733M}j7Ss+rulxEZ-L4_o%qT>TU>IH^R1@uSP4l~1Fbkwtz;z_RvfLG=cE
zO`BT4g#VH?Bk>p^W#+3MBz>}m3d;Rh1G9;~6t;tHIg=q~L|6WFEa}Z|<8=}4%*k#t
z{+-L0tGC(Yk9^QSQ+te`i@q!F)V}D)(A{+@#l!kHSZZ#Q5jhF-2Ha$ggW*T2xVmk_
zpleGH!aRF`v@i!(<9xvgfqNV|;mQ~Z)P!WK9n1>|^>lM1jRZ|mLV5{jBTcTf=iaIh
zY=&KJd=$sb-8!_m3qGp%CArcKp7#PwhDTY(Syh;W=FY!4khv!~K^l>=4h%HjCLSZg
z#8LySO%{}zJ5sfsxFAqluMJfj-5<t|>sO)sKtD`tRc5L4{0ZmWB`^$SecKXDZH*gg
zv=myT{+n9(JpijwB_i{VJGG)9SzD>N6@^)!nO)0=swS#F2ciI+820cde3kubFT6zR
zWNy(8NZz%x-0DX#&7h#ys&HBN7m#YuYNAGh0a&>-A5;frr_Msw3?ci<QD^FirvdR0
zj323b|4yr2#&i}+o!uOBq2=_Vt?HQ)QV-FA1;yi^Y9ORh);{x*a6rLwKGH0w#VTr0
z7lO#JYB{}ZH1u2)8bcS2LWwta$LC^40Dz5>^lR}aczk|S^1|tuWocJ8-iWO~tB{5c
z?IR5#2=z%Y`5mvTklIKHFuDEb8l8+4#|`oi`AoZ|Q~$g;EZ2Rkn<1S3J}kA)!c>Ch
zy||8w;`)vpHw6V#XX&85<$mGGAW;eR)})t-k2KPNWybz5jhbWjrIE{QPlnPh?aN&L
zg~TGiT01t#+ukRpf3zQnL<~IyaO6$Ixq@Gdin~d-3oDi1=Y0vb0ELM%Eh0A)qDqG;
zvY_G)8~qI$pW@zAvs%9$w$kC43firE@-;RMDXVAx59S>$<&)=O;>KH!U+3x)kLugb
zuz|W>vsJSK8`21o`G9WDQT+*EmMw{=lh*vSO*5+2qZWO#oodGzB^`|xSb9$bGqhXD
zoo*RxE#M9RX<SlnUn0=R!isv`yLy)B);+PYvw8R<yilV?=8V0&@V2Ia#6)VhHqi(h
z9}>q*I2x#d1Ip%4L@6J#BBgl7P6`k%f{lt@j4SgCo7lXR5&D?4EBG4hOyLh}o1Y4B
zoy~;66UY`5Ug|uLylP|)Q_I|ya9nM;8iq{IdY<N`V>?^x7#$CSuAs}58I>X2roUP|
zU%1<n&+`HAg?(t<yvRRI_E~hE_!lSp&$h<|gA3WY0)5W(Ak8{_jyCihkH-!Jku`Z;
zR@~~viq-;}FMwnGaMG_JgCeeeVTzESSk2Q^NMP6iFje(Hd^C1Iu%Y(m9t&t`pJ`cO
z=dV5}(Ib3FY0V4S96^2#sNt^jMrC}rvIATK!-&|9U--A5nEyMk#-*{OyMqD(8pi%_
zL<z_LhnDzPId0PYPgafoRjtPqha3iGY`Y*|4MgGsQ^<zI^M_r&6@m{XbY65Zicv(0
z2JHKW?*(CJu{s)q3`tab+9&q|=i*?jU1@a6wPZm4B2(|^sc5R&qeH^%cHOs&(!-wG
zPIv3<ePz%>nL2f%%JXo>BA;VS4Pyvki|ETfk<GVkc6p50MAuaY-LjmO{IH&}W<5wc
z2S}xV;?yjo%$YJx9~Yx;pd}+yE|u!4g3&B@w!0#VP-h7^Id$7FPMbOTe7>l7>fpHf
zZbK2cO4f)(eT?TJJI24$)=<_Kt0q(-&swKe#!xRw2AJQ_kd1c*m(<^L5{0ODXsdy1
zH>d+{2^rcq8+?R9d^B@D&#!Gm1=Q_>`L?<A)Y6;XvNt=FRngpbd_VTV7dn$6$-Iv&
zE!4G;t->m{NURCES;=oB**6Ntlgu#4WP-7wdsq>$cvQ1Z_6j=RE>+(c9CfFjp0JO_
zeQs!nHZuq-Cy(zEs4^&OCYyr|6%$CAI+X!_+%AsDpM-uf2LR}Z4OFIq6&s>1%!`ly
z6n>c7G7)IUyK>s>?SKBHhrq$cbp6;we4P*9zpwYQ3VD&k60sN9#CaE)4H;%`jYi1t
zNvRMJlI&Zj^&6*~#?w5Vihmunu7wA+M@Ybs#8Usctqc$zSkl%q0A|i91PZ!T8yJ`A
z-Aa}M5`ec^Rk}~ON0NNcZE9yE3tf2+C?Oh*&5(@a=lZZmFE*)59!sLBE_(e0n~>qU
z*#zhJQZ>G0Coi4+!`#;2M_0j#M2{Wunx^&1+)S!T#<^s>pS3O7Ld0lmqe%G&G>H<e
za&t9e(}d^f>#4Oaq&8-(DPRA0f}mJl(mLgeP^w=MRVcM={45~`)l$rmk~bV-8&;7D
z$vo?Q`Dkh&!s0CSD*b)%UqQW<x?p^ayD|P;e1FYyqY0P*J!B})OU{Jd#X4E$2^;_?
ze#?pf-FUjLiF7aTm2M$tei5$@$uXzGfIz`8v&4;s2<<$exYT$r>%v&pX8|i7B-7Ju
zG{q$LL$FIY{dZG0d7rL#q^CCQRUeA|z2fEp@U`zG5D+RP$RNpKh0s=;rSM(85Y*-o
z)~~^~L=oLjLh$Sh4L?rr&U`^<K^f0Kbq(J&C^IUORGsGmze~s0Z)2@K0iMN^Zv%!+
zzr8Q1FJrZ#w$CALh-E;=DsFz}7#eYRWeOC67e=*<#<80e@zC!%MBeI0Nbb`d+bMBe
z8K+ZGzy~S523=H`7o1h)F~?#ls1fR4frtq6?|H0LoG|jakJ{b)6G&IcBaf&0JhYX4
z(U-!ATl9qDH&XhooL-5+@hz#E!I$nB;&1<^3{$0}QwDrTIy>J(a<9!7?E6N?>}i;-
zZ0ia-fhx`w#BfGj1;)_fWS}znMTHe1gA@K93_{@#d))!9OmsYIk|p40na;L&A$)4B
zNdr5@eqyuSc7*M`XEiG$Qra4T#SzHIfG0ellJ01hp^tz7Ul@B!I<tABlFJZ^AV3P?
zt%(LqkX3|A@^jwRr+ckFJ4jv;;yXh}4J9(mO!9kQP9CSTwlk$6HX;{fE}*ue!n5(M
zSN0En9m@3JIe0v3=3#qil|_n3A^?F%cn304B@PwBXtZBg_P05J#&O;&Kkyd*A`wK}
zfFCy3QA-Gohy6*1@BmFZmx%*b>08eIgs0C!4O>?<#R}Wj`ehWf)vJ{UQv50Li?nt$
z0m3Dc{K6S9v5<s5W6Lw4oYk;oD}Sol!jS$<p=pauqzNSd+0|L47_uIFchSL#Y$wCw
z?};<bDgw7ml+PZ*9dQn3PU+FvM+sNMiGaEDH?)d-sqkp1J;<52N);;z_LL}YoBtpB
z0bWgUH6rKhih*H&?<M2L_=M9|B_&|ZQ<ga9yvfNtN`mENk#&0tCSx|1Qm+$x$aY#H
z?BsGT`4v@$pP?kL%wQl6ckhoQc#hO}t$7G+{{ia@V1XzD?{;I-WZ{nD9^De>xT^2W
zeXUIBh*-7`)(|6dgk>j=tLKT#*p~_ip^~fHt+~<BD@u?#=LrYCT=@@+;sd`zh+3i+
zD8Wj~uQCBKumcHaSu8iF3DU&AV!3y7l=2~N8T@gQtX#~*8)z~@_R0E!3ZUi@CLvxp
zuNO6vJGLLh<XuG_3<2EmO(N~12$XtNGEEsl1D}4`-`OC}y`?7tBetze!`B1sYqq}m
zoOAXPJPPK9SEg-ehM5+j@@0aJP3oQU#1?t^Vm{~6STy5zWjDVqRhA-pv_Cgkr##lf
zg4FHOX1}Yq2F8^I5SXDFHBbj!C0(kwb7x*nb!xDGq}<4XEG6~A`6aaP?F#9iQe5UF
zp5QG-q+hkQ@j_^Eoedzsp0-?#Vx_uI4XV4+oc_YD+asS0AZ?`l>k~KVbP8b0S~+~C
zfk2({k>}~9nUo&$RE`oQrPdWcp&>A-f4b#$;Fm)vluF~^bzIKT;VOt)sZDx<1X$l_
z8xz4;xT34w=z{wuLMq23GyH`gZy0*b0Vf#{B#{aEJxLFR2}b7t?>T$dJrkrD145v(
zBa*RC1568Su5BJ^$)&)fG4i0i6#|OfcJcOC5I64)rgd<}ccjv&V7B{I$~f$tq5@jA
zUtBr?7c`Fu`-MFA*K+A!d-18-00CtOJmxZ|iP(wBG>i8gwjNX8!RaET{8VL|6@jns
z?<XI}pO1}?e^O<h6PCM%GbwNx|7vIWS`@EQ7IsmK^@U6Vz{0r_T$Nf#&s<^lB9@T8
zkd9;^Bx-+$W6Sv1BLwKO<&Jgip06QSyJLQ-reh{*wksv(YLhLvOI+4LMQkb3?g*3y
zyHdu-iI7Q?j^@>Gk*c3mjy4%0NDIg)>&=8lBgv_%Y}xiU<JOtjT>%I1$y1xRorS|y
zRr`#xD7KjkT5AS5uMTgXqFIEcY09Ki4v}$mpi!M#P)t<+1+jhBOL=oXu`LGC0ZrCy
z(o@abD=EsLrzOLh8M#u}lD{<zbqwYiJ{^9wSkzBg9-^*HOC0>VVRon6BGK_Hyj^pZ
zdcExq<qxhqGYvmL|2s^=_^1n3rUn9{9QkiylB<c4vz_CA8thv>A5I&9gxi~U8q>3R
z;6|#|dta}XiTch9rvw^xE;%XJX9sS4L}DUnWT;sn%J8w&pRac&J2(l66j!H-Ee+CH
zmIaoDg@u~4vDAukTQN`eor$-LPU;Bj?PJw7(%092KF$TYHoD|4F3%*L7K@lf(s+L2
z0zFf94@yh@;P>@Y=MT;~;f=`0sXC>;oHX|=sz!-h)mW6sI92!D6}W;{Gd6{zHT7WI
z%@(?*Y-}p0)3o#KRu3l4E6bT@IsUQUcgm`!9v-^TccP7%s_f`*Vwy{9x~@DkYE|yy
z`g$uas!m+}$F$jcdk>~&Y&aK70H2xsLK{`|XwO=i4e6(@d3nFd3BrX`A9N+N#h2U&
z%Nz_ZUZqz+te#fQ$rT)-?BM-4Rioz7QOLVX;xgH%^>d(dL3yM=zqicbN2kTzMy^49
zg(oq8bJJ5I;P1;rwR6PxN6A#y4kLZgg{Kysx|pj~>JR@^021C~^U9s9Vle`MaC<VQ
zp)rra-`X|)svHDpN4Lb~U%|1!@TMZtTTb=!_WMiJJCg%G>MHZyu(PGbO;N?nB0hPg
zfg4kN*-+v!v#X(TOc?3@O_vXpJGYdslP!;8j+c8&I&)2%=%7n3Q?v(U)Fl%Wo?}m_
zZ>6((+(fN;&O#=;CC=WICq|q`1NKaez4#q~%0zG@B#;{>pPH^=d~(*VZ#hIpd~88A
z&0J?&AHrE<Nv`%<v0SQ9X(Er2eO4g85BeE^oP}wz5LRQSbvdrC8Lv|m2AzucK#d;_
z5bhoqg-yeYq&z_B<swFol>->Xr@$gFt(E)xD%#z>RRqnYotI5J{G~UDP9;WPS=94Y
zoX~?Dbs`;ycILDz3rf|j3l#GKPo&R)XCyUumLr?+M%bFfsVny<pN^mf7JWHgk|}WO
zriUKcoy--bU~~ebpW6oiJ_mwPfW}f_$~-dJo;GzzL_a~Tld?K(!ejp2Jun`Q%?ErN
zVnWu_JKvRB_{{a@ma22SPL)H3{v5nlj{U~@oV)9jZI|@tTy8}fbXbH+1Imw+zXX3q
z5bw}#frlfh%s0aN7ITdp!gzb*s`WMP+p$}hK5h2ZOkUvY$N+tiLfHcOdrEG{AU1u`
z-j@!B5gsK!ctu7_d0HDb?wrmxw^~7;936i7z)dHr6)ry_;0=$C5u#yw%O2zd9ao?^
zV}CJ;L4Oc7Q||#&6q^(>pk($i)hYPusblQxg(A5ST_Wo+0!(Xx&)G|+<msF3B28o&
z?Y~v2aZvJiy&Gs(2~ku}Js|G^gF=e|h!!z>U}=6A%U=E}d}YU>G>6Clh%9?|Jv&VK
zPGzun->@LnEcAf>b}UlazXf`(S9<`r;fDfKlZQpXNEzEP#hcjH;mGvJGkvKS!mwmn
zBvR%sF&Fl{bZ>qEp@U=eC~UI|G!9+1xncB^JAe+odFgdIZ*1bvd*eFkt30iG!a`z2
zc<XS^ZAY-X(&ba&PPTTNjgA(2l{8-^LFpW$%b(HSgV(=+o!{F8c&tH&AgrK0SE*O+
z^vJ`<|3nL6EvERd1Lq(sVKs)H4Ta6*3b=4ezbjc{p}PVky9EFAKg#`*X#T4UByrpu
z?POTMINr*cwg|7@Uo{ydnv(#`5K!!DD%+#YbEUGGgST&NeW_lc6Vxk=3rkBFm>!mj
zdbfdKEa}57F$2@o6V|FZ!=P9x8-TnIfE@CRxi_aq@N<~hh@8!FvzuuBXb)@(tf!no
zrpGytl@3oRQiO{9Qk6f->B5W6MsaM??WkBPM1l>u(3wbn2a6EYt!|i>)=iv2@KTR}
z;J!5o>u$IIf`b)UE^t&=R1?%QbmO%!bWp#~2_jGQmSUi<2Or-)*bVDogtkp!IYz%u
zsQ<$YSZ2O<lpHbwIUqE&2<VfZU!tbLtP}7=oh!i<m%s>M_E_^bMe9l9EL>9;MYL8b
zR6#+dYd^Ka+_aJ0%)!XbuArL~qLy)PZ(%*`@OPJx`xhrdE$;X{ZK+H$G`ykvXU|ly
zL0M4t?@tG`XMr>!%f@MKSDUgF#Z}G;G~s=zHbIat#Fu<Q4jfsMX~fd@d5SW8e<!eY
zV^eGFsMe<xG~of%Lc6v0h=mg+dvt~Up0L!~gB3ov*6Ap2Npxs$rI)7@gIh>fd+bk7
zRN-0L%g4dT7IRo-jUbX4oRYB9yHdHvpB`XH2TG=-6fS4#pCR4{g5=9oC^1r{I&B44
z$pqV=<6q&TPuN()c-bq|DU-?D-GW@;Ny#=fikkyuPF=;6SX>zy46LTKQl32QQO%4t
z{+7?Sjt$#YxkBE!cB0wP$7cnhA&JivI9xhXYIR;fG34YKPcU6HhzsBC<|}BITsi9S
zBBT_4m3|b4_CM6cMdk1>DpZ$e{(Ij;2s89hP<}4v`z7IiEwJN9DYN03%|}o$Lumb`
z5<3+9OlVD6@gA@6`GXij6owibyx+r%7QxkA?%EM!ifjJHq5H3W`~I;cwhxUxu)u96
zm{5C1y)KT^rjE$wDE6#@MZkv^v3BzBSEqdnw1ie@eh>PTy1W=v-T&Mx2(6Ix1a^7#
zHUq|94R`4WGMsbSJ+W-*7hEMoK0LxdkOMo`y~>6XG0QlnGSIf%_|DOLE-5wYu8i2Z
zlf9wW$2IUe)!zGaRDvZ&BvP^42Z{Z|lf?b4U1T#00!h#jREiZ&@(P+)CLECiQ((vz
z-f1C+>bEI%BrPjc?(uO^BGERoL`un}AW1R|YJd%A19Mu0vqO1FR9tZnQb}1-e0UJb
zCvGHK)O@mL8X&f8%GxC{$AF0-K^-*%a%|5si%Me~$vK<*Fr^A@M13NS6n46uo4VIb
zI%rK-i7q*0Xgg{X<?ki&8Wp-N)hyoLPjbPhSl)F98G339pb@37to=jJz3$Js(3xEt
z&8eFFa#bUv-=gI$KTc*oj6o-0)Ob~KKYBQa)6}o_n;w9W`iXno^=EWA%Xn!pHF}f@
z{WUpz88F4&cU?gs#&qAyW|o)A?=S_bn%e{Su3Ll@kZT6%l1|fn0{t0)>qle;ZxL%;
zaAO-)&`*>UFU_*_t`kqWNtYQ@YFDjSH}4mYPKfQ$Ap6KEK;DAQ*ptiP(N3BVHt)Qh
zw+Jo|R=4$63vAl0GUnhJG5mfnjpD6G4~J(J^UH#q`SzY%9*EzBGrwqFqh~_59>}`9
zD}RI>yik<02IK%sBk1qokLosnqYE3EUQRZU&hQ|1v}}9AH^Z1U+q#KofkZ0Z&!ucK
z)ek6HMGrV8)3vo#E)NB|LOW!eaqP#kTktf*FV>QPMrYz92WffhS@ImX#>&Jg2l8Lj
z#;l<mSFKj(Z_!LA!1C2;D_li=&S8XI&~@d6(U3Og-mB6EP_&yO?#Si{y{y3+4yTGC
zmV2Iy_mL4k<kk;~CMi4b$p$x~%MW2cqQ||Hhv>Ro{!7ND=Nmdl=Y;u^^VP@PXe!z1
z<N|H7#{DtvVtUFKaMP-AOq+j8sm$eU3t}tQw=KFFocG^MyOc=>(-+G>;T(es{Y6Rg
znguR4BBj0Px`3)8T|dRtJg`FM`Z79$!I0t?rxIN1#>9g|{Rt#o{b7NNW8rPe+U1OG
z5tQJiU<Hk-n74r9QCFjbx1az5@<~K^)c8CO%kiv`@i}L;W4<%f)<na>66a(d*0|>A
z*5+W8$+qOqHBWDTkjB7oxCbc_`eQYE7B$R&zDi-mnq^AS40HkB4$gg4;60e{pj7WF
zK4KKlVl^bg*e^fyCppoVFe|HtB<fZ9)|37tl89JbtF8{~cGd@dy~?bYSO3xM*Unf>
zZ%epFNlQbf_na;Pes|-ri~s<j(p>j_rI3flaG)S#V7IET;3)`aR5tBIsKp|`dR%;i
zcf3FMee)o3Ng}*K!#TorQ?cKvB^DauR$;x4RJS)9+>Tzoob;=QGsQm|S(Dp3O82AH
z8d<QDxdBb1Z;`5l<%^Ex(!579!5B;gNhGy4Jn?V3n?iyw5C4_ref8%buM|?&**DT`
z1N_EP!mmCYN|6}q_TEAzc+I>>B^H{mS7y5DHeL6s4Wyae$W-=d!!we*{#-}VZ8CHq
zZ<BL}JvyE7-@Ya$k^+2LNiF(TR~{7zMun)3(t|x-R5_p+T4G`OVOcU$w^;}S<Hd@9
z!u*K~K8Wn~k<t)`d*{Kza7ID3Af~28eH4>EHI7X1#3|-PcYoeEU^58VKo-#FELgAE
z7u35Hu}D`ncu`dodwp}+)?j=;)y0M7xXU)K=4hBnoH0gvG_M%^i~M4e)(K?AYDG#a
zzmIQd;@P=Hm5=Ebm8Z15Z|5zQ8Mq1$NshU(M(h6cp3`A6YD6N03NqRpy{|4ivcN&C
zd|)snd{X+WZZNtt%JPkqm*jqSO&Lm2pL0Z^ht%~-pesfy0mSyqdCEnHFO?Eg&)CWt
zMiWLFbAgVMZ7e~EqC8+2{{jAQUo}KkUsegQ<%VSa+zVMPwchI3Z?@w?&o9L{<O(q(
z!TMKn&P#20moxOOLEdxLsIdY|-f-Wil?}lzTFPe_|0SUP9+C#NL0(6z<Z{y8IdY?}
ze-<|U+kI(AO6aKmje17JWRVc7ZN?LMpdVIR<WN;SN$3i^QT*~i|7$bH3!ZUJ`p(X$
zCGBJ#w!Czqvq(R*EMD?N6v%0@?Z0!=@ez+q;Syc$S6_Y)SMo-gr`{tD$_?3g*2|!}
zYz>0v6smvZ>5+oWv=5vNNGxh>-sK8(0@CG#MSo%w1xlW)CLXVmP>V$TJJ6Zu4IUag
zbGE93nO*E0BCiXcif_5<K1)PjRI*PmSfSJeGF9joNJiOlW6kqwy@GP7rKGguRYX>7
z>bYS0EyH7W-OmF5Yx^+6^YQRp{0A;EQ?V2m`C>q*Mu?6W_Pm1R?%u5j_a?@{I}SUs
z6sJq_BFhDCdLt{J*I>3vQ8xGC@#h<Cym}*2nZNz!Jqh%&wZR5=Z80xI*5z6zF&{7p
z>o^hJ1>HiUx?sciL7`E-=;Kv=*5_k}6YUhsJC&kAVAaOT*`V}gPRu1Mr)W;6k4;y9
zQE9$un-0pH4|2A)1vC5BC*~T8q6&X*+k8qhS6C_dQvy&OdUJW);ak|)(qA00(I>7R
z-6)K{vLK;3!A{QJUQ4(<SCNGB66#vuF{?_J0hwbl5Bf(w1k-5{V&sk%^f#%kpRb~`
zn*>|a_edPYM9f2eOgNw0f^uPO&8q9Wt*<a}w_0+;r(5laYaq-SkZ3bI#K#B-?Or@2
zsR>Gzl$8mLo#Mn`;azDg0M#b~8(VE9Mg)yrh!F+nBjhrFp`jI@6`&r@fO(V^xLUXD
zXbvWLKK3OAzsud4l@SCT5uclxB~pAW1oUl?TYnE5I4lqE0iNL<g}%OR2`Hx^-J{-0
zOBtvcRE^$B{&45@qmEBy0bTaxdo{~)o7EmrYTrCgYY<>Y;aqxZwZHe^eoW#$5L*oZ
zCu;pM3B}p6C>&c%3MrJhEP=bFzsJFoc1%S=kwvFYqG%Sk+<zQ{=fh{uIcf$@p38kL
zf+JE|PqQC|`r%=Qz|^!o9Nww;vc~kpv8M=p#<0jgZ9M$7CXh|i2wA6|YoE$ojRvQ}
z;@8+A+6`x_m9LTOhITQKtR{%AR6<TqL75DGWUK!RY_?dI6T=M~+-udR+#|;jk9w)k
zw$j;GGA;&w!i4%$x@XX^#qAMf{8tviLHqO!5(YnrQM9)tQ@)nI5CBSjEP&UgB9mow
z^k^iH=uS(((gvLEJY&br%4bKpkh7%Wj+mX??JuKEBLeAIZ+Wt50xKU<=F~$id8vOg
zcWI&T!aUbVdO6bWPdsGFk6C}Hg2l5PS94ecJmtDv&{%V&(+N)PW1@s+264J9M}^Gi
z+eHiE&%2M|Ua7r!9F~uLM4@AK03dSt)s1|F(R%$jRVwQ134&rm!}z-L5ns7+ofa?k
zGKBdcXhJTnUUVtM>l$>MrFSjb7~v1k4p--zD#3dHl+*5T@~jp`J5}qyqOl6GPzGrG
zd$b6{NbdLZ*9svj`4DivE=jp`I@#za<9X7#Hvj=b{0l2;lQSr$D?ofWp+C<p)grOk
zrfQh1;0UjdKcEfSe)o;66mUCiW^c{zTaEMzW<-7khGayc9KED+dBl;opH;p$K7m`u
zi3sj%q*_=vd1vp!cP6=kgjX^2_8fpS#c8b1{;#@r?zO#2bt(iLphGP=<aFFJ6H;!W
zAfq2umZt;HI5V?s!~Wb4bi?9z%Fu&zlQpO}b?D+8odZ0AUqc-kU58n&BSyZEzr*u~
zZ+=)_qvD(W*i2wk6;s8*`o`6oT(wzoQ~RoR+INRC5$?=jV}H0PK`ao%lb(Re(8>#I
zH*S?BL@b7L(ZVC%;22Z6{+|Hug4B)5NsBXO$sgUB4Vl5US^rAT$3Y<pdw7=^^`gv4
zjJqNRJy(?FbVC}%ArUYRdzUFwx_Sm-@HUskCzRgEr{KMZ9J{$}3IVV<|1AFw1w;AE
z7Uz5*PqZ{9sV>lGS*KL}tb*P}P4oWU-T_88C@y@-q5Nvs(`Tpka_&RrbiF&y4dsHF
z7ap<!4&AiIVvf&zA4?1m+r(1Cxo`KfRuGWy_M1GJt9x?+^OPQizb<tDmiw@#*)%SI
z1U8iti-(rXMl2&d+B@`fpl?tYec8W)g;Mv$@@X@!_Qh7MI<mhZ@#prti<|o(*BE=a
z?Cnw3b%QuVhuiJ0_8gGkCrrZ#QtOu^O5q5f4M;1l!WE0kwfVRuad_9U7L73t3$-SM
zylz>#y2E59QdWkHDwR{h`o@AZRqG~)z>}DF4ehd8Nqa(EGkVq-u%E21SOq9^mx>`$
z41Y3Fo<GOLcOoJeMIwHSUe*4pNv9y&FrqNz6^F(1d$D%4yMU8Lq{8(Vq(8(<ntxm6
zL$Fx$C@Lm-PGm^*mpw62Nz}#nmle2CcdfhO@BXmDJ(z3Y`1xLDR-J>Lo};bO%TlAY
zlOW`>I%Q?t0HAO%A1lTz3VNLjie7k-pmCUl(S-`MLkhg(VGn=(vbys8)qGRt#(8x|
z!#NO;9js}3Q%uUpli5lbwTjQK93-W%y;Ylq18NN*;EK)urJueL|F*j)I%ukmfH3lU
zwupu_wb|q(jQ7F{^m0TwEN0<grJZSlC8_SNbQn#HhG;UXM8FMObhfRta2vSdDwz38
zxe=8%2oL(9mSddT+uhxtNJTX~l$UGNOUDVY)H;^x5x<;P9?P~?Mg)l0P)8`EMTfye
zk0ABa8n)sgCqz}N6zpbQ|ENnPW@hUXsxzAhoIo5jj3|@sHHxyU5p}Q^kY9A-VP_{~
zqoRPYVM@J!Xv&XWp*5e_ms^;v@0X1oyFZ(zr@o%l|6X}?inl$r6N}~0go*8vy#n-G
zAMSK&veNnXCB44B7_O<EoWvKAZXf3KhK(8TaT0K7x`v4N3sg&&iEU~hi<O8pV9}0b
z?eA~E0JmPO-d5%`Em=1Sd0glT9j8I1SGyB`?}&a@?|4R{;`5j9iiv1hQYAq{s7MTj
zhMB?MU>nc8;>BgO=i^HWEgR!ugmPn)=}NMC8jZBfY3fsS70bsML?)y%wxk=-pKtWX
zLP%wbR@aQ8KbCX%j84eekB3`+;q?p_e)ZsAG9dngGJOmNDd-3$Xe_{@Ny+I{T5S__
z0*$-|*N}(XjSL4tH5{P>DA>{1`C{wZ!!K8nf7T3C2Dv+v<i8{ZbD$<oD;oAj@tfku
z)X9vjM}sJ6*$tCp=LYM?M#&}|QD+ahir?#I8WVZVC%k;)hWFLd4zCF0ndcRsvDK;7
z-9Sv_(n_;(0w;eiZxI=Eol6$~h_RCjwG0r^5cgK;4<5M&5y@}DhrqGI4FwrGRiJk4
zMgv^EKyl$)3STDuq3cPMwWL>P;O^I|9#6`2ro%$yv)9iQ%L;*dG9-0xFyaya#?3ig
zd;Upecvi$oWM&Fr4PeU?5Yiby(du@n_78O7fTty<0-3d;OEU|Zj;D%2^j_|nAKEq4
zx!(sxj+(fkGxvBxZsR@0J!my^QBW^p(Jg(a3_?fa6Qq^Gy;wy=k|EJ23bJ>2#ru8<
z_46VE&!}15ov26nZf(dLn46s1(b~qYPsAllaZPXA><96&M_N$@Vjq7Xs`-?}Kr1jb
zI@Bi%H}fwOOjE`KbC{T^zCKX1zu$M>FQ~0z7GZ`CQHt;GQF!Q-O(Z1}!c}W$7Jd|w
z^rea`JaII3fU6Ta2`j-P#OJEp5jE_w0x|3uG2{6)xdS3QGOR_5qsuW?wuce~6HkNV
zg*`;kA}K8yJb@+;X!~fhtm`Xgd&!v0Tt}!WJ_<r!Limy_adJw>4ormY=WhfW5T%)6
zD_2lNwV&YN#S4cLB2jnAz+F0<mH~04i7P^Pd-YVEVyMcxENjXq1sa-ZXg_v7Q8G4i
zDNu2HQt<Q^r2m32@*>d4e1~L8Pfyr6_DQ(VmaJ}YBkWng3~H-g&ZK+M;$wb!=W(j=
zO&<I!^*m{)(yYCIR{`vOcYXC&NpBkOri^p1(j~dHYyp2{uRBu!qHSpsXXlb-#_?kT
zjv+v_I56S;P_{Tj)WN5V_Dg!6RG#_qlwhKTMd~fP2}13?9`6dres5u1d_UwX&h~GT
z+u7fd7o{8_Vlv>#YsVGos5<rfx!rs-Oqw#5M>UtjSr5s@iV3AX{VnZx%@+4jrdQEz
z=1_75Vk$KJ4g_`|+(^554inNFm8%7&J3+pBP}F#Oj7rUFD_fmsI8}+~vako2=qTzl
z6_!a1WS^wNMfZ|!h14->lx9)?-)sAGN$2ERq&i3(LdVN%94tHkWaN1a5<A%zcj2$F
z*REIwAuH#5O@XGUL<Ya4F;~^CI%;7azO7TuUromw;C~O!J31xWlJ8q@oiko6-WTyR
z;r^=n)%LRx!pl8Z)2T0JdT(*r&pWtg!)+G{@A$&n(`pTTOJ0Q;{;EO8k{xZQxx{|V
zD$CqlSw=16E|J=QD7(+S34%9zG(KNekk;CD)Gqqy%yd_BJ?aF=mj}q5u8uvfswUn2
z-l6Mk^1G;40?OZ@>rF96r69+Lk}8_O&JgCcV71=6ho!H$_dS|j^~?=4=W5f7eEVVq
z_gJD?aj>>{hr09>Yv<J}Y7LN~iW19UC*SwJfLJGC*mUz_4c@zX=EFVAhC20K1T9+7
z-R@fLf;#b40VQp)ZRkifLN66zo8C=WJEcH@4kVFjyhpV|IC*9;d?3t{mV=BV;%JFH
zhoDNo$*_qi7B=j#eG62TE}pYSCu55&A&4)UEtyc=EZBRc=&uu5Lg?SYq_V}E2on1f
z2(oiu{PK&AM!BlYwp@zWO=d|!8x>+y+#Q#h+|G9JqSmY}5@m~Pwa+&aq}JT*0s|k!
zp|lzc-ty3%d+>K0eGF?H3KR+@AI41Jp(PW@ry1~L@~{$%fF<q>ZinDq!knZr#=J(e
zr5muo(i>N9pKjwS|4$T;QVrMzy64g_1ZhDk1E%BH^QW2c{4>-Bh>gxg0hVXE;!tt{
zW`d9TA@9tr<t_Z^f3vOS23<lsrmp5E1sQB&OT)-r5yR(<_%1O6QQJYi^}667(Tik{
z|0EzJUEiH>XojSiOJSlcNwMWm&yVf#G1-_T!q$h7S{^=i!7^#mFJ#>=$l{?i?QV<<
zcf8^jF*j``EFPT0>ri|Sn>D&*toLHRYNal61zhGmy;94!kD>B*iAddPd7E|9cFHX-
z$e%%t*`E~N9*}y59ig@g{Z$dCa5?K2QE!k`9m?C&om30+-FK^iX~qZsXEz>2&X2pW
zag~>n>IK=&x~VRq<LrGNCl%{>2CnDJf<!@~E+tb6`1Pr#Jl%9_*jrNVVtAy=(ZzU<
zC~FFIP(D|9?fNboacz7g#C?NmqBx&(uKUWQ10!;SDv|@fV(R=R?ez<E`|Koo3*B{&
z6Mp2tuW}Pt&~vKJ!fY7^qXsOEr!R%3o7+}mwFJ6DAv$+T1=Xo3+zaO=%+16+@ijtF
zF2LJ7A2Th5u_3^AB7ASo4`>_<KB;cq!jmC1CX84y^rU%v)IR|<LdyAhKDjbB*|>@p
zb8u6mliku%8|;2R9h?LM9Vs$%aH~+X>y#h_FLe9dA9U|}fD?kyAdIm6LuB;dsYX(<
z+v`F(N!DNGCN|2wO9ly}LB)~oFyEs#?ArDxyKpM)Xexl+Vn=xQkk(<h;~KTa7pZ&e
z-DSELsa0nDD9N5VJp{(b+N#ta!5$9SFB2rT%|yXZUUQzO;cuhMZ}y7vyDil9AVqZ!
zON7gp^E!}*{RwNvCk;EY<eunDfh~20x02=Wmxp#s9DNMmVZtwM;AWpV8_34CXM^2v
z&-5cq&9kl&v+F-<{rbVKtay)z>sttdDIF%i3rn5K8*Cv|m{I@_WIF7BX6o=6)`G3q
zCRq2_&k2<14WwL2Xy|NS23{2QcuH}_ti4SRx?aa!b&}Alp7MR*28iE+Vyjb6q*9=m
zX_v;Qd8s>Y>K|v>@oMSm7P~r9$L&k3VKbCwlAIeLb9VzU{@@+@sDqqLVKR5~+k=N@
zaOw7y-G1GE`?MU3o&9;-FoV!_6+0A@BnMMW%~o$NU^CjIV$Ylhi$LH45qsrqMeH-^
zmE4qLbLNUT4hEn%%$z55iIp&?n!#&_$f1M|DO4pJEW8eq5Om40=676(Fs*ez-KAhG
zfzl!`%?8mSN4IGbKYWuh6E=$;Kcl2?{Hfc9{(+=NhTHX*`w>YEiyi1n4NC#(whq_m
z4{j2*X3ljVEKCiPy?CacbCfd=z#<B>O?DO|J@3wLUavX>R_jZ_JxAujI05r-<jOGP
zWGD;T!M`CtjInRvxhCE8Os_~OSseR?==4SK@chFj_5D1=`9X&>nKCeEd-KQbzNIV`
zqn*u%iO>J@uTob{Y+Ct*)m!oCgerFrcY*XeZ;`<F8x5tr;+Cwf(#ZY^K4qwt$>>nW
z;Vlp0)`6Gem^2-FkBRPhp<skv)QGL>3ZimyuDUNiJKMlRp}wr#-bGITN(aow!Wo=T
zTS)*zO^>&f(8XDP<L>&k37;#UUKAP?Gm-5pn+0EhG^UM8<^0R=peT!zyFMQOzSy2T
zm36T@^YY;So*rvw$)j+3*Oj$SwbM?u2{E+3n%S8lyIq{rvW+fl<wpMi7y&igZOQb8
zHDD|kkJB?})~Tu>=cqW9NyF@+z%4u^WWKf~>95!L;gk$P8&vW*lM4vMo1e#i?ZFAB
ziD`^z)ZaFRs=+9OmZUOiYMWdAP8uhy;`hM4r$l#;x8AHIL%hWh+0hBME}j@JpR_To
zWm%MEul%}Ps3?{wk5`u(!<5nd`>Bx)2hL_Q&O|YVpDEc;*PRtw)Qq~1pWukx9EE|>
z4#zC`&S4MS)f6yut;AeKTLTY7`E~mQiS0)HiSEf`b=LSk8<~-oge|;Lxh$>xf!B1$
zO>(mJ>${pKifbqMWweS*47P9}u0YrH>f35%^6H?KNlYK@&T4k$dSKII48=+zG4BuZ
z-@>ALTE-@k;<n>`OZ5_gx`9!NM&l`2zehC#h&1I4#CQKyhoU;tW2-b~Y{=$q7yB{E
zjGXtKI)0tojbqFX@(2q8>%&J*ZTSfM=jOg6K;JVu?g`Bwxcq{Wmx;7#r$%JbH>K@(
z&f)bW;Rm=S=2s|Rav1R@?DR3R^FiS?K6l^(lug2lw*vY_X1^7|7os5O|HK?xnin|y
z7%1p&(#COa*wqFf2$VwR$EmuuDE6x(k%Vb0IVh^a#xvBT{e`C6WPUJbglb9%#hL00
z5OD2n*7M2Z*Iftxd<0{IE6nQA4&)3uJ#ge+KG6p{XmCL|G{%ohdqhU!u_tXQWV~lV
zZP4mqI?}4pkDrJyYrp-vd+MZ&Y)fW%s#9j#FFz$Uyp$WwUWX^oz|K-<3_~^;+9R?{
zx+|nWpX${xJLF7xDxyeOgS~3ks}|_Npux4(gO(F13tJl--WY}59_dv6D>A}|KBT?|
z;NfCYcMu>ges)1YlnY$*9&&ryr*Y>2h~!jXgu6#-;fFX6IF3<5!{M7j3`IV3Tg5hT
z6ie7n*=5)r4v{+>^(Bj-sjqAc-x>xKdB`j=0DOx{2F<LX;-abHIn^3#AIR-!;5n<A
zI27s(_=~#wNCx2c>rmAebxhP(sN*pyRk97vM!mnzj`qV2V?@(gqS5w?VuH8^DqI-p
zw?_lnQ&-~n()k87`D9}u51-+VpI8%adMlmyxYn){MW%}EKG2WZyhb0xe%zQ7zYaWY
z6nksvtB4pzXzk@6e3<bZyGh1J4N^FYjT@>!=aR(7<OTe>xjPTuj&YZZmA>|!t!;Hu
z-!?eAZ^Ssna4W9T@}|a9g2m8p&W(K&;jLnAAbS`8>ZtKYCG*Mo_>@`O4-P132yYT_
z2KGf{Vi`OYDtoxJwhIm*nk%@k-T@mC%46k*BI?>Jgurl@z1P9PB>(F~5`p`c6>b#;
zs!Y9~Zf#X8zFx^Uo_HXU*B}64s?V9lPF(AYY{k&~rsmb;`E3$Rg>SU!sHcjqTM@iH
z9K1KQL`MXAuf92~=bE>i{F3R`_jTrZ$;i!fTK>PEUeB+_*Pm`YQiJA4UT5wli6rso
zY@R!IHiXa-e>dym`6F%GR!(!=s}yrB2YN=RhN+;gT11wMrtF%}avCWbIX?|jzog0}
zVdJ(g&l_l~a6mfiL~gNlP|ZGa827}H!?;wMq)#y{Fx#cLf=Vr$yfyAke)yMpF%(H~
zH9ueVW!~)EnJ}s0Gj*=dqE8z$FfB}o=XgC0kg{@I8>}8#_M#*8EwB&IfF@h_gjk(s
z6hyEZ#0QBLe6dzB_&?_GceVG~ZR-jV{IgIu?2derg3vf9&K+mBvqLp;Wf_Q=744<V
ziZI(R^6E;-28M&p;#Os3cYlO<<aB$h$1YONwe#M^X@3qS@Z*9XQx4%n2opM(Xw&!-
zB#}c%>fZZqimhXTaw9z3?JYpGoNZ0;oGj^ztOUbg$3#Xa5SQ%ru*yn>Ld$+`bij1}
zSb(0%ym;u0`|GA=;l-8jYw|Q#>Y1Gn@8N<b`xzB~{@|h0w5G_~uTg64i$><-e+qBp
zH$N-Qau-zH*pV9ejfV2!(Ik3bEK?z_Na$$7oyZ<vm}m>a@m(}UyK@cKQ0det6i*lI
zc#)TjQwPI2YCl*y{y_ro{5lzWz%}RA6M;oIyVtIbzul58U~cyZ-s4gov>_Y^?pyGp
zLr(BwV6Ic{O<o`=XYubA=N2!q-$22HZL%`kX+}gbwC#B9Dp@)m>yUMR5elK(dw}vk
zZR7W$4u5G9R%+4>&a-2h7xy7VV6f|nD|JJ-ak=l)%eunEBKJxGZxBZ+*SdgJdJEKG
zKni$#gN(Pk(Mwhk$LD(ZbY-=U$(mFIY3H7%4RU0T-n{?EH4<h0p*Q?IG*@%DnjfKc
zym*1Af{pzMq#BGxfjp!?;hNILxCdg-lynK}2OD3Vb#T)BLg$~Im;kwjf&{T3yn#dm
zXY3Bsuf@N54Fx=lcH^s07o{n86s5TMaB%#LH8vnm<;)D1GP#1n2zY!<Kz{=9DIZpM
zL}VQq@uNf@1V}wD7D@%gWnku162`!40`%hPOirT7?opAsL=(t_z!`sTVZZTz1It(y
zM9F(bgkt>RS_paigr|#2gg&~RxqUV_M9o??KS%1Fr5<OEZ;)JOXKNCPEdBMHEeQ-w
z;v}{DpC8q?l|?~SBW>S33@j=w(Pau*eK}|Sbscb2YyqO3>nJ*)Tw%k<;0FQyZBlqv
zF^TQLIb^JA%@G@6MYJhKnB0Q_(ze}+V}%ZWZ8`nw420)d>oCvtspG`~OSJ>+@ga{}
z;8%Lzc<as@@`MT}yn}!}t{!v6#ad^aWava+rgu69#EGtEVC4B%O&?WRvWxjV#VVE>
zE~V`RftF=$+NH{tCJak8r5G#CDcGY>thU?3G1%|&9~{`Xtn3U?o^xB>g0xMQB#cpg
z4iM6O2%j(=XF{Wwlvge-2tJ%vFSFzhpFTUUmOIz<fXw&ZEstAvnw4%E)7ysHWpnUk
zh)MTp)Xigi!vGTqx8Z4s<sMJ~qxY$(U<X^RgW-;rTW5fm)(kyF*&Ws|$ImLQq%q(Z
z(D(T*q^!b^%PyD>YR6<k(&E<7YRx{U4~txxTVXR7X~6fTJqpIy=R|cnHe4UAu^|jG
zq`y`?EKLoFJ;6q4@lm|~H_L8kBc#CYV57QWZ@NWKG*M|u7qiH;te2RloZO1_qPM1c
zQkKS6!W^4@_s1<Xe3mH`1)u+jUXO=-+_J)BpYNx$Odd`fe{ai9&kv0dH{VT=?+;;A
z0QP#9-t+hWr`P$%cme|X&*R^P|L=DEXM@D>KQbLB25SpL20c9sTMK7By?@iFp#R?#
zYsn7tj4Ch?P#P!@5bl3nY;0(6?cw-uX|$58T@WK&*NM7DGPPhir+wDq0K!t^1iQ<U
zYZORp96Aa{sq^Q@9iJ413Vq*<@61eiEZ{^xg8DWZp@*^l5R;fY91Pl6*W9S@O0L1c
ze&i*5|8behy;8jus<22ZtS++g4C_6<R&hLZ_K9E}!6?Jh^N)DCChN5nxfHIphm9;A
zhNg-Bh8Jt~0?{<YKf$@$hz!8B!?N)>DO{ul)F-A~8_TZjA6*EKOOLV%Ksg?q{M!a{
z9ZXAqU!DbexbsYi<PAr6cW1gwLAxOTuh=$dWP@UIDE9$5C3U9UD9a}TIB9mWJIQPx
z0T1tWt}Ens-A0c<PxqqyF_`Zzj|_p31#C-+Pkq0JW%EQA`HWlnn}c}JG*Pk&1+-z2
zXCEU(Jk(!vb7pNcp^f|$f7g(e!_RO*_hyANmZE||a_|c#u7-xUk<Jq)z>X%LX>JAR
zGwlDKDbB=tA!h#PaFxpW-;gH%*-GR8*^DKvt=J8A6u%Wcq09VQyjB2xEQGeUy-grc
z=y4qVdgy?V^h8osHSOP`#tyl;pRYf;#B>n}odEv{5!(2NyG$Z8&Z1WAD!H)b6E{kM
zC3G94D%YOGMgzqXujO_Nor6bYLa2qty3gVYDB0H++`ibK6qJ<sgxe^K^i)U;u^A61
z)|v}6jx(mYnmb1l)-+p)OYpJ#0wUJ#2}BdIu`Q+9%Zq&()J9b-i%ulENc8e?(yH;w
z(FIel5izP55I?>|3hh<icDh~wtTur)!JK_x?JgW_k6)5j;-CEl^wzP81e+i2O3Amz
z)jY9;+t41`3c>WF0gd17$HoJodEqF(_faJi45VO()toeK2BHo_c>FI>s{^ogTRhUb
zZgvdTDTLFb85H4(I#%BrD<XosD`uwV_PfjpF$FbLdE*IstaSl%UmpyFe(mzUUuP2x
zx%@wHK~1k8?^nd*ENDU2T-xl$Ni2^}swn*Z=tra`OL+uq8Ek3nQ6u7)<r?&b6TQ2L
zb#=xLeqi`BY59BxNMy#bx4<W4%9f1+*eKkBASec}_*%})v(+}UZI*M$0?6AT-7MLd
z{%Sst{!9_iq#|Q1LoPB6%`)ngbZNrV9qwA4Bk<E|r|>0^5CV1txo?RD`#-&NyUIAk
z?2Wrl3i<e*4u4V-N{Y!Wr`h5iQ<%c8-6i`z@qX16s@UK~+wAg8^rHukZe|>MP?qD<
z=Z#r;1onCC8*ofOv*)@&><o)TcPFRHy~dNeAOuo)onK$eecD>e+)4iK5xS9n6q7h!
zv#>$+AB1lgKymMl$}bV7BMC!9w9G@FZ4wJAhvS1%L_}aI17G`vL*V#3nL>#@!r#&F
zR<2N$<RIn91UeFVmC@z1vuF;?4MvvFZ#vEM#|+`fDeFfjCW>*!8q@4eI$^&ctj(Ur
zlS~j0p}!r-3A!>;fd1vb-L6>ZiLTz$!y>D3tbT0&NaCacpv<Weapf!8ZWa8QjT^;I
z)yJryLbTEl*=YQGsz&?QH0Q^aNm6TAooieFu98HEUTuO;k|rWQ-fXzjTB0q~geB+&
zHGtb-W|<hJKC7P^rli@MUpkKs402Z3-CpH%5o9PP54^=T-?<a=M8ZDh8@~UUCbjn@
z6TBIgX|Lu8$7fu0J4G@#@m6CWOdFT>pckQ?NbcqT@byhWqC{D?W!tuG+qPY|Y}>YN
z+qQknwr%4U-|gv`iRq4c{gpp?PDJj5TzkdZYv<-?GML%$?63+2|ESd>-n>1BY0qmh
z(I2?}K2m!WSV087r$Szet2g%X-vYLZmJ2AY$igaxlq8}s{$p;HRwZ^v;b)W`tKOI|
z1>tVrCMF-OJ%VQpSn`NT_drJOtz^Pk*ZZIZ@ljYBRem@hM3IR%%n%Xlx71t-Nit@;
zq~Vyasx8dgGh5s?|H_}QtBRUa6!3$L{J=daKqwZOg6;u3pETf@OS8el_5JwLmoNaJ
z4dFV~L?*c;pqd}ag{dKdJZ&i^;Uv?HrP*%%aP&$=FK$NE|3wZDy3cl~e%v%&irnn2
z(N%hHK}w6gcp}XcG)`$90XLkId^NM+wh51M@(uGQr3KL~zn{fkFTW&Z*klgy$!ZNF
zo~QQAX+cE_!v?DGIJupZz9~#>klWYh!B%*;WhhqdOJ^FC-@&j?6y5grZY|tu)eff+
zku$mT@Z$-FuQixXF^Zg!<z5;8=a;$6VkL$Bv?m{2=OBy~d%4z3P{gBNG<>>s$Ua1R
zK4N^3DQGe@ZaeUJkbf8|_+9Jqvw6TPSM`t-c*2bn-v=G73?5_!az7jUNld%I+=psp
z`KqPI(&eeZlGl~um}xC5>m1^{$ca`_FsSu?1#+r+$`;ZWPhy`)Y>=@VAl~gOQkxlc
z_LU*yb*oTwIJ#EknUnw>82pG;Zfa`OvGXQurvJ0vaFDp{L7qKa`tTPJKXtQ)Q~qbl
z&x`JpBHgCiGV*WNLY2;m11m`=cLSB(><(=N3IW@I9%K}MzET^tr4~^K<fEK?g}E5>
ztf0@Oht7M)Aa=~UU-16V)amdEWrM4ptBEX;9Qn6ccaLgA055wBOr_UQM;@-kM+D|L
zfAU*7$1Qw0cE}Pm5`oslpQi!gz2-X!B*hxM(wQ-vXbAv3C1z1ICe;C9J6Ea<(L@|I
z`(^+rJcRGw7fu7Xw@u5oAfW<bt+GP8#}_5FD+w$KNrE}@P1rV$B<{Y+;!BDdw+MY6
z2l8wgB%|{c&xST?1!DDWgK<D&i1C-$@H=Gq+5qc}V-Daivh9R|9@W)lQ;QYf0DT5}
z@U7&@WghG5URx1CG>C^t<$jcPERWmU>V!~3)E>E<(~U5BfILp-Q;^0WC>RQP;W|Ze
zub@6mV>1<%<XzCvEx4omymDSH-ZvATVRhMBlJjmFMqM-xA6GA{e8pGV9#@ZGhmHM?
zGY;!`uw^=6+Ydjr`XaP7>#?C~Q3++8&?4m4*#&tEuc?mO#=~msDbcphocj}BFF=mR
zGfjtRV<EX5>Si%xt0l>%`0351YaOcWoFxMa8TZYGy@jXxQqH@)By^DTqy1=m4VZ9&
zqoY|qcqZxARhq&i_59jpWaxkU#fN$CI_kfLZSA;iOh!|^Z_B?%HWJU{uX&Nr49s4>
ze>~nq_d|Gy??));<ikYOootuc+3IRTg$BTO@Q(BS#+2ky+EwfL=(4hyF<VtN`(#4W
zkMkZb93o6HQ{~fIKSaptxF}-Jfs6VqAEf8W$YOX|O*J8j!}SI-i6fTvE51v(>{Yd!
z6O7P%==O9zy>NtqITR(W>ht_le9i~%_G&R;cwQ*)#;tRrvO8()iJN=#IWxKB(p6L}
zzuzNMy1LIO&Y*|4czKr&4foF{$!gK98Q0jcTIHkrR@yDjrOe>t+RCgaTNT&o;|%Na
zsnOn88X(@zb>qEmWtyP1{`UB>Xezs<N0=~H#^L3DH9$@-4bkL1A=;HRkL4`$xH3xZ
z#LEr^#-wnyb#w}7%R6$)GJo+S)o7h?k-;mxdG^GaO3=X5j#HfOKrm;Ri|4k{YnL+1
zJNA1%6dhSD&qWs3RHw$P^zy<|r{*jD_*7ryrrq{N90{WSMF)fjet1E8HT-2tck<{0
zF{j}lnTStp<Z_7S(PJ#on;}S#gIlR1QRXslk=}PjJ5GyCmaf1N>EKD9ww~nG*XU%b
zrdkHZU7y6#V>5fprxt|(6AN8+0$HM?;q8(V=xR57NvE>ph`x59S&7{deUdZKrb+{a
z$9x@TmEsWrqszlXD2T2Y23g{mHCq(eKo-hMl}}EURdOwnT|OtSmyAluKa=NE-xR<6
zY;Lbcz%7cPqn?bDo-<dJ)vGxLHbqo}jux8%XK>hx7oA}d;;a_jwnvv?6!k9ZZvzF4
z{YVsGk1N`BWFYJ08c?$lqkY>vHc$hPzaQiB*bfG2gY&vS<&A$Kpc`+N+D?P6S5rk^
zXzJwp)K>Eo6VST^h?)?YRK14dR-GQjrOr8>@-L!%{hLdyht}e94LSfonJoYS&i{$~
z&Hn0^?3|hY0{?5>Yo|@Nq@S5SphG!vrP-6DPA7fGvM#5C?xzeE$!nGv@+3t<s6-8A
z65;sP<*bigJ2$|10Ktvot*morI((d80oz~KzZ%>TL2+?$LHp2nW<>{9GzWgy7<i<r
zL(;E-N*|aEMDcD~Kafz%4-vev(zR8Ozm|<HIj2n|ifVciFK85#ZicI%@EEpv&;F(f
zck@t7ra7Hw-G!L=1*xJYIpC|TI^z7Y$w-Oj=AA}P)Gi9DwYyj**uS^iIqq7_LeqGB
zOGIU|7Oq0o%wbvEvA(5HhAf*o6}UHqrf}7$ngTIAq)b+Y!*UD2zma*z`$i<Ue$5u!
zsxdpMboIcrNBR&!60sQLm<%+)(N8g8IsrA1WIU^OAV#7|rv^B;b3191x)P(vtsfE3
zi@eF9n?QgWup4Vr1~Lcp*$nhWjRqJ_S{^|}m=Mb6sAJTv#4j+0IcvUXGaDR=*6mrM
z1G=FmG@6A{td4YjNJHPqME%;qq3I};2pke5oo}?8kelQN`ogu;L*FPn;KsejLpEM=
zdEB@rtO}6Rhjht-N+Z>tOumUxNE+CeI1$a0@X$yFGPwd^fGn&5>Odu(D>mp(s2A|t
z9XDu27fcp3&7l##!H5u#(|IfN_5j2r5M=>4t{Y*m0l5?=G>n-9Na5|Lkp^K4(kn<8
z{zpHx8zzvs^|!4u<huewU=^=FnhhaNJcgizL3_W`90t#N;2rYSndG>y45lmVo0~Qs
z^{Tm1zng=aq%({VJtAMBmWg5r;6$ow1qOr4I@zR}jBV2<geQmss5p178V@JX4bPY@
za4|X<62x*tSx<gW@bX$o_<JB&9wwtUgt|i#Df^yIIFLQp1sp@;Aq$-m)XgSQC}2XR
zFW8q?YwbdLbdyS;KQ^KPjv{+*`HY_6m9Txd5=x>hWhEe%Mw~EZTE0I$b3HPcY(w96
zq|lVmOA>|0jtJ_ocVazlbcG8j0T2#cRZ1cV93=q4b0}l`ISOvb7~mji1p8Wn&d7{q
zo=~;OsMlT|@pu@S4JRfzc!$T0HG&Y<utZN8)>YCT8Om~U;Qsn``WMyPvzO}nfLSJb
zM1cKd6bej|;N43ayBz`X3ROK0i0I%zn_3~s;8D8CIS@f@5(m{OaxxQVDa@~*#YQxf
z0p$$)NdG^6@<ItaGP#WtzXITYn4yur$Mm-Ps}0T>o8?rS{0A2;V~=x7UyVP)Flg-L
zWGzMJdMhsUw@noVw!%jW>k5t&Jf@8iKi-CMwFuOpQRuPN(sssdu)Tsu@t#|j3RWpJ
z%%%Dy9s9IRCki>HErMCAYa+wmLWZ9Xny9&EX3fy+^t?5^y&W9>9Co$MNhjeC;txt9
z)M;j>R0BIg4AoMQ&O|DwdA%ghr7I#F3^jvs6qEpvwRzqgV#hwp<{-4drROSy{1&d~
z`=h4xYsU;Vi{*gfkKl5!&!iSdY?s08g~D)p(-@f;cRZhb`|tn?x@Kh3z|o|0A@h*3
zl_2oqs<=TAi)}=Cgdl<dT4-_+FK^GH93@EcS@OI;d;uI){`JAt$nn9!^!n!C)Tv@@
zVX;hS{2b;PlqIWQ<{gi!v}F`qiF}B?fhNVW211F7+o+BqVW<#^jKY1&&<2#67y+Tu
zB|33*%2;1M-X(F?U>=|thKZ|Yrtudjyn>)bTX|vPk-=aXCwL<4ps8{u00_uQ<X5YP
zfAa{CnmR|;D0j~pa+RjJKNUli78&QV9Bf{TFqyu}BvDw4@Hs1y<ry33v0j(m&#`uS
z>H7~+8&$PPzpeDhHH*{{qxO9wewK&j&eH<p$4!?N#AVFV4jZ1IZH58bOX(qkpu`Cl
z918qirY7Z9xZ^xZSrY;oR=RcRnxop|K)q<I2+{Akm(3;7>Yui~4Ivd0D9oi$;^7LE
ziTCvFqsQEcR5Hd%TWkCaI*W9>2TkJDVgE|d2(&IHF~|TlwX9A^5<&=nNRz^Jf-q2z
z=Zd5kD7>N1=LGT;cSV#v7<x*)97O}_q%|tNiX$*;J)IN9==>)t%Jqa<o{*jS9?pPZ
zX6QJAQx*e0{yzsE>KQHhp7r=x+Ik7`9nBq=9Eco~PhcygrkopJa{xgBnIwt2G9({0
zGpJdxlEDFNPJ`9!ehNMFtai!2zH|sHo`rwU<7Hg(AP%;dBO_MtWzj6<_ymLWla^+4
z!7bB)ld0VWOWlK(Z2>`h-KB0I<@;A?`f7h{Z^NlMFjTtMO9qFOC7RqqSeW<(b`9dv
zy-Ut1U8}0B4D#CdJS!;KHXUF=_gASmNYR1ub3>~5X9;fIEl{!7wq;nhSeZ0`2bU@#
z96cLSo^fAA&(yb*LpNu1iu?3S0%06KU5V>``mOR6TG{pc5x=kCo_!%hxJsMDTOl+F
z0Os=t$YrwSL`UOX_gk`yW0fMn=Pjh<5iS1)X^mB)=~c_v1^5|20WO{SDoNU!w2$eM
z(_o$EQA=Yo=lhrexQQ}+Vq-{h)A}R%d^%82Ewln_#NBO?0?ZAqcxEnAns9$Lj303x
z#aCHe!rVMli19QC#T8nTEL7CC-CP_G<XW;wAzi7f>;%V3-(Y2G*%WVPFoq<LW^XgS
zd;>|is0S&pi^Ow1v4FhCrzt#C0l~h{$Su`4{RC#Vp0RTw(2gr={>I-AU7;~n!jrk5
zzg5mkUJV_GRW6Q_L9=0sq@(=TklyHtJ{J-RqUQc4cz1+BufH&QrO^Y-3YK8}4L-d`
z1T)0Y-1`a5lqMaAcDq)=MMp>$ONOuu!74@KP9#FCk`G2nLZAZgsJ%z_j-jTSAn{i$
zFs4G!NtMWzA)lV<I;$%$q~a-V;SnRqOZtRiL7|-i-nkC*Q(2;?HOHT$Ud6XNkwU<#
zKO)j?W5hWRtVZ`jIVKyxiufI*?vY+o?d)_GPE0AA)lzC#{ATIjCUitx$tv}w9NFE(
zqnaG!=gvU9<GXTbmw9=&yYTV+Th{<=;e^@9TE~$ngYb@V>8(dfKwt}}Z&6(yb6%i(
zt5Gt<Pguv4-nAH_AKu%v<+Uxt9fCkS8=V<#CugxJE;IbAC!2r|7nm|cR8*M^9`jd2
zE#Ppvw1y4=kHr~un*_J|GJgv(sHse#a*gF_y|QWlBn&4LNz2HJyR$^%)1L_+aRp`7
zv~K7gGCs4~Dl+I$ZkCHfpl(QSHU+)ghtLD^#XY$m@A~7HQjV*>Oz>P2KFtXZ?`Akh
zg*1_#a6Es~$Yqgei(A75;zSj!qx`g0gCeanTZ0rDp-pm(2x6oIu`CScn9nyaKDPc|
zbOO_<a4mNw!&CRG={Nlo2lNiC#sNv=DITDeU5lerRt2_x&S}_`>FGkdrR~6u!ohNk
zomnV00LlhVpNy@bV2|jw!j;~{&4ptg;G28>Kof#c9Osj|j$5*$4KZwmadHzeHdLPi
z2i;19VO)767=)v3s=6;s%mnzc?`@4C7TGmW2#FPic4Npn_AJt2XY>c}sR|2hQ7gL0
zfdgfFU4XIhr1du+MGo=Nyg~MSzJ<%uYGxLO)f(64TD$&5T+2p1eHD%pMsU`!j5*&Y
zR_vBNOS=`OlXyeenfUwF;;pJMKY&cNCN@K8;Q+=uUV5J23s4TZVhP`V{yH8KZavw-
zFi$jYn0_ByeXsAbzwh^YSmCi-OgBeOqtuGV5yW-o$e_VhI=3Y+Pg)lZb(`K60_x($
zn{DFoCV`?!j4<Sj;?cTGnzVrfC^mAo2ZcDAH>&#6uTk8qp@`<Ou>CcKI8fLqFigIW
z{>mKwQrBv!!@3lM=7L49WPK9fovPMa%ssK?H^!-OjKt-cK`_e`Fk$psT>9?$lJWY1
z#W{-B*XT?6YTPXqH+C=_OJ@M00>Fq8zI<P?ufDL0BW>9#CySV>i8femGwjVueF&Y+
zV(5mTT(c@Fd4mG2SS?ygC+zNx&yJEA!F!&d7Ta0RjEjS0Ic_fX+@(DeZ*nzdPiG_}
zKx@V^bYv__=dA`YFpZ|m+1WM++gP%KMFYs1%LcTUjN_Vq;cOPVbC!@@$ckBD$zx~+
zih-i+oTWOAa^qMtc;|e7yIg`b`*3K;%Rqp5=o%&#o2h4AjZN+;<RMR$inwS1XeC+Z
zdP`b97JEc_9u0iU*(a}ACU+3MfOnc|6*dmY=(u|mq*FW*l13Y_AZ#*Lga8jLX3hcb
zxeTj#3pd)zbao7HV}1vGj5+(q@F7yXZf*rAw=Fez(jr{r_uso_kn}vyBD_n0oJ`sX
z<<<i6#`vS)Jh@K>*~cD@cDTAyY&H5Zg~}2$g|TmDj`Y$E*g;uO8toO<_Q(R@uhMuC
zy-xnGJgAcLQpCOLqTQJbNwcD-W!UBnFrQc@H1)iOc9C=SE62oR=qkJ*X$*-Vy@jD=
z^=MdYDkR=<w@I+#&e~@J){$U{7q0SQBCVJ9C5P<RMKiReZ{=BAVMf5yXxSPN;i{wZ
zyjC7~$xT9c4pRODN`RzA0C>Fjvj)R43B5~06DZABW;Fr9&8M17QqIYwG3FHJ^8};f
zvZsti_J^F2Av*X~OM~91kn(k76#{V5plC5r-Y=?WNwJDj)k)A<1}HAsIuzuUNl^}8
z^EfhV!JYb_L6C*$8OcUNR6=CrtuQ0zi%PsMCpgB@Y#-S}WahfMr#NUn#z!qPjMiGX
zfj5|<Q8i65LDbaZWAjq?8u2It6w0LXs6E$Atxlj!oH<q$T3HDjRX5Lq@2$OqHqwVy
z^2d`x-XS3a?fzQ8$TYOo;Y=tsvl7osJ!o!4EEz*;%5x9;ZE#8vXp@OMb$Dg{_L`P3
z6BNuQ`o~!f$_Fbsh;1vu5`#RbKf`H@V<Wq_!wVFOCN-iHk4w>P!!1KhMT<}*dUwvu
zdg1{(wM0ak8xr+p54`kkMa{?E&0+|t&2Y&_QDgAG$0o$#qy<a$nyW)xsxWR@k+vMQ
zg_~GkIN(OF$)v?ENbs}?5iM<09#oc3vyGfN$I{_MtuA>+ha;is#$rnXHLz4Gt5GRE
zda*w9U6PRu>Q(lzlOMGb>G|~N#9ieDX;Pu6ut`<!mQ}JGxGG~x@;5Nfmq(F(DB0fj
zFDUMn?pdf<1gqwWd{i%vJd;aL%r~g8dB5jb63)#x79LLVWvOYN=be>V#=DCw3R8*j
z&3G9!pz@86hKk6)gW9oIV@MfT4jPI_ib(W7*S7XfK&i>S&whjBi_dzp-!!`!O?%<@
zMBMs-L2G<=Uk7ZrSh(fZ5G-dc07!J$LPf2o%)HP+V&LrO-06)<I>xWCGIUBM{5ltz
z$f0^JJV7W~IVcrvLUE&Ulvy^JD7p+{kv?)pMV?rY9^9S<B#I^U_5)BTY9iTvpyY)U
zAZ^$VB#wLM$frCU18fn%pL(Pzn0=xZ<x79m5DTFg0iI?!y2oxIHYCrS7P6H9>rS{j
z?Av;nha!E@*eJJFNf6MV1wFn<h*Sw|V>yrJZ!>XSL-}FcATem59h@CMiD|aQb#7<V
zlXn_jDO|_uIcy#6$eCxUUqz#y-n!}S96T2<`YkSGar15e{Uq?ED*nZOQZwX^o+jJw
z{TLqs*#chFYj}Z(MS%(TBrkw{)yf?&Vmk<4E@CRav5aBiMQl@7tlLsTna6rdLNSpC
z_Iit(Q%|W^<z~}(t}Pt}zh4QvZ^;ns!yfDd9$fW7;O!{v9SzTQ@G%p0E&t`<b6kmM
z<P~<&Q}$k||6Jze8$Z%*L)%7sysh>SL~~?w*>0m*MkS;$+67E2EH}$V!i7duF!o#Q
zSwmX8@-_FO%6B<$$2jXYFPfcGkZnw_aA`Dg4NjWY#c0a9YP0L2)^o|Hv;S4}2vApx
zLTpS(w#sH{kh|J>DYjuzz00nu=R)=4{J}~wmR%Jn&4?Vyl339+EF`9q@uWrN8dp_)
zyK-spS(DH<M6Z|Xw?PXct3HinV99m?HbN`g^NalUisc4jKD4t}AQz1Lsmk$k2Us&1
z?IuK6iMU1@<Bj*<)>*jB@>Qd(Lm5HV#MLJ`zdB*uL!umc{5*pJv1y0c`<L3mFmiGM
z)gI*-Uoq|9%{1&c>;^5`V9R>MvR^bEJo7N^eqfjve3=()nRi|?6J9bBT(byY;+h1m
zy85Ghu-n$$1WHZutkCCHmy1TPS}!naH!E3{^wqx!RAV;0brG`A2jR!gdjWS;4~bm$
zAleMIr@2R*G4GJK^`9}`F2HE;y9>MKQrO_#x0{9i`zTw@RA}JAqRV`~tt}N{*Tke>
zTf2FAW5wq=Sz9fwSzfP?>vwVvM-R`_cX2vnj=zba-5Rmtij4{#&)AU65-&s@-!&-8
zd^F^``m=Z9POgpSi+#)&=veGN=F&O$5D4VH>nv(L8*W#0$e-^cw}WjZS~pfz<yAU8
zJi9MqajxfV5VrN#7+YKiapQ)hThW$B4M;a;fbU$vn4jjw54JO^i&}jYeD%ecZMLdi
zIYwizPL^BlpUpTI2X7{Z8a#M6DlHB#E;YGiTL}>jkJekjN6ENPSKy*$K@SDk0)<5t
zoLR@J(k8OsI|nV*pV_LbQzO>)%I2<3BXzotb>--NU$@=`eHGc2_G=K{rKm2g4$Nnd
zb}u*On^<?aUXy*Wf53Ga#PNv{CmExbbydIB2eQ7-pr604D!`UqjO()I#FyUJ_pWaG
z6#UM!_)_s4xj}TNI`ibo-Y_EmkjT4d%PqNJsWRr#Ab*Z4Y?m_rd`Eco4ZOTcr9P7H
z_u(~Voh0a?rSo%|Vzg-os6R~g!S}goR+OFAY!2T1DeM8O{9ZJ;m)|`Oo#D5MewW`A
zS`C6RR1;g!HzNDO9j^8k^uzUIiSua#UE_t6YY-a1JkOM?1B`}73}zq^iGHoGYrb77
zl9X0M1k0j&eqsd?S2S*W$Ly2U8!qv@_54mGS8@gmqOQip1b4NK+2LV9JNv;$$geK!
z8>M;w0LZdxR<<PC4@jT8wbt<2MMZu>T5V77M{ffwfz?nrle>z58-uKoz~p^V#Qx^A
zjX5GDu8#<drNhtUapvb|QG52XOa0Ma-J&s}-hO=&2cm`V-a18Of6iC?ghBsyviDmH
z<OM#Vd<KQF^y%{$)kk@T-{hR?4C5N}?ivECnx;W~0J5{UW>{fag>9C_GAJ}HbE*#e
zK)jXEE~k8PPH%w~|5`fr2ZMsBin;T8<K!Eix4$GBVOSCP%aP-OWAm85ZFE+je&m$U
zGJh}R-s`%~L<s`c71!oJ@6KtOr{1G*4ZAI3>zu*7Dhsu7e1GAHx?;*F$a|~vez>&f
zrMCGcY&CYXs_}j-v!AODh?mHGuS#ZYNoDAi$dG4k#M>nKMJ~F7Z{7^3-J%TbGMu%T
zjK*y+>v9sIRt4_HN+L%dI{d|i@6cS+=_@4AsxR9wj8W=Cx~{-AKcS4FrkLsl!r3M{
zR~jplIx7`pRIBtV9keK%5Nz+%siiN}-{>IRx%5x4*QKNJ&3i8eScvyHHcga=Obx7-
zQug4`_EFIz2Dc0K<#FA28_Ku+&=H-!m}S1aNcc_=tE>6_b((J%nN;E$+wEP5zKjFN
zA;W@UK9%*zBVz8d;g#COniuQ>g|+n1a_lgju;Clc3hL6%ElR8b?=@knI4NZ#G2x{v
zps3GjR_X6KaF)-S2XVjq^XM-^`D5Jx4@IxsTOeX-UQ5@072KRG^3yVwY*MQibXr2R
ziZCxy74K3SzWYw9y3@WaSZ7RyYi$AQ(4iw35lIH)VxpnyV|?G;d~Pedh(dp1C27<-
zTt=nUi-q*x4{Oqp>bV8CodAIEP<9-He%Xs?8ZR>;I%e&=Jiog+oJmb;Vi=2d59mi}
z?8$C%$~DgO@(1K&S<q+Qo3>Ca-9nbrUgAL!)RhRfD9Zl+WoN=JVL6w*_Qd+FLViP(
zkakr~6XmX%a`6g+)oMr6PlKrQMW7T~p{Dy(ZHp+y97Q~_0Q;83rJW<&wuoDxKyb*K
zg~XPq)Yyj5#QaW%mcY;dXYj=7T@i#@75nhnE?7Yk``QwM#%)!1&x`F%|6c_q4>b(K
zfBuStNFV_K@cwU_-_h8_)xyZ+A69kKYSMN~3<$j+>giAQnkqyaM#U)zPlJGHf}~W0
z$y^g84(tunYhBk5mzbxbjhi+h!3aIWk3NsN4Q+x5_3(oj6;id(H&lCh9<<6R?Wckf
z>h(#OYyRk19ub2oOvtRW-07gkGsZ?NTy)R&3$7fT<}!p<2A~(AW?G!?_D8v|-f=8K
z5lHomLQQ?q3T1BboY<HNHsMV{qOSu^->AbU%Hm9Fzw!|EVX^jqP5CxtTgk`_A;uvo
zbUBU6f66`~sT2l~aMoNYP-sJww`j@2kl$HoyWgD)=e`lRTJo96dCgH3^rE#)ZBezO
zmj^C(atnCHn=BZ~qnf|UR$hY8Pw%KYJpx~N;2XH~1dZu9!@%A~Q`hK8ZlI!MBysQg
zR*cfJG<R1`1WTB@ft}=oYiy)rN-#M!Qkdq0V>ESj@J>Wy+T=_tV6nq<3{D+6nUOTf
zNGwedG8d}gcXhO<Cy;zJuIj(Rel(z-`OcidJzxpLpJgpA%sgWCr%t!Jiy*ByM$+vg
zo)4t5LUa+Y1kqaUuO-)~E`rxwGmfrh1y$t<4<M?*rE}!G-G}DPbNa30A_bI?S|G5$
z;%SUt2mT2g_uF;R^SDjLW7!|C+bnF<ncGwwcZ~YxR3vHDUg}{%w7NDTR$%c_H=;wy
z0Lc-t+fy_7eh~ZYOms!z%sIDBL>|ZAbS>*Z#y&gzGdT%Lx;Gvql8KShU?Tua2~(1N
zfBC%3bwbIp@v%E!O_P!z*v~yfHO{7+;=@_v_j??|iZD(~oyGK`249)~$^Osv^J}VO
zd)!!Ym(WldHlO7!=@REpIcl>4VM_UB1iNN*fc_NmSQFc`G$LJ|Zj|$_e{QK?J*I=2
z^3Q>GMNu2y*~hcZ<*}b`s?fZBnEqz@`kT>O4ApaAgb^n1TNt)t`Dvz4J?i<cRzyU}
z%MWZjRUo+M0?l!AHuko(x`T~C%Q+o`E{)G^Bo&{fGuC#Ivx+(@VK|Qtof#F1MU`a*
z8z006=)WEs<nJm6?7s%svwziee?74O4?&%oqlNL`^D?4o^A8c$cdfplHNS>-yU=`>
zFJryHZQ|vDy#<mrn~xv@MzhG~#X_-w)I+7<x0hKcitI$=s!dxvK+VX0_w3OAq@J!W
zDgRw1)pF=LYgJp|Hlt=O3_EVuMtWoWFDsk1(K}1+6E^9@4?uYnXKl1WrkUa$KT=U@
zlF1e}(F%83q|J4$D-3nfI$)9Cx|(UU5X+f0nMy0wv^GN~f3WMMYv!c>+P#t<*DjQr
zdfB45n}0M^blNc~S8AoR&VnAM;))5A^}MSdwUDCy@J_@ZYqbn&FvN9-DK@fsvLDpA
zfA_QR^{pQHPGx_QybWoyXOPtG_IZxj2Cl=5Nd|I)R-#LqapdZPdlnOlDz&0i=8#{#
z<z?w&jkx{l$TqHkRaaAzv%~Qc$w)?sJ4>ZVEnoI5AaqcYt0FD7rk(8W?HF{_m2Lc!
z?b##E&$Hii?Mh9Xc9K<D)h1{z!b?qAomztd$wg$WljR6ZkRq*a?GJzS)1pQc0SQiG
zOz-K)b!k!og$S>L6c1z$nb@DpsT4@?*Ek`uicgJebTU#Kuo#}%midh~Mvc4RVtvf{
z1hD;VAW359ycEnLGNqYQsc^U#Xk{R|tU#3#oLNLtL=nz~kZ?Vm5OFjDk$W31g<EMb
z>X$&M!^1efG<QA{>3Qs#NI<*eM2*Q$sLU1+Cu~QDmoWZnRPe<Q?)^0gK_P(<;mTBT
zN3+ulDLeM(p9jM@eS(D{5G|OX%#95e4_H~ckP!F)=^A_*mUeK!`WM=Hp}4M@dh+K%
zf8y%m=Jf@FKu_B9H9ZnVcCi8psKHgj&ezK7MLv;Ryv~;*g1UTK_Wl7aI_!E$IVxB7
zCO9uVsMTsW+q2lebx{7no~HN%43yo3lNpe)TWVV}oQ{`R?D@DD`Je#y*Q6(G{ctDY
z(EW|W_wj;D8D>zbz*?3eI<py8g6#xFnSV%##L<#Vha)kc$rutj82YFG^yAdhK|wh`
z3!;YJiYEaW6pteAuZ0<l$Z;Q@ob0gt0vSmwk9plZ8mK_&CAFP{i@X#&Uh4~@!O~Tr
z9-muyc7ah&E0;w7TiXIRI5<2YpWMz}pGP#^<w-`LU(@T-A&G?3PZKG=p_d}H2E8nK
z1p96d@>oo`@K(sufr4H+6~TGtEWBqgMO0(QibF={(oA%czYH5NL>bY%6E!C7qzP;_
z7Y>{*dXKU2Dh2~24q_AU4sc&Ox(|>yj*v<Mf$sz`&zy5pUA*SD3cX=zbYIR6U<a=i
z`73;_yn%}w-Faa#_Z=f|L^Cgw`TJ#s&hGms(1)(%muDGOe&~9h1=i1MQ0cDF_NWKJ
zpJ!=Ze+Y;e<_N;v)A2}UXC_kH_qt?;;8*LN#KuQF<jG^z&*O5ruY^+Wr3&oTimrUQ
zZKvf5ZvC<w`qc`r87>$3)rt>fm-mL?B>F9rQn<vPuy)u(Tj*&_Z96gK9)c~Hj$hP(
zdY7h6HTTY7;7ld=P%vXmGuCv;_F3*?HEXDSmRGIMQlTH<GEW;HGdky%nd<6BE8UD>
zbf7~qGxLqE)oK@>TJ$o}sOX+`WEl>>reM%h!T^zxMrEd*6{ZzslB^XO03Fl2%H-5;
z08q+)t_06Wx(Q$5)+~e1+B$zlwg3`5>G|ikvf@lLqYb6`W2>^Op31y)6|N^tbBEbA
zF8~ve)To%%yh_bthW@w{UnW7XhaeVEY6Y4#1KE2+?YHxR!^85Sd(W1j%HzZoxvMs5
zLw2I#u8`=MzN7;;+v7MyA2}Ore0>^H5VRi(%yfRkrGfGJ{mC5;+O<}06$*GveZt|E
za~&n4d#FEecn@}J!_ojh^C9x`TT3GF+%K&+=s@g7bI6sm20-59K5)GL5hz6hfOQQn
zpL|Lc8k0#Rb;&I(_L?GJ*t=<h?$nv#1%*F{?qq#N;o_m+`m?oow$YQn*;+P-2`u5<
z``A3Q=o?{Pa84T-H*tD)Ox4Xg-=s<q7Dh%yK7oGqJw3?|eWGvmhLzX4;b**Ss!x8C
z9DU11BEnrnFaL9uxi8MuwL2I=cC~n?8xF+)FhbS1zQm0qXVZLctLG^e|1ojy%v!<4
z0A?GD<HpCKkYcr_Q&6#vL@=mIr-YP=pF450^Tq6o?_U@s_UktcA=6X<T_)J-J*_LF
z{W^4MdLt*dK`GmI{QN!c-8~>FzxUVup??)TEThCOc+3GKy6W^ddFKxXa5(<&`FnmK
zYRE%CvTn?G8d}xft$Qk~N}z}A#Hli2yg@Jbm!73=UvfO^*Zk)2JQjUnH;(|x_W<?t
ze#8m4s=!0+;e&XqK1P}`_;gAzj^O?>jF*f*IAp}V;}hy7Uw&^GwC7XN3^;W+5deJT
z?zO|mLx!Tw8bQjJU^78Vb?woGzq*f0j;JZudaK(K;MlS>q?!gCi@uEG?Aq*+T%tP9
zUVTDlL6fLlKh-&$u?a!jh>UJ)^7%K82I!}j^R&nLx)0G^GQR@9+@@VS%?UKZgQU;y
zMA3!lPR`m3I5jS{JuepOGt7Lz)7>lFx|jAw<AQAe$n@TbmvgmCTuEKYJBZDGAFh5+
z^zq63RE^XoB3w^581*ji@2=yWRF6n?j^<)E1h^P>R)aWXiTS`aKKM)8m*cxow09&|
zA_j0k&|#m2md~98L)$KY^3uUL!|R44*@^Z=I;6v?JXzHt94@<IMTr}19W2ZC(^M04
zM1Tqe+6$Zy2r#}vmCk$ORhI>La_vzTX9u&{Jof?rE24<et57`ttFqq)`Tyy<oh^+2
zDY91{h|OX^=y^m{D@HX%C1f3w;#AqNS)Od&5WAjtGyq^XD8fui{(9e7t6wM4O@Yp3
zzwN=C6$mLcT8qoVnf_)+Nqx{m1J?v*Tz&?lJ=~AE4E`E>gg)B$vL8>p*yvIHSZ}}D
zL`=fSCb2BBl9Kz)CY_AFfEJT3oa>XFsj+ahM5|KS;_qEzX@j7)KHN}=lVD@Scyta@
zY-QR^5nZdLx_14Wn^Umy<LUF*f!vpm@8|9PdSYS${tuaal8CAdHujbyVXS{~cF_2Q
zRP#~SvE4`-?>n%*Y1$2zD4k?Ah$F1<gfVSOsYcKU)Nm=#On@wM2XSg|<`wv)7<0WC
z-av_x>lj_9hJIUihu4fUr#5n&$lTZ_b#9EpBwX+tIAlqwnwGi+HmKR04eaNARe+Ma
zQKpIA{O0dV+?|t=F1tEYhb%dxHujo+S^kX^Rad~iI#8x-M7k0{7ibBo@^p@ZD^9f_
zx`WjNMf?XPEzO$sp5e@`%WwOKvhfG``NYjUTrY?%>xp(Ex}e+jY=>+AjVuRpX!qgn
zooCJF#Bg4YyxB9ffwDeU{ev|{S{vZ+ASiXHHaG)@5<J0F^k4w7!8sSCWoQn$a>Vrg
zZsXOfi8Bj-X=ta!?k6apfFt^U-5h@r=Ks`hp#3-8bT)BvcKT0+8}vwE)60L~9{9Vh
z{&xEQCrJJ0sQ+&5?V>1XJ4^u6{Ro90l#H$txrF`%9Zq5@3LOfRFxcA*re)J<>C^u*
zHEsl*6c|RUFwn%&75L0p{1D_W`yMI@asM8CWlm6i`#bT$kRL~mcv@iNaWdN*vA^Ns
z`Y=2aP-8DtG%YcA*e*c9)!{qIZiq`)30GKKCCc_Tr=d8fOJPOF8vpJG4!#BDi!Fz_
zwD9h6PR>M50$c7B=J}(V&|iso2+11HBt?CNkkwJs^EvA<rcBw8n3^0J$)5Xl6lu!_
z$F*BwHyp@M5UzGT29-!2>EH6(zaRcTvHPF=_McI(u=j8_x3m3EF(k~O?S}pvKcc@G
zGU30*@V`g@V=n!FO5y$jeisE^t04x2?Pu!d^-zOyap8Pn>@y`U=W}Da7fnSQ%>%i=
zEW}Sw;}MyKB+Hre!UqShO*Se0_Ekd9*#wrPZLL(}hnqET8r%jTO5+mbpTu{w%RI6d
zhS)V;B+bszFPN?p<Yz#hD+m~<eT&)<7%QLmN$lrdmESQd>WIz&wkvwJ$J9Os-E7rD
zStbpfo0oSPK{>u9$clRnqHbQ^kTedQOX@go3=buwUcZUk5rnqNuB3ojl6lO_KD-;h
zm3|?2{Gb!o=d=noBH+F_Dq1u{F0$Gxc_fgX3z_@e@r0!LnT%DZx?yMZglPGoBeqSs
zFpspHC{}9(>0_Mt@^n=`K}}&aLKEEo+Xc7e<8S!*H<A*d|EuZzzplf7Mbg~a#`<p@
zYgA;THvisom+DipNbRArb_D@=8~s9ED6LP8G=dFd*sQIi5>j333qN{3BNht^5H<9T
z#jiWjrg%kR3Dsc^xAPvQk2AO8&SBGTCNXUCu`a1#^@qM{+FE`iqudnnc80<)NQHQ+
zO{(%7f{(v2A6@y)5PBUQJ}hq8jWPJxIXvGau4~7*AEY-jUV2)L1vwd-7mR>R9|$|R
zz9CL)IEad6;)!6O+lhms&uzID=yFUdV({Mqr0nW$h1CeVvF1Y1^TX4sKBtyLt9=O%
zRr|uPs2YCWNn5X59#<K)j#bTsk<{mLuC0S$TUO_*ZRg#$Ev%g$k+hkvbSvf>dP)Yv
zc0_%J>RTK!A~iZ`+_#)2);6u{Jr!KFyK3-U$Y(n3Ipw2%CurWyVuN7ykQI4SlxDuK
zQ5cO6VM!ZUUm`q_oRt5<^*O_dL<v`3zLptsS_4<)(b>iNA^nOB%YrgR?e<Mp^)&QZ
z2WceXqonat`l)ody%r3h)&tac+Jo)mLPcHuDR?4GZ#(;h;Bso0RB}rH;!%{M`w9A@
z!|=ewwii30|BU9-^j+ASy*oi=DO6E<*u598lYcYs=;TD?b!+ubt{#Ca<W+-2sv#&3
zZ2x`biXFNF^dOo`@|!c7c*^3io5_#{L<ZFGLgL>Go#1!CG_T+Q0E~qG^T~6xF*LI<
z`nzL}wY~n4YX9u!1-5kvAQdkE?Fw<*Ssp;WPz(Vl3q(#Ei4iI!-8@}Ob1q?FL*Dkf
zZWjvA`|0WmpVcZB-!i;!&yoFS8b<QbBR3-Os48%xaOhciAaz7&uG>@ZSY{&(6qQoG
ztdSXUJ^L;&f@l&+QpSm{u|1kfjY$6)Xh4}DYc4zl5+58<Hjy!=_L#4*{vKyOyUn8M
z-j0UqXeCWBxrALtBDX|ql%Rev1ytU+>@l2&KE%Kxp;|&~<`H#2Q6Z4ZKLc^#Ti0>m
zL|`w;p<*4GbMiL{S(J=U5-9y%#as?|h=#5Ug!dFhCTR-E^ztQUN`dbx`K{<gX0y!%
zs;c}QoVFMZeJxvOUvY#nHt-2cj3LKc+L$W(<HKBhruAm}Uq6+z(ek>TS^?;ab8+85
z7x}fzYWIv3i%+3&846ru!dcXU8|!KEe)?LPU~OghTq4G3!=qKrO3~Xp$!Dw;s9h`9
zUvgzUmWgtjhJV&qVUAXhe&Zzr(L|_59w;xS4*(e<53o#(vg~tCJ8hOQDvWUmn{Mu)
z8uTuz+i_XoNj>w5kOKu|=i##SuMjAbX#iZU7+b<AK<Yv2bck=O)mVxiC1JbI1V2Um
zb!oP1<(7qmlPr_bOc+mbbLIM3YDbu=Xoovuo&7Vcs|}`qZv91!k)pZbwlj+{@c^Wg
zKsF4cNNX&z$U;4yj_II@!=cA|5=<YZ#Go#wIrBcFlY!nmW-U}0JkL^XdgSTpqMl8<
z0Z3-xO_>9H+FVePe}Smel+wI?humaLy^qilja9iuo~l`muurH0W)ik$(yOK3&rk!K
zeriA#)8f{m&O>x-Hi!QGr6$#X1Y-fva>8@$B(Q`EsQDJ$l#cO4ydI2F4=^8HTHhE7
z4TP~)gh_>90_C2?L|m6-%mN4agPX@8EAG&YBBqhcAMcW%=`d%12Zc@z?vbuwV5Az8
z1PJQtCBICJ4AgVuMQG~hu!OBS9KL<`pwB`N{iS4oRjf#`b`&GiHfwSXJcKJ+7Ba_G
zq9lYs8XiIrias6~DO8BK@5GR{h+qsj1P#qLi>$@)kZzt}&m%A$_N>BcDhKKgC9q9?
zQW=0lRm!J*;!j88`m|SjDboleGx@FR$1@v#!evDD{@3l~HXmbAegG@Q$3!T6)gm2A
zgo#jdTv_89p_q!Xv5Nw);Q@1#k=k%K(boit+rz!Mh<GWe&L0zbqB41)uKf}Q2-^b+
zES0350v7kUB)cQ)?YK_3MiJ$JS_CdwoqZZu!%G0;HRCkNaP>9@tG{!CS;5H1)z_sq
zeypY~&J{NoYz-6rQ@!j49BGZCMxCK}f+t8*kVqVvG{0DAE`?g>>J0a|keh_c(4Qei
z*ns7oisyFb5|0eC_=qY$#{kI8%<L8utPqnnTnjDHc)dlX)j=4v>=0xDvK}E?&=R6>
zlmMAd!1ZkR{7UmVoHRn4awe5TaO&4ncdA%|>LaFE*%w=}0}S+DDr{79-k8>zqcpI&
zd@AH<_=BXI)ffpQ3w8~e(8bFBNV%v2&}5Wc)>iZq8ph!2aY-BB<a<cWXz3##_p(SV
zn(?A)bDTL5{?N&BQ{7;77T^e?A{w*4I#xd-QnC(*S2qUGG$t>xyoCBOBllou6FLM<
z6csX;LIGG%8v?OFQ)t_&J+sxEXF&RI%2@jrV2+X&p$*H5Z6}4&;8J6O(LJ9|^AR&v
z&uia{7RBy-9j5a}?D}xl+7Ch>;8H;gsm{8=<P`)Z^j21pOrbPs(4?o(2apEnf~wy>
zx0nt_T62&auaN%O^8NFV9B+W{y(&IodALx5%~5~gKUF*CYUKYq@VwMaG!wn;bhYDp
zbP22mAG;suj3jO57;_UdIX`h(l|=4D4yZs~px&YAM$(z`04bv=WU72Hu#(!s5_YWX
z&A~YM^lz5Jd`!xqyRQe*q%TnID?CAg_0k65iYgBrV}o!Vh7ES>FCUfWD!JCN1p|!>
z5i~)&(4O9GH*)PIz{v=kLTW?kF^q2nK$nA!!Y^foA`6lgW^TJbtlrmiKVbcdmK4Ty
zmz^<CoW;q8aSTX=_ii$_Ejib}Lqvrgsdb3Ks8H=KaslO{T6Aa~7T^(|rjoWL>n4B+
z7Yyr3I20To?0(I#%yWte58anc5Ftn;vUmwiA2g9tUR4lAGw<~YnenS^5<+t9jtWfV
zdm?Vz?77fg1Ld6wNd(b73p#gF68hL*3wG5{yc@v8Wqks~6Q58-htZ`#>#Xz@jS1_l
zZ<DYOgQ(bJ9d?ODvRFAm^k5ZK@7G1X3(zq3h%K$5&2Kq{R&nCXK?NxVg9FhVpSnrs
zA%g5Pr7FoWmQ1A0->)2`IEE9=0FI2FoB$~m=n?P(_Rlb`JuR?np%}eHS!p8mCtY(f
zR5oW&Vhe@YOrS{H*-hlM1;EqNse%LN=~{@v1ta$j>J({NtJoVm8q3_VHsN15=i{K;
zv$iJ4JmVEniVM=nNdT14y5-Ws)nwWS0rA-k22i@)Kvw*9Y{0g4`lMwMu%W=9K!k|O
z7qnQEoYJuHXazwWj|??xr{M%=solZ~j^I8(3}%n4s8GADU}P+q^5RUPHPx?Y;FG_y
z-<}5*#Zkss^^z)TKDL(IUKgQ<+0G2GXd^pd?PARYcb@$4l)J`Wko$L+S`2T!gl{Zn
z7Uwgpwo+A%p<l}_Bjvwy0zdmT%i_npw~+c+zkameAOUi!NU|X<5?lG5@>F>rzsX&m
zsMdt{D<h_x_~vU>`LtBX#9-La!sL+pyT*`b30p)Cd8>i{sqU@qi5<O1ISRO5yTQfX
zx|AsL%0)Qya~l|jLaS&7R0*B+w}~kN+UQrUGwin5StZ1NjIneHqf5r^+0zDqfpTGS
z@Z$5pIx7Um&--PizKp9!OdEcWQO)l>z*KO}?b}fT<~FcZ@9+>;6O&he&mU*9N*E{k
z;XRGbO5i}8v!>jCGeKRA<gEgfj#D{6bf|ua04}xZg3eLzWVaM#lCWWjK<MAKJy=(I
zcz`C<ga?bDKA0|U>2=d|(h}ULoB@>{rYWnT=U!$lt_iaiVe==L)<EHRbo0Hykj+?7
z16HInstnj~m4NDuAFYa9<#IIUfda=x$9)+RD7Nmq2IF1@HB3w<vJYYITFY^fDUhg-
z_d72mZ{5kt26lKHOP%?5_<IF@eV+or+Bz`B$$3Tz5RMq^d!Ir!n-%lxiTzuc>KppU
z<qbuTy6<=LY0ntEjfrf%=oeOia`GaO4c%?vNR1ZTjic{!cXG?qK#SYqPAsQ-Lr6B%
zmUx?z9qWS)@@HSzWt77HL6*Bk%`iq-Cfh1{8wJehL2kaFJbm|^NE6`CY@<6!o4u&}
ziUQukWwQp0?PfBq#iK5#hmISUOO5nSC(JpqVR}m6WR2-T%ci^ePao)Zj{Ukrh;KP=
z-58?tHx~C-I;POCmx21ocU3%2?+gA%`Y*fBzPN7fu5bG1Qo3}+n`j{n0Ory5;;1u<
ztV7^6ZoORwR*u>qsYPvLbRd?Tl*Dcfm>n3Bl|zVHN<D63_H4_hVaZEsMy6wrnL8Al
zulV^~>WdgH%^AUIY6xqs9i9m&w{zq<2fXQb-f{P_#onX}${<=%>-F0f$+R6bU+E$E
z+X@IW4;bQdbm{I@G!yGz`YPo9W2l`9gN}_)>L65_`@n6FpyzyD1gE4Kvyj*1PHxY;
zC2r0RRwyo~K7%G8lxUcIumGI&fp)jO_Z0E^Hd?3X<CvNsN8Q*6&plP&w=sBAs%`F>
zeD3@feTy7;VEEy@ygwE_UroL-t(|2VXt!%jKcc!IOD?#Pfdlwf<Za_gCmkR|)Oj_0
zk%fW=vu&&5JKcU(qVBe3<?yI#E+Byom13(ItEU2kA|YfB`HyD;^^|FAg0h2kr;P>C
zEg$g=4q9X}0OgMblA))<*fB?vR!=ht<_*<8%K{7XCnzPqp4pSQE14;x4VcUldb`qY
zCU3F!I=gLfj9TLC^nsyWz<l1OT&aJ>KZchJ4-q>Qgut5qo?R`olvlSR#bKQkKDD7Z
zMcvU_tBHNB`V3fhpmz%Xd8P4C>&^^9J_GPbTR(6(CfvW3RlQVG?!wD8SaHc^OF>DH
z{6ZsiA9HA}v+43WQ~03ZEkj~P>Cm3sMUT&mojjO1N&YRct^J7<wUF8Woe!(<f=;^-
z0o1%|!Ax3PCw&;}<Z{mA&rm2l9t5sC57Az><Gg97hEA@NQl3W8<kmKocRQ0N-?@x?
zsch%6ZshHC3M2h;gKN9WO235LEA#3uV4!r|DrvKox9P!M``ZTIw7s_Jawgl2A4=r<
z*;Ox=i?GwSie*^`+{{LrANXrqA)cCAXpY@EO7d0m^{Qa&@4w>bB#d3XT{#5X0i*MI
zos17$&_0iyX2Bx-7?JGTy+JE?FFp3KTZ0MFK^Hu+t<H}m6+L6o94r!rI-iRO#tyBj
z%Tjd&8Wzz{Xpf_8B`}4<@<f`|Y>&k`9QiZ#e#s^0(aB}DyUw!hk?A<(>J%XZ{d;Pb
z7oMKqM%#fR+l-;Nv#r!G<P<JoHE?XC+Rwv55NDV3Arj2H{xW*sl;MT9#cJnPk6?q7
z*v>e~y1*|h;9yyq|60p%%GP~&Db|$BW-FbG>HB<FW^WT5UV<^rLrA?W{gZ7-n`nGv
zw^IQ#UE1*m>9)5PGn?)@w5Sq{g(-i3!S!#8vG7-mE4rSK{()(hqb->2yt*m&GOaY+
z=;SIjVjtIwTy<BXHZuS0RHW+!QR<e?8Gy)pXLB2tbX{jM!psV_w#}}mpZ4*dsDSTz
z1A|5(64#v5<S6S^S}X3U{LGDvLjFx$nxpA2(5PvFg6k6>um=grov()?ER{;-hGanr
zwS(ovbL`R;<RAEXlT+WL`}xwHPz>dWiUqM|3y_pA#G|amgRvEP;&N{%`mL9-49^*T
zEYtpj8w}HWecLHjiyblN_}fn$`=VV^xcrvy{b=hb-VH3SpJ0c_Z^Ox&VnKHi)Sr!O
zB<qP)A(s#i0egLu!y%x-b5mgDUB5gJ;#xJqC%^wcJ@{`Vm7|5Nvx%drp^?ddV!51T
z-G{jUax+(dEnaB;mF4<h6Z{uF^UKB5)Wp%=(azb<$nL+0nxuKDAqJGt+eZ}eZVe*B
zb~O_SAAmYgyHN^FFQy<iO3CcSGInY8)tVlR#;qLtnV+9s$az^SU4T_zvq1~wIZ91J
z3HY%{3bQQ5s2j4?JgEY!9N5-I{9qjJU^Xs}-w=eXR1jyv9RqvC9%WY%0zBFjV0;Jb
z!RT8pbsC_TXO1(3hw*h97b!c3<MK~|+KQ=sGpQvMRa#&Z`4k3n3+7IiO{sYE)*%a}
zrA=aBWp2!3F-`iSEG&v`<8+KRWU@`n20vul-Bb=`96~1y@_^<u0bf}>edFH2cu8(2
zUjC2luk+<%e%qutEaWToQ|dTqy4fSBt_kt`akRSU_{~&1v`QYpj4nDKLj{pBuQ+(h
zs7<0w)vrL?7`G^CZq)6(6gmA1P4b{Y%p!U2!6Z{&^UZ-fd7nW4x{5zehe*fZ005Pg
z004hG?EG)K_TLx5$k5vQm!Xl>KNLCtkFalS&$L^%?buE_wrwXJTOHfBopfy5>Daby
z+qP|<=iO(Yb6snFSnDU;bJksRjH*$iE;ZzB*Ex{?JXaF{(}?eD5w?1A(!_33Yc#{n
z$Ut+quL@Z}HV6-{jTBHRNPJwoiiabUj@RNYgTZrll8}V-?|L!!W6ntsCR0HEZkrIv
z{ardI4PQ3YA<dk0*OmqStV?!vrSRuCJ&$ZuHC*CQBb@f0WHQxqTv<l#pxg&sWDJcO
z8H-Vv)IuXbSZa|Fs@~~pAkr*((%gx@Ss^_07I-Z{fEllVM;Qzg9y}nGR9p&2)L$yD
zc9=++W`dO#^NWZ7rqmekOeV+iH$Q_igNv&@Sp8#;QY{4<Z0{2Add;UZ$`B63c$J!Z
z*IW5B(nCcIx|2YyHn{|6tOv6uj2ldQqdy7tVP1S4p!2qwptvqkXp}?H4$Z|Uh5_Ld
zmWUFDEKd-opd*I^9uydLto=uxjKq>!p-yIuMUizgeye`Qdb3pB=bp)Lb7KnJIfhJb
zBta~nkIs$E*Drep%h!e9(U&Kf^HIE4N!>0{t;r)S8noz}Q5nYa+b{JSt%ye}yk!ET
zQ~-;xql=kGFpOM>#K4*|yVh?|dR6fYA|jDu<Z`rIR@CeWYWepR<xW4ojU4QL0_N;Q
zFzzLZ0ER_l3K&fP`n)<~EzLZZY9zHf3b&K(v<YPL$CxG}NIC5ieqG)Vd*bwfYVMol
zJ9rWfcly)=wOldz4G40$D(f8Rbjjc$IizuADh|KV{@&hnJa20tn?slqXy&ILCIzq}
zJ)Sfz8BsFX+C3chKPH|xgrUloqL}$$?ohF4Y?%8=e**kP@<N4_k1!L29$>gC!y4&-
znd@E<Tepi0K1&eG*vb8dwcy>6w=_AoJhx-k23a=2LJee3h&aD(FCRZ$Jhtcfy5D>m
ze;iyietA73ev{B#m}wrMR73$MJjfF9X|9n!!Thmn&TeA`jcp=mIa2pB%*nM*Y;j>d
zVUlFiQzFCsP&$&{%5(jKb<ezA2$vFWxSYnSI*(@acw&mvc4QYz7QHj``PEvVryHg#
zJ2Zd$NY-stv$*w&pRoic1${(#J<lT(8Vgh`Wg?4)k^v)HxO4oXz@Mjj#Px2#h>WvY
z!1FT(nJI0JL&gCxK)oMF@v8I7hO9wmyoRGGCZp2X%gYqOW@4OM=8B22ST7L)$jFbe
z*90tuVQ*K8cu-ydu5s+GZ;BA;*f_Tc=pZC0U8u*CboRLac)R$o3t*eFuZ-awh5|*n
zk|v4{V;DAeyb~BMNyr$3Y9&iAM|;LgyimlDo_KQi@Jbb^e~SULcs$F_Mcj^=01Snh
z-VzSE;10MA{DWz6F<b##=k~x}u~V=B^G3BrPm-q`>+g6p^MbT!MEqQrNz<Y>4l~}m
z#wr$(s#0YC)YF5c9R*U`uP99`EXb+HZ<(l-7_AZh0%htATR-Ui?*Jzc4slk7CeRB%
za+a5e!HZ4*CobP@QYTflubz?5ZbQ-xn!$4)Qn68^kEhQm@-VH?VbX;7ty)Ab^EApz
z;#P;+J_A!kJT)Qv5;w(5FiB%E#4-Z%xfgRbKX94E98^=)q$M0<z%1uPy%N$#(td7N
zE|B+GIgQX(GOH6cUNWhwmQErKKB?wYqPtt&1`2L-OU1F}uL?5hOWG0j<sKX}?D`$t
zh->GCE-ARJ#ZQEYDzU-SB;oec;_{5`q50GGnDw%!qgY)?!nCfMY9XB<<*|DO-kA!c
z%GBoB@QnyWjJP!DP-7>~7)p<~Rl}yM$t@u<TG(1O%SSfF82MBWskS|V>t~};9@~21
zZbsmrtBNc&-gPM+yod|8*4wI0^qHI9j7>3ACg9nX%fTu@47hzW_GrprwBIwUgyZLd
zbwbtee{VrvXvFBs(z4aw0}`F!Mf-E-s#Xg~@U*NrP3>XHUyXo6jM|J0D=Xk(^8aR&
z10n1sV5*PHJk(rFOGo~`l3;BCP29IE(&aR-eangBHo;W9_yCzC!9GJ*Zk)i*%|XI=
zjOQ%6AAza!80b7`{nZ)FMq*tG3MpEGsmUMQ56$df%Xd?vV2mfpXv1U?x-8Oe8Im~~
z|C*K}56ftu&ZCZ9ZRk#WapRs*3W~4nA6;SB&)O>;KIBHzI0p6S{wS)L_NFG@l(Ku-
zg3%x6FuY;a5v==RTeMPW=^f8{E&W+ft2<Hy8o}aszNChSRfYqzGU@vfrU?u#0y7X<
zanEiVMal4O1r+P9AkAtpR02PO$AS&<Tjv6;C=E>AZEnntn($h7h~|XZy(VGrbye4g
ztHbT>{NsYdSv!iAt&$~_e<zAN?{@__!I7m@JQOOdHWrTnI*y%|0&a-Ch-;=$UYG)X
z8`a9N2||a6+4}bLxPxvn;kEr~=U|Vn{n6L%UYb-mt19Ufy)9iA0k8*6J;o#^m1OAR
zTZr6R=Z;g*0FD2c8Ad}qXHQ6qJ9$XLgWs%pRIHLx(hg}4b$;FP-J`-yXS`0k7Wo4D
zZZnfIcEx9g>B%<Xew}5bVwpQ-2Da(uh(hTF=b4j%I3BurgV`tYX#A3C5$3iKZn|HU
z>2A#5Gz+#7AHN4^Ejh&Rt&t)gSpr46xO(~ap8G0)jTDvh_RCJzyOPb|=_kpp@^9x>
z#n1L#bok4^T8%CzQnT&jXgHKac|87Rm)MQl-<6<}98^n_t!={&pqkf&Hb0eeb#L*y
z;qDK9!0T96KHRg+QFl~lzEvLC{wq?*cE-3$1Rw-r0A!>1FG#`G#>Lpd(cIPs02REW
zd13k(5QCrJ(b$_Hfp9l*aB!TE?YRv)_5{`gr9Mu&n+GA`La$%$I`HSfs-gO0ImpZw
zTub!TFq3}OvMn(-ItaY#vD9b5`Lj*&j;zFh?|XggMeTY1XmJRbCzyqlze9aREAxQk
zIHNpGM!;-D=2RhH-*PWMV`bL;)MXO!M#^OIv@z@EoWHUg0HcGc31<J-FPjea1ATx4
z08!fi`enw}2F6B4#zwmT7!OWrSpNfpzOr?D$Ma%4&Mo#Id^In!?KK}Zh+1^gW#%sN
z*7&8QoF<}Z%1F@G)gS)6Pu_^+S*^-GgSF(?S;yf_@pzeV;Dpmt5wf;UMz?%6mB36=
zQ!*8y(%XI-=6*DXo4SHo{;6bDd@~~(^dGVCmIO59q$Up{O=RS(;JV4JQyO;WN#OpN
zHtYpb#oI*4e>4?{+*@v*6rPnTuJg@W$xphKmzz*`CN^07xd-Fs;<7jvcN=Ytgt%ca
zW$sgc`v_^CRwSHv?U)!;7_4ubU_n3JStkbeQ5JZV9s$FI04G;0!=S!Sz=RFYKj?D~
z2RD(HK$q_Q!N)c#QU;y7Khn^m)5Y3Z$?3!<b3I8;kyfva)9K;)6V9eBD`@UK{PEex
zF-b2Uzu%PPO8PE^F>GeTjNdE`B1)E`iJlfVjv4=(WWJGRR7!)w1dr*ZZqbX@GLVb9
zMBzZBvO!H+1+yG+yyf*sK1kLE$`?u`j;=Mk7<OVr5!0taeNt;0*J;dzS?I4XuV~6;
z5L=96nff(!S4<6M+bRxR*~rU4^pXRvTEu6Tnk8?QlT{C9yrVqR`cUNHK^<LO019Og
z%bSZYvk+1X;m1j&<&S=Wb;AuOo5)`3QVU$6`eK)Gfd3@?u=iCvNNaxnb>%fV4AnKV
z^DuR)FO__Bet9^ZR5HqO3}}xQMIM;EBNb*CR?vDk<e`Jc4TJ@(A{IIrI^GF^dMSz>
z>;g`4LxmosW?N=`-EJ`RF>y`}(r`RJB6u@Pn$F`xi!p&(A_nQ6crMfydM-1p1fA8k
znj)0<@cIT0vYGt;%f8)?D4AZ!LbjQS`>#FWTH9}to4L;)OU!|IIL`;*H=q7m-LJ<P
zwuG=qyu%1JICi@t0zV(%S-`cV21ocbv}Qm-6);>VVnW_m4>>fY)!{A3H3I~#p;d;w
z0~D4$`G*YWN57lAfPY2I#zGP(N#Mm|c^biX`U|Mp&qpAQp%+I38sCeH?1jv+R@rWz
zwAM7-q=(_998Qf49*-rBgnZG&lKF&T0K;KZ2P)KvU|!IzdkA8wTcue~$gY4H<YOti
zv)(>t_vtxKWk)qC6ec*-9!jTkznFDFQjAp@VLE42-y;tfVL04H-wxh_?SqCWm>8xR
zJ6ygsC@v>JA+Q@Hzc&j_YA~zWQ`y<wd~N?E(Mu#-1edOgsy-kL(}4)X-u?4$#HcdU
z>*?OzS#gBjfVqRew<?<3!uu@ToAS&XjTLWatxj{UsrH@pfmL^%v(rcJFWlK~Trth5
z`m)G~$fm#jURCCnDmo?x@@Ue`*oRMu+;Dy^zOyxD$%iIlrE2u6m0QE$Mt6_)>_3!g
zT8qJ~urLBGgSdj{aSlWsZa?nME<Th!oIgL_E|Xq4C8nozJ6@j$&qp5%Lg2eM$NG=p
zMo-+96K&r49a%#^`dKMj{3l7UV!*wrZji~2+{+p^_+D9OzIKeJo7jxq;O&6}`D#`o
zBM3@&=LV}W?&I_+j++n_p$|H)dA#A+v}%<fiN{%J=H4@U30A_9xG}L?WjWg?gW?vQ
z!bEGZiV?+Swrg>b?qrvH+!6{fhIp~#`KEGuXLoW6lu1LLwQectTXa0r>>G%Dd?ZD4
z0M?e^Lcm2m^pVpbiR(c`BAjg041GN$`NS(xD6uZ!5GnSo_Z<+8c;@X;zTOblCtE?x
zkp43P7|m^g8;Jys1JaR&oa2E7ZO)U|0TSzfilBz2IPeF{3Ds@!5mgwDRW0%TaK&o4
z3!sX5p%BlWFJd)HIpO@hnsj?xPTASUpG>Jb5=`XtL2Jle(s<`a56^L%&*nEzL%mI6
z6tNaA<Eaq2vEzRxxkU5nxmVD|7FU+NAaOyQWhG^a2Q2j<zI0%E6$vb<B4E`cIa+yk
zE2lafre0aCvydPdI<{C^2e4cMF}r$g{Mu|)7}Dj2IL<lmKdwF|o<vx#E2dw2oQwwA
z{(w>nF)Joz#duEmlfjd}E#_qVQ-jAYIm+d-&pRY&{6?>q*;?m!*5oi#*|<h;D+Wyk
zx?K?|{@!eeKykW3j?X|>2mz~RBEnmZS+A<v`P38YPDhUNSh&Axc>gQZEt~rXcy%`{
z9(b(b(^}DIOh{K$2fXu&#;sNoiCvS}P8Rc1qJ9lL*hH9(L8gsfG@pehm|Vw{4XLIK
z!k&9GEYjy=Lcr~^8LqdKC^nzKDa6b7!+ictW1ivr_Rk?*mu%afi?uI$zo&2rHBaYv
zkdvRMI82)d-Q&L?tMu;8>1B(gTl$rK1_~^w4Zoy8-zV)5ogWK@?jB>MLrAbexVv!T
zy}ZKFTDEbk*BTSM>^7Qhnw&0Np~`oot0s}xr+oLO&Wg<=xJ*qPb85>5{t%5P`Q<LX
zk1R+Qy~OQ`MdMSD@T2r~)UpMMWJEX^o;C{v2=|}0$u|4;d+FEBp=*$-4T8oQyulnG
z+)nfz9j#y#7z0c~qPCpE?M%=3`dLy*P>Ok8LK8kY4+%^`G9{YFt>|D*6QSEylj))8
zj+NM*dz-$FmFt%}64i``HDdQ@N6N>HnBH&oCTm7gnAoZD;Rv2h5Oa1(5JnB*^N`D_
zer<@3bB6djdB3_a5p@5#du-g_Hw5fthPpW5e$Ss@CbspssTSRSg;2FjD)FzS`XwPN
z3iAA+NZf+b8l_xURYPQh>Zk?;tA{hL=mmcC{g@a_Pjhk;lUx%g$7w|40H@tbR+KT+
zsLm8WsqSJ*m8+-{YK&d_(WvAQjd{r0AI=@>7G^@r-^ZZ=jHJw)al6PNS@vjn9>v)o
z9yk7J^=N9Xgn(0~@wW(VQB4n(s@GOxDvEFT=qD*_rFr;ZX}(=5QeYA^#wq<A@`x`%
zR9Hq3(PR>=&cv(O&F0jA)B(#C-YkmGEL!Ah%TO&lhfMKNw88$~Ow5qQN1}=A*(|Xa
zGWyCWH@nc!g~^;ipPkSVe|7nCPKRE}g4j88zeRWOb8^f%-z^w;O#G2tcfz{%0^(x9
zNxNp|cz-k72K$DHyr&`1y{f!sSnWjPB9q63HU(}PltN^FdSa%U1BnP}idnllAbP(O
zsIORHB+DJcdz}8(r1nIu`UMJjmMrTZ^R4hOde(hl$*c^WJ5^@-pVl*&`&F%P2^ZG4
zBlHj5FA`UWIUxz;BsMR<8qDC^e{Blg4y>SuM7pMkM&MYUyD$x8%feK!z1p7$1uTt=
z1f>u`YaMh|L;&AtiVjhlzSOf4B}{C%O+s6QKa=kw&8fZ(XC!@f#a)8A-R(KteR#xY
z%WV~+r`YO9S5?iarT{GQS@v;#Hl5J{6jec@PqLu0jxkb&0DcLRey`4dwytUf2Tzb3
zW$7Uk?CwJwe+$>Je6F>`d9F}BXD<i{lAjlKql-YbW1@oIPs(qWbITj^xG4b^YI!yo
zK|{)JMq#8qK#_)!v5`ua@QR6MnCt)-MhnwO!*)2l_EGZ$lv5W@JkB%Pih~1=b^^Te
zmAAh{-$rT%!#93KrhQO8uB~CLC#-hJf%)~-{L|6FF1|jE5ql^pPP7Z1XTMEN^K;Y5
z*pi|qht6Sw<xFtj8<&?O2*Csr+yLZkT~nj3K#Tq1W_FD3=dTgH`zcy8LT{Hz!?uhU
zjXjs~am-*-QD{P{=Gi^x5{h0fewSV;5^4_F`g{<V`Nv*&4G{QVOH6k7FfSKI&H;T4
zu(QahbNsV)`*Zu_lrVho1XR=Qjd<T`NS}Z%k!cj@>TUHf%{X1OcPbfuOo7MX2C0mx
zA1{i*+Ez0lJV~y@#>>lIdxk0?#cPP6RI8Lwi%qVidb!BMYWcV&w#Yo!@C@Gd^Kk5-
zSjVDgf;zc=aR<q{^j{H`#r|U-6OK9UMWOI36S0c4$zj?nmy=*4Mjk?t*)}$9_+w_C
zKfYx27uy6NU?CJ4C9y%{(U()I=h06OhDTqW<qFsb`M00XE*4i`o!Ort!a=N>;B^LE
zl6%SM1r<P@%y`HMmuuSnUnjwT%p3vthY+H62^jHKtGV_j9%Vr#6oOLi=BR1L?Z<h_
z4_R{_(Sj#nuQLdQ`NO46yZt<x(N@Uaa-t$IGbm4BV+Dd7{z1-6NNRPSlbvPEOgg^1
z0zIzc2)UD&Ec0{6$o+SEjbC+6Y7VI$U>+tcgvkTr6aB*_T2J6$07>F`;D`{@H6d!}
z!(@Ap0<&P+{pAas3<ahM(P0y3xvjX$#!qVwSwY~(3hu1JD5IFVKvzZx)hhT-y8+jb
zMV-JG&|lEHer(wv!kUx%1>q21Lj}IlE7e7{2b*5j@nY>Us9@P05W@8C!SqFX)9W<m
zSa0~L2Zzt*ON<SuCfJJlqrE@D6m|rH8dn-}E`z9(8PEJ(;%utmH!Z!Y62|KVaGYGH
z_p-=OpJ&rQQuJ;wi^?ffG3qHm=P-of*kQ0-+)P28*59A{&ySC*Z!SZ4+13-<nl&`A
zpHg9qCCn6N=_U_<Ek2*bp$USix`d#~KknTpy6Ky)lm``z!||UW>t1g>(~&#bhp)`8
zEJugCa#6k%ciuo64lLbi|MGz-H%(p=cd^99`n`XewvM%HnAh*=8FYU!Bo<=Q0*6f5
zMQ5^AFEzjNoZFoEthC}`n<W$^csivL-3SEVt1q@&Vt%cHG3!a_Pe~)e;oW9=9kN@y
z>bm0PI^2=}q4}FjEw|RRB?sENNb=4@KF!gq{dKBIc87VTVl~Uhu>qzfK@l?jeeTc}
z)Q+70``_fH?>cvOO8_oh1mMI(|CtjT+Zg@B8KYuk07_lh;Oj3mu1YvqAy*tw7qe<(
zqxK7<4Rx}-Fl&<H*v~gocykO`He67ThqL{{Um{bnLy_@G$15Pkw@_xg(uBmG?_rv9
zwsuMSJ_5%xl!ZFU%5BYFiw=dtf4Z9<d2E)-7)ekm5-v|*HuL>;{bwa%AFnz|{oEPF
zu|uYM!TdsgpyH5aDvWGG&I(P?I>?7_DUapS2c@xeRA-OJP5Nfzr@Hk%vqwDD@KgII
z^nbhihTxN3F;AX{m``Xnxg&aW;me76*KhiwEj(^h6?OsrE1xb|5YW;A2yTG@KAwQK
z!hh;17~8m*JJ{M-8{0Sm4rftq-DaN+(fe7oW-5TB2Pxi3lLoj2-D=)oR<B-sP6VbO
z(ahY)QI!lV-eGV0WcVTB4Ift_kybtVLaT-!jBjOOBC{0-KI9i+tvJSC-FU&`Vp|BS
zG?-F}uBDs@f+PcpzSx#U!Fp+BA|_qkz<7H&rb0%<vXQ4{y_!!vrm2R9fL^^=e#yM)
zpgDQjq&xh8aiHGekDg|}q!RrxJZHjQ)!GsL3tABcqa836&05%&XoKFQ5rQ$e$m<Cn
zhE57^*ue|O0XL<xH&$JPbYo^LA9>>PxmP#%T>+*`y$<<FR|xZL)&Ls&Ud(S|c!VS=
zXgo)zDpImcQv*@P;KifPINPy}-7_>@M#>lD{KqKNqG<{O7QMSkNeVP=f88`Y;Kk{P
zCJEEx?TMiJ1pXyI%L1-MD=;lIQe)`E?=TZEEeT2^T4UZ?5A<yPF{sw=*TbXu6EH;h
znDl~F5<^v_MnsY1Sj^Z$H37kf8v57)Q7qQ|KnqD(pOW58B0_>CBZ+&QgC?a63nef|
zd#1sbxx`_(JF5aQUL;UwstEyNpJcdTw)=bT3eUQFflN1;5eM5hP;z_x+X4DV|K#EK
zjRD&FJWMGn*IDrd5$3WU4rUhA9{T=Ld?zrM?kP=Y_BMRbkkf<}gZ|+eOZf8YONMk_
z&**s-+nD{S+RYz;{zVyLXQp}!JGyg+Qo8rs!9xLsDWy``dLxR1qS+ua0TF3pf~G+_
zr2zPlE+nZ6Do79MMmqjiOBWs|D`6P&0WYN+@Ejr=)H#c6+=z2=qy;f(fqhbOC`=^_
z^t2~aQ+4bn_CO;0$v}W{)iQm_)RoOcTP{O`l3ujV77fl%Wr;Qj`l&#s;c{k!HzB8W
zdvR6|aj|PkxCX3=cI2X{?mkf(Be1{qLOUbpbY}S*z+Xm}&Gxx2V;nb}I6v@%yH~+3
zuKVf8BjfTBK+nT=R@Wj`(sH0kFf$~m-o>99>I|1uDd*|THL9L1fZ}D}bijVGXuvK9
z`zf--2y%yv%?Gak&6|^D7qJ@G$61%Cu7}bCm=*NnaKmTy8}}b?k`#l*u%c{`aK8at
zGGJE3dkMC<Q7BrIMM^#`KmvTqud5YdNv=bAepewGc+p4jzUN+@m?$z8B3MZzmZW_p
znLuN~R-SHceLvow(RsOgJ3b$aG2v<6=MJ$^&IzdgNI*7dV-~Y$-8B3fkP70bFWS7{
zo}X((QBJC{z%mN=#G(#{07nKkt7~!}AVg&N2muo(;9G)UHz+a~b<l3QJ?do)>FWJh
zQQ-?&GE?xwg9r?u?8*+1;s?h%Ok9^4;%X%2udQoQS*coz=$swiPqPe$s7HS(VJ2c(
zIoAqY?rerQ2A-Y-(_uwl8T9%7g5YbPaGQ3H!u)!rFq=UFd6MU5c;Mc?H?VA?opa;m
z%t!|I?AKrlvNrvixQX7k?ayk%#u(G0r&43VYs_(l(sf5%;BgNBWBN7K)R^;WoSLcY
zW!Y?MOIlI5I!?n{B#UEzNL{=;I*W(4ka69$O;PgbK*khwmmn6uH}fWr!ERF2&d4o+
z-pt!E5otLP6+>)b*X&h#HFeafSV;~uP4>tqn@o2H3k%oB6#G+1hh6i?C#=f5le<H?
zIen+R(D-_Yfj)8_?Ze(1$sYIHrOy_QnV!R$*l<QioOnC?u$M0NG6`ZPx+9NmwuxLD
z4ymOzEA^W=`c0^aNvrG;VYic9;2d}(nD=Kfu8i}t>Uv4EtFSnmYw$$tQsIe~;}C*G
zvwjoV#bme1PSB|t&c1VZ7v?hmd%ep*Hwm96WM*DW&Mukk##zAkzb#mC$j0Ix2RvJl
z;Qu{Iy8*iSHu_d}PXAN&RFt;_%t!!QzlfIsRul#o_IfLLeJ2?b6HAQ2zc22~hT;Y!
zZ1#NkBwP$^W!9`Je!up%&1YS`cX5wa&Ypyx;;N;vlr#r25<%D=8(AjI^3QjhQY3*`
z34;l%F{w*1U8X6`>8F!QC<qC?2$|xt_pLeo^%f7+?Y$|+4=JmN^IRq@Xqp3eXj^n%
z2A(u%N}{D0rmn28@yqy4hFiTV;mW6H<nh^4xF=-6)vplNq#a>lXlpRGDl!bsooGWN
zq${2l8s*k^M%wT=!V|kMpkU*HfLKO+7a-#xIN14Z=A^lTU8Q%t$qY?>t$m@r8~gcZ
zRX<_yz!EU90Q);E83Xs8770?gmzdyoPqIWk@-daL!HKGlrW-8+O>-kjq*ZGZjbu8;
zF7+Jl<cOvmu|Mm@owNOcq?6p?@9w*xF66D6LtBwL8~Hm#2LBD_7df*KEIpq$eCyZO
zy}$S)g@(E=fn?_HEpATiPb&=%FBsvd`r5Y)`<Ac|sSAP(-nz;jxO!}J1yKFQvD4*s
z11}?T42*@T@7zDkGQ31%$Idvx3c4SDLl0$bV_%;0uLWSo+uNU^lhr5PQl1#mQlx*9
zkkS@#zz_dzU(e5ln!aklvps_PU!?#h&NhZlfb#x7Qh-J^UE6gwM4#tkf;9;FAo2lg
z1ymq^YcpoOo+VU?-&PF3e(`1@p~BE4hb!1mUC-V_-Z8k8b9q)$vg^_#LL^(8*RDQp
zVsE5lBE2tnIIJGGo9$5L7KE&2?CDgO+eV%4S>i*iNigw>!l-9kZ-S(rITCa&WRZ&I
zq~l&prvoTMX~`Vf(qv%TIf*c_DtQHNxPRpkd06G4Rea1iNno0mq6*Xw^NP^rNyCc@
z<gFUfs416A>u)I1idNLk4`)PrSVkq(O-OuxtN163Rfy%fXkg!tRAG-6$)dwe3s_08
z&hmFOayPEkCMiOw6!{reCMIVjr@FI6CI@+IGQb!37xpg!)BSQF<De{#+1hQq4Qg1x
zPwR5!lqS&+r}{`sgzHRH7-<24F>n-GetcJ;Ksj?p5VEzP`iUp%r^Qz`u3!XuSL3gA
z3oPbL>9oKFmsao_OO)JvGAAPY>hbdWFP&}tbGO#!#}g%J5+$n^Z<(~R;-fxu9)<4|
zv0B(wg^~noMHvuh^O+GsAjR)IWzh)#pQDe?{jB9r#HNt?rgi9ag}qZuqz<b}zcaHS
zc)H0QeAi#yokEE3v1H_pNVOqJ8^0RXI5Z$<V`wX;<*uaFwgYMO*t^#q#AT4&iC*2F
z989}@)cPM{P1~b<zE5x8KrEQtYKv13SL>kha%rk(n3cr~7C=J-iv<US8xUaM6)0D-
zTaQ=}Nfh!-{@{c5>&|Ovht`u6%A`H^1@vfnLksj`s(FGsB_V>t1>yD3Eyy^cXaAni
zqtm}|#A>z?k>>a}>J+3JXqopph6}Ktic7mTACdxKQOoGT58Hl@23%{R0WiIrfYNN9
z$<D@GTi)#r@1O+gbbLS?3@OTVWz09kuZnp|?5_}szGH6Bj>>gU!pB78?n~McR{F9R
zn~1AD{rODp<kU^73p)?@#ku#26+RmU35Gx^myG^X2faYQt#8T+mjXk~Jw#o>iHOK!
zC&dCxB1*JH4yjR4j+(GCRJ0zKl);(kYxHGB)H62y;kq`JIh;30on=%M^|P_JVc_j(
z?zKddqCdMvuzYytZ=<}$CQ+dQTo};@8&Y8-v2li4?>0H8YI<O<`C5{uX|lu^SE8_H
z&}SNJi2*vtW>x&Eso8zrBvdx^x#xu=Ebs1=7ix7chNvadtkfx(kfs5jVT|ymW;lf8
z^;k!SCDBIH{WW~BV#702v7USR8<cX~_D)^vi9n1qO&2$kxdGVoqF@wiN@Nb^^fXp+
zy%SEQh3FvMM1F%V(VG4pEeP!n<0f`#@B1H&CK<fDQsHs|M@LUS8G;#5%rcXSf0;ck
zYLa)pbL(0zj&}XVR>q?<2#@R<qKQLc9HK^~RhbYqI0ngX5GG>yUGOTc5pXJTC_33~
zuz?Q<__?#d9hZThu#PlQur22vB;}~yfg$Sl;WK5C60g^L{0M!EIbt7iQnTC<>Nbf}
z(tIfQ*(T-q^!T<*G2_7xSGdQNq$yo3{@k68<H=>_xxd~CL5CO$m-D3;C0Lj9QG8my
z--@-u?%PJ|nrygW)K-&_>#Ot^-oOKu63%T{suHAORgiA#1b;}o{>{(gUR>II8Ulmw
z$I2cQ<A<I#BHbJ`>&6R7B_$WTFa^Hq3%mwSG#KT-;pnThDhasZgHsazMe?-9zYBf~
zfjS&tX=dTFhpHY#`4*NKE{K4&WR5ChOnD)`Eq~@JTyG4@pk;YsUu0H(`9TFy{rBsr
zwLpj%TqP4$lK^4%63@-u;v49#-J?kPnaH*({ww)66^>RlFyu{SqGogNoXGZh#FWpy
zp<J44jq$H$j3S6Bo$gg!32Stal+8jmHZ)%WMA0FR>002IaHAreUvt3Ud}$xSX6>Ox
zB$1_<k=w|N`!)ToGWF46h6&DAveR2nDq@&^b|WVlmV12vO4Y*LV@dA-6m1Kj!K3@n
zRL$Dh+Sb9{THi+B)cF7LHHBK6egeeJSLmi5|M<uxo+tD+qQGgm_}z;A%mp9a_JJY=
zBV+U6t)WfNXFLQ!oLDt@6d{vYBvFZer{vrRN)qt1%n&Z-#@0R};R4FGgI|P#282{Y
zfvBm8KLs0RMn#4d2v_=2Lu>`7oMF7&SB$Up3Jb^Y{!qLWYE9K((0cFNOVebC;;{>d
zP-MU{ATqhBbi;Z`tLES^U}mJz<UgW|y;}YbN%NX{D_t`eYM3ccQ=)i3dg`w+)ZqQf
zQ2T?E%x5$b1gq}d@+Z)hh(uePwvlSdGW$Glc=y!(Wmq-PR;aD*S3|XTARm;C?h*FC
zp5C18+q)9r<ZJ=WV}k#DdN%rir!q^$`XA`@b)`%AF~~M993K<V*EZLuml&T|EAKCl
zL%MV}BC1e-uq{_-B&KjMWSR5(?^QPU=C~u#dyxq+3%OrwXz14(vAoN7{Siw@<Zr*#
zpJ*5a@EBo4q6E3ZH7pT%W&zFotH(6x&R=ft+7{O}JnzUrulW=yPdlPmeSmgiW|J6A
zGr}#9GEGz={4AGyW~a1jCD|TMxg8fsA6(UCw`&&jhT2y^7q@Vsggm&74ZlIFY+sL7
z<bZPczP|C+&_Q`bS`X_U#(ck&G)Do2PT^YFWXhqw_VS{!$QQDFdb&_B<S@@?SQ)$5
zwAy53^c&^*LYQFEdwJ~!@e}kbwYh?}RHU1X?Ot&Lg(Y-2@+|Jw4|#){AyTf`bic}v
z1o=N?4Fi#og049_-@QRQ3{!&c>L}qW=I^2rb}qo9jA=jq_VBbXkp&(>oOa?RyyquN
z&LZPy{9U8Tl8KxYZX3Vgh^DVkI^5<=t5VXP(Aw=lo4OQ7_sIFPz^#x|22+RYZ=t%X
zNbE@i1s^d-thGHX<1c`lj^_9=RY9WPaT5x<vw<W5?0v5N@%_#Q6LJ!z`FGsUGGtgr
zqcpPo;#WO8&J*ex1DejvU-MeqyNxTxpkJr3<U2shIPaY%gGeX6z2%MC<Y*cb{KvF4
z%PtOMpIw&5uOiQ-w7^isp+%jAs_;Qq%X=66MASh@NoKkI6Q;U5APvnJkX$2D*TFW0
z`HD%fV8w(Fzvr#WvBIRB=9v)A7IsNX(n?tqHb8k@>iXnm99Ct*|LUdY?(iVij}r;)
zwh8AozTuX>Q}|vojG>vyP^rdEDjrq|!=m-MSD<E9JkMHY9rq}5@oB$-yt=g#?0+GK
zD+ZibhRbQtXZ!GN((m56*M2-2VJok|%GsuB)4(IRg^0Wl#>j9@9?V<k)8L>{Iwovv
z+nS-bKw-FXX4z)L_J*hmA#Qr|Mg4dVJ<!11&PAovgf@vuh++p)KdO(y6*KcVv<B~E
z0J(ULnB~gG=!Xi8kijAFO2TT8#c5UiPSf@YTTuDMFe_0j0es-2dYu7{kNZX6Frf=1
z>g5fCAyU%Z3n@}3#tqmkq=gRFETrhZv`zdJQj4QTsDt&ZMg&&y=jXo_<PeIfOBDdD
zh6I3P|4TlzvHfTHq`AJ8xrhEgSQhYqPA2}(7=5toclh}M1~MEjNU-4PTCXLgXw}py
zl6Pvt+S=!160T1HS&(3|TWx{ob*m?-rV-XKP&!=>g2d$15B5#o8S|`B@B@vmU1XH;
zJrW_sT!j+4a7md(l7|&GiFlsOGbrL$ijO#~GIkW9htoqAYRNkz%Gia6D2t4qpb&Wv
z)B6W`4LcRr--HidO7=?Jq7=S7nfAizq|oOA${w)B_>M9Jrk`Z%2+Bj02Q?C|?Q5-0
zF!sMCqDMOkfDc084~a5)ah6611w3NxQI_0YUzIF>gIzt<Po}llICz=XI|P1j0v~jr
zFBlareU~;`aJ09g@VLhW5s5j^1O1VA!|%50jpunQ9Nb$C%0uU4<es9l>PvUe&z}8*
z%xyUneCLZgqh;LvEifq1E_o*YM`HcqQ8dc2L+1jqYwX5BE{r)Zxkv$djkiJl?%!@F
z3$%6p8E`vj0KqZYf6kY-cE&aifW?x4Tj@;H24qcu*87v%$rLj(cU8N$24Mpk64NP{
zy%2Knm#nbyI1Z&wy)NG<es0rZoV8UO1LTzZ_VWo(SP528FpDY38mK^68PQ6nDpdH|
zk7OPQvcc@oE?L&!`JE8`-YQt20zjnp8WpissbOu03aBgq(?{OzAWnE2D2H5uc`-V<
zSVAfsiw(@Ec==)N6O~28PF7A|*1ceMaP`r`jr)&7bQMkGC1v7V;EWcx?Rn~R*5zZ1
zY7#}M_dBIylB_U~F(F4#&|J$xxz}2H$bG32%jko}uAPI&<iLC@3}<L9%Nk1u^|uca
znQhcn^I!1vO7>n7SkWE80ecWLReS?lXD!ay;aTEd=9ef6T*L(G%SYH9Y%#IeL5%Kg
zVWU)J_}Rl@bl0_8S9R|fe#RNvJf5V*E<cP2CJ(a!Lp1s?>Xe-J8@X^&Z`ZgfSjk%%
z)z9bjf7yQ7mckPq-*H`Ym%dnS48Uc!#Gy>jAf#=h>D#P2iwdv|Rt9+~h_-*m{t?(r
zzjRGJ;mkDs*~lR7`MCsqhH6I6AQ0>_(Ew$*HZ`o)=kOd6Ix54W&n!c}EX81J`taVf
zT55gQJv<qF8_-zsK@aKT?p5=8|Dj3K&Hw}cDN!Y$tQ%(0y}<|isLc<NP`r2_c(OHt
zQ1q^eli|NZ{;y9hk=cpWI-pb`18~#$FO_yjV>i2h!bTmS&SLxLu@xWzApr_TT;B`_
z7q88M3<g%mB2jN9WB}F3!!4?#h;1-@?Emu~jS5hpUW`a+fXEo%x;<~eTn816XWEAu
zB%_09{G#7GqogN6s(Tx{H^6a7m*_j@AcKTy_+-Pd`YV(!Kl-W1fI(sujT#ebVwpKd
zq9FChj*I`sJ@2k}1d_AJAM%@8R`tN&aR@HzO)b-Ql<b-Jg4InCbCOe2)JQ0(U^OqE
zz!xWL71l%zF}|{&a}s%5Dl8BT=z{8uf>`bfo>qZ2NmvaMc&NmzU!1pgl{kzvPq4dr
zdzHgD4u!3{22)gNMp`^`aNyck-3F6L&0a|d@s$ae_9d8;%aLt+<I~gI9(!wRbK}dA
z_k@(N7=o$0m81J&GV3tD?&9~yU%GBHsDN!5Us}fRpGT?tq;Z*l$h**s`>>Y;mflvb
zUNR-nz;%0bBN43aQxNUe3kg=*D1wq8rAC7g;v?(Xawxs-KW7o6Ld=jkGzv-X*>f8i
zAroE550@D9<HRv5pajs<xWM62AquYL$b?WI_W0_|eW``99Y!x^m?_?Z0aJDcoTgsp
zIH`UhpjI<@6>jctmCL~8x)3LZAbTmAm!5D+2`euT5$po0b$_VEV^N<lCY`rBp<>Lr
zPgv>2`z464s=wMgl&USi^a~@h#z~qBPayA1&g3p+G?%s=%ulIR-6e5=`S-a${AFR3
zf_6;R^K7H+X`001&S2>%ar(Z3ie%$(-RLmio5r|-09)mz)Yzk8zo5j;Y(b2h&8bLK
zX^6A<N0?Fu<%0H{H47%9<tLz$3tUsvUgmI?Bp-Av#47=Nvt}eG#x#W@R1;iT`fr<6
z;Ay-!cml4-yr(vvr+#J@eTmMZLe^oe!R`Vv&AFy)atF&$2ow|c`WF78Z_*Fko(o5^
zS+}SE)(tsn4gj6l8j;7<p}O>{DbG`vGfgYGc7@)ic+z#Su-s>d4=s$hsciMt!jb55
zh_++S$#ils;@TuG&-nXT+>GssWAXZD)DXRmQ+5y`Fhvm^v*1l=#u;@@=mvLh153VL
zR)n<RB<NAcHhPsRVUdyrmNV^qS>9-V5)a$xkje>?BDc0d^KHaqiZg*Ao8*Q`UfZ6U
z02Wlwv3eC`(}{hSnSa<5?#3omX%8#!IT>yUu;Fsdw0IJGxh&n-I#|IvUL)X~2;MNc
zh+q&w$2N&XiP#K|_IG{t8JyMjJqOsCkjdf;5I76sXlD<;^K(Aw{L_X3?bcuE#k#@D
z?Sj^USax=Tw*pj|V>Vj9{Q>W5GOd0>zp#fC(mzH&lqB9E=eFF}g=VkfX;&HvPUskq
zTNnld`Pn!#MP}sKiAxkN(Nt(T9}~*x#CNbqyc^Z@ggD2ONfLBiV@2}RRQz0EZz*zO
zal3t<1-erePl0JS-JP72sEBG&i;GX^=x2P&ev+&0F&9ppmU_S*pY8R~Pl*=iClIb>
zM#+g0I}-VZ<ZGWYA-a9*pK;L!r|Y&=1brX&=NgxP_GgbxatC*SeB`via)Ej>!yaEG
zO|Ztu?squYT$Gr&GE}*`P))Bpuw=K0R7v;9A^wGVj=$zl<)&84n2wh3TJK$Z+3(L_
zD{nX{n_F59U!MdDw;?j#i7G!BLT#1N-ie;w1QA#c^3ucfmz3lfHSix39RC4TF~osh
zo>&4b%$)kB6ihHWbD=7ekf)HcECb(E$ad+W4PHS;^`>N%uOa_TJs6Fb!{G6=F&kXC
z)|xPK2RdsDXug+MqL7Qm!oXMTvCQ-_J6%e6yfDb}%kUD-IfT|cJr5$8j6sATlIlgA
zX?>3mbcfNyg8);5pPJEW<Gp}kGV$06K?pgpURcq0Co&gx3U8O<81zS_gn}!7j?zqU
z*<K#X)fLR{mPd=dF<l8)=4AzoO&PnRw4!d*4h{GH*O%9&y6QL-Ve8xAQ54;5{3YrA
z)UGd?T}25^wExw%AZ&h&a(d~TR)Q$ifCZwN_2$-o3Y_)p=BT04h&54pcNF(Au_YH)
zb6`{k7C!N9kBWJofs{zXTKS)~KIW!i#LP+(4=pHM8pbLtmO=Bp1OuJGM)o$ieGB%}
z>dgbrOEOx06ix2-Xd9SgB4cJ)XMNmLoQ8Lk4+I&v+_q+ulQte4vd4I+Gc5nMq$s9j
zZ}LpmKfsD*tXH;|S!Ge^v4sTo^#g6oC0*?rT3KR$%ewd~#I4NNt*3rjugjsIEfc@c
zw{dm9e>~>Fh!){d!JeCj-_fWTa}u7}DrXofzb#q(DRX0MyHg7k4ejGtZ8UE%op)O<
zy3Ll69Z7|;L92Y<d^DACn?eux{<n7P&q5cMSpb^C1Gq(z{AX0<=x%NBKl5{ialP>V
z|Foe!!#6R|k$KbI9-wYaU@;XMpdt&keLFj`^%%wmTNK+rKf7H9ms}1C9^qG@GMVfC
z{6)foP&&sJpLCcERNIGz<5DO^%=6a}jp^(8opb6OkR*v97|cADzaca0dsW-RG&j<7
zc0rpN%B3-I+kxbOVSTk;XSwh)XdZ_-`8oJH{yE-JRAnq?`^7`q&#(?3Hb{~ch&Z&3
zoRSVC?IV##&|0R>yliFy>C>GY45xJ0qKz-U{PMNRJZ$~3aseETj)YFD<IVeTM*;=?
z#`ypMnsxvh@L#6doXi}I^^MGJO#i|EO0_lse!lsL2H{#0*?`0Kli_y`Bs4wd9I6g5
zWP?*UhE#!FL3x?(cE0#*_&%yxu>*3<Gv4(Ux4d&FA;jm&Oq+BN?&H3gfFyT;M)Hej
zi`k-po@-B8A65CN(+-xPI^`!Q(j5a>-!7P!tOTsOO4Hn0=qmN{#urVk>zG+a$j*@>
zc!x^)Vz$vXu^)-!obrILl_vAcc@|LL+;6Z{4ua&+TIpVv)d5v~IH$SR!KP@{m&0bF
zU40l=Q9~|gmTW~uk6jYp+;R3(3Pk=humZ3Se=VIrnxW&JuoDv8Al@>a#n+0Y8;zg$
zSAfZT^TR}|Mf!@Z?wxFOSF5P4s%~*O(Pm;CHHf3(@NNqs$mbjy8n*$D1b1UEmAFh=
z=)Z#Q3zP$`2jx{@j7>gRI7lySFl_pm>{1v))1s#syO;vm*w!0fsRi#b#u;riGzi`i
z^={W{jihR_Pxorf_NKY_51qAF{UX64u4lO{+Vo*CyZQ(ZM0Hm<uw~Y{Ry90*GXw~{
zom3AWd`=3d>f=5x$~4@tvT%_RauFB+yA$(|EZz;r&_Yg_Z3$Jj^^YK=hU~K^8+uE=
z$Z9H|g>#sL{V$Va8V>gdTmRQyBCmDt%}ri@%0^QoW++apv^Y{hd&eS3TAJ(t>i*Yf
zkhg!U==g>N&2|F<XY;>z#axUHoopR+4Q&7K50yA=)5icibnOkjEl#Q;&`M~Z*3j8g
zq)nz|JYkjmW-Ci^nf*s%E&694XaGoT%hU6{>Ud%jm}Trl9aIT#Vw7m%J4%WS4&xz~
zJ2g9`0+1pigGge62@<%#O|)hWXIQ6Xla^6fA3cgDxZbZLzKWg4G*^xwv9z);)62dj
zsC0*Ck+@&_+Fd)M=rqy_Cw&T(EI5=$dC>Ze{z2_qKVctHv2t*_N*ku-a?em9+#6-g
zgJYwoSrUy>(KeI<-?NplP>)3px&{Nu6cLH-JRvpfCgKsoN1odHqN?*pPT}#U%j5&_
zFe9p5jl=sEVC6jAm>=oQ_b%~eE+l+h5)f-if+RaeoI(&Lz!0>$DkgzmAuQ%nA8Sk}
zkh{z=SB;T%k1Yun!9$SGRKlvB#$FH5o#X5^sS4q?NGzBt`m8Xk<wUn(eQ`rxFic%~
zS|_rySw?S#EXt~cn?gYB^SF-M-Q3xq<;lnFr(;f#7vtWywk~D45D=t>1^(7M*;f`0
zU+ZihoiKV>9_ogj&riBl0l4eowc2xHqpD;kQ!w!=mqq!9O<5ZK8W|qh&Rpl*@$hnG
z{x54Ha{Zfs<Eh9PmI?!aC~ySu)c+!2`F~O1?qm!|Ad87Iw)ucrm+KGcZ7Y(%hRI3=
zx}+y`r$s4LLZRR)(w>WzLc;DYLl7`F+3vcs2F{!p!z1sbEFk4(EZT(7x|oF;Gf$Wy
zS!%2I3{+)9ASv}93BkGHL`tO=i6Tg1@=m_-t*H~%#-wLl<J!m?rr=+pFKh-6`Q29I
z!c(MjYEzEiG;S9N++2ADuBfgE!%sla<?_Er>}aBZ@=9}%v?rQ0n{L+&MO~!Trj`0-
z%bcH4mZCf&IHDlzAMCwTQ-GPZ;a9#vY=0zj-23~0Y~14FE6<Ng;_?{IjBoxqJ*cni
z9?q4LrxJ4J9XW&gLu8><qDx`sw+m%a!upiue=MOHU-$QBfp2g{!XbhPUo3phy(u)w
zFe4YzJ?)ED*_GPzQc=@S&5UC_SZ1un{|{(6%>v2=n1KDSU}^#A_0JV<G<L2l6>$>g
zB&r?B(q$%>W_C~AR16l<m<07dg|=1H4rS3#vLBUoay%qbDCX74*<f7-e4S{zhc73Z
zcVq3VR)Q4gP<EIT*!Zn5u|gYGh;aV4vfWoxJU90*?NTBuq%kgloecc2ZqMbm0ZX?E
zmRI3O2f9qINxppRLA{CfJpX2bd3Eyb7YYak3_wEoFGK488w!TD)^=9LZh&a0R2sJl
zU_k76r}lyg1qG5<qEwJo?#@xBlMke+E5N=jyHq$?UM3TE_BUSyhlliZbukU8WvrH@
zGhdWMjNfq|EN8pp{E6%~hMXh)J37$rp_YFXHwDqbH_<}6qIoYd#hqqHW^gI6Ow4;8
zZZk;7DSbZaIcLicJ^M+!MukxMqIRMjHr>>$jFzPCAX>0h8yp1~H4YZK*yYqjC}q<{
z!(na0T&gzbuiEJcXXSe`c-3sIOJbqMB2B+gB(ekbKA?sk$oISJ3F|d8_s4EW0~(LL
zjzj+Yi!^uwv3R{T+-NG6&|}qr{D^kTa>5yGeNapLU?Ce^K#ykjh4uT&qZLs<=+!w6
z4A`8tzjFirioh_plrVdRK`qQwhti?`1l?kgy;e`0L`894SLjm24aD6phWmJTCjXr5
zn7!6BF`7ed+pU`18izl?$7~+V#jwo3NuNxiUG;Uj^^0LXwZ4{vpLsOxak|hccoE85
z%MdO@(<X;@d<#N##?^1+ll=FlH{I*MO}txZ1kdyXZnP3`qg4MHF8%L~npoND|07SE
z{QrM<c<Z22#o%z|8cwrMjsm?rYHQeNw9&667l{?!ZbJ|>#FDj#Ivm6&2IlGaXrPF;
zxu1bcd2ltF3zbPj@YLGPl*?)wrH=NA1h8hXz)?6-4e3Dwh?z$4bjLeQ@U2zh0dYQR
zFBm_xA0RdLpkj!{H);3nPl(|z6?4gzq26h#A0v3yB$*{o_WCd+ASIJ4p!C~=CTx$B
zf-OO5^`LxeU9QDu9yUeYRa55Z?g>vZf6Q{h%V(30{{j_yC#}joP~FM)xHnsb3@R47
z!bq;z=&%u0(V6+WA|Gz#Cx-JxI+OXDYn#izvUG{z=->;Yq1t4lpck?g$ok~m{hDGU
zKbx+)`2i)zbt&sc&*e`t)mIZho%uIEJkM1f58eC7(LXQkg)Y%xZ?WU~3&<LhkMPJo
zvjQ%6KTK=-MuisldYVF1foJhKuH#*-&a5X>UHR~pdFG7I@0XMmzBZ#>72MxTGQRLn
zqr1cgfQiX??n_I{tL$wqRjZJxS*tF3`WPd0%-vP;LlZSVU(tKUUuawfdWR`wR~pOM
z<{~eI+5XDHmrRnZ7_*7Ll{eMUc85oC3u2+vFA)D)R07IJiv|Ti#A3AnI{5d$p#U(p
z00hFN+NSNEC_wU{%Q(loQZmpNd*DzKw-%x@CgfTC<Ww0L+sJ6S5^+h|ZVCLn?E2KN
zr{@<-QS3>95Z1}eeV;L%#Y%mwML{4KtK4%j?p0W#G?}54H^pX4y~-2*T80m!LP_Ni
zFHe9B3Ij~4(*NV;c%`f@vwEU0a%7>Sm)7eiE8GcFz9X1x@GU!G3&s`Wmn^hI0Dn!Y
zvUFGp3TSWOQ4V2|2jwIfy<#v$Ui2p2DX|S|LHeB845JiGXU|@{<flx^Jw1z}mhgya
zsjy_YIE;o!1pLNUUk}Z(R!<!awH}(6q2uIsP>|x>TJwUY${(#3i0z*RdMHt~8$%cX
z#Q;F$#*r!~J(>A#D3Dsf^d=adj<wx@`Yr?Iue-4o9~z?ei@-!6>|oLQWqPx?re4m}
z-Dn@%v|xnfT{IsNbJw)xw5qYuC#oYxxwbFGpH95cSJlotOd@e|W=ML`e+*+W>jpws
z?+Epy^mY`#`zvGX^K~_tYSTz1lWT1Ew`g=eOv>k!%5U`iEw$ldS_2tL*wZ>&m2CmG
z{8bPQ2m9%TWY!S>`&o56reAQsUZ5BbvdF>|_i;0Nk|d=x9BMTf+FYOn3}vi`j%-nx
zq<^NYYKwb-m|B%~&aKI6t<6vDSFTW4*{4L%rj&Z<%$R9LJSAw0rD?L71)_DNzwN-}
zsyK#Y^bs}45N^ZSWY?>a<4w=DNd}27BH>k1S)uQW4jZ00r|)wN+tbquS6jMf1-W4A
zQFecax5E#$-3-5}{mv5Ji<w!s^w$1~84vMSZsGX{Yhl@D{pVU{gRs=PIWLPNZqar!
zl`cgiQV2C~H<rvwFg;B2EK0g)NkNR*Ov|MrZ3Fv7%=46(Q(U7Ngx_V|DD#D_ULjf*
z^5D<oeW^krw^@80l3$Uf7cV;nbGsXGBjX=NJO`$We&;dI!!XBPy+F^nH@bU+?+y@L
z!|rJiYUrjvntwn9T;7@rrofdHK6kjpHo=%+u4jeGFW$$2S6+D9B<Ni8I*wU91(7^7
z1~tAb>Xh?zA3L*h4x1rFa#z~oi?*qxiK43==&(Tg`_Lnf{vXEPDY~+?O#_W>yJFjR
zQn4zwZQD-8wr$(CZQEv@?7zE5pS}OneR_?tF4x7H-#1@Apnx!Lq8go(O0a<grz5HT
zRRmt4W!a=EK}u3y1crxLZqmG6Fn`9S9(T_3b!4j6K{FQz$1L&Fa;;Eyck+e>iVx>k
z%0mZMtz<{x*eBEMFY%xI4o=2vIrLIEt7H4LnjUmAt_)=@Ya7DR+rbw`EagEtiHzv^
z!)cJ53@Rg&%n;%I$Uk8(+h>C_o|cuzF&T)g9D@#b?_`_FTbW=hLjqiGl5zKmzw%>l
z^JvQ>;ye%Ypv^@=MaUOwk!s{=SAc_NYoPlX%nzIx{QU31hYL&5Cb^n{cznx`H~?F$
zv)%!&(~kjrr0+c;Q$UVHFl<@lo`n_EX+(3?poeF7J>pr~>TkaS6Pw?gbuKHP_-z^o
zFQLV`(8onGiZQEE(w91tdI~=AYA5&fZ7l+7g%mq<kwO%|rRC@&tA@T%?D)LEbh34O
zd0)OjptB~~$W&?DZ}hmWIW`pye(i-&i+S@SdneT4yo}p_E)Hp=2B;_%r9o=Tnxw&T
zAS?J`iaaEfcNQ2+NjcKYNHA)D>U5Z(RKw08l?$Q=zYY~|u9ZRjLPA6fOqXu6ZDmnd
zv3St59b`y54>%jasO`dF^s3uKG!&`evn?>gCeX`A7$(DAosn7Y{f8LP6nYYN%6C$=
z{*I>qw~E<P?>}1Z_}cHj>6;zS9aIP>PK<&oS^$TeN82DsT*eQf1V*b1iS%q~T6c57
z!vz-@r;IxqGve|m^Uu3}L?^WzlbV^_8uBBQ5lg7t0T%r}m98cON>&IVQtJ#xVAgRZ
zfkDwxf1tnZcUNEwoMsVu5eAh<q5|;BFecmu_pv(zUrA2&?X_l?Z+F+D@}T4${Ytwk
zCVoH&$Rfo|DmUh$dI}WKs#A;n%?CzYvadpk`J|pp4D=7Lj1=d@9u{YI_x2Dk+Rt7(
zbvodxwHB4T5l=621!(_3az8&29ti?MEm+_drJhk*=@nt#do4PQdehYFTa3Ec#4cG|
z{IJtg&GcyUnx7Kv|C0HwA}Zs&{!1~ln=7?5t$TBhqE63Ti0gc`d-74M>TCp7v#KL6
z|0*2LKTf2oNAPSphPY21qZ1bHEN67?EyJPL50X{dd-&IvUooRAUJAD<TJqdlW5Eg<
z0__I5)H}KS0c@LO0rVEh`L{%^hBW7nEp(AfS6*eYP-jOc?u=X2-l^*x4z&Z;u1_&T
zqsaE(6J=GGNEq?=cnJ*h|9re=4*x>*EB%*kfJ46+8sWi$SZtXDcBz6*`x&Unh-B~*
zrS1}|S)I;yEdgXZ@v0-;rhTaYr}4*DIwsM%vKjQ{R$i^&#kOLEx@uv7LOIqRM)2d*
z*cc9f+h%cXQlyAhIFJCw3?oFtZzG~gV|fG+Z0cT;sZE8ex<jyR)dmP(yf<h`U6k6g
zgqr6Ti*5sf<2p+;vhz@ng&Tx3i+iAW`xIG$XXR)Cy;8*y0#6i9&7ZO0Hm8b$-top6
z(JK$@eHg@EsH~RQz4nj}-I|oJTyP#Su-xNIyBwC_6j!%b1740%vY90rD{$#Rsn8i%
zbyzUD&6Onwq{Cxf;~5eQ(b$0PpbQ@#eBP4p4kx~<&}K6=?OJ}7iDj6l?YgUC3-Aqd
z`k&M15rdCVI^`&!CiN`cBgc70@b75X4a)9@sggsQnhm7cyzqdHGu?a2rt<lVcbKWe
zAqzmbM?vPl7c;ryo~iIgJ<^PpQS@ve9frK+%Q)>0Vt7vAI3BvG<S~gUR1WYijF^XU
zcyISlh7Xibgp1eGa+`i7(HB9IW&P-c=C<;eLaB|-F`zXM2VSDfbi~sbvgvB(BY&mN
z>`o*7C2l?nZ$pgMYIhWqW*A#V)?Bjw%x303{&Gkv`3A^ceP4uGM7&(g?mD~nCvtXc
zr@mz0ZB=b=l<LUDl}tE;-|O?+s)kxrr@y&sCIVH;ns&Dk2#(oiJobrW%k~fa->=#O
zd2VFH_f^~YHoE%1mFLz@R<>?`mFG(T+7o*{SGUZ7uMeQgNa;ub8{`LdC0bj;6Mzi1
znxU-6ky4a)>hO87ORu%kVN=`(@IT{eWqL$W*NQ?J@jHVxhN-4dtV)OKZ{(=YBl(%L
zPvwo2TyX-uKiYO#7#;&-m!W%u{dy^K#?aHqW468aYnFg?`UJm;T3S=)x#Gt#5hXE0
z5uwuTZ$n$y_}ZA|G-Enp<S$jDd0{4Vdl@n-DVw=K0dHFnhfba;v~>VjSI-uVFUTz;
zY}1dcM5djHl{AKyvw|LmZ>Tsy4xaKgvt=J@%yo*SLMqNmDR0V=n6=K0TuU_8(-3o~
zt!u2D9KzI;VI)7|JrX3d+H$x@)p*5~BvK??UkGRsdX0o!>~f!r1H;a3<LN&phNUlK
z;k?wSW6Ts*VCeEcMbSrl|4=7K2<I{Cxm~pn(UDr?xoEh=%u=-DZ(b23%5L|y7iv|~
zl|9F8J2VcsnMsYTdE-<FL@+fC!b;)r^;jXg@RIc6s=wWEX3ol(gA@4iiD00t-&}DU
z$wusQ)l!T9nj_?Lb&}be|M=%rULM78rYHu(mXZVGe*ddC{12c^QeG@elT8JVbQ7kO
zsETt3PW0VnPP$It9Mg;1S9$i2+zo|LEDE2>jP}BMTTqj)F+9bqdabwTIxW}WTSjO2
zQKAR#H{g;>`9WJvfeNc1qVY^Rw#TR*LL{{22ZI8pmXUddZj~o-=E7asgZ1p>RsJCT
z_}LN1qmmleU4&zw2ja2CW=}xcwZ?B({;P?fb{o)(>4Qctx^rCTUa${f6Hcu3WIije
zXTl!IYk0rn;};0DaOVfpAHqC3{dvM*Rz|wYHP{sM?KsCjah>pa4OmT>?oa-qFCuwx
z4%7IZ9BIBg&Tom4|BVmzpKXS%p4m6};a?GSGG5jqfFEJ-+B@72XNf;Hg`XlQLl8bl
zP?EZk1Vn9eg_@=OA}aTLf1OS`tN0e8O^E0C%r@TfY`j=R4dX{~Zl{|-%A6{NSOA*O
zJ<UWZryhG7@=@Oh13@!5sgRMXk9<GW2>y|vkgBQXPk{~=))4BBZ75OgS-XwgkDJES
zpmTqi@ER%=czuXmq=?}|AZQ0Tz8lovE;|<@i_^uWr5-_DG67sBNzItj7IhR&2hS#N
z>w?WAIt_2dpl&^rRSr`&hU0~{--g4g?@5q~9Cjjn7hV9tcAJ~)fXwXMS`)LQZmlGb
zDTiiC18JG4O04jP3Zr1u09vXCCyiWHW8F4}o^Q0C+{U(9oUVp!9WgHd-dIm_k#KMK
z!Fpa%>QUq1-c2zWHp;3(@ilx%Q}n0il`GrhwIRCO^04o7KnBHSa64l5v1R{3@6Y<X
zqyB5|h#KD)=PbA``oOU+TbswwABYed*E`^kbgFr2Cgmk%_ExM*1Kb|V$kX-Xg0wt*
zU0@tg;G;BxsRgbo^-;WgozR^wVkJ|mr0%*m@Z+xx5Ol|)*MYQnDyM>eZB9-1AAb*N
zXN@VYc;7HV$?xp>|D&AqpXcxJFQ!GMa<BP1KSJj_Rqz8oBnl$e3|K&JVL^<Lhd5-=
zN@yc@Q}S5*+0|I=CuETJnxv2{$J2}l-Q?hCcEST2C)H?}<#-U-JE0_#&Cz7~=IUX*
zFeUKlL=G#gc1Nk<5)=wL*kX(bgjB#@Wbhs!`Ud&31v3^fj{jib(=T>KdnEG@{w8PO
zlb?Tbfsd!;B!<C@rxkBgxH>m@NvH<7Sk6%D4`7Ih5+(8Jni(r&T?fcFO2ISXaE`J=
z6a<d?VOo4SWGlMi=NSz^lhsBnsl?sW>r&tat!))#Uvz^mK-u;c^7t95<lBeU0>gF{
z6zi6kf9Wv@{*vYxERhLPpH+4w*m0{jiJ0(evh(DUyiuhnrNp6GuzIyUc??~>N21p|
z^NOJ#BsE3J&OeXgr{MhJvED!C{LCPk^|>eX<RG;bJ|Dct8(TDLb*uQf+(C_YNB_vk
zo${p<{6111ImZxvbDK#hTw-M^;W%Uc$ePsHcr4l8sH{*j4IjR>wv#?&zHdPu0`zm@
z<}|A1x_Rw=(x=A8+NfJb?pknObKEl<t$Z5sp(I}=6)SPEuAqtHLO~h3I_lBdkmj%g
z91Zo6m29WUJT1{&*?1G6UTY#HCp6)Gf%Uyt?@DpWeiDzno~yzbISEmHi^vboL7B87
zhR~36k6RlmCKz#&bgt*LsFKt}nYpX`W6h-vv#D)$cHX*)84a{eGFt|dh#zqjaB^q?
z<~bT?nrb?dy7bqIbTXtDxz>0BngCU88OgGyX+Ov%-1$KOYgrGsp9<Nv_K)V?-?3BO
z>`CaFzwwWNAVGzO4Blx$VG>YIg!ov#E!1!@YuU4u>Nl9ws|S`;RrE%4q7fxo{E1_S
zHQzN_V#Wb}2L{d^(!M6<LBvA!8?gH^q!UUN2+EmOV<`gSj-iz?&z$n=`A5!(612w!
zF!wR`85S|%^$n(|wUW!l<&-4h*<w~Wftb}$Er)G%rrR{Duw`4**;J!<qp3vvh`9FP
zy{Ppz{NY1eea-9r`FTITc}(Y#RbK}yCe%EaSz#(|hg`dikX`}6{PmBip0}#p56W*B
ztGaLV4wC;%jQxwcGMFrF^UXK?i;NrS2TJnoo(1O)nI>f3A|giwYe}?12mvC2$0cPX
zFR2jqam|H7le!e*QfnoTixk0x!;1r_qu`kgSsFH$FBOiFfMvTLhs#W^)mbWJh44rR
z8}t=JUA|@HoB|S8jCBw^$e%(O2M-np&V8uv{-sN=+8=C*)cbH@F@;o(5!)ZiU*t+S
z*KSAOG~MXKh5sTp(<%iSk)RSoWq&g|op{fX<OgFXcD*7b5F5*d!{#dXh@_K6uq5bC
zw@h?*mQ1Ue3)zHUxy_1*D2cxbj-6H2NuUDQ{FM7>A^|v6b#;`=@R5959w9e%x{lDh
z((5|mg73Bw5v%TjyuVV3ER@R3Mv$c5h9Jc1h(EIejnK_7s=qk};(Ug~i$rJ^{Rg_K
z4S*^&KuC9@6C!NoE`>xIV7@pWAFZ9*FAtWXF}Qy5h1<=Ay{zl=wC0IalE>IY)D}Ba
zw@crWF7J1gm@v^98*<PT9RAy~Wt`W8eQxDopj9TfMG3m;wo+bPp~g+sa2M=L@8h~W
zlr2UTzuU9AB;FyGu>zFaZ>1q<LF6opm7rXg{cJ0E3TK|hTE6P=STl`^FV8fZfLELQ
z!{lO0a0d;jOtYL~h1^I*oc7GRT~%pp)?9Rket7qpG0=CN5p|A>gtpFnJKDqk{juDR
z0{4dkcj>XFvqzL6CdoTxdCdv^!R4%jED}%LB0}MTO7HSw%O_a@R>3&`n}ikf&Q`g~
zav^6waW8o3=!WZQ=1tg!l+E_V+aDtzVN_CT>b0LeX)E<P$Xy(o)peX<_}P$OUN(Ul
zyp!GRuPNFwYVL8X#<((cC6<t(CO>4GKRpvf?COD%%Y!79GhIF{6MsfjF+SXrXr2zq
z`v!cNE7#inbbb8!sK5GXzClDvWIyk0o^kI;1TvK@DmACl?Y1-#Tl8MRkmOAvWFR>_
zG0-Lq)4t|x@AA`nBk-a{p+$9<&@;}r%L78>A&OitVOf&Ac~}~m0aWZ(u$iF|7{%xn
zXPWX}wIJ_Yj0&n7>NqnNUGy#1($hP+VU37|a+q&LO*x{v$|Ldg9Z1R>>s`yWbSC%l
zBUwz=L;vZ;69oWA+APU@iaC(9ZUh#PuKM@lC7)_P){P>i5PXP`h6s8WL|OBk{CGd4
z#I>cJG9KJsfp7&ZF1RKK6+Icq=e~<Ns{o=<(WZAzgl=R{@1Fb#Xw74;loTXb^CWxW
zWfC=nG4}cl7dtdJ)gQaqv@hIEs(YH(0`gbkiAx-6E8`q)$A|I`mZVm)+eJ>35Y>ua
z(~%&NJ?sy4XoV)=Uq{S~3ra9d(ZYbI@Cf|oqPHiX_HQ@*(OCXR)ND|8Z>GXpfiKlF
z>fG?%Xu#z7Q!Eik9SgHmL>*|WeCz&AKk*}-O|(mq<xSQsl6(Kr4#$${1y_AfI{JV7
zI~dW@%)*H7U!uhZHr9@MX4XdkB2B7E{uODy9jt3kdKFX<^f|=W0ZwyG;h|C5lXKAf
zZ4JYm)yCr}XT$0vKCd%#DI)fSlHyxRd?D&a+&q7nuoDGajpywZc<weF5s~`T8phAg
zmQgkZq6&9?q8@vGaGM(|9ZI4oW3JE8Q`qCxXDAa_i6@fe&ytVswUNT-JUS$P4Iy2j
zj(3~&eYVer_9V`s3ZzG5@OrRJD%0~HB$^!HEe1xG@Nq_6>W$nF-Lm7yo1TFWVAJis
zz8xuZlihsm%ksT<X{>Is@u=2(P)w<odE8CB=)`5zgsVwgT<;bZbgL-IQ_SBeNPB)7
zuaL9PB+b%Ha!8|#h?l3JEAarhbD?ky`&vLr`p-SPl5HcuO-BKe*8Fr8z}qD$*E^Xd
zyx;7UyF#I~RepHEQs(ccBi|r<FWvc}VO_B?N2b2W{CGFvlU~FPZ2_SztCJm`l-PxK
zjbx6sUSaGuxzC-OMGxr<q;N0s9Af9L=A#TsY{8!tcz6I!)f?-3!BST+%>cG&@6597
z8AxB-x`LfcUjHn=n;19G1i%75E9TXRQcX(K94_WyD(xoCA=k`vnQZ2{$7%?}BG{B0
zb4and&nce4LqA<>DE6qXp4Deq7BA?Pl4NjNDDZJ3W{cbfFE0-~%<`MJr|Mf)w$wqC
zpU@)E@+6}6u#LxywhRSq_?8h6c3<YIMmL~T=zbHe+5T+TkjCe!9(K?0)Bj!0^>95N
zesL;AH7Sy5!;WggFS<GC(>pjL3qnpZe5=Joc3M2c-~$tCGxiEX&TG>M&`l&pM!EwR
z3Mq4-rq<}fYx1HCL{bwV`k<xRuaL?nDkFV77qR?4xYvkSO0)9331zb(=tMO*huujZ
zlg=h1ykUR?MKVR9<iUv_`jUK~9wrM)rw!GzAE=HZ4J%k5P^#HvE?59kC<fneaDvy!
zUaS!akC|3jW#X<;W*Dj?zO#03GdBcoezWO8(UeK8C%Qu93nxnjs;Z{QabK&^25KXy
zpsynImyOYYa%>xNxtMGryhM9nd7?F&Phq=H=(0uHSFgEAKzHc8W9^LEzO+pq`3<Q6
zimpNbzLS>^zJzU{*{+Mo?h~MOQ)P%r-?WC;Z<B9!P;HfUi<1<lKi3Hbb|W}hKtMU?
zLV__y(KXbv@KO=O3h*LE`PJ%Bcp5iMk5q;3`EQa3oQB>;T)GVfR7c<o>o-x;QvlOt
zFlJ}Jluz3~e<D<xHjVo2u*lm1d}>fqRCbuMz;@z&NV_s_U9^6V|2)pNYjVhfXrb2q
zR9vvI7SeF3orqHdH8*AhY`v7MK6fCr7t6~PkZc<?5_j0YI26<%)s1<o3QF^+2tSUc
zPoJ7D0*`c*pXc$>S<ux!%K&UhZ*}0QNi35?_jFvz7@YR)|9prOmBZ8(uZ3Um7{(#l
zLeE~{Kt$7H_0D_*$pSWYpE?RlB9wfsZyK_RR$F|$oVBSpv(&I!pGC|X#)>?1n;Im`
zh-V$(Hi@=9_>;%oYM}O9Og;9;G(8s+UCTU_6c&+TO@|izffZPSC@jI|D@s;{wz$GX
zR3V>X$qovW5nj1@F#dMetF=>WE#eJ?b`g<F2GccauqmLpvh4#B9Q47Bj_2cah2v)9
zTF@DXU6rFwKxU!hdYA{beOEYy7H-kQRuY=@$_$|st=T<hyFDeK*?pbYX0wa7E$?m-
zF!-we4ju#t4i0}H>_n)MNk&*p>O@Xhe83>}Rw8Il4sw3$Ost(U?r9^GV9ZMCyl<7L
zvhOUqTUBrXqKNKk%>NH{<1@(KgD4LWr~Fjdb_lT|4C*O>j}Gz&u%!>^r3-TIA6g`|
ztD<cfBK|5eEhOig=h95A5$35zg~$+5ar9$-A*czdvXpWVNw>p5*ys!MhRUh6!y#_&
zuzt75VDI4cAC*PDG?5f#Qy8Dne{bK|jPW0(zT0>2@2M2gKT6C0j`sgWiPrl|p57{U
zJSu=5M&#Ku$R!YsAdweMEb)l13<@+&5fe{3-dE!1{j~v^7rs+n4Sj1=b+l43-H=~a
zMh&e30h9X}(|nnzq5X+PF)fdcp9X#9@4ORY;+PIc&2wkU%NeD3C(%cfBoxG*+C8Wm
zaIhK)hDnMF3QKZJiVLJ_#}7+!%zO5rmb{(rGc~M)y&{pz0mwzZmwMkt`_7HRFKh3b
zGGEWu&*P$@^vUW!HXx0Ies%PqLgS?_@j!4W>SGapq(O*^vY><KBG#4sa<Y;kM-cBk
zzafsPawa&f)1(~wx%>>T{0E&&y5zM8=U(R5&v8cL?fb|%3b%C2EBX&oIz}}%6sfYt
z_3Dd%K;su0HXm56La?RaS=XrY;}ubr!YZUBGNlSv!|tiudbM;oF&dzag)R$8B#1_(
zQ0_UZaMlPr-3eG8bafXiiTq>HFehfI@s|qi+V_{>e>@B`YeOT~|G@OIM9o5d1G7Z7
z-%+3K0vKz~B5LRmG1DiBOEjd%S3cZ-mAgS7Z^hp*O~fHI2{T~QrUy>4-0g6&aJ#9y
zwdF>~#6~h?i5}RpMUa)A#rw$=pwHylqj5##4{q(r`5;#MRfTyDjcMv(QL2(t%Demu
zG^f<f0F|_<h1r3$fm_@*bU1Zkm;FI>y1vFu*AHq{&U60{u;TZ>0QkOI|N49v6n`5J
z+31^p!_59y!`1wN7?0`i>B2Sqzdw=x`uV@=5j}f*y}#z9iz@3;-^7S-l^ul9fKo*Q
zYBd?Z99s1p8aaF`U)IfJk(wQehH-urr8wt{?&}yrqcJKsx>2A?n9X1Z4u@dEVa)~w
z%mqBydE=pWwnaRLyn{<JWvs{&(OtJ9SA&$bnYdghIubIo8~((+;Z@5gBrn%L^Y6`K
zBRoQ)c?wVj*shh%EJE0&F_GixmlgWh!WIOLt$KehOe5hbIEz9X)0TB>MWO3_i6pnC
z5OBg%GtCh?7hgiP^M(AoG{B8QEjrbv**bQg>WW#aYnneNCbxMF^2nE^_Th(<J}VLw
zwFiSBPA_*U6G^*SkA9}3Ym*)m_*>|iovz}qt8dMvv3S(&N(UYLV-3RJgP2g5Cwz2h
z_jV>cVsWcGVAW&weJMzu0Y}J0+8_+{$m37K(Y)@5Q%o8K#9M?uh?l(%gLrj|4pNZG
z0asV}v-6~(Olq|rWjZKZIA{C)EN2N&PuJ35k_w}=h#@xZysFesqof6+evA)swC;{U
zj)*~mKoSBzvpYmMtZix2_H5`|luO~*Wdz%l>wTC^dISvykYSz3Il>x4-1@_OHnuyk
z>|lP{*_ez}7W>p8gOkroX))Eq?FQf>Ij!wYp`0M%>WQ*Cma4Ev%{2;Jt!m&ZeooM#
zjpKl8whsVc9;ZHRE4$O7!gGJ7R_tAD`u0b);ippX{SVaJZVj9jh#ck<wqzGgDlxvV
zt|7NGk{S??U{tFnm~QbnNGL8_|CQeMY!*{q8$|@?aT%0F-$v^~V;zL2K2028VwgY#
z;_!<B=lw$p%kY|L{G|(!UkmiV(an;MP8n(Dl+uJX^hVCp+DYuM$tD`oN!TfS7R@Ij
z!Zw5-_}}zZz^%3OV9b|z4oh62bZ(p~-z3}wdoIf_(htjVt|VK~2|&c4V~+4?Ius9*
zxF3L#(Ca^wsK3RYHk^#A-QbpM2kvhNBuN^r6DzXV>B8@cMONGDvT-8Dou&b9=CW7q
zfxK3u`q^}Tbl*azfSbq_*z6=n60!Z7dHlLfxomL1oW8(uYkq>-!_fhP2^Yq-|HyM^
z@OPbo*yk3B06`L?`4BiCeL>^QFd6M>kFw{V7w;K~I<1v*zahF%xhsXXWj2^v;(8uM
zI#>J6TuSINiQi;_Gm&J;PugOazPvoNU;{<q8-(z9)&1x3N(-HS4#R@d)>JCa&tUx^
zOX}LWy_jM9$v-{pwhA~H!rAq#doGdY={36$+`vUzi4h-<-9vj%$k%L77HfY;GNK)e
zgf}G$@y8I*?V+ds2C~lN5AipzmTB=n{}Ay|d!iJ@`<^q4VE#MB?r+iHyF2-Bjqd*!
zSLz^wSP>P8E&DfSN+yYhFE#9*?usr35XpR$x*CeuY9pItx0g$SHo1mEf@LaV0gK!7
zhQsha?x=8jLd0)5f)hQ2Q@T?E14gQ@um}1F;RHje3e%Afb|~)Ar&C>$7tzT$!8#Q4
zl>J_GG~>Fo+wfdL;)BsBNX%P9dW??}aaU~0E_Vu4$9_h{&(RA&zi8B<IT9``8_W-A
zLx2z(FN{V_68dH;#x1M3N&X`?guOnJry$ATC=G=>XLG^4j3hf|2nGRbeVJ%oZjd{y
z+yqCi6>4M_@(8dbXl<HGQu-L{kTiR|<(jO4q}GGrp*R-5Tu*Q;;Z0#^=K5bKF<gRS
zr=+S1bw4oOb{JHN^sfCvo$!6)JHwp%2fxMgOm<<CEJbWvy`-qE`lnmyS~lBero>h^
zUkM2ffPkBl?8Eio`U`33`J3&I&T)X9@rrcaYvgsx<tX%mg&8FbMdM?3arhXaQq}A?
zXPAxl>|Sg~vfTEno5WKD?$$V%96>1*dsT<Ia~LF@w<sl&ni7Y&>l^Iw9`qwptSsGh
zhgivg1LfNinPb90WLc?4-|nBhm4TN>r_71w=TVbS4me&D-j-2&t9FK&)tb2w<VJnJ
zHsVq-@=6+ODkI?gU7&c?SLRsmuXgxeX-{{)kSA9nHtuJBo#wV2t}NYnx_;e$0C{iu
zpoUvTH(}$ng`9b!27Kz6sk_DnVs9iHNk5wlVyWK4+0px{K|(dL^h&T-zJuse0(_}B
z*HF2EXOKK|>q*xQ+pih+TEUT`>C#0RE{)H*{;qh#pd?644P%VAns13U%Fh(1<HD*p
z!mMI9oZ<EOG)ED26V)AGH^o6#mi3OPJ7!JjBQ$L}sJ?F9MJM1Q(=kH<VpG_)si9R<
z_V++=G~=RN`5xBsj9{q!qB;H}aAnHm2!&o(y~E-~RNXvNrl1~DM-f>aPIw5NcncAl
zI6iS)7vrRS^-Vb(fjyp)ycil%c+K=b*)bee1f7=^{Nb{*!95`W%QAze^wEBHU24%t
zxDlmO5a)c-KKE8V-^uAyo#)krI*~*mySlP=bI2O}l&=geW3dx=XTV6KT=byki+k7q
z6A1j-q$?pGQLG%MVVcxrhDMDt1;nR>llgMk<m5IjjA?lEG*xaMt%QPK4}gNXlK}v|
zEhKbs9614rzXo=@7Ab#JzrLbrW^3ZGPzzczwp!%0itTxgrzfj?t9b;TWHi?D63t+m
zPGU3)INh8NK?A_!nW=C8qK=DxSJ~Ke9uJSP)<XAZd!6lKapsgV_wzpQY`OjkcxBK0
zR!={XE&&|_l4~79*=-uCUDDZ*EzUZ6+2n=&Z1>pmczDtN5||TDYC~e2W-({g2~*lH
zu5xBFl}+brsrysAD(MWo-$kzGfo)GR1^!?Pmo_L#ZQ*Ta9R3rDc)XlFgh$PXA8~j+
zS{)dW6((J<<m4cs>M%O4$Fyp@7XA!^yfM4z6&~28nI0y(TRDCWJMQ;1^+ID0jVmOJ
zi5xt>(=jpTd4-hZn3aksLswi#X+gRaolyz~{CGYx62tv^FDE9BoyL;fSt}%7@nNAt
z*W#laxiA|s^oT&?cG!^%yuLKUO^th+r*eR&znc8AuACE<_9av`(_r*2TG*=@olU1o
zkYm&C%OnLdkIizGW;wkBdahkZDYA{9s@0_xuQex-^wBDj!@+~d1duWNS?tt!1X8$?
z!SReqbaG`y)jT}k_IKTnv^Kr6KEJ-xh)GaM^!u3mknM+mH{pkqMd~~MPZ6%Y09+j&
zyEO@}XgF3RmNQI;9h8l=R4==$4%$bvZZXX0NTqGpM)QC*$=uFPpR*rpBw&t<cyday
zZy^nyR8FI0*YodSPbaxguwyn5SNo3#GC!NcRfv1n)-3Pyhl+6TV}=Tsj~H^n03G0F
z2zIN^W}ql_WCVyt3%sW5H7ucBm2}4~2zuh>E75}63G2|Ox<$v*4KYXVW)2kLqapcV
zfhb=Dd0rFR4w<yD)FPtV!rh0~c)VG&=xoi-TCxylu;PKrScL4!n;&KI&*;G#U;eSp
z0=Gbp@&Ddr5r1#z|A~nHA2N*2f34^j|Jycd16-V4$%LzQi?C&<YO|;ZsQohUl=ey&
z1B_-C4qJ_pd^D`R`Ol}Zm;@n(nv8Qg3K@Q|^c0Lq7v>a9>CGiAI>{=ogmMB=l{adL
zegoQTQs}0h=tItkO17Hj)8tKsp}w?%GIY<XSiwh<h+S4<f{E0MgF1%Hbt<`Q7NUC0
z)3R91xbdjiZ_#}ALJ@&2<@L*5p3ORa@blMj{1yyESEMG=@x$Q62I@ikQ*>&r5Mp3`
zY2RpFBNE0t-f0Yo&fG!9@}_p+il?X|Q0&CLoY2NLdu6zkhHT+MDav(naTa78Y5!Eq
zfh&V1s>BWTKm&1rwGYWwf;9y@Y}97Y;brfn<jXNVgWy*P(FpGL2mUFVP5MqjDW(H0
zhDsvI4*q}_NHn)-;cYfobeaU%q+8esn`E|E*6o_#hf2AKpkpzX_klqL<PLz6w71EC
zcer#mq1!uveWr;?l84%%sCVdLk_#{(j4~@;r{IimPv}X7ELuP<gYOW%o49iOIRwD%
z7@YdNqFO`H-Mf%S@u00830TiD7RY%9mPKK-9%B&-WqyHoKgYM~QRoOML3kXKc15t|
zMPpcnD`n|<lRWrY(8rasihmo=QGvZs_%i>r%Y{0X8`EaKr%FjC$V<4Lk0CzP8>U^v
zm(Xfjt4?Y`whJr4hA)r#J@46XkQNnLjk`W>p3KOXNMCx5&wA1f6+aprR_JV>Z8sk?
zA!xspHV~c4d=$*+If4TB763u&`n$-K22US~&kV{qWH@Dxbm1hVqQm&PU8j&=^{KTf
zMLE^w;uv%~JkB_#4l7A6Ae#i~3tZRO5*eF={>^X1Z2>y0xexxV@uhOI?N&zOU3sT6
z8=D)~`JB1f$frRBIh5^#J%W_g_;cOF%F_37=1FaRoouvRX-w)!Ge+}9n!J{fn@Hyc
z4jrh}54NZ&y()(ka9Gk1VuWvmIBkc?D%2w~`kqGDaodJ>p%U{W)63c_I;1`q&4hTs
z6(ShJa+%s-{~XvhRCX6ZAXSzG<4%K)(96<O5;gcPeQ*g{H}MujVw15e7pMsyxl>Nr
z018ZbU)5W1*RrTQzxN@+PlzQ@KWJugJi77+{0iRUtY=5xQ`vGx;shyGs*JL><w5*j
zC<pz;=d=46kA_0&`L2OFp6m?QHT(m2r)OwZpYEaC>~V$(K>I*vCP!M@LIW^QHVItY
zeGz`Jp*LP!chJG2zWmRa;cNtJIng0QXqMj(zL%*xZqPb+EIp@vi-590q_$+9>-6F`
zp3Ex!LDSH8$el(7B_KpDzb$h@=xi_+8rr*u+|;d@6gFmYA0X1x@A7_jy3z0whZ<F4
z!b}oe%c5UOoHHSNr&*=&aoN;pdjJxr?FC<@&^f`3y4^V51TeyV(Chcuqxg)j>{LTd
zQ@o(cLi43Pneg27Is0h}wgP;XKL*I3f?_O2y#$!>dg9q#omVsfhuEl5yr3VkLA&nc
z=AodHN>*zvs}KO?da;(bqrTjpZOBPSDx*o0ge~m(Wx_$Rlgh0goiY{H*2Uu2ZQ9Gu
zL&aAL?8uVE7efpCE%reTs7E+U=fc|7B^!#UwC^sj*{$BdwQt+lV4EiCGVc_AdsjPl
z)D5Ojb=~{#IC_$!TA=ywoo3x7^vMvof%U>3Pw&YkSe`$=o56Zo-wo9ceW|mzi8`U*
zWbo)U`8IAi0t)#RZX!wBY8GI;dlp=@T5@DU6**qh8MbN+=?090ol>XKTm&mbxN(}=
zgC}=X2cK@FVy7Zk)498Y+VHA;Bh1a$PVv=#+2<5v5nI*~<{bFasAfbI{IKlZ$nv@}
z5R9Dimn*tYjz776L7jVZM3W8}yrmIrusPy=I8#y{%m0IsI&9w`b*@=-CQ;+s*U_&(
z>_BgSfJTu^61kMpo9hw(yK`Ag<`#Qj$#mAX<ZgMb5{4Cylbt{*?!n;|Qyeqq3z^-(
zEp7mMt&`XY=3Wdb-Xw=65h~-NvMobB@|TvMwk~g?B9n`{Wa_lyj1W18d|Td6!37>*
zOs&dPXvJ1XK?!sa0XM*qL>>7MDgygw$Ct)_S@#ae&a(M#bkJ?XGQv~E6D+T5)_A(&
zc!;K)57S6P+Y6Q|)2ccibhjp>87S_}BY%<OtxoVL;^$0B&7@bDYK)4BCx2p&giW4+
zH%VTkLdenOGSq>k=n;b*KC8^=a!aa|p(g)l`}qZP=k={4X)zC$m)m(C@2<8eUhU4W
z+qZ4L{3m>3!NNNy3sE0NehJecCva{^Ef)j-*jFR9qp{PfX5{lcY22EK6PlY&A>Qq}
zD>iaa^qI#sMDXHE=oPdnU6=se)+LcF@YDW7iMN)j@ib659?x5}-fNlAM!JkV<`C`T
z+ogQ{YcbAdTHyFAtDH4ze)9Ohjvj#H$6_zEpAV*wL8FOT7sL!1zt6c>r2W`47v@9d
zWi{LnDq_%%Fmrp)f1VJboCQb!t{HrNl4yT+#IHfGC4!fMFxw6O0kdkilpiSVE9*lq
zk^Tmxfcc)2^Rc;SnfX#6-Cs(6?tzZ&g)piC_j(~bu}ku<kAHFGyP}VOcjTJ51op#N
ziQ7wxsJSiSHEH;fWwSP+{(799&#*B+7cwKr<O($i_Lx3xq0gSr(MwiVYyBE~C1a&4
zn};>=%b0@0o98NQ5G}YhP;b|8<TgFTt`+i*YKXGSMQRBVXs7d*)3>xwk!#lV*U1v;
z1j$c>0}CqYN*^KLsO4<!3~;SWaH0NL9lWIOLeL|PoS*A=Fn<bd8{S;&Jf6U&9J-3r
z%spvJuClpDAYh-Af~}|}5B4~t47nLBYrQD6-vyojxV~2l*((N^u|9>DT%Do5m)!0F
ztGk_!8K}QL`~kVXHg74e#shg)0Z~T_`h}0xt5vOBoc!4wtf~Qqi+CZIM19#+2HjG<
z<vC7uP?J8lK4r3Fj4+ULJ)J8SVjKbHRX>{x8*$pfQBT|nSPm<1Y*~_j5c2ki+Z;Td
z{R99r3iLYQSlFLv^{G2{<7vvAQr2f&H^!gG?^<WwSMKO6<%Yq}=j~-&No=dP^_mi3
z#p^uVD-ByO_3ZH+yr8UG<KCHqpVDHW0Czso6Ft4>_<i~EeYf!7z67ceg!eZ4d}cYg
z*-5rgiYUrzZQ7^k4pU1%Q|5ObS#o0^zm0bzw=wX~LKAT)SWbZBX8^J*ls}`r04khU
z=i)JMobq4k2mcg-ofXUSr2a-tbRhjZYT|FToS~khp0T~2)n6pXP1S9SeRc%zX&r((
z_#}c*$+k-&{0+%wIrb(=>?EEf1QZQxr(;zC1y-8j&uca!$<hmU@pfso7K9R-$>{5J
z%t+G2@x-~LimVFyCbDz3PIoMZN;IFa39LR?$Y~xLDk{fbCIQlQrKgUy2D!0r&~Zhh
z)`~#q;IRsH!<MBFiVnl0pRS6e+-kL&sC6iv+H~lk0-+9S;#_nM>Qgk`-RN!<k%gx%
zKX-mXL9<H%V?jrJ?Sqs*+RvgDjM{Ryi7Al9px<thG=E6k7v}h8OJ{EL&Cop#f%ocj
zp2Q~m_yX$Zgt5iLi0#3Wn58{s&{+TWRXqTmSA(S6_DPQ&4J799)d$U!Xxn%2*xw1+
zx!Cu_BM<20sQ_-pkfoqJQ&bRkz_YonD`@#VX$mfoOXEgTTcqWt(W)q~03E7G#+wjb
z1J_BAaxe?b)p2V@%WhC!L$+7`237_K#N#UL9CFwu$l@OZ*QFRXOuqxq={(FoxN<j;
z`Ro4}c{sW=zVMgzzMdM0oT58)AXSVq&W-DHXU%2))~T(mJ|FWA0xzV%g%g#7em@T<
zjZnRxI?G8lRF!L`D)d@Am9L|;IoK3u{A3p#D5V?HW4rE<e)}<ld2NCj52CzJRPp8Y
z<77yXubpj!UkEt*Xqgcs1}$q;v05Y`nYoTJNhLK0aZn^q)X478(E@}{?6qo{N;_@2
zeX~wxpZ?hX)yHbpt`)Un&OAVbwawJVu*?zLPIV*IF9M;u1K~%E23@%usFZ&9$rCv1
zK#AI}GxgSi5?hMin)cuk!<yP46wke5ICu?CmHrc^)bTGrbmnDQ6$qzNdmQjL?30{U
z0N)q1MQFJ+A&eWkbyLV2vs(nKSCK}Bsu+Kjq{K0P{3t~#i$K_gn2%mTTt`(ia^?WI
zgXMC@Z=dZ8Q!0W*6I>0g(WbJ@Gq&MYT*l=p&rV0@yg<4-;;GJRin{9l*jTEFd@HKx
zxFN!#$cqk=LOyhdiaHL<z|d|-&X%HEPXsU!dgf+XDi_*rK1NSP5sMYQUXlf5X%mL2
z<J{CunLi(Qr%_rySzBK3{w2*tyK$Tq4s4y9vzSxPVnR7GLRhk;`|IKht!9K^Zus&(
z=kHCOTp7E|vW*c#^w1d_Zd|ZWM;JM*Q;xRWQg9<M7OC=NEv<-8%m5bEz1Ehbob|1y
zb7ASf<eUQ7Libqw_7Kl{P74Tld;x86aiH4hGdS&guVjU3OYlN9n_`r_1zU11iH=~p
z*A!HQ9<;6v-jmm^+%}a{sdX{S)5+==nkSz1M%wQM-!aXPKc7ApavYyTCFCDFRq!nO
zXKng<*ygr8E(~Dq1#VPwJ4*E4S{vF=Ins|$mv&zPW2>MQBNBO~4>mAGEZTR&|J3`9
zvP@J+n3XbCBqY-7CoZXM{9}1jE~JzB{=Mo*fc|$`hQEcIzuN*-DoaPN(Ia#otGtL3
z=9=m?>rfFq3eqK(DY-P7qY@nS%(SupsDmYWKj+$K4@(9xav232xiLPP^l;XXO$=hJ
zsDLp=4t<kJTx3@kc>_liWvWuU=aM62%Te|Ow44*&r(ILrk+`LV@F%IjP|AwXOyMvr
zEbTjC)pZr<dbE(buapzX60q(Y0cu(DEkr<1FALNkBn`FE7~KBhy(N9Uf7(3!{==nH
zn{eBnB1yWryYIvK*HAb#ET`vzJ@BtWs6%>3+ykba0CH0Tt$ZC_W(+-iE)Q}LVpZ$l
zlG&HFY~*~Y1CWyZP}3e>DM7ru&;pECy)4a1ON0n_g^Jucn_Xj}QrO698_Q6My-Jj|
zzys+`!nI>DJxPZR<3X(C;PXaG6rtpo7~Wr4AL0qDW-Cye-6LTHLV~d-sTLB8B|jGL
zNmk+}lhJZ%&&FpOP9f$0?25~Sn={z%gdM209ay@IJDcuNxSdVJ0}&h()N<n^#O9`L
z?XAX7SLS+wn)&Id^J~m6PqUnkn(Sw}KYg+6tq#PmEtW%z|18#RftdH3f4QN2FdWDR
zN6b%!$C~tP9nUN9@*wE7+3IX2pyc-_>nw)!=kcPUJu-rPox=)nya28_mWpTNj7`oO
zX}|j;Ho|+p5d~AfSiv8rHOoGDvEuMSrT8v;+w@0&#v{4qCC2OJW%RD+8oiS+3l(!$
zBJ^p);~aXo?`qLeTW{M3Df{&&Hd2xvQdNkhB-gCFI9p~WE7h%Y>beBGAv3hL?lnbS
z7AiEPrq)ZVlcHPRE*2g-H3V<_E@Rb_-6-mG5BV*~u5P|wm0_)FKH+Y_T2GAEt^)AX
zg7iS)K>Vbq{0@bw$q@&b{3Gk)BxNI?`54QJc!BdzNbY7F5Z#YgJ%bv`aKLeBAySD;
z(R$Lx)ftLX1L9sIA-dlu7v$&;TWUXD!f4K+FB_TD6$C@21S7&L>>n*?%xg`UOcPTb
zu{adWevTnZa_LWYaYf+xd)Xhu*(>h<<Nb*vQj&l9-Vm<+e{7=v_Wl^#*jqVS{!4N+
zu2yE?Tj=GRU)5Y78Hf?fN#7HgV$GFVrfC<QLt1*#GaF<wT-e#J;3zbDu+q)<C+tEf
znOtbu<e=iiHNUF6G2zKZ)dXzVHXQXeB^FDCDB-xG(=btiZlwpH-1A`-#RcksIX9Dy
zn-uE0lBq3(?qy*xdWaz(2EDYfEph$H7~BZ54Rg^Qj!$>!WtU>m*KQHR40)2?Xf&lg
zrmt^M>TMkI&${@)zUdM5I+v)pRbxU0h`Y&BN)&~xoa6-%R#<pEZaY0El*;a(oN8~O
zAmOkj&!O4lWiwbBj_DEOd6yS@ThfWd5Y47(-fb1x(;bUtw6lN6dMqxbBi?`4Ihn}+
zE|K&12lt=C=6``hRsTaju1ZJ1@rN)dkbJR_A1Hm3p0qE}Iux}U13tatP#z8~BT0-s
zQt^n-Hm-=gP13&M=@C4m6E|-M+ZHa#vQaLTf;E+18UK=vLaGAwXE|;2uoSwA5AY;{
zwHOmzgJR+grVbS2v*MBhHb@oAHkhAOP}xD;@yKQB3M!jm$@=)rbV$UGWqwj3wIVvZ
z19N}cDn5ilEFubTti;}a(lKM<tT_LU3t72EG0waumfnd;md!xvQjjzEi^YxUNWUpa
z+NpkKsD~M4sWNOs(zh5je3E$L+>GTCgpnHb_!(Pop>;Sm(ac`tkuz-*Ro-|rG-Gx=
zbSI)#tS^<UT<t*U`<>e!Hvz2FrZeo9yi&HFoT)j_$VGfG<L}W!YTl@A8p7te6(ey`
zM8dN&;|#28fspJBswK_snmCItw8SKM|25EDZM4$R*>NaiDGUw9LcM)g_aE_A!n9v6
z_b9?SyFA?eRv02IWO6HX{BNCdc_d!3tI5F_pz;<Y6*CrD*y=WtA6>u^Z#7kznTSD)
z7^<qkzhpgKo^GqRWn@DsLy-tc=%JHzIY8iB+tI=kG|h7~fR_C=9TJZS8zYRCBxb>i
z*T={0Fgbf{1@vg|eoyVS$|Xf958IWm#LQ3QTQpKQ_(7|Ms2zwtki-t9*=Ms^{N#MT
z{E%*KAmLJ2cubB~JqJG~k=)8AIT;D*gh&KK(jHtyYG^j47N65kC1zkqjQRqXj?|>k
zw(8kPJQ_RbKsxnXd(K->T(ut0V8hmQ{a8{(yI-UZ>}}ZQPf6>+Ki25y^(AIMGNMpi
ztB1U3Ruf7>p)g$>3E!DQIW4IB@iBHEVJF7C2%d}Paggzq=;_w40t9$O&=>S;NC*?2
zO)C?{rdE3pM1d!iN+BDC3lIJrAl$0-Caij#zJGOfs+8@+{1vQN2qW+lruE1Oh|V)!
zB`mRj#*cmKMP?Cq=!d}q0xK5_Ie0?w0I3-pfup{IVg+*SaUJs<I`nl<Z*O|`=g0Z0
znH1iU@~$1C-!O1mt_C-p?`t@F^fZ|MZyp-OIAX7np#UPX*Fb^H+>sfD0+z+Djo1$T
zyBk3#wryCB1-%5nv%Leg6qV^3?Ao9`i+!`42g!bO6v=pbU0e=C$tl0tc;0*I^T6vb
zDj(c6>h6_l{9QoEX*Iv|#4wwyi*5Q>X)fd7kW-8(5)@QPzvq)$6`zy#lpeLWH;nk_
z%==e`l55;0cw|*perm9&q4Q`Lq2F^NR3qK}0+q%*HJk2EH^w$P$OutGkQ|~bnWq;r
zLKCLj7bF+}Uxq8D__UP4A}8xVVt6`__$_}sS>A;cUT9;OgSab>`#36E)Dg|Id~#Vi
z2BvJT8;i&HytIii!0Y`$h-Yd^3^iSASg5`Q6E^Tm2}zJ?*N-XHrD$*<oTh($93#-S
z`fz?yW}r?1Z$-FpOL;xdz3*Xa=cGICV3DiNE$54_Ni0cn)5Ev6Ze>Mr4o{&})b4@Z
z)C_Kf*!4F{&7;yfhOsel=~q92UJsAKQQfI%!PI0eS3cVvM65ZrbbJip=tvRTbKXWT
z5*lAab5}l5DOA6_JghwqBm3NENDH==wQZURenRhNSM8R!jqP&1_iK1m0kpq8?Jq_K
znyn?#MEsDbpWE=>5xg9Yo}pD<?uo_|2p3bk`3Dn^KGNC(^E=bHe-Hcd{|8*kzknsC
zMwb5)+*Fc`_*T#Q#<)Vb*T4#>L3M&CxSupyQb6-uB;|<ht42~oM)r~Z>2e>CS(-9h
zZvhG*i9GT!of(<JIu7d<JmT}X^X<y!@OTr;T>S#Oilrz1{4)u#=3hrqMw79Cr`i9l
z5N{i<tsIfJ6HX9U4Dg(J%d;+!*ng%ZA43nqOdPi=M&lKflU5@%WibBj0Yq0|W0sx!
z``m~p5EKN0ImEO~4IQIW91aJNqvmScmslb)%M4CQf;FQG9i+4TXI(YRFty7(ZZlmT
z_Dx5n1omaN{S$b3P8|v`yczQxPex7I`EiKOXlXJ!U1wTKV*D3w=MnA$m?t5N*%0;5
zf{s;){(yOf>!Su4-O#!R*p0x}p5w*hi(P5(`MnBircn?kz2Stis<Fou=mh4WSc3+2
zDH-ya#F9~yJ9;ESfYx}{t?>{0s@@}%AONY{R2?~Z=He7!(YSiaQTk`px$ECsLo+}7
zmUlDqv<q#faTyXaoqAHiYj@?RQ4Mk6_9ABZ3elY(N!G#d9$p^p5?_X20`3Z!;NpOF
zy(Dc~5rAy8PJCwh5S?@cbf%V^CoWHG^%Rs&eS0O-;XKhqj{0U!oL+yK>uEDMs?UkT
zh%^#OSmQbr7rIF0>zDFScl())|L||SQDjpPxeRb)W%vJtEfQy?s!mo;-3l_(kY$Ll
z97|7;j}5qs@C4)<Da2FGW1<ky`uGRjDTQ2_yz3iI2lx%3CjQ^9)n5#8r*E<O?_6A|
z*!wNa2Ge;?6{=}Tl-^|6oCnq<G$YA?a!PMW4kT1-DqBvC88<iR!#7%WQDEB+lqr+<
z@$&LQEx}yL3b!_u>m&>lYu3)f;{FF)(!@_K^j!@gQECxf*?@m6O;MDM2Z&IeJfujU
zL}vTMQB|xqTF&xmgu`BN<X8Z?a$pu0rl@Iw=14sMRX{%uF$y&SDV5T^^jRv;U927&
z$lD2s<k}^XHAgi7e_;g#_x1sg3p>7VkK9Dp#ZT{;Bq&bcmmj=Tk!(2MTtXVrL5(W)
z+YLnWwO*qpe4AhlUUE4MZ;vgC9a!ab91Cs<kN8qHlf~?N98NsC2K(R?^Ul1B%MX{B
z<D1jpO&-`*Y;#rO(YQ2FRw#m~c%;9TVJV+|VDCYAEl?UcO5=I<Pq<DN4|1P=x87TI
z_jREoO~a&JO*dwzTx&P8ill`0aq_`Ab%g0<L2a+#`}EEIvfSg5n1UK&K5IjBLJgM@
z5^di0-m<hleN3)aY38%eLNushu~D4;HLyV)D%M0Gr3WghDwOoG4&h_>!H3K(@k+E&
zJxmskMM}NK%!}gK&O=UywSkd8IZECw@kL4G^N;g~!-+SB{>H0yeK&#sgj4>l7PB&P
z{GK5E#nYKomb6*;jx5J2s=Ek3!wJcGlt3DQ-18JEJ1dow&L6FT)wt?#*FK*o*rzPo
zH)&@GJ?**oZSb}y*bj@AhGN~%3!LOvy;mzQn`E}yx%$tq))&^}H%`*871$+PNH)Ez
z1-oLel<7M4S44{xWzta5<4`^?J=r7kOes`AKJ}D2hk|03%ni)k(GXSpGu?ooeo$Fk
z)#cn$Pl+<7DHb|87CIr88xu)W>@kbadm*52u?&<HsJCkX)E%nZEn}$RS9L$E0NF??
zwJDT~^D}F+NbE3l%8sVTH`~$E&ge1b6A-*EHqRrd@e}<fz&BVJGiQn01^Ng}b;~=z
zZONL5bIdbMSI0^_;=#}qC#voX0)>I1xZ5Sgd@W0y7-=*!Y?o!4%X5;ENlh^tC~ofr
zv#n$VU%-U*upmhQp4Py=UxrpdNeO1?MtFN{N|HLwSL0oNbItN9n^hOsV}JTdmCx2C
zCazMW1t?n}6bar~<p~bf8_y7eS!PQ|DLM=T><Q=HyCDygUjVIqLgJh{lipTAe3{0f
zGghb=<$NmsjOKbb#c4YJ=ur|ayd{Y^K}DTqM4_pRC4xd@gl`^AzdJV7IUSMn6t1b`
z-Nt=C5D(9#)RS|c$-189b)B|{?YP~KLm4i>MHHg`D6qI;TVHIBm#<5YoM$+cm6WqK
z8<{=ESrvEze8vF@%Mew84;LQL#6CiV$JA6U6m=C%^`zi1L&UdE?D_fy;`1kmZ#Bkz
z$W}sza0@qe-jUcMC9boNqna9p7!S#XN*v*Wd0lVdR`crrVeFlvEDMlr(X?&bwr$%s
zDs5+_ZKKk*Z5x%gZ5ucHyo1+$$LaSz_Ws;!jM%Y)Gv-8@f4B~XJUB`-WKw&f2ZMgW
z6@wP5P3tVNXWISSxETZtlDr<l{32#(DwCOT4D7;!%d4hb6l#~AdhPX;J<R>V(*H>p
z39pTp`8I5iLC;|GhgVh@EErR^fKjNvjKrklXb)UpT1F<mQ9UtyTZ$WC?03pAYv&rK
zNW-w@HeJtd-0{)gg!x+e)zZLhLPt;3>&lLCr;&>B7)7@l;o!>y@Iq$5Z$uHnu>Jmz
z5{Ik7n}2~OD;wO-PW{BuDy;vHSZZ%*Z1odL|M4;%{-dwqfceVSCp=(S8D=s*??yfM
z8_@IHgVX+t_H5b$89~dwhBKCUz}jd3{V6eaC%soFtBt~~<A>(!ArTKx8PTYrCZ$cZ
zAo4<O+OOKwys=_$zH|w#TNSHRb)@fM25T4+bgn4SzGKSzRcy4%?mCneW8Z}@X+<r?
zOxdW#20=)>3_8I<JH&H1!8zlUohUZ(>Ootjap$H*&71y1$T_FAInS6bQ=fn-OxJhM
z++%iOICdM<JM%f=AsB}(jNL(jCDQhRh^>bPi}L%Xv}ca{RoH?wRcDRkG>}h}=50e<
zPva9^hXPmJI{WZ1m?xh|j?{YYK6*pJ>Vye!HtcRLON4~t#3U5yzN(O#e$0*{xvJ^*
z8<77Oi#?E*xk<+I#37eG!)2krV2q?`5KGEf)JQJ9X@gu|%M)4nYaf!P{GQLgK9J(2
zc(jzSY)!E4tj?+z2+b#cP}Em~U_p9<C}sV-Xe=HYf3Ka`N1t&R9GeUKq6~)Z9$U=s
zh&D6NODfG7(+^y%hjj%nXYwC?Z$~PUDp<7@ofG#^$zY{<lGlfid%wEu7h2(aji^V+
z^YQMZ<Zfhn_%6*X!d#YgL}OO5*63<P^@LR|r;2nI(gq%LrLjk)#bQNV_M>x|LyVSF
z=d-J+=L}0ZJzi{*OZnKtT;!`B9FLB#)0mOU>}`^VdU});r*A5kDb_Vm*TzO2oiATB
z?sLCnw7(2<wRHv|n$R>s%gjg~;Q81N77i>1Q;gavJnU>B-0GP2)Ca1$&<L~NQNe%R
z@Z+lBkfy-eTHZ@cIzHv{t%?t49ZP76EFg*~H!Q6fzV}b8ZP2BVCV^}T<}v2vR0PvV
zj(_CIp74~)N{6RjPO8E1H_wv#6Y!G`T8#2^UsIfU7!}Fy&H{;q(4^>j(>@LIP3{wV
zVn&fIBIcDOW>rZ8(QX?Zx@{0cgPV3kxDwgV2LqMcW0&xLca`rx%($lJnJnO6$M7@e
z9@D8dpK1-|QsfX=xhMBC?l@Zh27RjX@f@-#b*I3QIN6Z6>LqAH4-N$ZfXM3&qt<i1
z#W+wVbNY1#<+Mq&3!nUPhsgP74q4~J*J~Hyw3h-lDZA6WXg3x~(e1NKE#*4QIEj+5
z<b^)t!YbG`<4$mOUg3M>tzg1bbUP9$6ELs#GeCIvVIRN<P|00F;28@iboP9ob~t)U
z)kbi%QufTQnemdkH`t|F!7E{sT~47+9mv=?59p!6!orM@<c7iQ*LD<cG1&QBr3x4%
z2CTz04YT(<48+W{UAo_z_5`qn-Pa~fj5xiXa(j!#mCiox=#`C13y4FL>+1nu1zeeU
zGMbALjSIZEkNW`{MlzmfBkjpW-(+<~z46wmbXV0FS}<wqt%9JCUgB{kgTz7W$kTW%
zFvuHLeZZI5K*(ki>V{e5H-{<l>LqBWlkg@(IN5tlXq|`cHOd<}J}%D)O}GI@@ocnE
zL7R<Ak7<vd{nV}U{;tjI^t6KXiH9Y#z0LV)N)(PGN4#^tWpycKax`%xPybl<pI*U5
z3a%%!sA+t|s+}Y+fA|qztC^|>wd!<Q#BInD*$>1siY*4*oqhzj(vD*$Wzt{0SxfUk
z@|j%$1RD}sy8CKp3?rH8%cXbi09&NvCU@9vA1_b)j8Uu>z<4}C@mf&l8j@p&0Rtg}
zdAQ(c&~COAIZhn@f*684<cuqX$u_pgN`UeVRh8ifH%nB#fluZPV2kR|nXZ-UGT7M#
z<5PM3p0^L9@FL!aT=+PF1OS&Kw+mx$j2m7mrrdl+J6Lx1(Q=D^AAR7xn04pB0C0VK
z6q=@AfHkd$X}j&MI3m4v;^FA6RLEM`GV0Bk2aMM7K4=Rbs2d%0$??RgKU@Q<AI}t3
ztbG+Ud42wpJmB&S1Q0W>_T~Be#Q$dg8XD}$jJI$ZcsF|4;+I#Km340m+yGOXd_(L6
z2-y~}Qnh0E)c@y86)&JmLCv3zjScGm=1%#i((1p`fxe5grS(6O!ltThZ0661{hrzz
zm}Jl}HlFBlE@$@XM=chZ?3`{T<&q>b`fhu98v`jx7G6~qE*vw~e9LPebF?>I!7m3j
zg^Kt}_U2xicIArQHmQ>H*VZhaw7WuKDu86~F5yHynp^Lm08f9ou7Eq93k~?8$e5>b
z3&m=tT>Nt<kxxMBTCm`z^pa8T;XA06p8AZnb6g}}_>4nu{ORY*=J(4q0G(Q5O9ySh
zk7-ue4Im+9iV6&P$#B-wlNLSffJdYXgti4FZ>RP}U?e*&a(}Q&kk{TAldD*`FejmB
z)lmR!v5st(UyTqnnl+E6EN&v~L!^${{<29X*e<p8uT|b&uuszUQ2DfjQU_jS7d%T@
z0K*_9tvLY7q>OmLUQ}yU9DIUp-dVDiF&Ii{<7APVhWn~-<4#`CUl%X#rrtTC?x;6u
z>wX9uJ#*7m!^4kpb`co!&O@+w3-@e?Z+J`2wgUU-eWMJtAd9jl;6sj#J}uP#r5Ev#
zR&YAiOP)O(1sqpCA|%o^(;(4-KjJ>EmGKKKv49BBuaB;ox>i=*!<1sTV<lw(=fYB!
zVyi$=85BGsjEQeDn{37hRb?tj8+e@+b|&?XGFrtnnLPy^@0j%R;#>2HaSFUEk`opZ
zm?9Vlc#i%}J#uNs-C?jtWUXwUEZc$CLJWp2#VkY)@@t8*Z+o{OYwgTY!^4aMG7MJy
zh>vIdy-fllMw(G^2|`*`W|ijo6W|RddeKGX{%^fbD9`@JDxH6#{5(*F*N~AO@ac2?
z-L(aclZW6poq8U|C+ELw19JY^LG2IIy8C}F^eNQ-Z+V`7aZp<mLnr<J0jdAPNiT7%
z?AAwbJA8+hUIma25fd&rYyp~N6PXbRj&Y2RJ^iQ<s2xcgiX~E{R}+ArTinc2V@Xr%
z@lqV+u!!PG9nD-_x898yr1w~enKN|V$Siq?^>9KaCjvP3NaEo6i}|F}zv*t6Aou5^
zO#7lx0fw&S$a~^xn1>r;g5(lSd;DYqDU45pJSz`1dA`^iCo9P194Y|Xg7F>RFoMv<
zTWAh@eM{zVg~mBwNuO-#PNHr>GFVAFAKQg@?pA|ZuaZnzCX|+0Iibnf!T~tId#O!V
zd7?)}aRkA+my<dmqrJz+{Qk_xHT)>bk~;tOy4Bby6VxwqS~7%=B~1^a&sorHG@<_M
zokF9|MwFdmgHo%7JOo@7Y>>~OUZ9g$K@9k2Dd4B<p5%-d&o`PlJusQ91t8nf%at4f
z)yVK<p|MLqpVcFc?P$i*<?tdK2ZGET!5nOf%_8i90~@7Z<|bTH8E4)LDFlW%LxIt7
zjiF`>r7m!*4*1Y)5};0|xCYYv0rqDH4MrOy*a(h(di(opVy31p`6448@<rMkT|~LR
zfdHm2(RL6X%|Yx-%}DTEW}MAI0P808!%{%YWY3SaeNldXyiZz+(1O_{el<jUeD<*(
zREg?uR+20*oR~>+kgXpAcpNSyC%g5SY(+l#n;3MN=2SKDjCQ@$msCHON6ux7f1iLQ
zVM!p<sw|4cRq<v-^%c-{MdsYEr5;@?EgLZY3;DVptrr;!s62k@KrgeDDonjm*p3fP
z$}8a64_T76v$BNNp?m3O36dz3KviZ>c91xpbRp_rbVK9@l=dxEg7=Yv(aVMA$i^_g
zVQ1VGWcKKO)Ii(%7ntB)8x~YN2KomNH`RD{l4+pDY;h;$#^z8eo2XQQpiiIHlSp$a
zq!3~VY>jC9syt=v^YrqORl?B_AP$P6L@@^gRC<kUM8g59Un@1wV<7kHO{?83GUkdn
z2c>#bngVIZ1L9>rtkY}#L9j<0PP9@sbCFq2{pjA<IO*yDg+?+ehcYZQ=mBEcZ-?`V
zjTLx&-^4_B>X+xPI>Y(F-|NP76w-l{p}w7<xt6L%`)er-rhHq#y?a2eXfqdblPdsy
zpl~;F-jZcKmrCm!&a^KA^^&#LVQ7aKOjhU2;KHxpkOh(#;W2#2aR7Hafp?q?&FkzI
zqhWjkO&DLDA+Dv6$Nsvu^`hYZ<x$vhd0~}ZspS^BMmor%h`z=Pyez9_C|7*T5jMXk
zF)0p`K=)x0KkYV~hhZ&dS@7_uf>Fo?e)?gN2@ko~B*_<MhG2Qnq`ZyvR|SF*CSZYr
z2R=_}*&!av9AV?c<n?YSS1Y0dE<v&Ud#UB7KJf#xMRfBaKy%;m?#343)3zo&5~bV$
z&xAPWQ#eb;DiGrvzpu1tz)Rv6&iR6D$qT6f$HTDpS_Uq#Mg*_I4Bmw*b0?!QVU_@4
z$Osp4pjcrjuO$pIhWWEuLv0e<j{3G4swe7C>5d9@$;txG;C}^{x@SvVEvX>RM=gjb
zwZ&x0CILvA9nK&BI`@l$(M|5<<~GohYctd8=8`wiY7V*;V@xdD9v0_Gt!c#rV_u8#
z$^F(m%*0|PBf~1S6bKJ|tbvZfaf7_6>_;3DqiV-wY?x#^TPDx#%>>EoWaM;gUScwb
zF7h=oDBf$$D`}X!F{uQZi`OG5&a^2Q2x4XEMiAp7u>c4pfO0@!cKA7CWj2C1Qfh2N
zJqDNhD6|;{CpV)j6n4s6#>x(?F+*iOsGJMH^IVKY%TThB_W9@1%~6ovx&ntMOg?io
zBRa5b1E0b)s%3$5(U~s<3v=SYuVO8x)JuAR^JR1h8$D>e_?6{6`}LXakRRVEmc6O7
z3u~FLvJy%qGhG8OOy&NUhB{)%ld1NVS@EL;<(#dq{#fJ26ir3+=SY;arX)i}F!F4C
z{^Ju1VfAnXFgdEPEn@>GIA`74*+2oC-qfh!iBicy2m_KoN#kJbyB3*JcCJgcJ4rO`
zh11ae1{?iW)PiQGEXGuqqlI_ns1A?{i|)R7LGx+<M!G;3-OOBnx&X%e_;-Suc7Dys
zi=8VDz|VW&k?C&U7x4OyX(`ElcIXsUfV#&UCbH=7CIt+)@e#s!a?BFE)dFMWw%A+n
znG*B7>FN~-y3%BLhrn28YNQQm+f*VX+!4a|hk)LAoqq?s;4fOAO(JL-#zFk_kko{(
z6!LY32fLJhs9BYJt)zsxaZbXJRlR~!(khLyRa{(sm5U<!dwHmCr8_m8<XFDZFAIIB
zSvPcx3BJfUt3@NaH4)mAE9*I4aB^&19Y%*3t0Ns=j|5tI`;1Z+Ge*nC<~?0==76JE
zovv8Uj%20~15AIar=;4Ul`xeYeO3=2*s*4>LN>E~@9DP^^7r`iHlwYRy0&7+jqnMi
zf$GhM_oq6a{K~q$umz6Ex#vXG+W>nuR9RuU9KX1OqhtfcaPSCsMEYm7ekrqe$FRRD
zICd1(Gz(Z6dE<^Z;`<8yn`VVt5b6xpixf>#lk18`bgqB9EFeiMOvnocznee+fv%pm
z=b~iyomZ3ocvseET+6vk4<&kwM`Gch?CN-iz9O#rv+|uKs|wSF0$|vtqPU*yP5B<0
zRwUX%B_^!gyu@ale7qsq?d*iukneCjhj9=<(gKWTksOEC8f6|VfOBlU(b=p`fG(vv
zT8vk@SBg&)dz#=!@AiQI(8pmi#6l$%923;=*rM^+U~u9$#H#{L4)ix0Sr_7&QZ+~j
zfc|I@340}*1M@yR)m4;5xJ&)9di-wTUaPwzR3a}$S_mrzWz)4N)AdN49Tg~QC2rCp
zc+;cJt6nt{H{=iZsJ*E#mYdk;l+9Yw7{e$0VJRAk_HB7SE3t+Dino1kdO3cGm0z+2
zll1exxEJiPN|YS`VrDRFtzzoH$H=MKqWXG`dQgV26#x8qyS@9o)?13fHD#i76L;*H
zA6s?k`R%%N$p^K$4#HJJ?fM~I$U3|`{_;+{Cec^0GOkId_O}9GtWc1BqAyzwj;Nvn
zNDS>Ag<0S)E_uXtZldpJ8t~V`ePb{0O48pLu2t3(HuEE`(ox>>(yU-o*He1?P%@;X
zOx0kXKQtkoC?atzd1|)hK%yUI^z6=7<*lK&a@w3R+7t+gKRK#T7-sS7aZ6vWW9aKK
zM3{=9roF<os>N2#j-}aNDJ94~ilGBOUy=ubhr0i!0qPJ`4kjFu$U&g-f-E)ZhU~;7
zC5`%ayBG#GR_p+I43~@_{47bKEOVq@$=Y}vGtxG%mtu1gV=-|3j8c=?>I%@$(G*K0
zP*oY6flsJxywzeQ1#4=dTB2f+E1;vHNc;0(s3FL#kHh4(L6}3We&L{L^+syEZHrt7
z7Z7w_#)32YI9|S<MIsFU<&|@iCi=5&B+M<EvoJ$UG&&H*AMj`(&M_)8H$9fj9-pK*
zmKrT#et6I9Dgu=1P1heL`<QHEF3PG>PcWUj(EYa9l8b4mGDG5J(Beh6qK<>FjwTq<
zo^^L=UtLiXB))zX?(mB^-v;-ug5O<ZOe2gG)ae<c97Km~!uV>i)^&9H4aokZnu8)s
zv#9l;)$vPM>f=qQxa3qFi>BR~CXgckU?B}<_$l-UUnXFkUn=SQX}C18g;wPR8V?LK
z=`U2=l}ffhzX3xat0!vqJx&rWqnLzuK6pw{VmbJUZJiAB0~ChpIrLg<kb^UED0!e_
zv}TvGDS0v)^DM=o9Qa~(f^azRl2%(M*i1fo@_MtOA3R{cnRo15UG3KIJ!Y<)Q#9yA
zun`Yv8tXYj8=;$7^8__Os;T25S0WA;7}^FB8AfIH_2Zewg*{tW;ccccj-Xp&_E$)@
z)9Jd8>%_g;8*>9wZ(~h|p%!?KdY|KcO=^B2x???w!;Mgh)*zgqKtZmO!`vkg-YLKC
z0dP2F*R;bG)khz+{%tN%z`0Ux=}jBPoqi}^*R|sQlM#zPB(*l|WvIj+eJ#?#7PPeI
zl@%H}gU`34=Ts1C^KeccB0InwsbPfa+D2rw$WfN>G^>6_h+(aEi5v{*P%e<|q9QkD
zwMt%9a`MAM4SSRt&|k~#iSeNKoY~F9n1qk&Y)5^<C(y%=il~82ga@3jld_6~T}TY?
z2iL9Q=w*>#iXn0_Hy%H|?cMsZ$~D>Ur*h`%tM#LSVl(?dVQQ3Ls7I%m%qiqFDAa!v
z=BSoGxU^NQNG%Lt00GCEkPNX@@>&O?>4CAwvJnAGQ>BjF(d{N`=cU;UTe%#!C=1#L
zG5}Do{?O=xvO>n|5Fs?TaZ`vW3nac|Ivz37@y6G%2BSb~RaYV|^F`s?<-j7-wPM~J
z1?o6hHe85xUre}FLCE*RKopt+jB|6)^ZxQaSf9aMXNJfIxWM9dw+Kd-jneYKPPBlv
zlH9z(?P#PqCAldU=6slL5Mw;@VXcZt6RaSCM_8nxwMCR4B<`=+l$t1v;e6VhvbOz9
zn4CFKTJsR6MVnh^9pl$vRBeP>Qb7Sv%vs^(g~6>@FI-^FbWlb@inPu(s38F1!iL|R
zCJ+yv2|qrL9bx8?(ftUEBX9c9)fTR9y@tqn)%TYF(Y>&RGq=Rf{rkONs~{(cWkO@Y
z9dgn$)2<BCxd45|mZH;`<CjC|9xC(+3Kw}jVuzSy>_HK!Izw_OkGhwyt66<A^+gkS
zCR0y{Ay-zhb%d3OvY7InzK}Uvx+$J)8=Dq0*}X)k3X-}kkJGRP2yZ{X{QwzG=*&jw
zwU({~4Bn&x3zH_AX;yVy`YeQ_zmH&fz10xzRf|i_xwFljQ+s}-T+g!4Dt~Y`*N8cJ
zNmuHcD~KQeX;xMjPo3nl$0{$c@1pMc#W=U5J#g`zR%MCT`+d13v=a5NLLLCt{UAQA
zaW``}eM{&iD!ZxFrUyJYqSU*r%rn$&l<QS%KFZb1klVBnql`s%d&9n(zVT<LgtLpK
z2(g1m{>61<9VHm;w0^Bs^rrghAUIl4{0wT0rAEwc=dXW}9}uOBut)wuB|ZIY!v5_h
z)bT%i<DVXQQOzduhe+xl64D%S6ANLT7f&Zb6trI8;6+~6DFxyXVh%|nx+8az5$tXH
z+nAER()G)}7W^zA#8z9`=4LGQ8|qTp{Y^(D5^t$zCc$-6nbmU0#fxY1@!G<zgi~B|
z^^HPy?sTJ-o2Hw#C|!i|@XzpW2c{#m@gXa?JiZ~9O)Ci0t=;PM3t>iy8+~M7T<kR3
z)X>?z&)|9(i19a(opp7qY8sY9*#WFjQ2uXZUO2s)gNFQiTt6`C*)Xw`;X5Yu#wKa*
zhM5}`uG4qWnxtVKxiJb!$Y}LitPWMUig0aQ2UeE}WIDTzJ8U{T<ZGJ(7D^?ea2o6x
zH`*3}YSG3xX{OA0BB<F0A)srgfDMKXc#!B9&pbdc0++o{OS<lWm9oEx_86qm2kbXM
z`D}15<APDWrczL$I!U2jvl~!nRSD2=zW5L{VljbH)hY@LofhNIAq#Y;g$jpgK&1n&
z;*~_jd!)N<YQu3|b3pA7Y$}uhQm5;CD<vI!Vqx`gg{K^(EyR_v^9%hjO2WoYEAuU6
z;bZH>^XX{G#d%8p5NRM#{BpJhrNFUW=2#Cd+m|DAZ(#Wdz6o-H!n{$J=ob!p6jm0z
z5L#ggYr?7!<*?BH2_S+|-gs8cYUzLzFf<3v4_O|tee#xbR=iR<%*jjX{nOrZR`yVb
zA7s>0`c8luH`lwZrL3(Y7Bk21P1`LcQUpDESGiZ<x8Kru2vU-pMHh30W2(Y8Oqw<1
zqA7DmQh$PVBIm~cpi6XQmFc>*+}U4LC=cIW?2(vXNg6{|qS1v*%kPP<>84%(AkzVM
z%|YJutV*50n+_jecF<6|LOF9y)!-QcU)wm;2+j2ty~e<jZT{qilANhmk_!JNb74f{
zak1CuISsrSw^9UI|GK@f=i&2teej*;`}$(}-bX&d$YPXfTzk0Rz;T*EpVh_1Pqqf5
z3KLwD3-xs#*g^WcWME{;W4fQ|uApSR&XL^w8y`GLBScN}sY@X8HbDn$-UDz=wv&t>
z9dP|U&LfavbI*H(bw&{7_ck72PI~*gz|k^nOR$y$M<VO`sH5zD7DYJ+=Y1__Qd@F)
z)H)u{7oCNf*h<LRt#xtib#dKHHq}zPGI+Ex#Hnn*^tPj|i__IUyj0(=f7$K8EL|LT
zcAxlTcV{#<iq_}tUA>V6DR(dU7#bA(%<s@8(Bg`;8oyI5w9OqWaHHA8E<1|E{JmW4
zfiO`0YTxfdW?!Gy&|wQ0V_G&LXnTBe*dzVn3o=qv;zYLsK==JCe|4l#edeT@;nQDi
zlJ~1Dkd_apPQ}MR<Ymu8tv#1DC<EC;kl@_omO6J`3@eoCEa-ymFzxPRtutaTMlkm^
z^Mvl)pU(thrH}tY0Fh&e1c~(nuc-f-1OIPqGXH_vadcw&i6>QYeNuz}P^|KZAjHe)
zSDG~@JfVWZ>-3_w<eCu6C?uI*?C!Gc*mM=N%QU{5`u>e+%#9Dx?$3b44Pr;=JOG^b
z%J=dH%_=&)GCzp|elP4JfY@}cV7A2W6RA0k#Umh6?p$G1`9wsIS=c~=B4~nkdXlM;
z67Ge`*!S!W4%p#`h)c<|1xea=P778ruT9&=SDwpaxZ{!SIXv5Eu>OIMKl_HPhc#RV
znT<0duTuATkTgWWHg0ZgszY+f63`jp_QLy4<-s3$J47CByoUCu8@b1%UrFl$rxY-%
z(i~Wc=c9&>T=JEf!6AR{T*q=_?koB!SZHIjDOb)qwc)MY)8w(vK<s9Bor7O<NCGe{
z3-D)tH~#Zq_(f$cW$6ij%<B1LR?2^eT5&RU{3lKE=r}<uU_yl8>#qpHt_z{~9|M;N
z#quW2NkbSpv!z#8<QLa|ceh)ySqkN4|GAxd-jWD(BlO2d9v&=JEA$LJrrO=%9%nrd
zz$SRPg*;QXf2UWWWEy61RlqR9vt2U>doApXWP-^I9@swcdjp0R3b{>=@I*q_LCY@l
zrYFw-+^XiOa!oV}aq_|PRyK)^6nvkEaXUhZoswmqe>3yBMY<yxGaHFul{-6v&t;-Z
z`J=2p9OmH@VPc%1W(eCr@_VZEA-#rfAs*bFGyjYb*EAq;5o1!~3E*16TmTGY&H|az
z@}+6!GnA%%(Y87J;F~LTX#LXDEs>VI6x*Lnl?}u)zvG}i29;6vNGFU4E#R4BxY)+9
zK@-osf*aD9|DPwsI`|}P%0G6l`9X-#|2sQ7I~v+LSsOZ=n&|%*_12F&H!15%4=|wk
z%+!o(Yf%W2zc8#61kA*AMJZmbsnobiwy|fy-1e*wve{AzgWMzBIZU@b|0!-g$MIOj
z?KGqZ@wG1Fo@8meOf2J(HsGuR&3g>NDvi=9RQ~kfq69$10qa`Rh(&D#%o6Z~wvO7Y
zQEgYpc358@FK8I)pK>4eY)5^5G3a|XNdZaGzA5IL;Soj<S}2b1^9n~BXbeR=r^$il
zj6#2iHD=2ISha5sXl7>@i4l{*FqblcQu%6{E|k|`<0mV?ZgeRIYdZGF&7%{VQHA>T
zx}Zb?*nr6=CdDZfQJP#s&xWK)SH`|=1ko+cuLd#qJ!cm|@0#pd7Z~GO=6|!Gr@F7x
z2CC##MstF;Qql5JLkF(%uC2UrEyr8L?wZk=#_(=Dne|v<xJwb)6BOfAtbpq1qd6H-
zA<M_aIX6xQjYK}p(W*gn(B%FvHOo{4Z3fHFdP#%f|E9kDrwRW5!({#QmmF&S18;!z
zQ?c|-?8zzRThMY^UPqYKUD`sUoIL(u2`>7~F&afntRME29F3l@o?5nHBqbLzFIP@|
zSEv<6&_bDKI_)`xBSt1v4oup{G*jSP-$+w3dy!8sm@|(t^Drs9;X%mN59#G^NX(4{
zk1NyC&4$>iKsHhM9r0302&d9twIL&4Xz!0K6O^+V2u;QA`-BP^(@PXV_S`c}L}p$?
zA<_+YXS}oF!5G*lWHp#G7*jT)<?VM&m@r_3nh8pGlE`^lvdn>jzTHO?{>)egIeD;F
zc*7~j+qR`E5yV4z+|4()9wyXXgI!tdNf5=$UCY4OC48X2BtT)8P-A77!k~gF(Qnge
zwiBo;Jv@&5?*9GQ=XHOzAF96%kHTO5;&AZbUzJL0`-$XG&CDR0Lbb{<k-U+0Yo8w`
zgm%gaFUa|#2pWy9>~Kz7mdiK+`aNzvHk=`z4&4ff1YH8zr1R=-o$AMbAOtAJv(<q<
zpTh@;On@GfPwJ}O7J!CVn@KmmtSE)uxEv*B)1PXIwRpN!%x+P@b}Db#8MV^xug1Hu
zfB<G1w<*ar`x+xgZB{@SW(bMvyEe@LwLwC<n=aXs6Mi^pUEwl<mNi9aKr3J&+l=LQ
z0ZyE%qr-PfP@#zi*_B7~7=k-k>@tEs6w!9T8qLJ!AS1o&xNtO{l$FG_Cc*%O2sdN%
zxx%6|h=dJ+6D9Y$NuXI6P^nu_$U~_Aigb!q2`grGP`helV~{_kQ}&9+6s70#-CX(@
z^<r>@`2qW-y;2yt)a<`P+P#m2J*tbuG0o-)7uk>3LN05t)>~`de^rw9kR(~;@v9FE
zW|rh;Lt3Dtl8x;gpV<c28KxA|b48*>lkUODPZkJq5obL{wNV<i{096t=UT}xBq{2&
zMJ1i#M4FPZKdaEES5&s7O-MUwCl(lT^Q6cN0x5O$^XF@L?0o*_p44IN_$#UC3^Zfb
zVc+q}u$?sEbh>v7819H6429%5mV1KpF~2rAse5{8j5~Jn8@NK)-6RM98q#PEl>$>^
zGy-*|@g5<M#ih#dJu`T;MUSl>Gxr#nXei_SlAr(cRl9Dj5bd`ckhRw00E{Uk(i(z!
z*4nUmp}oh)kMjHqw{c4~-a~pbFYKRl1tjOxyA|+-dpjoa8+tUjUsV}YiP_}9Wn{?|
zI%9(Yd+wUlL@6Qc;fu;1s=4HA^@PQ*hxo-yG0d+7{f6b|>&+4;7f|69U(%Wa-b-B9
z<GqZ$ikzSRmKkDa{#1j*U(c<#z&6Cxb7ruB>&C}Z-)UzTk3|<krwAJMg!AHru!s8o
zr#ZYn4zaT?P27ae8UdYPh$im7KF@@VCd!;<^783+7<B?_#(k@*!YLm30{4CDl5VnF
zif#{6TCoMdwuZ2*=NAZYkp~|H8}<ej&4Kla?Q%t710j1jB6lDx7wat9{VVXb(VR@B
z!$qso?)=V=DL{wWTq%)w8CG#O-5h;Z4f{?H61qN`w{R&YclLqR8ilk+q4BK<92*iz
z?$*0+VckR6DyQI@aAdNN13<e5Hxbqa9i~%Buf62Ch3chEL+WqAQw`(CM&$}arQO#~
z<nIK*U|KDw!#<*Y9ty5CVXv11Zx>UaBIM$NP-zoC)QuBezADc%8Ms-Supj+cG7!~7
zyMyfN1XJlWmx=YpkOiFMWZ-<o-g{!)T!}3Io8I+49KB29FVkL_H5T?trD%p0h_V{v
z%LxBOt08CO=`D&?AUK|B?~c31LKs6Bxl^>^HqMjPqcb6g?%}CXN_9f*gZ1FupYY0e
zdzI+Z_PgxkoCnHUa*7!ZvmQyIW?xbe=PA|jQuF9Q^2BfQ)Br4=!TH%P-F3s+ScV=;
z`G+bUTGmuEDf=0R@SEJX)S{zW@~97^j1SoWLv~CaJLt=Z0$qToXgm~Ll(?^#+r-c8
zTj9xzybY*Z?qq-)nc5rEPRc9k1Ldw<T}L1txg=}6`c`IhmKw40^WavaLJ$C`PQzZ<
z@>M_yN6KoFr}M$b3o>|gFQK|FpQo*Pip{Iy1l$`8yRq>7$HKF#TxlS*7^T;aWjo)`
z_X=~8{adEJNZ2uc2NyLescD<x`^0dca#3zw&!nV;gICVk3S}9m80&r09!hxb2<25*
z@ETH7aQGoWTGv~xW?zEk{HA6sj~zu?y*2EEUaHNV5%mgxkl_mD<F3bx#W@A?Je^I{
z$CG&;AuLWgUayp-#im5eDOz+b9$<nLX9IneW9R0G8wfLWGHhAR4|tYF?_&6VYPL(}
z2=C$;k^={!O@e^GrQ-GRpn}aj%l+^YA?uR??AGGzBzf`ee&_y6^8)CPuKZj+HEtBW
zYjjO|3V4G4vJEV4^?JeVQIr0`Qp*Y&+k$U9mV25<RWMl<9sPJizm_8n9+|(H(>`hZ
zX8x|8+_Nn{EC8!o5&zjL*-L@i_`nCZ&hr4bfFGE>R2tc5>~g>pEZY<EIPOYpw^%be
z4w(O|2sdUywNekSB+h*@;acl^S(Q891?G{*gRFVPSh~ePW@A-(G+>eiUV>ba0&fqz
z1+H}bd6*3zeHeWROdj=Tv)qgmwN35G<8m<>?qqPz&4K~tV(AXlKp@-}JZi@RCm9|s
z&Gp$qh?jq#O&bR}4eXAoRMv6*P2FfQ_3z6@&VpY|2SoW!`a-A!`4UeOz_Q~39rK#*
z)C9RGsogs5ly5PoPjq4g0^}<XJyF#oUX&hc!P!<P8oSLKbgEAKfh726XX00x^w(KJ
zkIQT*e4)A5oVxz{aG58Dtj-C1W=H$oS*B*N4rkLRp1(F7yE^uPkgu>ReakLWW-*>g
z6FLfmP)W`mN4+YCN*`Zxv?7EcfPW=ev`a3eHBOBhQHlWSMA;_x^D0MgExLC&%Mn*F
z6qOM_OW6$U-7iL-@9x5@V1)T5>$due9XFAA2KxXPh_@hev*Tq6O0i<*trF&K+0~z?
zo>x~AD<cY9{?f+2!`9TEQmxz9H(y#ll3}LbgPd5YH!Suv<8BK{!5XPI_k*1>Xq%Qy
z#V@DaU&C@4)3$&p-%d=-C@M<D-%@t3BCBhFqRcGTUWMIkcN?1E)UvGtTwYi)&buz8
zHo!c`lg@@BsOj)=M?Dazu>}v5l(vDWrNuSMc?vyypp(rVui@(n*1~+RHyZmRd#}<H
zr$#}3wsl5O`INs#DgG#wz!PhiDP9u)37RCkLWd}(wWSXsk^_S+^M<Ca;WbV*pe}vJ
z(fS5zv(3}C79wg|wdOcM(G2D#_J^N_29#6S+;S?{!7Kt5c6O9#7{3`*E|nl?n!^OI
z+pX6Q^*RA-qGEc<>jL%@l9Lp*B=DwRP67UC1jN>e2Z(5(HEpjj)M$f!?o7-1QW*YD
zLS2W77Ec(s6h)KA*l<+n`pq+Wr{YdFcx}3`)HX1niaFm2t)Z|6%v}P&0K_6j{cf~q
z`E=*;Uj^=4I)OqLe&%G(2mk=o|E?$aPxX`^vI0|Q%m3gim{R}mBfdfi3e<>SoR(`K
z47ElWwcZ-qG@G?k2q0Sd*lY=<@y<l=%hwVS^)wUN&@fh@<nd$sn@)D{^p%xu3KZlK
zRBB4{;g40JJBF^t1JvW?q|X+Kf3@<s8$J>dbTrzEc1X42E);7fx{NQMJ*!GpvfqEn
zq$lR<$!`+&q3c@|7bebm#cM}p@35oK-7CR9g`<>dErN<NAB?cu)d-=4o~(Hn&m+ig
zJWKj@stm-JsR&8;gwhlCUrSMGi0O5e%$(-v@ECP917RvL+@1MmsXIpl&)hq<i(vV@
z-41+i;s;By-Xy64_#f`90M|6~`x*ex`9-(sg$XQEDVMEofZ_&?j%FNhn;=)P5xK}#
zY>Y@x1E%VEnVsdq+K@mbs=W0i8i~q!YH_@s8m)Nlu!nxWZQ~%R1ne<dc&187=7B(I
z^+9D!&7vTD&%S9P-D0px_e1F`5P7f;%y4QJB#b4LUI5aTdKNbd^$;l?o)kDhzRHZF
ziqh-J(*r~7WWVR+0i)3NfVT)*@JTkV!+u;IjvJyjqHUv;uFew(Sc7vVRwhKKU_P3L
z^^W_NnQkjWcg-SbK4PY`COO@-??Lg#kw=6DbPY)<2B}&~fDk*E-fwa4?r)|>yKWPZ
zJPpcmFld?xD5j1PzUM4Gh8OE%(`pu|0o^6tW=z|U-Kz@riOGUc9$HUiG;8jJRzhJL
zbS0<ocont-ed+nPFIBGA$*kLoh~;#tq-^@aA7D(03tQ#R=u-XFzi|Yo?^ZT*YBOsb
z<p$nTKV3@gk28d^h0@$q*tQseg`0}}E#yLWLYkrFz~c67b)ff=+5vvlf<8Z(1=UH&
zYs!6LO(WF<34d5PHKYM;?u9Z@IH!v<7C_B8q6vu2!C1&Wa*64~nV}w>NXTymRts}^
z2QLN>fF1Xzp-je(l=e8iv0Y2BF>dxZ2S*C-MZ(sR`NQhcJx{l+Tv%<&c8W#~IyW|X
zaZ_Tf9}_gtLMdB&oVhp^S8aBh=Zo1G52bSPx>wfb%*u4vV#rH2TT=lW<h4&tQ0(;;
z{|Um|yregzFwUf-15Ts04*{6g#Ma6VPq?_jL(R-LR)1fnqL}@&#MA~~w$&o~?E_Iv
zJ_RQ1q5;kiLyhj|X9TdUI<AB>qf+ASRHh_Gr~|@72C<TkV6s$(gTP^nmv}&Y)9&mO
zkU4`0ymwI>-jPj{e~)?3kJDaQ%@+x?#v;S&rT>u?+XL)Fu<T=Q#b;-c=e}Nh!H`lZ
zT)5dkJzP9LXScH>+f<X5#@I28qzzs-*r7UQ*z3JETD079ghsz$4lHBtZp+q@F?un$
z{GQbOwb{bM%K(I1zi@8QZ@|&7@o7E=I@#RNaGzs0^Sh0=hoAd)1FzgOi|_O|5`da0
zwyB^9ctHnus#fgU)kq7+Tfb%#Y;x=jrr0sWFZCI@?gmsMjJ-bKTzRlSjwR6o%~BIo
z7@4=JB|_V&XgCSD#KTiM>aSaFg{JgvY#@OBl*2%q*yxSL+o{1XeoXMsQv8!fWss6Y
zIpaCzO&EHJz;5(*9Zd()suwmWVxi{Gqk*qTII()jzq7dsYN>jD&7iz2@QC^p{ZtuN
z;jn=yr3%{Tve`C$t;Fp*8-&;R|2!~3gY@Z`{TY^&!U6y=|NjV%rtUwJ6Juu+Q)^Rm
zLub2xh*NB;>DsNcq4+G<5X^zc`w?q6&gJ&OSYtdX7+{1npF|o$G&&#F7x76cg@0bV
zy%NgTp_1FT@XGilhw*g&(7%>ShqqfL6Y5ZQ#|HgAc>-(vQIKnyK_bNhF5d$^P_j-4
zkZ#)@V)uaqc?26r8ZW`1>=smNjNZ)$6m2DwLQ^bSTLT;guw~cJV_2IZ8DrSOCUij&
zB~>B$Ub9Mc)3GXF^%1$Lhv#^2peHOFoPK~RrCWnbao9}h3QB8R)RM4}iBWN;CcLKc
z!s_RNx*sZ$iW8^H*q|>mA4-eo5b;v!4~o0B9%K$`S=RHT5hhHrg5xf5H@u_8(9t>0
z<UOJ_WVfHY;r$j!0XI#6T?UvMID;~;UV>A;=I?hK<e<r#k>E17-GhA<&|&#&9nPkM
zDceeD18lhI#myP><@c<1df;Qs*YUe-ojAN>Uc*2)f?Ye8(yUK^7$Xu4=~FDQ&mu-X
z-?bvHx1mx?bPxtsKnf(I8*B)6)(_J%C<4&)D!;O^Rc_g&jb~6l{4vS*n|u>Y)~ry)
zrsbp1)8IQg2)1T76lKy@SQ81Ro7U6OCyhJ8A)>+hL4H}?>WqQevGlr#+5|#}uI0W!
zv2Pl|A-PKbiI#xQ-l}$_Jz3TRWi7RW47@0AwWnh@aap=Cg46ci-Plf)=fv4inb+>o
zWQ4b8P}yRw){&$Kh}Uv2o>wCJs**ALC3gV7=ip^-08O6N>Sa138gX@n7c^@S3A{p~
z{l05|mTHShUYOvkFs~A!R-=Ki(5BVBlq~1P75ea62wTeGoiU^%+~nRu1u9?Nsb@@X
zc)s>ECZxf92b$d%`Ex#av%9`_-5iP=mtT8judO{M#4cn9eF=NKPG@uzIimRbrpO+2
z!}yjBwyOabRW>^wTP5hzV2)Xu#&Z|6D|4N+#>DJ9s&vuVC}NnEUFyQZGl!^}QmbuJ
z<AQTh4(vjJ?YP6Cor~k;sy=P>%sVf==AObF%aIS$n;U`CW)LdEhp<lfXq>I##;k|1
zhpLxMp5wO7=Y4`n$#3v!|FZRAfKZ!(?ctpN7PxIl1nAR}F)Nj{keEVRpFKn29u&nu
zAL!$(w=gz?6uF#CZ~?rg^b%b-d)vB;d-)SWqV)FRZ}X6$ff8hq?5HS3Ho;mp#_|<`
zKa<JbZ6)i1?`ZD6H4PJ<ISQezdeLdp++6n!xX<OhG(LtyT4bp5%u|#lf!v@KRjT1o
zl*&Zwul3qI5y-~_u0Ix0z4KIs5JMU~yg_#!HoJ9Em{-5vx&1qw<$D*mcX|N+IY6ND
z5F%XvOjJ96?u7pB<oZ9WC$pdE@E>8JNk!Ib;|CM|t`0LTh*Zi~s337FBuzM?1J#ve
zWOB_>F>Hk`*|B-B>?T&<^(#S%LObw-k@>pouf?z{e>7e11IBD<zSBP5#)G>qCpU<5
zmL;M!RNK4C?=4Jot@<2b^cw6;{1q^Llp!>3gXT3jHi^e>fcBV`ezWLu+i){y{rGFg
zCSS-%$+Y3LVpJ*7##=ne!Vy8F_<$*}twSl@!U|luEBJts(RZ0NQ>{Ef1VsKTH&?|6
z7&ES=38x!WIPLHGkSvsKh-&{{EQmMVQX(-k)SH6!{DDi+2?3JDahRons#D&hM+{FM
zqigzVu6xJN?IX``L0i6aD#Z$t^c-L?KK?vW;mE%@{Y&;~o|AQFrsb^QdL)|-(^i)$
zeXS!46S&rtUWJRFHsJX4QEFcMc;(?>4zYc!<Vo?$II_P5YSwX^;a%PkxY|vmIN3Zs
z6~_S20XCw66VN-n?)rXBk@?=vB{#8io^7#sKQ-_jKz?ZZn_HJB!-7P^=2()dvvV<E
zVbucjtV$k@XZSUEsyPgR+UmVJ+;A+DfwVl`piU+86X@t}Z-@j|bnV+DnPT?H-|WJY
zv|5{5O6jsS%Ct2y){P~G)MJk*IoPjaup94xP9~v-QuPb<utpF-^>y&5b`=#Ki$v=G
zv)BA&lK&PZ_}{KHtu2k{_4O@nEuHoCf6@r>zc?Q5-#=^!KaO|&^CA0RGSfeP;y<=g
zCPwzw9{)&2rg8l80}Kd5ZoeZEF%k$4{27%<!L-VNQH8;q$7SiO!oPz$B1O7+V}SD%
z<d5&Ydfd#<-z9)PDMs_PBJfJ_@mYuVx!L*+dO(X$Cowh4B6kN)S32SiKszuLAfuZC
zoNX`HR`=nJ*i3ivhqJ*Zb!U#9X`zC1V4r%@-(2Wi6`TEsI6_NU6-gLiI8YyHU5s(`
zjWtUr*Q6*PS*|O(^5mS%z1C9*$5D3)wZHL&1{f=m>Xf3HCu`-?j>i<HvDKT#r;(c(
zL~&jQlB24t&VtjlEOR-<<*!ANLkSLjR8=BR;Mmq%Qe9vP&EjCqZ-kuyi3!j_@Oi=h
zYSG8Az!lrkA=Lq37h}kJNELPei%m5zap*{XS|OZ&L)i8|HvLbNHmS?T{s=yFovS09
z3ZfX5uE08K_KL!f0a4E83k2p1U_mspB%~)xBo`*Q`1*w6CzwiFaqHE<hfs8TcrzCe
zhIU#OF%@oN&XQ3jTZjE}Ybi^}q>savbqA>Z@K?=^6;SD7NcSE3T?RI*FZOx4B@(aL
z(Gj*|*H?a&xs`8mp5@p|JD-jn&-z-*WlxW-yUP$m>^_;d2`&5m0RLO!UeIFT3@hSU
zN>Vh9%mDw&tnj&V$ym(>#buTx0?I56?7_85zn@x#<%)ct<d@9!0^qpZ9A11OX_~jR
zacpFw{O9~J#oJ;Dp-q~n#3Qhshh#8|S2T6LpC#o|DSh}|hNUcD{t!2}q|Z%4$7q{^
zfFzB!St=c>mEW(@iNTIb1XrMBuCoW+m@C{#XeqD_`Gc<k{+^y5Vj(UuI;uJ6*Axcf
zNi+#!Yy>jd`92^Qz~Y!66(D*?`>)iBQ>8JHUt?ClRLD#`EC$W>ttu@8pmNYH0}Jq$
zOp9mc!3o==o<0U=df5nCu0-rQ5mu5eHw24QpS4?f-KE-4tx`dvpfaY(V_O8RV1lyC
zO9J?k;Vw@Stq@F$`?S%tY;q9v4oB#BWSsPh<xeR~Bywhk7}OlxHeSy;nJws0y)>U1
zFUwKFbliq$KGQ3hdepN%8B8gj_31?TkU^fupb^b;7ItQ)Rin<}6s?>3cNO8-FJ^C*
z^#gZ?(s^^0g8cP|^antKz}xEu5nFT<y*@lW^+@9Bc<KX;eft>kIb)YBPX2I1eUEeK
zD?+C_Y5h`T)l+O86QUj_tVnG3PcCf=iG5UuYtnv1)Z?1F<Gi)VaN>#kWD}i<){U&}
zu%%Gd&TKY6JWRfCm#-E8LP_0fn)6o$XcS7DtSh@W*8<X%%S+vWWE4V)!4z_tVcAb6
z%zvFj(hrM|!4tYMNqHHx7TKwPw9q%Xzu(LR+g6*pj$m!yJ=^zCVtJ`dpR~7H_XBs4
zo<Lrw*YjS)jz@nn@P9%R4IeqR*}g8b(-RpG86u<5kkS~>tng-!r<3AV<2}q%pZ8VF
zg!8LC{vOv!=r(=C7($PWt(-~mwC}P=&tj;C*{4s4oP`=DpOZ4C196pGBGHR)4Vi-h
z9;&e6=el(nG*w^5!}`D^vea+Ks2-JAfnK;lNhPiZ`omuSy#r7Bz&PB$QuX{PPiueq
zw>+(Cva4Q}kd5F0#$tR8O+?UGg^mA|Ws5m4H^!Rb7Ix8{s<lr4IK0|g-VpPnBmJ_{
zyfTMpb!J+Gz~6{N+;i>loJ`Nns)c7YARy^uX_pvclhO;4RlC#Q(MyD2)>&$20#WwG
zXFsiD`bGLXejKwAce4UMus`Xik>{tU@Hc^wls}UjZq_PyORbB0mBjgkJHOQN{N^nk
zbf_N?nrK#h_?Ip0h;=0i;!jgy3-iAdwf%RPF*mojwsU6siQQdl|E0i<;1e$!X!)*z
zh7m{yGp;6<qZU%JvK)i9ik7g%g1v6Hos2V*b6fAc03Yt`Qa%0mZ?bjvgc2rE3s~cA
zr%E!XqN5jTx#KIWQ32#Op+=_}<_TmNQnvZR(;D#$jA7o+#LrSqDd}jOP+dk`HD_|H
z>kW=B;~b_V$@2y$(E4Sdqx`mx1s}>L4IyrWLY1nY1#rC;Z~848ax+^E`;gmu#{-gC
z2DsX2%U*>lS^iuQ%e^f;y}pzSO)S3tk^)MZ;dZ<PH3$se<-Fp!tEv*#sdy<*&uL7#
zM?f*U8&k2@S#wfRduJ%XQud0`w63<m_fSuvYW$NV4vCxmNZSuA{wm}$QF5X6p1tzx
zQ%bIOgaCAh&VH&YSQN&W%>2D@Xb<lDZw8@e5;LVoJg)qj%!GirMdy@n_B>2le%}O%
zzaI`1GNwD;3P5pDDe#{?ka_zp70Kr`W>Fl<xHHfTI$Rlqd=S%z5bVlA_9h~w;s=C|
z{&oz63PdCDKRV4=H17?x?ZAW5eG!j-9-RF;gydzZz-Ml3rwA=Opg5wJe&3_sk(@q8
zeJSno6dIAUfW=`TR$;b?8|DU*j^l)4ldm7Wr)wBo#Os_>reg4>CJIOKG#-q)*uVKh
zBtG>YdQxuYLDlZ`Mi$8zn0{6CT({3YU|l%*{u$FfIpJ!LOByoBk2adC5teK0Sa*4M
zY?+a?b>7NOpiBW?dV#m#$u$cWXQ#3cntu8ls>`8VYZGkM=rwldZbBlMAAjTT0Wzaz
zM$)|z6#y-Pf{pD-<-vqB?a}8%cCwtSjb*#AI2^??VYe6#y#@q60OLDy(RrEcCCaKN
ze$d$v+L8V_zqKxIO}16!r|(>D8d4J^e`{QZcW3;4yN5`c;{&LgJvF*tbnZj7Ljz$k
zTYpR5mAf3I^@q1PwK<UCts-IDscA~lL)%Sz`mWKdLER5i^5qM=%J-~qNz_<T{S0!?
z$Lu$D499vGFD7Sn7ccRk)=TCgu9GL#@jG|E>41XizIKa?4(7iypZI@2Lk#>BLs35o
z{C}&&|L3i8G%<CxH2#m1{VL`EqCW}JqXEuRc+lt__{tA8WH5=8YFtSmWVE?^CcYdM
zLpWx`Gm3}>!rxZ@;1~*WY$q~7@#TDEB+#+H(JdR)VG43^^aUW)i71enf7C5m`3%Nu
z$d>ud1U`DV)agA}(Fhj3lLM1xstll-tfd->=#_|ZkU=F-g=_FzWf4gI@jBsi)ldPf
zMAx%X!IFanTE9D#Cg`Q<vcm4v0_ZY62$VcrbOIZkS;&^L84XN8;W0E01tXOiu|!UF
zW~d^xuX<L;kx>%85Z=n8ZDtpjQs!(|abU=Nay-~GkQ0JGv@aA{SjMwXCYCJgVF;6-
z;+J7ey`>3it!G!q??@1`ky(`-zLl4(!=!xPL>Q*Qo50GUiUZxlmJ#B`0~QeyI}LEW
zWikjfq~Vy77D6Vyq_peG{<ETF(9BF96>PR(VOrUg&E^9W$87kABFF>~^(;OB-}GIX
zU(21#*fw9i!I0>1h4u~IioDqzs;?J+dRXXro{F|w`CL-Uc-vK|)-<>~6#Q5{%6nyQ
zZ9jG0T=Q?NEC}Z7pJxKTgj88O3b%eqz7C%i@9z(+&D-DJf498`Ei2poPH6g9-rWuG
z#0umeB+>7G!-4bv@&rqhpWqsu)E6`V52TiFL_EjfshDD_F)0Ydpk5rBpkO6J#KwZ`
z6qkcZhb8ddCg!?BrgLB;Z{gMC^UQ}UGnz|9V{miJh6Yi8jS_20P9;hvh9X%tP0e~%
z+@H8CHP(~n-|1FOuS3#Sjwr4=*m+nO_GMCJ!Yhurkuoa1FoTaeij9aBs#?~^ad0_O
znPEP05vz85DShY_0|^LsWEade>AsWN#hO!9Xg!>yemNjMSQYSkBhIGvBL&}c8z@CA
zl1GeES<xS}5Sf5oQwr+jmSDfX%(e`^P?;?a4Ewn#I7zAPiO`u_UC+LM_<u2zixOhC
zM}hgNuNZz8^(u!)fU%#Da2L@*P0FKU#hPDSS*O#5PKjQclay#tV%Z)I75w)9>XmBY
zpRaJl&vMtQL1|C&*0IMtb>m|l(k8{ieiy$<gqIV1<|9s7F-_>h(EAx0Y*n!ydzjvO
z{2#{N0XolSYy3`w#%kPHjcuc`8#cCW+qP}nw#~*i8e8ApbKd8D&(qU$zW=Ostvf4g
z&F|W?XJ+rY274414Gpw8XAdqnHZuH%rC~CaswO42z~S#1E_&sh<ehJzI4hsRv{vzn
z$(F9Lo0iCgzRFe^s5Xh3xw2<qU&w*<-gMD&AB~{Rf=N-e`9ynB12=sK6+Q0Gt$Hqf
z_RS!{Iji!$vEYZY@Hw}|v%eQx@-OJH#^i8()LM3hTuY)O1<?jw){z`G-lVy^d~^D6
z@_c_!k=OOJdA}=V{imRux5As<=Ive<dw1kd_MF}U4zn{VjZeG3%><s*f4toVm=_m7
zqayzQ``)rM*89ijR=?~&Kk`qM4!=N$i8P$`YaM38?#e=`yD0NVon2P6zUc^2Df7R(
z4#u?Kxx_}Pg84-M3au(#lG5>&<T)0^hCgnR>C^M<fL7wG&uVnp08}dO8IA}<V4;AB
z#*hAjikjkXg?>o)weFc*o?&^5OO}VxfIByNu`W5d*D%YDz)jVIpQ<(u71<9Vi`jKV
z+7K}mQyi+ZpW?BEI^=1PCEKb@u(gbBoxYyoa@&dIR84%kaA!w?Ax1AIE3PwAv$)JL
z5fPH}XC`iXK`53fys-$u@q54;V+rri&DNb)(w}p%P(*h%KJnKoHkDH>6Vy;8Xx5KA
zn?e9%Vn^(#^^%1{!U1O|Uj9hn(=s=V@q;9(9oMkq;%FjK9mYdZnmjp;?!Nr_sF$=Q
zoaHj`LH9-U1Vuq%1;#|B?$wI5o~%?So~l7X<$c}|Gy(Jl8AYL&$H?}=A>lG*PXYY$
zniugb$<nRhB1=C-s<?#!ZAxN&p2{~WLz`MMHzS>TAp%Uk!7L&An%c>C=6!xKN`?JM
zIgCF^0)hKDB}(H>@1$Qsvv$RmeZphuB)WU%O1$)b0UK!JnJshaQD8j<(_=R*H@vxd
z1`9!3kt+hQ*huyyxzq}2Lh7;?n{G^*{|@qhU-rlV8vq-hUd{$+CNco~gZ)3vgo=Th
ziJFd?TF=<lj>_1=z><bfL0&{!RxUicTa1YAAKOFO$yvGD34;zr?>F_)`a%yR_RsCo
z?8xQGbvoOFTeBcqRSJFF;^*G`lTu3<LYLa&AN5P|$kvuhKInMZXb?XrAI(CZ4P4sP
zVtR%Rtoqu5j^APIvKITfD_|ALpMPVtBJbm0DoOoTA!=Br2UcEvwAh8=!$9b~_Kmbo
zo@ExN<Sd>mtsJaRE>q>>wbYWXNCstpmEW7npj6L|A*asFEcf06P>Nq7g)YudrRAxz
zl*)z`he?^Hklwy+I-)~O$aiYnPoG3ZLWbGRHrS8OHl=uqT<WUN-%`Q&%vkD83kI&?
zhtdI4w6O7hGtt)(YRt)sP&qbNC~^Lon>X$!z{6)~0WsQ<zJ_;*OU$FbJNnQ1Ug!R?
z?**;FPSr<K!0QAy``;q~BjC55B&EOWJo`pSDisi;r%dR->0CnetDuyeV7i*B?aENK
zN2VrSKAN}!qvKiHuAWkHc@EKt4uPCXOiga1*RG5J3^2^csD$^on;&Z+Fiw|0gDEgo
ziD+kMe^k;Cn!>-kedbw`?!C04Z)%K`R=UqM6@P~voXuvtVtjM6&X*2d^*CMX{Lx&C
z>+y8tOLy0@_;ch&Uw!HN1p4WslIQk;!c~>su&}?xMO@6#GL&8O3kua#ZLZt&ImWXg
zXYB4q4P)bMNJfRr9kaTEscR~V;8LxUf91u?f%og>P9Qu_$NNPgF3)1&QP<*DDTO20
zw`iAE`@Jva<c)O-+Gqk1l2`fa1s&wG&gyL9lM}`#upJWVEDhh6Oe8H0j(Yaim-MTP
zSf~qMkDOb-lRS#2bS~EQTsePRA{q^0X*^Ap8{6WE%ok_A9@{EjTK3;-S4YWTo6;_W
zKkf1qKbTEa8>)!0yxCH%scp@n9uH}%reuB?sC;y0N1PQTsd!q@I6I_uR``+;RAEGu
zP&lfdtan$PF}tv@AuVhuay_yqzI2=~6?B3E39h<yZtj0Bk@fiM>Y@k2?k*XrJ-g3Z
z2bQtt`>8TW$kJ3AY8ISC*0LpUiC3j&&438eY~n?`yQ$(hNzs1&G02xK^UJVfLzbgh
zD^+MB{nBEiy?6YHiF#Z{Qyu<Z7K!AUV1dBQW8EUF`&nFy16(7iNMMlrbvoo&hhqku
zku(<Nxcgp={(H~zK~6&`(LwFcvZ<alB_A%xD$?)u9Tn;p8$p$-iEbbaNyXk#I32)z
z`Krw|ea1l_$UAXv=FG&GGvOX&GIPdoi!>-_@_b~I?61gyBjN~aNa%7wo=%%fq#k=x
zv=#?~L@Vp+C6&G}cjSAxPn$O6)KaQFg$N$oc;_b)CB<OeZ4bSXBWVz&=i}xoU51gH
z2xA=C&v1z|Qu~Qf#;mNiL$-ULC+2+BZnkv3TqtX$tST5B=`)<1Nk(z1w+R)a3~bLZ
zEZ(Kw)<5bh28$aSz3K~dZeh$TwNln97+spNM^c9L`<na8@>t>}FSckt3?5hbWbozO
z&H+F4PFePH8(K*b5<4klaVGJIb9{zefyFQ0KX<=KKv(LHH@e1Cj&c@dE>YQ9T(fB-
zW}G=U@FqBS^wFidK~#(F(&S9bKER_ymYc2>rq!kn;an~j(@9j}U4%ncg`8x+tGrH4
ztD`53(ypFHap3%CF++QeF31T}32HH#yD7nVuKmZnPq5e?lH`1oW<K;XdEU_53WC~)
zn#RUHMq0f;lM<rV<<v^oMGE3qo-)rK1EC`nKC!o|k<>FD;L-$n>K&AP`BvwmTG%Il
zF?5}n?26BDKzhi=Z;F1}|EYk<bCa}BC+uFg1U#7pjt`aEyKm7orgc77O934kTLd|y
zoQ|}OJWV^G6(QM_w4(BmX(Ncg%~)gVnb>D4qH%ZDUI!LZr;Z(hPQq=(B8hv0^>mw_
zrdlgCisuWI?Udo1>ce;6AT<;W#B0<zUlh_l=hN>|A~T%BE_H!ekaPj)e9`W`*>#i&
zxBNq!=)gxY4muxf#xVro$plO>V1>^Qz0K9Fy%6o2`+qD|45s$|gd|ch<wr(tHl_)=
z+te4t_mi%ywhpbN@Kc`Qcu>5<s}yY6eNDWG$WKe!R+0e+6{4RINLmM#!Xg+?JTh%5
z<BOx(KNZo7{WuZTf3Og3LA|)l3Rk|Oe`pEywL)w}T{Hd55$K$M-`Gem)&`Nd7Dnrk
zS`P9j=o?-gkL!>8RDw(j_3LEIUWtW~-S_*=e%&fOyj4`Y8{er13w@+WHIPhuWDY^w
z7u<_0FsB>*y}T7ZfI0!cyW@&a2E<OvaiDK3o&;Ww8!@|}OP`(f`gypy;e_+to{k%_
zr-oHzT%hngJZ>4-akSuUf|xz(W`3KaTg+=2PAlAjC~&42u{{3b^+_~fooEvY_>x&%
z-Z>k;99{(tgCJbmA;g`<Pe>HB97#E)1yZPI3Mem9H@stL^Yq&x2cgqhP$*X~Pyv3X
zu7KS~nMtWA<eRWadg;D8=Yy)0B~~bxg?zW&L(DR7`{22o_&(v0fl`ReGw<5nGef$I
zIOFWt*@mmK8cF-s+L|>~;uBE9(2Q@uDMTP7UbT_8gW&HgpvS~mkQ0-i7%(tQ(%ZcB
z4;**D3{#W^^|$YXnGNxJM9%|VE#?$uKY&`^o~(inFV;HUGjvVizqF)4KDX*MQ(`}l
z^{p^K5gF#KgIwKK`k+GXQOGQi5guX1L=(#xg(e7c$YWFYZ_o>rQe@V=%CY9p`<4({
zrBlc)JbpNt{|dgilfdO~+4h-D;R>?<i$}jeSNo86yHXpz-slH!cM}zBr#kQugPw_l
zU8FTsR>}hy|5dc0R1V;i)BeLWVbYGn)Jh)*vs^uW*wgTOP6tT7BDUQct52xhH(=95
ztvoT)A2$m|+pg(~yq$FOU}4ht&G0dyAepl1>A9~SE5Ld`mMs;8wiLO4X^oxK9+YYk
z&ot9ML^eM}fI*KNdLWxsNpZp9>LU=JfwlGzf}`D>@vyakj`jLTI>&I80>1^V1yO7>
zh$My@)JtM}ZnF&L9X_!@X?_7iIKr$HCc~F#p9kR<x4CGC8><H<s>G}I%otn}9h1iu
zriU^YRjPi@i6LCzLN$P8!?GkgwJxP3ip+?rdP~b{>l;r%8vya5Iy3{~V=(@>XcFPW
zrSVNl0Y@omlWx8i<I?O#V4Tl}a5uxQp9{7ur;zSg@5j2m-|^;Iv<&@xuRHB<+UZ@8
zMvMu<(>g1O7(w9$HPkVWc#stJa+p^1oW@M>N8XAViJk)=r_r!{hMqQsJttWB&Jkwp
zPg47h4_M0hPFcjVGzy%~V%a?}UT_PNv{}l`+h}ycRN~iaS4ZFX!+jV$M~%wLQmQ60
zogwX6e`G+*cVB&e!O^|Y@eeBksT>j}Y7qyf26Yz-(lM17)vtv@K1BWmk*yig*#yDb
zq3sTF!*+z?E8){5UOa16;w7t)j0Y2)Io%tZOAL-l9MmIrNa`sXLyjoxixwcrd;4%}
z#3vMHTmhQBE>BH1lW>8WM*PX1EX@rv8$rg0Ka_jV`CF_bU%ZSjEvDe$&QdN8%@){=
z?`-fC8xS=yL%Ubk=T{jD1ojj(>g8iFrRBwK!Z4c8xJ~2R+bDOiLcK+!H3*$mX?tUh
zRh7lAE7!qoVxbokft^%Xt)-cWS{(STSJbNhPr6YbrU%6F7OX`q8TpcEh<)37uQFJx
zBfy~w*#scoi)Uqz>1wvubzY%o=VTtH!;#UOxC^`UzA3HO)Wb<hNJ5eFZji)%QaP`K
z=zZZc8LostWj9Xdf)g+LI>slw9h#=NQ$ii}Z5XK9AKPh>gPywxgZTpLp1E&ZX&11W
z1fQ7?krD`A)d-%6szSf<fReO^X}6a6?2)j-oyfz|bT0Fx#JT(QC{3CfQR&e9jx)_N
zBrtl6=r%n`=S~;uc^=);WGse>->1kDj6|;mD@w&m^>cKZG%asePaOYCz;RQ^I&WRR
z1rn{ncsIWo;mrq<9GkM4cA~u)oe!g#8a0+dGqR+q)1mD};Xq=|$eK)VvX6b$5KW{d
zVDwVA@xh}aH%UZ}#Oyerz)9c9pr&jS6Y}cz+p^a}YB6^_Z1eMavV*?Z6T~sp<c>vL
z73L5zCT7<l){uE3Lrx_Nv(bmjvvXmxw(RbKsX>jJj1V3GDMe7}-DRUb3%^}(@a_Wh
zklfV|natfQ#oauWkdjr(Caz~lXIY;3?dw~4BHC{=DHlfPVZqvXK5@%#@bqxs4&f0e
ze7w271ja8(ddIwtmw_iaqB;(Fg#}uQzA!E5-sYx-#ijBsl0y$k`!Hf?A}70!2UmAt
zT$L5o2Bw1lYM$pkNk5of5%)wt*bS@v@k7yl&>o)bg<Pud&D_54ybzQBIS?Nt)7nmz
zmx2?tO8Fv@zSxsyAi+0PT7fY{S_e_eQzoy|3q4U?>98i(JEmb-<p`&QXvc~sRFZ?`
z=Dghk$y5beZk@oY6EYknp!nQc;{HQ57uT@Rx+RoPprAZTAB)PvLT~E_`Mx_%Qk>dy
zLQOyS91VF}XZCIIeDR%qNsN6#qyL^ZQ^5!h-6tnNM$sz=J4T5I`RdA5j3oR~U~5}B
z29c`yfkBXNc_IF|D?~h)&5M+iSl=9cK0-#2cdGXp)}3zd$$e+<n)!jzxDHO4?J_^^
zI3j)F8UcI1$6b&*-C(K2o?I3INu^1UbbFC88VNp|u25mcLPzLjcmI&;0ETW_Hp)~&
z(}AU})eOUh0o-o-piVSgp3FQJRqV88*;XgUNt1F$2A&W}B<sN<e!qB5J=);tdOL8`
zj$&LN)C_4GEl9jxVxS6q{)$puXLBkeNXl8*#}jPU`z&mOJ)sHudxN7@#-du&T3}K3
z9;@A5)3-%=m(LQIoemLY>Lvay^p{2xkU`#Q)GFeOMDGTmRruisb}rN;p#2*n;p$(e
z`g+4P4<TXui)3vSJFijrSSskcFC8W$1%jJY4#HHE_6;a<i@3f)@3Gq^x+3o?fg9ng
zU?Wh}0NGj8NeqNY-C(GsH!gU?3JnG~<SSz~iIo>Ix9NZQG0fyU(hde!N7H5gF}Drf
z{Tsu?{XTlxsgo!prB~!hqW$iQ+*yWrxNU8I8rf&|VAQ2jRKYQ=p$i@=J;3MyLnMSL
z?$sJnebW?1g<Ym6D2Ly9%~Cban$3Mi1h>uEPkw4qz&SWhM-?N0)e`1oXzWVnI`&T_
zsxRO8EHH_ga(MHrVfcvru{fxv2=$T&U_d;*vzmG49u$ke(=qT5rsszOAp)t$BbupL
zYX{*|t?;D<&^BNte5%20+U5ny_dRr;epj^r5<x7EB!;bQ=ZQM)e@Z>UlpVcdLIZY9
zCKi(|J)V*qi*{<7x&wk#8<3m+=mV-5(y&%hfqFCKn~4BZ!WX}B{_FD1PwPZP`o#Aq
z3rC#gc`}*AmXd^;*L}U$L+r?^P<6!z97oaC^*O$k_hR=4DjJ;1I-OB7a4wOdLZ*7}
z0^%*$7)oK9)73)lbTC-2o-S_u)?Yi8bhkAEa^>JXkHpdP#aN^+hwr1_&eNJg4lwUv
zMB;HVY^nw}rzH-_PFUy}34~V5iG<qUc+r$uT63V%%^h=SJ{OS9apfbU*I6`|i2qcy
zH;`roGZjBRH;Xkbu~Y!>a*-_iZtGiW*^-dgOAZ`ETAlx{$tzV3X7ZKnYQQa`-S5=%
z*`Y3`X<{Cke!76h3!PW=x$|TXTImWjS75lfE)({{H&84z9F=0uulGQEpIxcL4<t)+
z1D9LA*p{bv9wv)GV?Z<DDkElb9I!+AeuY#3eL;_sX~1H(;JOurm_>ggWGF^HWKlg`
z5|K_Z*BOOCBX!r=_(GrIp;SO)hYVFYi1Nx0*h2yYUz{k-VlQNHoTor^1|5P=14W@)
zX}Mh>$=G-xlAz`msWCg`i6?+}o|QymCQSka7Z?|Vw`LGkP{hz}P0w#Ksw1r2^OH*&
zO<(}K+ph|mjfbxtOnMht(p3_ZQXC2zTEf(7y5ljpM&u)k9UL2hE6xOk-2>7HuRPe@
zM6hVrglu5Q4i*n{AcFu;yTFu52_NO|c@zx-waFvaT<&3}Y2pVFaq6(_7PYV$x}n&q
zQSmNxH2Z|8Ldj9V_RG`y{@(G}GW#uR4ek_CCfQh+wYUqJxwyqt?Rn)9HTj{wl^jp@
zWBJtv`(d0@k>PM6Ia9a&%)aAXKI9EJg{(2@l9t(R45gEvv5bV{Jc}qrjx#Wf3jNX8
z#I^As!Cx3z)djQ<FOOtk;a+8rL*k|M8XoP1`+Oc<C7tK<WZa!TL0+n2Oh7Dm?)h+{
z8=M&?<Wd|yI<OD6X_fenskB8{%<64h8f_-7diP~*d=RxT_Gzd+nThiQN1D$>Yo2T6
z;*iQPQ5GOm<<|<<Y?=FP(r%v8&MAG{TQejGBp$*ojzhm!OmXs~i~-0OYn`LsCt!hB
z^CT=z1cTeSfOrnpga}!<jaqiVua>Jccs{OhhnLiW&pOjEeVtJ_4GD9#6uoN|TZkgK
zq=VgRGRVgBEO27kBYqn^-E+<MdvT-z$rLAqZcZ9%{DpE#D!+otUgr67gJN2KXsE^X
zP&Xc88Ucw$$Jaq^)GjzKW$OH6AZ$G2PFBtib=&7Q+diXh|DF`a?XZWfeNrxr8Htjg
zrRk%<vSY&-AZDaUv{ZzBwsRURR^kGEYV2~M0zRg@A&@(0dR<0QPIm{0!Fv07ae$k>
z+6SGhInn8~ir?lA=#pX?jyC1d+ez0<N6J+Z*#=TI_d)_#$e)pVkAOb_>1a#duwYw;
z)b^WJo$=C;broKm3AAn$5W`mm62u0s9b?)!10#Pr?OO$Iud>V2!Ekj-X5OYsQ5G|{
zi6Xe7CDJujhsoi$N0}E2iqcb?&E7)oMRIOWZmmg2hApQ1VWXH<dd}q<B^*>3R&c~P
zmC@~}D^?0ak#@UG6hY{KK4m0+@a?fKw6NFj`yu?toDljj7`p~2U<<>WEV%t3cC55^
zb3+Iuhr#bvKL}QsKqv*h9=A~P3I>bW9N50@CwQEKpQ0ChBRtV6vZ8hC@wM9a*m0Jx
zTx$i~-l%Od&1iwp+o#6DiJo2n?qZ2#EEph(VAK*_o%)PDac=H7qCxXWFI;U+OK-`F
z#Yil)F~)u358Fq(&yh$wbS1KvNJWK?<4G11R-S5J=>}^;Qskv3MdjOm<Dm+&8QG(d
zIRW-rxp)y-awLL+mwvH|2s~Fi&v{SqMYQ2LJyd1~{Mnv18D^l?P%#AF-Ib{ghf^}p
z!GWbNGB!{;w%d>+C4g-S)0G1Q?yR@Gy#rH%8`jmyg1!&wQY9%R95t&D=iy+B$FTQu
zj2n(5Q@9qR+~L*?JTkKGVe{C-=p0-#xWCs^10L7#?qto%45#Yl2jVnCI_yOc;E0@*
zQ0?>s5>3$b>hR(0+SoeR>IMu6XXi7>*#yn<V7DIgXDQg}OMSapuDK;GF}=*C%G{;3
z-q|vIoIuR5%rhRLozx8M2&e2V9$b=Mvh<Cq<=jbu%P7EExytiQ3n#{h5JhyJu^?$X
z`W)N4t}@8Ufcao_l?^u>sUXjtrA-q%o*XJVaW{^XaAW8URvd`EAJX?A?0vJlm)h(C
zlHinif<arc(>J&dv`iz5nwcNR`TNvWcCNMD#(kENh$2igaWfFa4p;A4oVxtLyNa^g
zG1lQK4RdLTG+bgDlDXY+$U6%e45nV&vEeI&*SmL@qyl4Ua!oI~B?2OS5vy_KW@8~0
zozX*k9~T2JM8pF$vp}SGT+<xrUv7gZYz2@24hhK^GYMmO%?*2cKWeJu!u18peH!XL
zdG4^=1BY|8=&rT|JbG!&#<AWfE@ytCdmhBeO7JEuiIM;m#yiO3V<vcJz-)$boLA$*
z<yA&HH(aIg1Gu|%iEvE^T16Df>k}y140uZrb`+~M<6(9P3^Rl}COCF>`~BHf+nTHN
zdluR~yc{W}IX&k0f~2>O&)Y}CRuV5dwx88Bc_fGGE<o4uObVp+%yQ|V`#0On#&d@y
zt4Q{1+p)ubW_|%@7vkVSfUYJwQ6Y@V(why%Iq||?n^FAXNY1rVy=>?zoYVAqM%Oo$
zhR_LTX)uaPLU<$=T%GUHX=G*E`0<Po<ZX@Rr(TjtmvX7Rjv);4VXvVR;39eg*g%|0
z69{!#(1{Q#L2G}>vpRh{VkyH%#*&VUctlN%5rw=o#pf?FqEJQ2Y_ibE*i8=YLgWO8
zA_ZG)-}B>-KEgsKjAP@D(b$J%P47(?6k?5pZGBQFT~k!ZNiRnI%0$@tK}W3FhqZ?+
zR$7tuGpWV;x?i9(RFvws2O(8DBRu9G;(Ie85~!bIoa{Nw%@IfLLk^as^)ha{W!nNY
zZM*#uwa}rosyr7q0~mncniCpN8#d*GNgSNkBjHuVZGC72fPoNV<y+rAdR#qgSK;Y&
zaq!z4=?%}=ipeS_RPhlo2t%5Fn2dPuF||L}dxr&q?wo>a1Ks?Po2#j(IiZ=$A&l*;
z$&5z8A&Z){x=s?yHhTOZb6DLveD>0C4m4&^aL$-xQmHy*ep5B<zQVYpFwt5&hZe}&
z>Y4VzdQkDYo+-eSe9xBGP*3q!P{??heI#IREIEj$#BnazGg2E2)}8Ji+6U1fEb-Gp
z3!R_15NmRSE<F@(f#WtG(rMlZ@ULC$kT-SPEe@#IcZfD(ab1k)^C{LQ5)u<d+(du8
z<0)ErPyxL@o_jI?Ra9xULGJlErGTQaSod)H;UzM7mthAij}R0x3{&xoArIZ>C&!6!
z_+qECEofXsZ9RzsD<+H|S|)fPd73y$#boHd@9zB+G$cp}8#>yYFHD<yD9!u8*Z+Pc
zXE~XpJ=I`34sJ<9dNyTR=v#W!%Y`5Fe1I;gS)*9Qzi1*%{zlVr@pM<Q@p+&_*eDl1
z5F}9>_riXX?*htYr-Y2rfAx%h-Qtq^OCAjp^~oA42L65T^3nw_?(9@s`DZNZ6NjH!
zcAq9<8|QEoSAC`{L|btilekK<Ipq1LQg<fki0#xuf+|F?i6t#LMFlgtx>l1V`NTUk
z5x_Q@fNQLsC1Gqa-`}|0*bLV?r1C*lUs8bDO>+YGFt}H>_Jy$?<8*{8(*sAZ#^-7}
z+O7Be<4-p7FNba!j)HgT?;{ErD^}_i+U{~DlwC84@uKYXZB{GpZHBL<4wjI@RLvNm
zFgeZo&v_;H6bEdpDH2*&i}P(UtvXDZW9V`cfEp0AknMX~*r;wQMJ6}0qX%;R^};nQ
zKDd^GP$eZ^qDkI{Ge2__RXYxEr&26IzDa(OveHbe(`z6Ur?}E|xdX|rryqYnO95&a
zLgRXgfX@s_)zTF4tpj%J;b8{DIHRraM>v$G)TH)JI=nKwc7;lDP{U}=0Uckh;ibWx
zFwmHxkYpP4qqFH4gdC)q4q1ughkR7T0S<KxBfsdt(4=c|Dq;?nbAq1D+xqelgQwnP
zX#4O?H+H!ZY5g7a^<Q?0{aQ)1eH;V91_uJ_Lj(fC`Hw4!l7jMl0(|m(@!!qmFxfu6
zRcL1GvY@D$M*7M%(sU5JQWE*GC&&bt{R|P;b{5+CmV_Zm6t3-H`u@yKHLg`92_et7
zB-{A(t&?+Yo8?G=APxP6I$WUz>-t+=uap4(;Hvz1&{{=j*c--~+vLP?4nhIO_3VIt
z%WjF?OddhPs_{?yVG>TXy*5<a;YNMBSWyBb?xX7V&sPR`(AigXJgD{2`8$C*4q~6*
zY`Nhx-?&J;Nf-Jl9LjW*Rq)t2xirE$bPI(%W2!ORGO;2bRn>=}6rVV4D{6MOqArAN
z_i9{F$=o%ccn9r2`1Wkk!xzIKVGAcyTs^lKwlH5}bCh%9xwyX{bPO~jUdA(ODq@hE
znhs0ZZpoU5(0O`ZWyU(<N-cU&mno2?eW1bQV#y(uXA7KE>5Skw=i!UvZg(qjyV;3l
z@^Gmcm<TN_JzbSEzV^FYPshG&FQIqwF6+JTjlF-7Ntg*r%Uq~c>u;P1Mf~w`IOJt-
z1;5wjK7xziBr&et)jmfL!xaSF2H#dan;a*REA(}6OF)H8BCR_3MU8^+3{TBqO!KTG
z%tH%&W<W?GF2&bflBBuYSq}d)z0LaT+=@a@<!A-YM@#vL_MP0<A0&pAN{aXEnVs$|
zY^o{jG7I6(X$4RV4msHJm&f}g3Lc+w=N0aSD|DkPsg*>`=?V{DLY2&aYAg@1D_^Xs
zcii&D1DQ51M3|D3!dl^H^-EG6xw5EH0}ozgKBCH6NZNi3jc1+^@;sC+p`V8@daD!E
zZ<2wO*W6$w98lXmK{HCLgA*3{gg-Wkf9s|o0R|m8qL3ruciRCb$W5-XAUIzpUcP;&
zV_Mq1up|7jxsdmaQIRU9w4=wn?m_`)m9)vjJ6uQ83wM{ryAw3JNayS4K=HQaSL?GZ
zDScR87)3e(Va;;HGMKCfuym$H(${)CwDFQq5tH#OP3*e-R?!UiS-PW56qnnvB0Xx1
z)`vksf8f`qHG4{hF~U@`WRe7SLUTB@Y|Z8V7qpWUwVwq=@7}L!(1fny3NhjQr-bJF
ze2I*%dIp*#pWeQQ3~GCqjn#6TSsMso7;5pzgkt27$S+xa@k#)?!I{4wfZMogPjZ^4
z-ebAjHZ`x9!D?fIS$Af3K@5_zsB6B2L8N@WYECFvI+Jp{vpHWfLY8{1;6j4t8knG?
zQqVSYvUsddn`Z5e-%DoHx&k*q7Q*KwF9)%FFb=3T&MzTrOs=^0i&d{M9kf3_s7~&{
z_^QXA4w*_PqN8^`qTSIe6iURqgCQpItl<YLrsoe=kVl*)B1_9!8y_}(tCO*ykF^^|
z7%kgNDv@I9e`mt4^Mw&@;X&#<Ogxs=BL&^v$5*BGpqvppbw0B%%}IM6F^u*{Ovkcp
znu886o7mJw@4Bu??yZ8I_cSqej!SobvzCzg8;A;((!8CUWzcR9O+V=bPD=zlzpM@g
zLAfX8c0?#BZ`?du5_mY?X*OVEiM$Q@f#C26X+?M?Oi&3!+BfLU9Pkccsz2)!3eHr?
zkJHgV4;ehAOnzQwQQSAC*#;dXS9<ot<Fz(7>X^W!X6@Or8HR$j?+L_*_$tkhzG8rV
z`6@A>w7%m(zDF%l1u^q&Sl9ajF-0Ei`#NQ(kQ6`ILRn_iEASSQey_DcH^Q-L3st|2
zTKBahCn)}*P8bjj`;|iyFL~0(0vPs5dSvg~GCO-Piz77@pY9GmK?Ji=TPjk~Z!kVK
zmbi)Fk>~>H)$kY}`Dj^<;FA=NknR=^>hPR6h7jBX5`mlZ)G6mUZS(p_SDP?K;w*OC
zKV@*2FKN}`pXa-=CpX-Q7`U`JzBw$zD|_jSo|EuP=&%oU34#&xR*0cj?tE8CU10Np
zEKBlDBGra=F~TP}zs7KrdK^YtOUNeiP7VW8z{!!pE79AH;PFWvRx7c+K#sqYD2O9k
zhYD`gC08BbTc08th=iw(jPyu9m3(s)y<b{;a%c^o%7U109~(efT3>ir;Za(6JKlDB
zPajxpuiT}s?mC%@^^+H1N>^Qhu@l-}V(aIyU_HCVc-Z4l+#Mjc=egKD5yX$2=qBEU
zVkYh;qx0FDof<@JU_SWv;vA0Ow2}?S<4*`%Xko`ennlZWZ5z<qi&i|{Pk!j(h+Bf7
z85#$4Og-*sKVv{>X1`Tp2qu;W{KZKDN!i;~yFStneWMf~-ha^!o%78A<<cPj!<yv}
z*NIi`2byTHm-n#1%y0tC#@1@9+>(rM9BMzEtHjGPdVz}xy}y0N5N;*lHggp+l9HSP
z={=Br(1`o^;|a>lcQ~eXc&~S(9Tp=sEhkN94#VY>EFK@B*dfHB+}ct_>$dwaj+17?
zJKL6HX0l>{P?FDwrM409+(W@#i?l*30?3m_MCiE|Qlb$itdAo$8Fu*Ed7TQOWICR|
zZPCd?N+!|=I8-CRgZUpFtCEPIpak@!h~)S*tT+|<#Mor5EbSb_rj7KtIF%UXFinjt
zsT36%73uKgB$?tAEz1<c9K+l$)W{^w^eyEAEGd=P_^?Ectcds+nbaPXs6?Zz2sJG;
z<CK3CTe5RL$|VY_!KJ|$HMM^^gYpUB_7VBl6A1uP{R+?Z*U_MV-#}z%X{BkV@1So+
zZRcbcN;5J>Axb4CE+G{zEhRo0CM_|t8#0JMIkZboUc|T!{4cNgHL{?AF&Rxl0Rpn5
z1RQnwj|z|#{3<OgP@W<jxuRARaDS~T0B`$!6-<;alrK&|bQNKYjU>ABt;W2u++vgq
z_hT)cir3{Fn>~4(Ld<ObJc2{?Nnix7VDXO2QKP}qZ7{U%!#j!|{=#kEn07PXQg&2m
zjRn_@oizW*w)=Rj;#VW9!NDeMKV8}vnge*PSdW#gp~eo6!ju7Xe-qjc=VvA(DDWKn
z*t|rAk9*Y2Kg_6&`#27aXJa@(g+xH#lzvcNbYhc~&vaX7zy)CqP$rjho7DBlapft0
zd1xT&%kl*pil;OSTimi4!pL0xcAhjTd^1o7k&$&!6kl!X36boMx4zYiJ$XoeNNW*R
zUK<BQ`GZ&#o2XjJ5&0t_PgQ5}BwU#MG#P$a<M@^QOgafGi@f^rh&4&)-f142%LHc`
zA>Fx*kCz8dwRGS#_DqWl|1c?Yr7K>Zf@$T0&x@As7$NYjEcj{uLbda*fZ_g~g^-0M
zpU(sQ+`U}$Ta?rm1$aS~7a!_cuQo~|H2ER;%DI3{iqZ!LuTt9b!;E~;p&#AYe%rg5
zQv<iQEO5^xq|mewcB)Z6+#=r2$N`Kq7D7xXB=Y-ynBJegC{)gzv9`~OE<$6O)z1Rm
z&+WF56?+*tFs-7!D9ee`og$a2CxiWISs{~~Ucl<~i0l)ZIT*m|n!UTKGfxdLVp?4G
zy!%I+IA@Q84CBayEplC#F>~-^;xdn`ZN(+%r7BM!&9EIoFA>oOCBMN>M%uN<d>G~q
z;7SK~=1D#v-;A&i@h$9Pl<KXo<<#X2l|4PzisR?mj>)FX&>}h22<&6xHFlMvHqohP
z(F!1JFs*_RH)6#Qw*6$SZj(>dv?XnL0+_abJy47GQv8skI#Eo~86@d8uf60Kn_ub7
z@y&g;1(7*+{l}*@d{&s)%$;R2+4GG8>%dOpbBPE3>*}iGS}m%&m#Cg@)v|Ho>);lp
z*vSK8*Pq@}-)XMlTzIw&bG~BESn7S^<2y$?q_?@U@e(2@8zH?uNkxn0HOx~%v91A9
zc=KM5A`*JVK6Z=D$f-!Re5>5<)m!Q>Rj%xua9W${p2q@z=wtW71$wdj3<Nbjb>c0P
zkL~Afy-o5^S-Ucvo{Ic=r}Xnl{PTy|w9zC!hQ8#iaoish;6^c=LUo6h-J)%G7oq5a
z!Ca1J^s;(V)SGGfS5R8?m=S|hW8xBWn2#pVA~v5NN8#LHZwE-BTB#}nmMcRy-VSNf
z=bFI;d0ZU!hJ1ARdO){KpR~%M`C>oX=fuW;INk4f1POS<col{Lh5!YI|Kw<eOgdxY
z24u~|&E#V>@+2^V668lDKh71Q--i(4!p>`Xcf`+hmK+oD0a5Z8Zh#Nn-Tb9Fqq9DB
z!=v@HZA3=H!`5Tpk-rv3byat)Yb8`^-?Gm5){-v)M^2U_txxu%I7lY-J*MaN0%Xkv
zYQ`PBbSoyrm$hsh<jE7ALf4Kf)MT&PPeVT+;Q}^JR!LgUQT-d|rw#}P5z}c)X~Vv?
z#L2t5H4i?qm1Vc&$G47y+S^^z3<i#*O<~vHuKn0-N$IJ0UlfcPQZ2RCpeKuI&*isr
zR#WQzwq>3}#UHm1&9<fOA7pD67_)eC04GiZ<8#q$`133$sYSN+Y7}hx&j0J2x1(Qc
zt9$x_hip1^?%lW-@O}X@9<W>b_j9en(}SDG#l|ARuM`AZDkYZHkfdQh)d~lP3ys%}
z)Nb>NTo#zvP!~9odNfHER4X?$E~`1ciNBMU2_Ltr+IBKu1=)Z4xtDHJa4NG!JvKx7
z9G?dIV7-cu{MND<r>*QLex#_1OWBxn(Z`}5(G5EY56%S9mJMI{&1brcd?^)TnluB`
zSR^C{Dfe&zs`$sSYV*V{>P{d|Xhy_PKjDYi&tPR-^?6oQzUAP@Bj2B3S<?7)+l(WA
z%pb#j)#%h+^HXSiz4XJTdw^Ti<sG=8Tb6nhfgtcRQBbm~p2+fpGf&%}CIk`Th|AFs
z*1+XXF+}uR+8;tK&x<e&yu;|VHm={jvHy6oR6oj$d#_#2m~d(t4&J+wEtt|dNBJ(v
z^fIwbuVXb!ewv|`w?DuDhNOt&Dz9d#J?e7(_2lB`7jjp@uIw=38h1H`)dfAsmt?f?
z`1gXD)q@-a;o~zGR6qMX`0(Ue(z=m`tHZrZgNB3?GG1KULZ@@1R2QOZLk$(MEyD6`
zk`!4v5qWyV;<fpkO__eiWRQ|x+faMDS&1x$XVaa?9h6nKdul;b8tB(-&%L%6J)3TA
zX*wY&L090MxmZt2r9i(+Ev}}QN4yY_dKJGyi`$H+`P}vBRQTua*P>yWf!)E8ydOxz
zpd+WW2d%bgu2l5~{0)&>RyMqKp#H3fjw|o)u@8pnA(n6nX+?-QsI7Jp<wUN2geTj+
z?4nm06G^rVUMn!s<%8IMyrh?qpB3en=M^4Bxl)inFCoufYXt`^9$vdEV3xCSt3;q!
z_#AyJw<*=%)0*Ibd5-^iK6el9DO55r&%VxvpeZoUus1VhhiKCs`ZQ!g>C$-;X4W*7
zUQ;`s%?jt~kxN9G5!?S6@#}ZWV8G0Bmt+6lsXFH>ciI{pL|Uk}p8TfL+y@u45GcXn
zNi>>Oa-2r?8$UDG3|p6w>VA|)Y(iGah!2F$NT9cV2PD%0>_;xcrln1%S}{)&l)dGN
z;FC%bxNL~Qwz=^&eKcFu&~6H&7)?!Cct1l$sc4*e^9hH{=?zmqb9Xv1C9E9$Y?f16
z3dfAJu1Ke^aw1BU@jq{3n9KdVvF*1iPd#f+Po;%sFT4$U7yO_DF&!~q-K15__YurZ
zQiW>DDnn^ll}(y|ULkGa-l1Xnu}u)cUp8}N5Bn(Ws|u&D`g6|4c-u^?o%1P~L=zAg
zfw^SnCm;ohp9LPfZ4BCA^X`Fsn+ND7tK?SCk&Qfv*Jdmaz_^nR3C>QfNAX+oSa}de
zsC^f$v6(P6Qoe;$0SIYNr&F1poQT=wM4CUnsIAjIK*6#mSNJ;8VIRFVfpcbrhlk;w
zz8d&B2kOopP-ZrGp8R}VP`o0=#B|{Oi7K8uLq<mola}mrVb?1al(ouBd4$qUKaBlR
zmgtF%`rUEl4g<qUvYPXU?W3LrKh;#&H9Ft;YEIggkrfHORY+*^{)CSSNw7%WtSXmh
z@QZ*M-azuVb01)5a_bJKQrDxO_x7-n31AdtM9p>a7bZzIl?*nzZ|KNdBqm<H5sG(#
zDjS-lJRsfT<E&4jQ&m?@j*5=BT;z6@=@nm^h>3wa^BnkC^WOriG+k0$ch`~Ev__R~
zdv8@nRbZ`1rL(pOzlnFl)4Xcj;v2`d9a4bzsXtMkVM#e7xcc+^v-++=o7|)gWry{m
zVy}zgp>|s<kY`|4-(!2f$9$gb!-wT=iWAPt*)2khlA>L`nnR9rKcW*YpoRX)5-(O;
z=r%Xvwk(hMLOmK-<+(Qd7K-=O{gk#WFyM5h&Ys<PU4G|B)LH=@UhZK7oyP|Oy<IeX
zYAoMPx1LRU8}_8rd!dPYp8j|@{HXf_FGnmg9Yp~yD<#)rCCrRVippxkk<czGGOMNV
ztovY0G}Zw<<Q?V3_+$zquCb3ar$u)b|BV)0vC<nOwR!85BoQ2R<6H?s0r2JJxa)rB
z)cvaafo==3&>E5fZP7a@b`V&T$-*Ou(g&lf#qj88WGP@dxAdmKzZib<O;zVjTK&cE
z)#I>p!i89Dtq^QaT_+RsE9-)g9ddMU@+`+iRBCsxyeyAF$<p#Fu+O2AkVd$h1)&bz
zkN|njg(>Q|$`BlcH+fXLXuh=8-V&<LdRFmf&80Qg`%D*w==_i1EUnz`MEsvUjlO0p
z&wXSO&`hZVFqK@bES0430jG-Aq=yu5m278h#fha@8>#%Jp9UEM+|EZUGHni~`YEJ7
z-hNGbP`9yvwFT-3_gYM3fhgTf#;yS+Q?+i^gLL=t>S)3tn6|Oc;y%sxraGGj51Gfn
z<J!okePMb`q<5nSvI@M3Arz%k2onLaDOI9G$dC+ZI*;A<Mih~_Et{7gW0s00y3O|=
zytBrHO4)jZvg4R5NS8Scn@M#ULK`7&Yhlr646Y5ci)s_2YcX;<GN1PGz~HU4BTbZo
z9FCq^N12)-^8p*XH)I-Hv9h-k5QYl~r!;m>7Wc%2*rKW34E08xSD!<@v29~)OS{ol
zVRy(aY6~C-Pmbz=fQnRBX<(|qRXP@@h<{cam+B&T&^<6IasnL^$(|*ErAYPi;cQY?
zU*{gH9v6=scZ3LWdjwK=Rm78R6!|f!dULr5S%z-|?C1fMwIaIcWXYxewMv2N^LMyH
zQzyu$m3${Tm8nF!CmlC~vvJ;j+6G<6i2BTBVN|@YxGSewMWFtQg}N)5NiE(D!e8)r
zDP9W6*xN(aN0tvxROVjn3JF-|2XPjWOk6DZDcNSSXur@W1g}Qmt+OP0^3mkqXSY<x
zXX^6yYec>&l<yBLd=sGSB}y<A3ad~S(9}WAbc)_@(74j~fE7h+=^i9g)chG)Q$$LK
z0SmBrU&bbt*);{khvTYGm+kOY+t~-UQ-2iGJo4lf@66*;TZOrbUAgV!>2FJ#Vn57i
zS|>2*mK`_&jmJWn9m@$)e{J`D^L1ROqU^m!_UEnIqfXah>&A;kqgrhh1>DtDJ*Mr9
zGz17~Qm3eS>O?Vx{2)#FV84XCwd0&b1g;0F&6x_z0yboup~dHC1T|2Ly?>IykcC$~
zMoPD<8r{_?QJE=}ljD$y<W!O)Wek}d&Lq!XRm&M5r-v|6BUGq3?4>G-oLzwXF=Cw)
z%p=)|M=}qWybr_tdUUOM=5@LWLytmU-fe73HA@)vrKxr<nmt;@qupi2%`aPXze^g#
z^6ObFm>ctVJlJ7*&~XSc*Y}7_S(;?(>hHKkn4Ao=gf!aP0^5yNPb3=TGjF{Q0_!={
z!jn?L_q$*hLd2D!!f+`FRygQstC1L)I^&X~^OAyJ-}`#*v+tdOHfvSG{J;Z{AuefC
zC@MG2XX`-;YspkDVunX4%;&~et}s0`jXjKWtY?4D3UWd=%UV)o&SMIP4T5NJNOmXF
zdVh6pEjMP&U`Tfnaj$A;7V=oS^;9|HsjHvkNMLQ$Ga65~h)W=!tM88sh$KN)q<|`w
z4oTxQ=?vZ2huy~Yo3)jLhCe8SSzMyFDGH$`xNEZY_Uy1Ln+et?Jgcvey%$Q)QB}gb
zi1goimO4|1f31F)#R6Vn>^{hIvnH;d&iTp7{G$wFMEHzICH4D(Yc!Cb+IfQ*>?_!-
z4fuCm7FCWQ`x#`4Rwy!bP0Zm8GM#O5A%_^qb+LQAbhwbZUc@V!L$s5wU>(uktBJut
zmtDT_N|^8h#@IQ59)}dLTUN~D56&B?uW$j}KAqp8-tMm+v7cVMEPgak;(I_-&hnT9
z3V%)A!3(ChB^3%B{)FO<HGLp#pipapq{z_zwOhLS()-0lm=%9p48hNs!l(Dxr#b`#
zxOQjH00FXy7G>3$7J;x4cx{XHE%L%Mj|{y+#6x6X*^dg$`<gdbx<eDToH)CWN(2D~
zYAu2*GO)bb3-odMV51!L=cZ7)Dz_twQmo$HM^5?{eI;(5O|qs=an-(aX*fd_$7@pj
zqp{0RvVf25o_8tFa#Lr;)^B|f5xqxa@kRBU`KHY&(^Jk-VL1`fbhDFrdnd;$Xe5Ul
zkKfkfbuTHG9{e`M<FrEV=dSjd89`3mEQqaCz$>BrF<JFBGM9Bmo;ZLX2`tua4};gJ
zSb%VlRln-64VAi%Y_{0*grkIHL>3mM3sH!D+?lDph6B+)Jim~BR#<=-BAi_gg_=TU
zcj#x|D%r#NaEvtwnIR9t0;RSL-lY$odw~Y$S#3;J<O8bTp6p95T=S8FU*q#FeIRRd
zwD**qFa3aY36jL?isKK>w5Q2@3VUWwhR>m;yUVWaCy{NT^`VYc#e-4PCUR)~T@+_l
zr`y=TKAKoB^EAvZ@anQg$D9NiB0F_JUAdofbU(?D;%B+?LNZFXPg&V5Z4tc)lE2!U
zvr9McpxgDSK$l$hc?0HOc3|zm@XV*aJIP0Uj601+8FHkBb4Lv3VJ?yueKz}Ym1y0-
zMmHsnP1>Wg=j;m6HcHGaq5K`B3N5Sd+g%Qmr8!Dp$HnY(;Q`rRhLBhZ@r6grLmCx*
zbd^}4qz><4?>^&fjFfdHVI;Wi2F{io&lAM?^g+4)K$3uBh{o12IP}#GsW0?rqon#C
zUf(>QYNitkI^OXG+9Dd+V))iXTWK<uC4Hk@ZYIQF>Ff1oHC%U)#zB-Ig(#ZA&~9a@
zs*Piy2)C`5Y}?Wft3dMy&*%n0WR|(d6e<Y@iou`A*!N>YetFMYVw4;~@VQFpI?@@s
zcEav49=KyKQNWX1JdKDnxYy4_*3}l&kiE)=V2StWNDE{e{_DAsBJHisD|+>i;WX>F
zg%L|5)~tEBC6@@pS=)E)R`>!wUz@MBVqE4#?FlH%X-8jb25pHj8X;{1d#2DPpJ#<0
z(APa?ko^SFTXAUwnA`hm%ErP}2&j0yN{ZK+vsOW4GkNQd6NRh*kuJoi%r{?4t~#OJ
z?_)<5M-}F^OF7sE%7BjtP&+EnDi&})JHmZ7K&I(1E@*r^=6P*6iS>V9TYm$45LSI@
z>oEkUtv8coLE-E90@;ZBjJJ~UD6=rKKCe}(Jlprf$79^FbK%T0-_u94UM%-YcWhWl
z_+}y`*-4^tiSm}Zms{%j6Fq+hWh?@)BWXmN!!ylOrmOp=0Fa+GanqL$tnTONF6%~R
z_rh>^9E<KFvMNFhsYa9WGlU>FZ2rzi8s-;ZDZlSbkg&_^uY=L%TUk7qs1#|CeMbIW
zomM+eIg{1(k~~wIDo?Tg@S`3>+Nxt-a51?!h_DXB8hWJxEmTUU33B!P7^7=#>heB|
z1!~AI@DuNC_dg~hs(#qHdefMEf40V7dTRgHpFqpMfFwdI^b<5(3-spB^y@{SEzmCJ
z9c)i0*oq!Vo`U>)YDb#j8s{rDtTWIG#r+U}{Yi|eStXwpH?-SZQRPuf+Ga^)08(WA
zD_ri|M=lY{!t|yMO<v*eS|z~_S2@1cotfuw2{+7hh>6g7ts~L7k%@Y7N#?+QA{Uk4
z<2hzspCsNtbG$%G8M1N6z|8~)<#>B^85<vgT}D%0A_MPgua|;fBc98^5WoAhhhRB6
z8R~!!j2yJLqUH3Twr=~KRZjE4${E-2N}I@DXDL0m*Oytg>fX={Wm}{Xr1fmCT%dc1
zK2Qj;*Vdr{9f$1lg2lc_I?23ZR6JH;fLdSrv~F0x)`>c8)9A(O+S_)nyq^4u;ram>
z83Y+HdkX>dYudOsy>gNg5Tr1K7YGOq@ZY~up7*c6G;NG60E_8>;A8rlx&{Wun%X+X
zfJ5*93i&lLO!48ZMm^*M(8C4jKPHC%f}DA41JM5tu`;FxfEcK4E&r8t*zWP&t>?S7
z03f>>-~q&y{oj=5{gC(p$i~W<{$FET{hs@iJ_=3{Bp~7<;Gp%drSHE|p0`QTU%7uT
zk&eBw*{_5Azq35#@Lrn%6Wv-ZKtO=7PXC+oys2~khxLD`Kjc3v!H3EKWGvtV0_+I>
zzm(^VHu*pKZH?{hwe5^8E&h;Q(aDW50B{!gSA4i%bM1enJn!AD|H=N3ssV(BGj`Db
zZ%Rp~Ee$ROkW@bYPRawEOaF&T|CMB=t!t`n_>TY=zpF%Kj|9XQK-vS4el0QlmGZoU
z0nx<%on&JP2$W%~X#-equ(11eRrK#bkR!V@W&lMJ@Sy)i1N`QBOCJ9Pv~spHvb6Yb
z1w@}km;wfb#pwXlJnG*l&A(Ir85HLal2k6b7j^+QO+XU?0sZP6f2BO{^RwS1F|so^
z`vbwPDE@Ag1PI74{C6p~Zhs@#m}?sv>;8cuI&6fg33#<9-~pUV{@;}6y@?I{PX+&9
zo74Oiib7UKnV#C{cfC5En@B_hF7)Q0|L028U!Xj1N1Xq_(d3g6{dZ9Cxl@TXAa^?8
z0raW=O?lpYRR0B}`Hvbmv$V9L*8N?!d><j1SU@AX0yLt(BX9p7k^ffQUt$4>|46w1
z^ZV;3&wG^i&r<$Ne7xV~%M&8ASq9K90Uht}@<Gx42bhk%fq}k_m5rsHrLLvf-;0a{
zFpo9Ivf-KldsL(k1oZV^<U8{wVf=qY{<9ZQG0@RcIk7TpGBZ+{8C%#pQ5jm;|G|pZ
z{qQz_0a)`#)qe(x`s<x}-UqV(;f4Rwu5`5l_W9pCE9ufD1tXxF)j<5N7*f+eLx0oD
zzaukT4;|nE*Vfbl6pi<nkbvJj?@Wt7BXzaS%ya-2>QB~03BiBK0??|i0ah3PZ?sdV
z|3I^}aL~80{j&w$Pj_AA1GukNs()VD^%pVEJK6KkIDK;+eLX$>KY0_#PX^%Y0OchC
zE*1QHt3nI^?=VesTSwzRd5H5D+-PV(%p!02-<8K2{b%Ga2M%bZPR@U*T{am8-fBRz
zPXQ<pV8#A7<#~I@|Cwg4Z*FPhY_4qq@D}C(1OEpo&5!Dt4<CSleg)OR`(Na*`gKhD
zGt@#`(?Q$J{*Ugb$xF0i3=9a!3+eX?X-NJv&C*KW!UkX_{~#K*QT@0ppij<3{B9yU
zGye>;)pxS`1L#+={xUv)_dd2Ae}T-5P5-NlUV84M{{rX-oB;3h_d!_k-x<1=7Ixak
z7W%(Ja{g|(D$h~tQUS_d0yML~J5$i%zX|f!#a!Bda$~a?l_V2@BAEh6e=pAb$loZ&
z7JB+l#ukQukc4vXl$RIKDowb7fH3}6?LS8UV*GV0)qk<XnS#ce(Z8|-MEScnlv?>6
z15k{uo%Wwc8P{m;{PTd0tO^Lk{cGRGUkNZ0Tm1v)KU;)WYZ%@_z#yR;um|E-jF!Jr
zo;UIF?;w2(2V)yci(eh%Pqr#_cs!>GFf2Uh{k?49SHGkFs;@tB5(y@cg#iQQL{=am
zfK>mR^1SasK>laM@RzEM^v(X%fD@3y&CLLI<Qu>={k^uVk$*>+X<HcD1N!?PD!o1M
z;h`Q7m~aFzX8wEgL&o?WW3CSv)9L-GJl{Ak<huYpVF&+rVcv;<r&!pV1HK1r{^YAL
zx~fqg0A_+%;&;p)?eCcXGT_bQ5+*7G7{uFuvpB?p{|TdMZ)a@wr=p$LITPUldW9F$
z?^O;b@$WDTJ#E`RmkpD`gz6IDg9iYW^>;-ZsQ%9RpDSwrP+h3c)qZm1KtQB}zf;2X
zey9911ofZF^sBx7W&Hl$BTyrMr~DeO{+Hffut7ih|2200K~Ysv90x;-v>0JT(gOJ*
zEfzv%IOR-}H8xDhgpv-Zxvu;OWZB(z!2!h|FDJquG+2(2hGlM|IcQ_rL^+sXO@l*#
z0)Ir>IL3^Vze@2Zm3`l1_q{#Wd++X@Vfc&Bo_Ef<=bm$xch7w6^m>FZx=XXUDE(?;
zHV*EHx)nDKE~IV=8aB?=@np*P+{epuDi@yaZ9+6|w6S$l#tt6GxNwstU294`aR+Kj
zK!HNb(rI6FNj{ehvaE>z_P;$5*6)P6>27`N8$L_BrjEtbF4;GC0NOr-jZc--+`_|n
zFD7F-z79Z-i@qN`9Q7h;m(21h;iEcw0XhzOu+jA8R>mAB4AIU~|HA8qRKMY^1W@e1
zn2h~6`RHf}5(i+cE{dA6Wbs+rJ=wy#vS;-=%XQ$=k+;y&WP2M|Gz}*xF~iP|%DsfL
zF7IVlw)P*zFk!Xnt2X+mH+l%ps10OhbY)hw&BUW#!Uo0}pf9(Q)+@qkPwTf#xaT?_
zK7e!gOI*)MbJOqpq-0sOu(Les%2o&&50Oo}u&SX4kf>|TjA769d3sG;q#EKBp|eH_
z8APse2}J{?9{XKN_0|q%UTQbA<eH-oGVXz_aYWWTm*rGjK99GzXV&5+@W^0<H|SJf
zZYAuhAD*7oaLyFx&IvP5Ld1t~WK!(mK{>VpO-7r=>L}w$8`<+!>p@8SGa570{6F24
zVr7ZbhRV9h*YMzKQ8raqfNK8l{*gihD0@!X?+(2It{sjriLh_~D`nd(9Ib{mKDBQi
zw3+}FP)RoihsYe&W><#*kg>;X_-+Vk?!N{0IP9)OBB|*CDO*xm#T8w!_QL}*5sIm^
z=8cpx1qD{*7b{kDLpF4-f>0mn%dM;#Bj;6?E<-!!{z@tI;k(Zd;;9|bD0QeUk4TAS
zMa}|CKELQ$_ujkR#{fNZpYykeNuizrAIt1qS;M1B=A8i61q;zV)ipLCY-JfQTfcJQ
zo>BvB6r`oWx<4WiY@WT;VJ)cOD0lh7>Mr#<<tC7kU+T-PG>r>{Txhjhc)f(+-Q(U5
zfx#M4=FrIc?f5{r=y7wT{bl^NiTG+D$ObZ1?}#S?p{fND2YaAp_J#!b>!?r`doDU4
zEN=YdU<XaRYBvG<8xlaO+c~j;V6}>g!_D~P;+P}QLNaWIgG*m-B?e<HBxj+=cO8~u
zv{|?!|9PaoA{wzU1Dc>_i%ARw?cyE@YjUz;rXY1agluTCF0LBA*Cz!)<&`p9CR?fx
zzzf=trqQtVS29Iv-5hT!AZ*9XD4cX-4s^N(_KGJWo_$ut^B!2-&djNF>moH_`4vC0
z1X%K%2q<aNs04_nEt;9Wm_~8l{(+=;+r7SSRVS=`74<EZZM6WV>CfVHT6oRK+?!Kg
zjfOAIMun5;kx~8SRyMuBm(6Pqac1^lNkrW{aKZ#^92)U1zZ4MDEZRNY={u{QhBF>T
z-<djN^J@|^=3!b2ofd5%CVMXLf5qG|1nX=?PlldQrq?A%pQaOMmwymHf9`E)QT=v<
zdSuZ&3AE7eEG@V4GLzoE9b>QK!5dJu(UW;swhUNq!<UxaZ#`3MZ6%LEyp=H2B-P@c
z<yQJ~Bt$`HtKPK0)PgM-jBQQjOI{?QNt#@bKK^0hX!v;x>_SzT{HBB`?ssJ`{ky9J
z;x(ZNry^D^l>j9@t5qW|&&q`g)6fE;XGBe507PN?$}v#i(u#0vTEM2ENySpG+Q~8-
zMH4Uf&Yrr_fwUv&Ce%u`Frz}k_H?&+#7`~Zp%Y;GL(l|`ZkwxQMAvlA#>p(sOo;_-
zC16Qjm&9+ka(=Z0<|=SXlkdeb32E8D9)v@s5NyU;2^NDQZ7wT@>E@fg=LJXRj*ZFN
zr^5wuQrY9|;yMX@_(13I*lE9BdEJV6lV6_MXZ9}}>exw{2DqxuKbSK&ll=g8(w^}F
z4O{(xfIfGR#i|(igSKcWIK7RJ_0s@l2eWzD@UqB{#6a!f6ZS&c!DI$=dA&cTpe@P{
zAu^ENpZGzFJEZIk76ba^Xa1m)W+^++!@xfCxnC@|Z^}+{Fo@M|KSW*&m3Q;Mfo$3{
zjJ*FfUe6o=U!PP_?1lCQDt503<+<LTMX|St7^qvVB9!+|5thZiIBl@9+C?nwHELfF
y?;U3YbVUdvZ#??~d2cj(frpj3Cq<GCzu%mdF%k)?`mZ``gVK?r#h=6Z74$!pEDvD-

literal 0
HcmV?d00001


From 6e73b78ca50cf6d181b5c5796bdb79afd5be5aa5 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 1 Nov 2024 16:41:09 -0400
Subject: [PATCH 40/81] MAB   Add option to set Xmx option for JVM when using
 Spark

---
 src/python/dorieh/platform/util/spsql.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/src/python/dorieh/platform/util/spsql.py b/src/python/dorieh/platform/util/spsql.py
index de1f3246f..45784715b 100644
--- a/src/python/dorieh/platform/util/spsql.py
+++ b/src/python/dorieh/platform/util/spsql.py
@@ -54,7 +54,11 @@ def read_parquet(spark: SparkSession, location: str) -> DataFrame:
 def execute(args):
     sql = ' '.join(args.sql)
     print("Executing: " + sql)
-    spark = SparkSession.builder.appName("Dorieh SparkSQL").getOrCreate()
+    xmx = os.environ.get("xmx")
+    session_builder = SparkSession.builder.appName("Dorieh SparkSQL")
+    if xmx:
+        session_builder = session_builder.config("spark.driver.memory", xmx)
+    spark = session_builder.getOrCreate()
     try:
         df = read_parquet(spark, args.location)
         if args.table:

From 51b475d5c989fd3852c4d6d10623d5f35cb075f4 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 2 Nov 2024 16:14:22 -0400
Subject: [PATCH 41/81] MAB  Updating Spark utilities

---
 ...es__County_Default_Annutal_Components_.xml | 13 +++++++++++--
 setup.py                                      |  2 +-
 src/python/dorieh/platform/util/spsql.py      | 19 ++++++++++++++-----
 3 files changed, 26 insertions(+), 8 deletions(-)

diff --git a/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml b/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
index 34bcbac48..2c2496646 100644
--- a/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
+++ b/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
@@ -1,20 +1,29 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="Test Exposures (County:Default:Annutal-Components)" type="PythonConfigurationType" factoryName="Python" folderName="Pipelines Exposures">
     <module name="dorieh" />
-    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
       <env name="PYTHONUNBUFFERED" value="1" />
       <env name="AWS_PROFILE" value="urc" />
     </envs>
-    <option name="SDK_HOME" value="" />
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh_test/bin/python" />
     <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/wustl4" />
     <option name="IS_MODULE_SDK" value="false" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
     <option name="ADD_SOURCE_ROOTS" value="true" />
     <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
     <option name="SCRIPT_NAME" value="/opt/venv/dorieh_test/bin/toil-cwl-runner" />
     <option name="PARAMETERS" value="--jobStore j1 --retryCount 1 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/wustl4/outputs --workDir $PROJECT_DIR$/../../run/wustl4 $PROJECT_DIR$/src/cwl/test_pm25_yearly_download.cwl --downloads s3://nsaph-public/data/exposures/wustl/ --strategy default --geography county --shape_file_collection tiger --database $PROJECT_DIR$/../../database.ini --connection_name nsaph-8432 --table pm25_components_annual_county_mean --ram 1GB --test_script $PROJECT_DIR$/src/cwl/test_cases/exposures_test_pm25_components.sql" />
     <option name="SHOW_COMMAND_LINE" value="false" />
diff --git a/setup.py b/setup.py
index 1b13b059c..a3183e965 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.2.8",
+    version="0.2.9",
     url='https://github.com/NSAPH-Data-Platform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',
diff --git a/src/python/dorieh/platform/util/spsql.py b/src/python/dorieh/platform/util/spsql.py
index 45784715b..c5e58ed38 100644
--- a/src/python/dorieh/platform/util/spsql.py
+++ b/src/python/dorieh/platform/util/spsql.py
@@ -51,14 +51,23 @@ def read_parquet(spark: SparkSession, location: str) -> DataFrame:
     return reader.parquet(path_to_parquet)
 
 
-def execute(args):
-    sql = ' '.join(args.sql)
-    print("Executing: " + sql)
-    xmx = os.environ.get("xmx")
+def start_session():
     session_builder = SparkSession.builder.appName("Dorieh SparkSQL")
+    xmx = os.environ.get("xmx")
     if xmx:
         session_builder = session_builder.config("spark.driver.memory", xmx)
-    spark = session_builder.getOrCreate()
+    cores = os.environ.get("xcores")
+    if cores:
+        session_builder = session_builder.master(f"local[{cores}]")
+    session = session_builder.getOrCreate()
+    print(session.sparkContext.getConf().getAll())
+    return session
+
+
+def execute(args):
+    spark = start_session()
+    sql = ' '.join(args.sql)
+    print("Executing: " + sql)
     try:
         df = read_parquet(spark, args.location)
         if args.table:

From 07a564d9f6134f214b61a4bdae0751d41348e6fd Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 2 Nov 2024 17:56:00 -0400
Subject: [PATCH 42/81] MAB  Updating Export Parquet to be more compatible with
 Spark

---
 .../dorieh/platform/util/pg_export_parquet.py | 28 ++++++++++++++++++-
 1 file changed, 27 insertions(+), 1 deletion(-)

diff --git a/src/python/dorieh/platform/util/pg_export_parquet.py b/src/python/dorieh/platform/util/pg_export_parquet.py
index d4bb598e6..fd2cc4e85 100644
--- a/src/python/dorieh/platform/util/pg_export_parquet.py
+++ b/src/python/dorieh/platform/util/pg_export_parquet.py
@@ -38,6 +38,7 @@
 
 import pyarrow as pa
 import pyarrow.dataset as ds
+import pyarrow.parquet as pq
 from psycopg2.extras import RealDictCursor
 from psycopg2.extensions import connection
 from contextlib import contextmanager
@@ -81,6 +82,7 @@ def __init__(self, cnxn: connection, sql: str, destination: str):
         self.schema: Optional[pa.Schema] = None
         self.max_mem = 0
         self.max_pa_mem = 0
+        self.flavor = "spark"
         return
 
     def setup_schema(self):
@@ -110,7 +112,7 @@ def type_pg2pq(vtype: str):
         elif vtype in ["time"]:
             pa_type = pa.date64()
         elif vtype in ["timestamp", "timestamptz"]:
-            pa_type = pa.timestamp('ms')       ## Spark does not support 'ns'
+            pa_type = pa.timestamp('ns')       ## Spark does not support 'ns'
         elif vtype in ["_varchar"]:
             pa_type = pa.list_(pa.string())
         else:
@@ -246,12 +248,36 @@ def set_partitioning(self, columns: List[str], values:Optional[List] = None):
     def export(self):
         self.count = 0
         logging.info("Starting export.")
+        parquet_format = ds.ParquetFileFormat()
+        if self.flavor == "spark":
+            write_options = parquet_format.make_write_options(
+                parquet_flavor='spark',
+                compression='SNAPPY',
+                use_dictionary=True,
+                coerce_timestamps='ms',
+                write_statistics=True
+            )
+            parquet_options = {
+                "compression": "SNAPPY",
+                "use_dictionary": True,
+                "coerce_timestamps": "ms",
+                "flavor": "spark",
+                "write_statistics": True
+            }
+        else:
+            write_options = parquet_format.make_write_options(
+                use_dictionary=True,
+                coerce_timestamps='ns',
+                write_statistics=True
+            )
+
         scanner = Scanner.from_batches(source=self.batches(), schema = self.schema)
         ds.write_dataset(
             data=scanner,
             base_dir=self.destination,
             partitioning=self.parquet_partitioning,
             format="parquet",
+            file_options=write_options,
             existing_data_behavior=self.mode
         )
         logging.info(f"The data has been exported. Total records: {self.count}. "

From 0aaeb64515713969dab051ab9e85859cab7eb251 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 2 Nov 2024 18:24:17 -0400
Subject: [PATCH 43/81] MAB  Revert: Export Parquet to be more compatible with
 Spark

---
 .../dorieh/platform/util/pg_export_parquet.py | 28 +------------------
 1 file changed, 1 insertion(+), 27 deletions(-)

diff --git a/src/python/dorieh/platform/util/pg_export_parquet.py b/src/python/dorieh/platform/util/pg_export_parquet.py
index fd2cc4e85..d4bb598e6 100644
--- a/src/python/dorieh/platform/util/pg_export_parquet.py
+++ b/src/python/dorieh/platform/util/pg_export_parquet.py
@@ -38,7 +38,6 @@
 
 import pyarrow as pa
 import pyarrow.dataset as ds
-import pyarrow.parquet as pq
 from psycopg2.extras import RealDictCursor
 from psycopg2.extensions import connection
 from contextlib import contextmanager
@@ -82,7 +81,6 @@ def __init__(self, cnxn: connection, sql: str, destination: str):
         self.schema: Optional[pa.Schema] = None
         self.max_mem = 0
         self.max_pa_mem = 0
-        self.flavor = "spark"
         return
 
     def setup_schema(self):
@@ -112,7 +110,7 @@ def type_pg2pq(vtype: str):
         elif vtype in ["time"]:
             pa_type = pa.date64()
         elif vtype in ["timestamp", "timestamptz"]:
-            pa_type = pa.timestamp('ns')       ## Spark does not support 'ns'
+            pa_type = pa.timestamp('ms')       ## Spark does not support 'ns'
         elif vtype in ["_varchar"]:
             pa_type = pa.list_(pa.string())
         else:
@@ -248,36 +246,12 @@ def set_partitioning(self, columns: List[str], values:Optional[List] = None):
     def export(self):
         self.count = 0
         logging.info("Starting export.")
-        parquet_format = ds.ParquetFileFormat()
-        if self.flavor == "spark":
-            write_options = parquet_format.make_write_options(
-                parquet_flavor='spark',
-                compression='SNAPPY',
-                use_dictionary=True,
-                coerce_timestamps='ms',
-                write_statistics=True
-            )
-            parquet_options = {
-                "compression": "SNAPPY",
-                "use_dictionary": True,
-                "coerce_timestamps": "ms",
-                "flavor": "spark",
-                "write_statistics": True
-            }
-        else:
-            write_options = parquet_format.make_write_options(
-                use_dictionary=True,
-                coerce_timestamps='ns',
-                write_statistics=True
-            )
-
         scanner = Scanner.from_batches(source=self.batches(), schema = self.schema)
         ds.write_dataset(
             data=scanner,
             base_dir=self.destination,
             partitioning=self.parquet_partitioning,
             format="parquet",
-            file_options=write_options,
             existing_data_behavior=self.mode
         )
         logging.info(f"The data has been exported. Total records: {self.count}. "

From a44a809ade87476de6e3d49210b51ad09e7099fd Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Tue, 19 Nov 2024 18:54:43 -0500
Subject: [PATCH 44/81] MAB  Adding Groovy DSL

---
 .../org/forome/dorieh/domain/Base.groovy      |  61 +++++
 .../org/forome/dorieh/domain/Column.groovy    | 208 +++++++++++++++++
 .../org/forome/dorieh/domain/Domain.groovy    |  60 +++++
 .../forome/dorieh/domain/ListCollector.groovy |  21 ++
 .../org/forome/dorieh/domain/Table.groovy     | 221 ++++++++++++++++++
 .../org/forome/dorieh/domain/Workflow.groovy  |  39 ++++
 .../org/forome/dorieh/dsl/DSLParser.groovy    |  75 ++++++
 .../org/forome/dorieh/dsl/DSLScript.groovy    |  37 +++
 .../org/forome/dorieh/dsl/Dataflow.groovy     | 115 +++++++++
 .../org/forome/dorieh/medicare/mtest2.gy      | 102 ++++++++
 src/groovy/org/forome/dorieh/parser.groovy    |  31 +++
 src/groovy/pom.xml                            |  82 +++++++
 12 files changed, 1052 insertions(+)
 create mode 100644 src/groovy/org/forome/dorieh/domain/Base.groovy
 create mode 100644 src/groovy/org/forome/dorieh/domain/Column.groovy
 create mode 100644 src/groovy/org/forome/dorieh/domain/Domain.groovy
 create mode 100644 src/groovy/org/forome/dorieh/domain/ListCollector.groovy
 create mode 100644 src/groovy/org/forome/dorieh/domain/Table.groovy
 create mode 100644 src/groovy/org/forome/dorieh/domain/Workflow.groovy
 create mode 100644 src/groovy/org/forome/dorieh/dsl/DSLParser.groovy
 create mode 100644 src/groovy/org/forome/dorieh/dsl/DSLScript.groovy
 create mode 100644 src/groovy/org/forome/dorieh/dsl/Dataflow.groovy
 create mode 100644 src/groovy/org/forome/dorieh/medicare/mtest2.gy
 create mode 100644 src/groovy/org/forome/dorieh/parser.groovy
 create mode 100644 src/groovy/pom.xml

diff --git a/src/groovy/org/forome/dorieh/domain/Base.groovy b/src/groovy/org/forome/dorieh/domain/Base.groovy
new file mode 100644
index 000000000..9fce21734
--- /dev/null
+++ b/src/groovy/org/forome/dorieh/domain/Base.groovy
@@ -0,0 +1,61 @@
+package org.forome.dorieh.domain
+
+/**
+ * Copyright (c) 2008 InterSystems, Corp.
+ * Cambridge, Massachusetts, U.S.A.  All rights reserved.
+ * Confidential, unpublished property of InterSystems.
+ * <p>
+ * @author <a href="mailto:mbouzin@intersystems.com">Michael A Bouzinier</a>
+ * <p>
+ * Date: 18/11/24
+ * Time: 22:48
+ *
+ */
+class Base
+{
+  protected Object currentContext = null
+
+
+  protected static String addWithIndent(String body, int indent, String block)
+  {
+    String prefix = "  " * indent
+    String text = prefix + block.replaceAll ("\n", "\n${prefix}")
+    return body + text + "\n"
+  }
+
+  protected static String addText (String body, String key, String block, int indent)
+  {
+    if (block.contains ('\n')) {
+      body = addWithIndent (body, indent, key + ": |")
+      body = addWithIndent (body, indent + 1, block)
+    } else {
+      body = addElement (body, key, block, indent)
+    }
+    return body
+  }
+
+  protected static String addList (String body, String key, List<String> values, int indent)
+  {
+    body = addWithIndent (body, indent, key + ": ")
+    for (String value: values) {
+      body = addWithIndent (body, indent + 1, "- ${value}")
+    }
+    return body
+  }
+
+  protected static String addElement (String body, String key, String value, int indent)
+  {
+    if (value.contains ("\n"))
+      return addText (body, key, value, indent)
+    return addWithIndent (body, indent, key + ": " + value)
+  }
+
+  protected static void call (Closure closure, Object context)
+  {
+    closure.delegate = context
+    closure.resolveStrategy = Closure.DELEGATE_FIRST
+    closure.call()
+  }
+
+
+}
diff --git a/src/groovy/org/forome/dorieh/domain/Column.groovy b/src/groovy/org/forome/dorieh/domain/Column.groovy
new file mode 100644
index 000000000..b3d8847b2
--- /dev/null
+++ b/src/groovy/org/forome/dorieh/domain/Column.groovy
@@ -0,0 +1,208 @@
+/*
+ * Copyright (c) 2024. Harvard University
+ *
+ * Developed by Research Software Engineering,
+ * Harvard University Research Computing and Data (RCD) Services.
+ *
+ * Author: Michael A Bouzinier
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *          http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ *
+ *
+ *
+ *
+ *
+ */
+
+package org.forome.dorieh.domain
+
+class Column extends Base
+{
+    String name
+    String type
+    Map<String, Object> source = [:]
+    // Contains details about source, type, code, etc.
+    List<String> sourceColumns
+    List<String> requires
+    def index  // Can be boolean or Map<String, Object>
+    String description
+    String reference
+    List<String> columns // For computed sources
+    List<String> parameters
+    boolean optional = false
+    String transformation
+    Map<String, String> casts
+
+    Column (String name)
+    {
+        this.name = name
+    }
+
+    Column (String name, String type, Map<String, Object> attributes = [:])
+    {
+        this.name = name
+        this.type = type
+        def sourceAttr = attributes.source ?: [:]
+        if (sourceAttr instanceof String) {
+            this.source = ["source": sourceAttr]
+        } else if (sourceAttr instanceof Map) {
+            this.source = sourceAttr
+        } else if (sourceAttr instanceof List) {
+            this.sourceColumns = sourceAttr
+        } else {
+            throw new IllegalArgumentException (
+                    "Column source cannot be " + sourceAttr.getClass ().getName ()
+            )
+        }
+
+        this.requires = attributes.requires ?: []
+        this.index = attributes.index ?: false
+        this.description = attributes.description ?: ""
+        this.reference = attributes.reference ?: ""
+        this.optional = attributes.optional ?: false
+
+        if (source)
+            {
+                this.columns = source.columns ?: []
+                this.parameters = source.parameters ?: []
+            }
+    }
+
+    public void setProperty (String name, Object value)
+    {
+        switch (name)
+            {
+                case "sql":
+                    source ['sql'] = (String) value
+                    return
+                default:
+                    break
+            }
+        super.setProperty (name, value)
+    }
+
+    def methodMissing(String name, Object args)
+    {
+        switch (name) {
+            case "of":
+                of(args)
+                return
+        }
+        println "Column methodMissing called with name: $name and args: $args"
+    }
+
+    public void of (args)
+    {
+        if (currentContext != null) {
+            switch (currentContext) {
+                case "transformation":
+                    return
+            }
+        } else {
+            currentContext = args
+            return
+        }
+
+        throw new IllegalStateException("Unexpected identifier 'of'")
+    }
+
+    public void cast(Map<String, String> args)
+    {
+        casts = args
+    }
+
+    public void isomorphic_transformation(args)
+    {
+        if (args == null)
+            args = currentContext
+        Object arg0 = null
+        if (args instanceof Object[] && args.length > 0) {
+            arg0 = args [0]
+        } else if (args instanceof List && args.size () > 0) {
+            arg0 = args [0]
+        } else if (args instanceof Closure || args instanceof String) {
+            arg0 = args
+            args = [arg0]
+        }
+        if (arg0 instanceof Closure) {
+            
+        } else if (arg0 instanceof String) {
+            sourceColumns = (List) args
+            transformation = "isomorphic_transformation of $sourceColumns"
+        } else {
+            throw new IllegalStateException("Invalid transformation statement")
+        }
+    }
+
+    // Method to display column properties in a readable format (For debugging)
+    String toString ()
+    {
+        return "Column(name: $name, type: $type, source: $source, requires: $requires)"
+    }
+
+    String toYAML (int indent)
+    {
+        String prefix = "  " * indent
+        String header = "${prefix}- ${name}"
+        if (transformation) {
+            if (description) {
+                description += "; " + transformation
+            } else {
+                description = transformation
+            }
+        }
+        if (
+            source || sourceColumns || optional || description || reference
+            || parameters || requires
+        ) {
+            String body = header + ":\n"
+            indent++
+            if (description) {
+                body = addElement (body, "description", description, indent)
+            }
+            if (sourceColumns) {
+                if (sourceColumns.size () > 1) {
+                    body = addList (body, "source", sourceColumns, indent)
+                } else if (sourceColumns[0] != name) {
+                    body = addElement (body, "source", sourceColumns[0], indent)
+                }
+                if (source && source.containsKey ("sql")) {
+                    String code = source['sql']
+                    body = addElement (body, "cast", "", indent)
+                    indent++
+                    body = addElement (body, "*", code, indent)
+                    indent--
+                }
+            } else if (source) {
+                body = addElement (body, "source", "", indent)
+                indent++
+                for (String key: source.keySet ()) {
+                    body = addElement (body, key, source[key], indent)
+                }
+                indent--
+            }
+            if (casts) {
+                body = addElement (body, "cast", "", indent)
+                indent++
+                for (String key: casts.keySet ()) {
+                    body = addElement (body, key, casts[key], indent)
+                }
+                indent--
+            }
+            return body
+        }  else {
+            return header
+        }
+    }
+
+}
\ No newline at end of file
diff --git a/src/groovy/org/forome/dorieh/domain/Domain.groovy b/src/groovy/org/forome/dorieh/domain/Domain.groovy
new file mode 100644
index 000000000..e61acbd96
--- /dev/null
+++ b/src/groovy/org/forome/dorieh/domain/Domain.groovy
@@ -0,0 +1,60 @@
+/*
+ * Copyright (c) 2024. Harvard University
+ *
+ * Developed by Research Software Engineering,
+ * Harvard University Research Computing and Data (RCD) Services.
+ *
+ * Author: Michael A Bouzinier
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *          http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ *
+ *
+ *
+ *
+ *
+ */
+
+package org.forome.dorieh.domain
+
+
+class Domain {
+  String name
+  String schema
+  String auditSchema
+  String description
+  String quoting
+  String indexingPolicy
+  List<Table> _tables = [] as List<Table>
+
+  def table(String name, String type, Closure tableDef) {
+    Table table = new Table(name: name, type: type)
+    table.with(tableDef)
+    _tables << table
+  }
+
+  def tables(Object args) {
+    
+  }
+
+  public void setProperty(String name, Object value)
+  {
+    if ("ps".equals (name)) {
+      print (name)
+    }
+  }
+
+    String toString() {
+    return "Domain(name: ${name}, schema: ${schema}, tables: ${_tables})"
+  }
+}
+
diff --git a/src/groovy/org/forome/dorieh/domain/ListCollector.groovy b/src/groovy/org/forome/dorieh/domain/ListCollector.groovy
new file mode 100644
index 000000000..423d712a5
--- /dev/null
+++ b/src/groovy/org/forome/dorieh/domain/ListCollector.groovy
@@ -0,0 +1,21 @@
+package org.forome.dorieh.domain
+
+
+class ListCollector
+{
+  List<String> items = []
+
+  def methodMissing(String name, args) {
+    if (name == "item") {
+      for (def arg: args)
+        items << arg
+    } else {
+        items << name
+    }
+  }
+
+  List<String> getItems() {
+    return items
+  }
+
+}
diff --git a/src/groovy/org/forome/dorieh/domain/Table.groovy b/src/groovy/org/forome/dorieh/domain/Table.groovy
new file mode 100644
index 000000000..ee54ed674
--- /dev/null
+++ b/src/groovy/org/forome/dorieh/domain/Table.groovy
@@ -0,0 +1,221 @@
+/*
+ * Copyright (c) 2024. Harvard University
+ *
+ * Developed by Research Software Engineering,
+ * Harvard University Research Computing and Data (RCD) Services.
+ *
+ * Author: Michael A Bouzinier
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *          http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ *
+ *
+ *
+ *
+ *
+ */
+
+package org.forome.dorieh.domain
+
+
+
+class Table extends Base
+{
+    static final public DEFAULT_TYPE = "VARCHAR"
+    String name
+    String description
+    String type // Could be view, table, etc.
+    List<String> from
+    List<Column> columns = []
+
+    def methodMissing(String name, Object args)
+    {
+        Object arg0 = args == null ? null : args [0]
+        if (currentContext != null) {
+            switch (currentContext) {
+                case "columns":
+                    if (arg0 instanceof String) {
+                        column (name, arg0)
+                    } else if (arg0 instanceof Closure) {
+                        Closure closure = arg0
+                        Column column = new Column(name)
+                        closure.delegate = column
+                        closure.resolveStrategy = Closure.DELEGATE_FIRST
+                        closure.call ()
+                        columns << column
+                    }
+                    return 
+                default:
+                    break
+            }
+        }  else  if (arg0 == null) {
+            currentContext = name.toLowerCase ()
+            return
+        }
+
+        println "Table methodMissing called with name: $name and args: $args"
+    }
+
+    public void of (args)
+    {
+        if (currentContext != null) {
+            switch (currentContext) {
+                case "union":
+                    unionOf (args)
+                    return
+            }
+        } else {
+            currentContext = args
+            return
+        }
+
+        throw new IllegalStateException("Unexpected identifier 'of'")
+    }
+
+    public void columns(Closure closure)
+    {
+        currentContext = "columns"
+        closure.call ()
+    }
+
+    public void from (String... tables)
+    {
+        from = tables.toList ()
+    }
+
+    public void from (Closure listClosure)
+    {
+        ListCollector collector = new ListCollector()
+        call (listClosure, collector)
+        from = collector.getItems ()
+    }
+
+    private arg0(args)
+    {
+        if (args == null)
+            args = currentContext
+        Object arg0 = null
+        if (args instanceof List && args.size () > 0) {
+            arg0 = args [0]
+        } else if (args instanceof Closure || args instanceof String) {
+            arg0 = args
+        }
+        return arg0
+    }
+
+    public void union (args)
+    {
+        def arg0 = arg0 (args)
+        if (arg0 instanceof Closure) {
+            from((Closure)arg0)
+        } else if (arg0 instanceof String) {
+            from = [args]
+        } else {
+            throw new IllegalStateException("Invalid union statement")
+        }
+    }
+
+    public void aggregation (args)
+    {
+        def arg0 = arg0 (args)
+        if (arg0 instanceof Closure) {
+            from((Closure)arg0)
+        } else if (arg0 instanceof String) {
+            from = [arg0]
+        } else {
+            throw new IllegalStateException("Invalid aggregation statement")
+        }
+    }
+
+    public void on(args)
+    {
+        column (args)
+    }
+
+    def column(String name, String type, Map<String, Object> attributes = [:]) {
+        Column column = new Column(name, type, attributes)
+        // column.with(columnDef)
+        columns << column
+    }
+
+    def column(String name, Map<String, Object> attributes = [:]) {
+        column (name, DEFAULT_TYPE, attributes)
+    }
+
+    String toString() {
+        return "Table(name: ${name}, type: ${type}, columns: ${columns})"
+    }
+
+    public void setProperty(String name, Object value)
+    {
+        switch (name) {
+            case "columns":
+                currentContext = "columns"
+                return
+            default:
+                break
+        }
+
+        switch (currentContext) {
+            case "columns":
+                column(name, (String)value)
+                break
+            default:
+                super.setProperty(name, value)
+
+        }
+
+    }
+
+    public Object getProperty (String name)
+    {
+        try {
+            super.getProperty (name)
+        } catch (MissingPropertyException x) {
+            return name
+        }
+    }
+
+    String toYAML(int indent)
+    {
+        String prefix = "  " * indent
+        String body = "${prefix}# ${type}: ${name}\n"
+        body = addElement (body, name, "", indent)
+        indent += 1
+        if (description != null)   {
+            body = addText (body, "description", description, indent)
+        }
+        if (type != null) {
+            body = addElement (body, "type", type, indent)
+        }
+        if  (from != null) {
+            if (from.size () > 1)  {
+                body = addList (body, "from", from, indent)
+            }
+            else if (!from.isEmpty ()) {
+                body = addElement (body, "from", from [0], indent)
+            }
+        }
+        List<String> columnNames = new ArrayList<>()
+        for (Column column: columns) {
+            columnNames.add (column.name)
+        }
+        body = addElement (body, "columns", "", indent)
+        for (Column column: columns) {
+            String cc = column.toYAML(indent)
+            body += cc + '\n'
+        }
+        return body
+    }
+}
+
+
diff --git a/src/groovy/org/forome/dorieh/domain/Workflow.groovy b/src/groovy/org/forome/dorieh/domain/Workflow.groovy
new file mode 100644
index 000000000..1475b92b8
--- /dev/null
+++ b/src/groovy/org/forome/dorieh/domain/Workflow.groovy
@@ -0,0 +1,39 @@
+package org.forome.dorieh.domain
+
+import org.forome.dorieh.dsl.Dataflow
+
+
+class Workflow extends Base
+{
+  String name
+  String description
+  String domain
+  String goal
+
+  def methodMissing(String name, Object args)
+  {
+    switch (name) {
+      case "build":
+        goal = currentContext.get ("name")
+        return
+      case "domain":
+        domain = currentContext.get ("name")
+        return 
+    }
+    currentContext = [
+            name: name,
+            closure: args[0]
+    ]
+  }
+
+  public void domain(String arg)
+  {
+    domain = arg
+  }
+
+  public void build(String arg)
+  {
+    goal = arg
+  }
+
+}
diff --git a/src/groovy/org/forome/dorieh/dsl/DSLParser.groovy b/src/groovy/org/forome/dorieh/dsl/DSLParser.groovy
new file mode 100644
index 000000000..69d0a99fb
--- /dev/null
+++ b/src/groovy/org/forome/dorieh/dsl/DSLParser.groovy
@@ -0,0 +1,75 @@
+/*
+ * Copyright (c) 2024. Harvard University
+ *
+ * Developed by Research Software Engineering,
+ * Harvard University Research Computing and Data (RCD) Services.
+ *
+ * Author: Michael A Bouzinier
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *          http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ *
+ */
+
+package org.forome.dorieh.dsl
+
+import org.codehaus.groovy.control.CompilerConfiguration
+
+class DSLParser {
+
+  private static String preprocessDsl(dslScript) {
+    def processedScript = new StringBuilder()
+    dslScript.eachLine { line ->
+      String prefix = indentation (line)
+      if (line.trim().startsWith('-')) {
+        def itemValue = line.trim().replaceFirst('-', '').trim()
+        processedScript.append("${prefix}item ${itemValue}\n")
+      } else {
+        processedScript.append(line).append('\n')
+      }
+    }
+    return processedScript.toString()
+  }
+
+  private static String indentation (String line) {
+    def matcher = (line =~ /\S/)
+    if (matcher) {
+      return line.substring (0, matcher.start ())
+    }
+    return ""
+  }
+
+
+  static void parseGroovyScript(String filePath)
+  {
+    // Read the script content from a file
+    File scriptFile = new File(filePath)
+
+    if (!scriptFile.exists()) {
+      throw new IllegalArgumentException("DSL Script file not found at specified path.")
+    }
+
+    String scriptContent = preprocessDsl (scriptFile.text)
+
+    CompilerConfiguration config = new CompilerConfiguration()
+    config.setScriptBaseClass(DSLScript.class.name)
+
+    GroovyShell shell = new GroovyShell(new Binding(), config)
+
+    Script parsedScript = shell.parse(scriptContent)
+    parsedScript.run()
+    DSLScript scriptInstance = (DSLScript) parsedScript
+    Dataflow dslInstance = scriptInstance.dsl
+    dslInstance.toYAML ()
+  }
+}
+
diff --git a/src/groovy/org/forome/dorieh/dsl/DSLScript.groovy b/src/groovy/org/forome/dorieh/dsl/DSLScript.groovy
new file mode 100644
index 000000000..24d430873
--- /dev/null
+++ b/src/groovy/org/forome/dorieh/dsl/DSLScript.groovy
@@ -0,0 +1,37 @@
+package org.forome.dorieh.dsl
+
+class DSLScript extends Script {
+  Dataflow dsl = new Dataflow() // automatically injects a Dataflow instance
+
+  @Override
+  Object run() {
+    // By having this, every method in your script will be treated as dsl.whateverMethod()
+    return runScriptWithContext()
+  }
+
+  private Object runScriptWithContext() {
+    dsl.with {
+      this.getBinding().variables.each { k, v -> this.setProperty(k, v) } // inject all variables
+      return this.runClosure(this) // Execute the script body
+    }
+  }
+
+  private Object runClosure(DSLScript dslScriptBase) {
+    Object result = dslScriptBase.run()
+    return result
+  }
+
+  def methodMissing(String name, args) {
+    dsl.invokeMethod(name, args)
+  }
+
+  // Intercept any unresolved property access in the script and delegate to dsl
+  def propertyMissing(String name) {
+    return dsl.getProperty(name)
+  }
+
+  def propertyMissing(String name, value) {
+    dsl.setProperty(name, value)
+  }
+
+}
\ No newline at end of file
diff --git a/src/groovy/org/forome/dorieh/dsl/Dataflow.groovy b/src/groovy/org/forome/dorieh/dsl/Dataflow.groovy
new file mode 100644
index 000000000..b6f2c985c
--- /dev/null
+++ b/src/groovy/org/forome/dorieh/dsl/Dataflow.groovy
@@ -0,0 +1,115 @@
+/*
+ * Copyright (c) 2024. Harvard University
+ *
+ * Developed by Research Software Engineering,
+ * Harvard University Research Computing and Data (RCD) Services.
+ *
+ * Author: Michael A Bouzinier
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *          http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ *
+ *
+ *
+ *
+ *
+ */
+
+package org.forome.dorieh.dsl
+
+import org.forome.dorieh.domain.Base
+import org.forome.dorieh.domain.Domain
+import org.forome.dorieh.domain.Table
+import org.forome.dorieh.domain.Workflow
+
+
+class Dataflow extends Base
+{
+  Map<String, Table> tableDefinitions = [:]
+  Map<String, Domain> domains = [:]
+  Map<String, Workflow> workflows = [:]
+
+
+  // Stack <Base> stack;
+
+  def methodMissing(String name, Object args)
+  {
+    println "methodMissing called with name: $name and args: $args"
+    switch (name) {
+      case "table":
+        String tableName = currentContext.get ("name")
+        Closure closure = (Closure) currentContext.get ("closure")
+        table (tableName, closure)
+        return
+    }
+    currentContext = [
+            name: name,
+            closure: args[0]
+    ]
+
+  }
+
+//  public void table()
+//  {
+//    if (currentContext != null && currentContext instanceof Map) {
+//      String name = currentContext.get ("name")
+//      Closure closure = (Closure) currentContext.get ("closure")
+//      table (name, closure)
+//    }
+//  }
+  public void table(String name, Closure closure)
+  {
+    assert name != null : "Unnamed table block is not allowed"
+    println "Defining table: ${name}"
+    Table table = new Table(name: name)
+    tableDefinitions[name] = table              // Store the defined table
+    call (closure, table)
+  }
+
+  public void domain (Closure closure)
+  {
+    domain ("Unnamed domain", closure)
+  }
+
+  public void domain (String name, Closure closure)
+  {
+    println "Defining domain: ${name}"
+    domains[name] = new Domain ()
+    call (closure, domains[name])
+  }
+
+  public void workflow(Closure closure)
+  {
+     workflow ("Default workflow", closure)
+  }
+
+  public void workflow(String name, Closure closure)
+  {
+    if (workflows.containsKey (name)) {
+      throw new IllegalStateException("Duplicate workflow ${name}")
+    }
+    Workflow workflow = new Workflow ()
+    workflows[name] = workflow
+    call (closure, workflow)
+    String domain = workflow.domain
+    println "Workflow: ${name} building ${workflow.goal} for domain ${domain}"
+  }
+
+  void toYAML()
+  {
+    print "tables:\n"
+    for (String table: tableDefinitions.keySet ()) {
+      print (tableDefinitions[table].toYAML (2))
+    }
+  }
+}
+
diff --git a/src/groovy/org/forome/dorieh/medicare/mtest2.gy b/src/groovy/org/forome/dorieh/medicare/mtest2.gy
new file mode 100644
index 000000000..4a3c3854b
--- /dev/null
+++ b/src/groovy/org/forome/dorieh/medicare/mtest2.gy
@@ -0,0 +1,102 @@
+package org.forome.dorieh.medicare
+/*
+ * Copyright (c) 2024. Harvard University
+ *
+ * Developed by Research Software Engineering,
+ * Harvard University Research Computing and Data (RCD) Services.
+ *
+ * Author: Michael A Bouzinier
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *          http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+
+
+
+table ps {
+  type = 'view'
+  union of {
+    - 'cms.mbsf_ab*'
+    - 'cms.mcr_bene_*'
+  }
+  
+  columns {
+    bene_id ('STRING')
+
+    year {
+      type = 'INT'
+      isomorphic_transformation of ("year")
+      sql = 
+      '''
+      CASE
+        WHEN "year"::int < 20 THEN (2000 + "year"::int)
+        WHEN (20 < "year"::int AND "year"::int < 100) THEN (1900 + "year"::int)
+        WHEN "year" IS NULL THEN 2000 ELSE "year"::int
+      END
+      '''
+    }
+
+    dob {
+      type = "DATE"
+      description = """
+      Date of birth
+      """
+      isomorphic_transformation of (
+              dob,
+              bene_dob,
+              bene_birth_dt
+      )
+      cast (
+              "character varying": "public.parse_date({column_name})",
+              "numeric": "to_date(to_char({column_name}, '00000000'), 'YYYYMMDD')"
+      )
+    }
+  }
+}
+
+table beneficiaries {
+  aggregation of ( "ps" )
+  on (bene_id)
+  reconsile {
+    dob {
+      pick "max"
+      record ("min", "count")
+    }
+    dod {
+      pick "min"
+      record ("max", "count")
+    }
+  }
+  aggregate {
+    last_enrollment_year = MAX(year)
+  }
+}
+
+domain Medicare {
+  name 'medicare'
+  schema = 'medicare'
+  auditSchema = 'medicare_audit'
+  quoting = '3'
+  indexingPolicy = 'unless excluded'
+
+  tables {
+    ps
+    beneficiaries
+  }
+}
+
+
+workflow {
+  domain "Medicare"
+  build "beneficiaries"
+}
\ No newline at end of file
diff --git a/src/groovy/org/forome/dorieh/parser.groovy b/src/groovy/org/forome/dorieh/parser.groovy
new file mode 100644
index 000000000..76ecf0afa
--- /dev/null
+++ b/src/groovy/org/forome/dorieh/parser.groovy
@@ -0,0 +1,31 @@
+/*
+ * Copyright (c) 2024. Harvard University
+ *
+ * Developed by Research Software Engineering,
+ * Harvard University Research Computing and Data (RCD) Services.
+ *
+ * Author: Michael A Bouzinier
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *          http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ *
+ *
+ *
+ *
+ *
+ */
+
+package org.forome.dorieh
+import org.forome.dorieh.dsl.DSLParser
+
+// Assuming this script is in the same directory as myDslScript.groovy
+DSLParser.parseGroovyScript(args[0])
diff --git a/src/groovy/pom.xml b/src/groovy/pom.xml
new file mode 100644
index 000000000..ef3cf030e
--- /dev/null
+++ b/src/groovy/pom.xml
@@ -0,0 +1,82 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!--
+  ~ Copyright (c) 2024. Harvard University
+  ~
+  ~ Developed by Research Software Engineering,
+  ~ Harvard University Research Computing and Data (RCD) Services.
+  ~
+  ~ Author: Michael A Bouzinier
+  ~
+  ~ Licensed under the Apache License, Version 2.0 (the "License");
+  ~ you may not use this file except in compliance with the License.
+  ~ You may obtain a copy of the License at
+  ~
+  ~          http://www.apache.org/licenses/LICENSE-2.0
+  ~
+  ~ Unless required by applicable law or agreed to in writing, software
+  ~ distributed under the License is distributed on an "AS IS" BASIS,
+  ~ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+  ~ See the License for the specific language governing permissions and
+  ~ limitations under the License.
+  ~
+  ~
+  ~
+  ~
+  ~
+  -->
+
+<project xmlns="http://maven.apache.org/POM/4.0.0"
+         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
+
+    <groupId>org.forome.dorieh</groupId>
+    <artifactId>DoriehGroovy</artifactId>
+    <version>1.0-SNAPSHOT</version>
+
+    <dependencies>
+        <dependency>
+            <groupId>org.apache.groovy</groupId>
+            <artifactId>groovy-all</artifactId>
+            <version>4.0.14</version>
+            <type>pom</type>
+        </dependency>
+    </dependencies>
+
+    <build>
+        <plugins>
+            <plugin>
+                <groupId>org.codehaus.gmavenplus</groupId>
+                <artifactId>gmavenplus-plugin</artifactId>
+                <version>1.13.1</version>
+                <executions>
+                    <execution>
+                        <goals>
+                            <goal>execute</goal>
+                        </goals>
+                    </execution>
+                </executions>
+                <dependencies>
+                    <dependency>
+                        <groupId>org.apache.groovy</groupId>
+                        <artifactId>groovy</artifactId>
+                        <version>4.0.14</version>
+                        <scope>runtime</scope>
+                    </dependency>
+                </dependencies>
+                <configuration>
+                    <scripts>
+                        <script>src/main/groovy/Main.groovy</script>
+                    </scripts>
+                </configuration>
+            </plugin>
+        </plugins>
+    </build>
+
+    <properties>
+        <maven.compiler.source>17</maven.compiler.source>
+        <maven.compiler.target>17</maven.compiler.target>
+        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
+    </properties>
+
+</project>

From e5d9ee5666c220a3b4c82efc10f12102f4ea200f Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 14 Dec 2024 23:24:33 -0500
Subject: [PATCH 45/81] MAB  Adding Groovy DSL

---
 .../org/forome/dorieh/domain/Base.groovy      |   1 -
 .../org/forome/dorieh/domain/Column.groovy    |  39 ++++--
 .../org/forome/dorieh/domain/Table.groovy     | 119 ++++++++++++++++--
 .../org/forome/dorieh/medicare/mtest2.gy      |  13 +-
 4 files changed, 146 insertions(+), 26 deletions(-)

diff --git a/src/groovy/org/forome/dorieh/domain/Base.groovy b/src/groovy/org/forome/dorieh/domain/Base.groovy
index 9fce21734..357a4e3e6 100644
--- a/src/groovy/org/forome/dorieh/domain/Base.groovy
+++ b/src/groovy/org/forome/dorieh/domain/Base.groovy
@@ -15,7 +15,6 @@ class Base
 {
   protected Object currentContext = null
 
-
   protected static String addWithIndent(String body, int indent, String block)
   {
     String prefix = "  " * indent
diff --git a/src/groovy/org/forome/dorieh/domain/Column.groovy b/src/groovy/org/forome/dorieh/domain/Column.groovy
index b3d8847b2..d12ea78a7 100644
--- a/src/groovy/org/forome/dorieh/domain/Column.groovy
+++ b/src/groovy/org/forome/dorieh/domain/Column.groovy
@@ -78,6 +78,14 @@ class Column extends Base
             }
     }
 
+    public void addSourceColumn(String sql)
+    {
+        if (sourceColumns == null) {
+            sourceColumns = new ArrayList<>()
+        }
+        sourceColumns.add (sql)
+    }
+
     public void setProperty (String name, Object value)
     {
         switch (name)
@@ -156,7 +164,14 @@ class Column extends Base
         String header = "${prefix}- ${name}"
         if (transformation) {
             if (description) {
-                description += "; " + transformation
+                if (
+                        (description.length () + transformation.length () < 120)
+                        && (description.indexOf('\n') < 0)
+                ) {
+                    description = description.trim ()
+                    description += "; "
+                }
+                description +=  transformation
             } else {
                 description = transformation
             }
@@ -164,12 +179,22 @@ class Column extends Base
         if (
             source || sourceColumns || optional || description || reference
             || parameters || requires
+            || type
         ) {
             String body = header + ":\n"
             indent++
             if (description) {
                 body = addElement (body, "description", description, indent)
             }
+            if (type) {
+                body = addElement (body, "type", type, indent)
+            }
+            if (reference) {
+                body = addElement (body, "reference", reference, indent)
+            }
+            if (requires) {
+                body = addList (body, "requires", requires, indent)
+            }
             if (sourceColumns) {
                 if (sourceColumns.size () > 1) {
                     body = addList (body, "source", sourceColumns, indent)
@@ -177,17 +202,13 @@ class Column extends Base
                     body = addElement (body, "source", sourceColumns[0], indent)
                 }
                 if (source && source.containsKey ("sql")) {
-                    String code = source['sql']
-                    body = addElement (body, "cast", "", indent)
-                    indent++
-                    body = addElement (body, "*", code, indent)
-                    indent--
+                    body = addElement (body, "source", source["sql"].toString (), indent)
                 }
             } else if (source) {
                 body = addElement (body, "source", "", indent)
                 indent++
                 for (String key: source.keySet ()) {
-                    body = addElement (body, key, source[key], indent)
+                    body = addElement (body, key, source[key].toString (), indent)
                 }
                 indent--
             }
@@ -199,7 +220,9 @@ class Column extends Base
                 }
                 indent--
             }
-            return body
+            // Remove empty lines:
+            def lines = body.lines ().grep { it.trim() }
+            return String.join ("\n", lines)
         }  else {
             return header
         }
diff --git a/src/groovy/org/forome/dorieh/domain/Table.groovy b/src/groovy/org/forome/dorieh/domain/Table.groovy
index ee54ed674..0aa940a64 100644
--- a/src/groovy/org/forome/dorieh/domain/Table.groovy
+++ b/src/groovy/org/forome/dorieh/domain/Table.groovy
@@ -30,18 +30,45 @@ package org.forome.dorieh.domain
 
 class Table extends Base
 {
+    enum TableTransformationType {
+        union,
+        aggregation,
+        copy
+    }
     static final public DEFAULT_TYPE = "VARCHAR"
     String name
     String description
-    String type // Could be view, table, etc.
+    String type = "table" // Could be view, table, etc.
     List<String> from
+    List<String> groupBy
     List<Column> columns = []
 
+    private String currentColumn = null
+    private String pickedAggr = null
+
+    private TableTransformationType transformType
+
     def methodMissing(String name, Object args)
     {
         Object arg0 = args == null ? null : args [0]
         if (currentContext != null) {
             switch (currentContext) {
+                case "columns_reconcile":
+                    if (arg0 instanceof Closure) {
+                        Closure closure = arg0
+                        closure.owner = this
+                        this.@currentColumn = name.toLowerCase ()
+                        try {
+                            closure.call ()
+                        } finally {
+                            this.@currentColumn = null
+                        }
+                    } else {
+                        throw new IllegalArgumentException(
+                           "Reconciliation strategy is invalid for $name"
+                        )
+                    }
+                    return
                 case "columns":
                     if (arg0 instanceof String) {
                         column (name, arg0)
@@ -65,15 +92,60 @@ class Table extends Base
         println "Table methodMissing called with name: $name and args: $args"
     }
 
+    public Table pick(String... args)
+    {
+        String arg  = args[0]
+        Column column = new Column(currentColumn)
+        String aggr = arg.toUpperCase()
+        column.addSourceColumn ("$aggr($currentColumn)")
+        columns << column
+        this.@pickedAggr = aggr
+        if (args.length == 1) {
+            return this
+        }
+
+        if (args[1].toLowerCase () != "over" || args.length != 3) {
+            throw new IllegalArgumentException("Supported format: pick $arg over 'another aggregation'")
+        }
+        over (args[2])
+        return this
+    }
+
+    public void over (String... args)
+    {
+        String arg = args[0]
+        String aggr = pickedAggr
+        try {
+            String alt = arg.toUpperCase ()
+            String sql = """
+            CASE
+                WHEN $alt($currentColumn) <> $aggr($currentColumn) THEN $alt($currentColumn) 
+            END
+            """
+            String cname = "${currentColumn}_$arg"
+            Column column = new Column (cname)
+            column.addSourceColumn (sql)
+            columns << column
+        } finally {
+            this.pickedAggr = null
+        }
+    }
+
+    public void record (String... args)
+    {
+        for (String arg: args) {
+            String postfix = arg.split (" ")[0]
+            String cname = "${currentColumn}_$postfix"
+            Column column = new Column (cname)
+            String aggr = arg.toUpperCase ()
+            column.addSourceColumn ("$aggr($currentColumn)")
+            columns << column
+        }
+    }
+
     public void of (args)
     {
-        if (currentContext != null) {
-            switch (currentContext) {
-                case "union":
-                    unionOf (args)
-                    return
-            }
-        } else {
+        if (currentContext == null) {
             currentContext = args
             return
         }
@@ -114,6 +186,7 @@ class Table extends Base
 
     public void union (args)
     {
+        transformType = TableTransformationType.union
         def arg0 = arg0 (args)
         if (arg0 instanceof Closure) {
             from((Closure)arg0)
@@ -126,6 +199,7 @@ class Table extends Base
 
     public void aggregation (args)
     {
+        transformType = TableTransformationType.aggregation
         def arg0 = arg0 (args)
         if (arg0 instanceof Closure) {
             from((Closure)arg0)
@@ -136,9 +210,15 @@ class Table extends Base
         }
     }
 
-    public void on(args)
+    public void on(String... args)
     {
-        column (args)
+        if (transformType != TableTransformationType.aggregation) {
+            throw new IllegalStateException("Keyword 'on' is only supported for aggregation")
+        }
+        for (String arg: args) {
+            column (arg)
+        }
+        groupBy = args.grep ()
     }
 
     def column(String name, String type, Map<String, Object> attributes = [:]) {
@@ -158,6 +238,9 @@ class Table extends Base
     public void setProperty(String name, Object value)
     {
         switch (name) {
+            case "currentContext":
+                super.setProperty(name, value)
+                return
             case "columns":
                 currentContext = "columns"
                 return
@@ -171,11 +254,22 @@ class Table extends Base
                 break
             default:
                 super.setProperty(name, value)
-
         }
 
     }
 
+    public void reconcile (Closure closure)
+    {
+        this.@currentContext = "columns_reconcile"
+        closure.delegate = this
+        closure.resolveStrategy = Closure.DELEGATE_FIRST
+        try {
+            closure.call ()
+        }  finally {
+            this.@currentContext = null
+        }
+    }
+
     public Object getProperty (String name)
     {
         try {
@@ -205,6 +299,9 @@ class Table extends Base
                 body = addElement (body, "from", from [0], indent)
             }
         }
+        if (groupBy != null) {
+            body = addList (body, "group by", groupBy, indent)
+        }
         List<String> columnNames = new ArrayList<>()
         for (Column column: columns) {
             columnNames.add (column.name)
diff --git a/src/groovy/org/forome/dorieh/medicare/mtest2.gy b/src/groovy/org/forome/dorieh/medicare/mtest2.gy
index 4a3c3854b..3fa70973d 100644
--- a/src/groovy/org/forome/dorieh/medicare/mtest2.gy
+++ b/src/groovy/org/forome/dorieh/medicare/mtest2.gy
@@ -67,16 +67,17 @@ table ps {
 table beneficiaries {
   aggregation of ( "ps" )
   on (bene_id)
-  reconsile {
+  reconcile {
     dob {
-      pick "max"
-      record ("min", "count")
+      pick "max" over "min"
+      record "count distinct"
     }
     dod {
-      pick "min"
-      record ("max", "count")
+      pick "min" over "max"
+      record ("count distinct")
     }
   }
+  
   aggregate {
     last_enrollment_year = MAX(year)
   }
@@ -99,4 +100,4 @@ domain Medicare {
 workflow {
   domain "Medicare"
   build "beneficiaries"
-}
\ No newline at end of file
+}

From d9526a496aca663e558fb33249d3f69e6f5e72ba Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sun, 15 Dec 2024 13:09:30 -0500
Subject: [PATCH 46/81] MAB  Adding Groovy DSL

---
 .../org/forome/dorieh/domain/Table.groovy     | 45 ++++++-------------
 1 file changed, 14 insertions(+), 31 deletions(-)

diff --git a/src/groovy/org/forome/dorieh/domain/Table.groovy b/src/groovy/org/forome/dorieh/domain/Table.groovy
index 0aa940a64..7fae6a54c 100644
--- a/src/groovy/org/forome/dorieh/domain/Table.groovy
+++ b/src/groovy/org/forome/dorieh/domain/Table.groovy
@@ -44,7 +44,6 @@ class Table extends Base
     List<Column> columns = []
 
     private String currentColumn = null
-    private String pickedAggr = null
 
     private TableTransformationType transformType
 
@@ -92,42 +91,26 @@ class Table extends Base
         println "Table methodMissing called with name: $name and args: $args"
     }
 
-    public Table pick(String... args)
+    public def pick(String... args)
     {
         String arg  = args[0]
         Column column = new Column(currentColumn)
         String aggr = arg.toUpperCase()
         column.addSourceColumn ("$aggr($currentColumn)")
         columns << column
-        this.@pickedAggr = aggr
-        if (args.length == 1) {
-            return this
-        }
-
-        if (args[1].toLowerCase () != "over" || args.length != 3) {
-            throw new IllegalArgumentException("Supported format: pick $arg over 'another aggregation'")
-        }
-        over (args[2])
-        return this
-    }
-
-    public void over (String... args)
-    {
-        String arg = args[0]
-        String aggr = pickedAggr
-        try {
-            String alt = arg.toUpperCase ()
-            String sql = """
-            CASE
-                WHEN $alt($currentColumn) <> $aggr($currentColumn) THEN $alt($currentColumn) 
-            END
-            """
-            String cname = "${currentColumn}_$arg"
-            Column column = new Column (cname)
-            column.addSourceColumn (sql)
-            columns << column
-        } finally {
-            this.pickedAggr = null
+        return new Object() {
+            def over(String... overArgs) {
+                String alt = overArgs[0].toUpperCase()
+                String sql = """
+                CASE
+                    WHEN ${alt}($currentColumn) <> ${aggr}($currentColumn) THEN ${alt}($currentColumn) 
+                END
+                """
+                String cname = "${currentColumn}_$arg"
+                Column overColumn = new Column(cname)
+                overColumn.addSourceColumn(sql)
+                columns << overColumn
+            }
         }
     }
 

From ac285daa0ed91c169245ae1ac6a50f87c68b3290 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sun, 15 Dec 2024 16:02:26 -0500
Subject: [PATCH 47/81] MAB  Adding Groovy DSL

---
 .../org/forome/dorieh/domain/Table.groovy     | 24 +++++++++++++++++++
 .../org/forome/dorieh/medicare/mtest2.gy      |  4 +++-
 2 files changed, 27 insertions(+), 1 deletion(-)

diff --git a/src/groovy/org/forome/dorieh/domain/Table.groovy b/src/groovy/org/forome/dorieh/domain/Table.groovy
index 7fae6a54c..00f0499f5 100644
--- a/src/groovy/org/forome/dorieh/domain/Table.groovy
+++ b/src/groovy/org/forome/dorieh/domain/Table.groovy
@@ -114,6 +114,30 @@ class Table extends Base
         }
     }
 
+    public def aggregate (Closure closure)
+    {
+        closure.delegate = new Object () {
+            private String lastValue
+
+            void setProperty(String name, def value) {
+                value = value ?: lastValue
+                columns << new Column(name).tap {
+                    addSourceColumn(value?.toString() ?: '')
+                }
+            }
+
+            def methodMissing(String name, def args) {
+                lastValue = "${name}(${formatArgs(args)})"
+            }
+
+            private String formatArgs(def args) {
+                args instanceof Object[] ? args.grep().join(', ') : args.toString()
+            }
+        }
+        closure.resolveStrategy = Closure.DELEGATE_FIRST
+        closure.call ()
+    }
+
     public void record (String... args)
     {
         for (String arg: args) {
diff --git a/src/groovy/org/forome/dorieh/medicare/mtest2.gy b/src/groovy/org/forome/dorieh/medicare/mtest2.gy
index 3fa70973d..572ce157f 100644
--- a/src/groovy/org/forome/dorieh/medicare/mtest2.gy
+++ b/src/groovy/org/forome/dorieh/medicare/mtest2.gy
@@ -79,7 +79,9 @@ table beneficiaries {
   }
   
   aggregate {
-    last_enrollment_year = MAX(year)
+    first_enrollment_year = MIN(year)
+    last_enrollment_year = MAX (year)
+    all_enrollment_years = "ARRAY_AGG(DISTINCT year ORDER BY year)"
   }
 }
 

From f7bf9a643504a67be34f50b2923d048ae2231055 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 10 Mar 2025 01:47:59 -0400
Subject: [PATCH 48/81] MAB  Fix Parquet export of non-string lists

---
 setup.py                                             |  2 +-
 src/python/dorieh/platform/util/pg_export_parquet.py | 10 ++++++----
 src/python/dorieh/platform/util/spsql.py             |  4 ++--
 3 files changed, 9 insertions(+), 7 deletions(-)

diff --git a/setup.py b/setup.py
index a3183e965..97b39e5c2 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.2.9",
+    version="0.3.1",
     url='https://github.com/NSAPH-Data-Platform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',
diff --git a/src/python/dorieh/platform/util/pg_export_parquet.py b/src/python/dorieh/platform/util/pg_export_parquet.py
index d4bb598e6..e78e03276 100644
--- a/src/python/dorieh/platform/util/pg_export_parquet.py
+++ b/src/python/dorieh/platform/util/pg_export_parquet.py
@@ -38,6 +38,7 @@
 
 import pyarrow as pa
 import pyarrow.dataset as ds
+from markdown.extensions.smarty import closeClass
 from psycopg2.extras import RealDictCursor
 from psycopg2.extensions import connection
 from contextlib import contextmanager
@@ -93,8 +94,8 @@ def setup_schema(self):
         self.schema = pa.schema(schema)
         logging.info("Metadata and schema has been set up")
 
-    @staticmethod
-    def type_pg2pq(vtype: str):
+    @classmethod
+    def type_pg2pq(cls, vtype: str):
         if vtype in ['int2', 'int4', 'int8']:
             pa_type = pa.int32()
         elif vtype.startswith("int"):
@@ -111,8 +112,9 @@ def type_pg2pq(vtype: str):
             pa_type = pa.date64()
         elif vtype in ["timestamp", "timestamptz"]:
             pa_type = pa.timestamp('ms')       ## Spark does not support 'ns'
-        elif vtype in ["_varchar"]:
-            pa_type = pa.list_(pa.string())
+        elif vtype.startswith('_'):  # List
+            velemtype = cls.type_pg2pq(vtype[1:])
+            pa_type = pa.list_(velemtype)
         else:
             pa_type = pa.string()
         return pa_type
diff --git a/src/python/dorieh/platform/util/spsql.py b/src/python/dorieh/platform/util/spsql.py
index c5e58ed38..e290dac45 100644
--- a/src/python/dorieh/platform/util/spsql.py
+++ b/src/python/dorieh/platform/util/spsql.py
@@ -3,7 +3,7 @@
 command line arguments over Parquet file(s) using Spark
 """
 
-#  Copyright (c) 2022. Harvard University
+#  Copyright (c) 2024-2025. Harvard University
 #
 #  Developed by Research Software Engineering,
 #  Faculty of Arts and Sciences, Research Computing (FAS RC)
@@ -82,7 +82,7 @@ def execute(args):
 
 
 def parse_args():
-    parser = ArgumentParser (description="Init database resources")
+    parser = ArgumentParser (description="Tool to query Spark SQL Warehouse and/or Parquet files")
     parser.add_argument("--location", "-l", "-p",
                         help="URI or path to file(s) or directory containing data (e.g., in Parquet format). "
                              + "Wildcards are supported",

From b022ffc61b7b638d59b1bece15bf2b82454e8784 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 10 Mar 2025 20:16:42 -0400
Subject: [PATCH 49/81] MAB  Add an option to add sql when exporting a table

---
 .../dorieh/platform/util/export_args.py       | 16 ++++++-
 .../dorieh/platform/util/pg_export_parquet.py | 42 +++++++++++++++----
 2 files changed, 49 insertions(+), 9 deletions(-)

diff --git a/src/python/dorieh/platform/util/export_args.py b/src/python/dorieh/platform/util/export_args.py
index c725f8f4a..042fc7ff3 100644
--- a/src/python/dorieh/platform/util/export_args.py
+++ b/src/python/dorieh/platform/util/export_args.py
@@ -19,6 +19,7 @@
 #
 #
 from argparse import ArgumentParser, Namespace
+import logging
 
 
 FORMATS = ["parquet", "json", "jsonl", "jsonlines", "csv", "hdf5"]
@@ -64,10 +65,21 @@ def parse_args() -> Namespace:
                         help="Hard partitioning: execute separate SQL statement for each partition",
                         action='store_true'
                         )
+    parser.add_argument("--compatibility",
+                        help="Make output compatible with specified framework",
+                        required=False,
+                        choices=["spark"]
+                        )
+    parser.add_argument("--dryrun",
+                        help="Do not perform actual export, just print SQL Query or do a dry run",
+                        action='store_true'
+                        )
 
     arguments = parser.parse_args()
-    if arguments.sql and (arguments.table or arguments.schema):
-        raise ValueError("Only one type of argument is accepted: sql, schema or table")
+    if arguments.sql and arguments.table:
+        logging.warning("Both table and sql are provided. SQL will be appended to the Table query.")
+    if arguments.sql and arguments.schema:
+        raise ValueError("Only one type of argument is accepted: sql or schema")
     elif arguments.table and arguments.schema:
         raise ValueError("Only one type of argument is accepted: sql, schema or table")
 
diff --git a/src/python/dorieh/platform/util/pg_export_parquet.py b/src/python/dorieh/platform/util/pg_export_parquet.py
index e78e03276..4bca41d73 100644
--- a/src/python/dorieh/platform/util/pg_export_parquet.py
+++ b/src/python/dorieh/platform/util/pg_export_parquet.py
@@ -165,11 +165,28 @@ def set_partitioning(self, columns: List[str]):
     def export(self):
         pass
 
+    def dryrun(self):
+        n = 10
+        sql = self.sql 
+        with result_set(self.connection, sql, "c12345", self.batch_size) as rs:
+            rs_iterator = iter(rs)
+            while True:
+                try:
+                    row = next(rs_iterator)  # Get the next item from the iterator
+                    if n > 0:
+                        print(row)
+                    n -= 1
+                except StopIteration:
+                    break
+                except Exception as e:
+                    print(f"An error occurred: {e}")
+                    raise 
+
     @classmethod
     def run(cls, arguments = None):
         if arguments is None:
             arguments = parse_args()
-        if arguments.sql:
+        if not arguments.table and arguments.sql:
             if os.path.isfile(arguments.sql):
                 with open(arguments.sql) as inp:
                     sql = '\n'.join([line for line in inp])
@@ -193,8 +210,12 @@ def export_sql(cls, arguments, sql):
                 instance = PgPqSingleQuery(db, sql, arguments.output, mode="error")
                 if arguments.partition:
                     instance.set_partitioning(arguments.partition)
+            if not arguments.dryrun:
+                instance.export()
+            else:
+                instance.dryrun()
+
 
-            instance.export()
 
     @classmethod
     def export_table(cls, arguments, table: str):
@@ -202,6 +223,8 @@ def export_table(cls, arguments, table: str):
         with Connection(arguments.db, arguments.connection) as cnxn:
             query_builder = QueryBuilder(cnxn).add_table(table)
             sql = query_builder.query()
+        if arguments.sql:
+            sql += f"\n{arguments.sql}"
         cls.export_sql(arguments, sql)
         logging.info("Exporting: " + table + " DONE")
 
@@ -284,11 +307,14 @@ def batch(self, data: List[Dict]):
     def batches(self):
         with result_set(self.connection, self.sql, self.cursor_name, self.batch_size) as rs:
             data = []
-            for row in rs:
-                if len(data) >= self.batch_size:
-                    yield self.batch(data)
-                    data.clear()
-                data.append(self.transform(row))
+            try:
+                for row in rs:
+                    if len(data) >= self.batch_size:
+                        yield self.batch(data)
+                        data.clear()
+                    data.append(self.transform(row))
+            except:
+                raise 
             yield self.batch(data)
 
 
@@ -375,6 +401,8 @@ def export(self):
         return 
 
 
+
+
 if __name__ == '__main__':
     init_logging()
     PgPqBase.run()

From cac2347de7ae00374c968fac3a9ca6921e920d8c Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 10 Mar 2025 20:30:57 -0400
Subject: [PATCH 50/81] MAB  Fix JDK reflection issue for Spark

---
 src/python/dorieh/platform/util/spsql.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/src/python/dorieh/platform/util/spsql.py b/src/python/dorieh/platform/util/spsql.py
index e290dac45..309341209 100644
--- a/src/python/dorieh/platform/util/spsql.py
+++ b/src/python/dorieh/platform/util/spsql.py
@@ -52,7 +52,10 @@ def read_parquet(spark: SparkSession, location: str) -> DataFrame:
 
 
 def start_session():
-    session_builder = SparkSession.builder.appName("Dorieh SparkSQL")
+    session_builder = SparkSession.builder.appName("Dorieh SparkSQL") \
+        .config("spark.driver.extraJavaOptions", "--add-exports=java.base/sun.nio.ch=ALL-UNNAMED") \
+        .config("spark.executor.extraJavaOptions", "--add-exports=java.base/sun.nio.ch=ALL-UNNAMED")
+
     xmx = os.environ.get("xmx")
     if xmx:
         session_builder = session_builder.config("spark.driver.memory", xmx)

From bcd3c082367d1b005a1834eeb5d531b8265e4336 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 10 Mar 2025 23:59:16 -0400
Subject: [PATCH 51/81] MAB   Docker files for Dorieh withSpark

---
 docker/requirements-amzn.txt | 1 +
 1 file changed, 1 insertion(+)

diff --git a/docker/requirements-amzn.txt b/docker/requirements-amzn.txt
index 469bbb834..53648b8b4 100644
--- a/docker/requirements-amzn.txt
+++ b/docker/requirements-amzn.txt
@@ -1,4 +1,5 @@
 # Requirments for building image on raw Amazon Linux
 toil[aws,cwl]
 cwlref-runner
+#dorieh[spark]
 dorieh

From c2ae35aec31191787ef297a6c83b2f460b84c7fa Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Wed, 12 Mar 2025 23:57:27 -0400
Subject: [PATCH 52/81] MAB  Fix incompatibility of hard partitioning with
 extra sql

---
 src/python/dorieh/platform/util/pg_export_parquet.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/src/python/dorieh/platform/util/pg_export_parquet.py b/src/python/dorieh/platform/util/pg_export_parquet.py
index 4bca41d73..c97de9538 100644
--- a/src/python/dorieh/platform/util/pg_export_parquet.py
+++ b/src/python/dorieh/platform/util/pg_export_parquet.py
@@ -384,7 +384,10 @@ def export(self):
             where = " AND ".join(
                 f"{self.qualify_column(self.sql, column, i1)}={partition[column]}" for column in partition
             )
-            sql = self.sql + "\nWHERE " + where
+            if index_of(self.sql, "where") > -1:
+                sql = self.sql + "\nAND " + where
+            else:
+                sql = self.sql + "\nWHERE " + where
             executor = PgPqSingleQuery(self.connection, sql, self.destination, "delete_matching", self.schema)
             executor.parquet_partitioning = self.parquet_partitioning
             logging.info(f"Fetching partition: " + where)

From 55f961f270dc33a0371bd73c4a51a434dd19b9a6 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Tue, 25 Mar 2025 14:37:04 -0400
Subject: [PATCH 53/81] MAB   Docker files for Dorieh withSpark

---
 docker/SparkThrift/docker-compose.yml         |  69 ++++++++++++
 docker/trino/.env                             |   8 ++
 docker/trino/docker-compose.yml               | 103 ++++++++++++++++++
 docker/trino/etc/catalog/delta.properties     |   2 +
 docker/trino/etc/catalog/hive.properties      |   3 +
 docker/trino/etc/catalog/iceberg.properties   |   4 +
 docker/trino/etc/catalog/localfile.properties |   2 +
 setup.py                                      |   5 +-
 .../dorieh/platform/util/import_hive.py       |  60 ++++++++++
 src/python/dorieh/platform/util/spsql.py      |  24 ++--
 10 files changed, 268 insertions(+), 12 deletions(-)
 create mode 100644 docker/SparkThrift/docker-compose.yml
 create mode 100644 docker/trino/.env
 create mode 100644 docker/trino/docker-compose.yml
 create mode 100644 docker/trino/etc/catalog/delta.properties
 create mode 100644 docker/trino/etc/catalog/hive.properties
 create mode 100644 docker/trino/etc/catalog/iceberg.properties
 create mode 100644 docker/trino/etc/catalog/localfile.properties
 create mode 100644 src/python/dorieh/platform/util/import_hive.py

diff --git a/docker/SparkThrift/docker-compose.yml b/docker/SparkThrift/docker-compose.yml
new file mode 100644
index 000000000..be480d356
--- /dev/null
+++ b/docker/SparkThrift/docker-compose.yml
@@ -0,0 +1,69 @@
+version: '3'
+
+services:
+  spark-master:
+    container_name: thrift
+    image: apache/spark:3.5.0
+    ports:
+      - "7077:7077"
+      - "9080:8080"
+      - "10000:10000"
+    volumes:
+      - parquet:/data/parquet:ro
+    environment:
+      - SPARK_MODE=master
+      - SPARK_MASTER_HOST=spark-master
+    command: >
+      /bin/bash -c "  
+        /opt/spark/sbin/start-master.sh &&    
+        sleep 5 &&    
+        /opt/spark/sbin/start-thriftserver.sh --master spark://spark-master:7077 --hiveconf hive.server2.thrift.port=10000 --hiveconf hive.server2.thrift.bind.host=0.0.0.0 --hiveconf hive.server2.authentication=NOSASL --hiveconf hive.server2.enable.doAs=false &&
+        tail -f /opt/spark/logs/spark--org.apache.spark.sql.hive.thriftserver.HiveThriftServer2-*.out
+      "
+
+  spark-worker-1:
+    image: apache/spark:3.5.0
+    depends_on:
+      - spark-master
+    ports:
+      - "9081:8081"
+    environment:
+      - SPARK_MODE=worker
+      - SPARK_MASTER_URL=spark://spark-master:7077
+      - SPARK_WORKER_CORES=2
+      - SPARK_WORKER_MEMORY=4G
+    volumes:
+      - parquet:/data/parquet:ro
+    command: >
+      /bin/bash -c "
+        /opt/spark/sbin/start-worker.sh spark://spark-master:7077 &&
+        tail -f /dev/null
+      "
+
+  spark-worker-2:
+    image: apache/spark:3.5.0
+    depends_on:
+      - spark-master
+    ports:
+      - "9082:8081"
+    environment:
+      - SPARK_MODE=worker
+      - SPARK_MASTER_URL=spark://spark-master:7077
+      - SPARK_WORKER_CORES=2
+      - SPARK_WORKER_MEMORY=4G
+    volumes:
+      - parquet:/data/parquet:ro
+    command: >
+      /bin/bash -c "
+        /opt/spark/sbin/start-worker.sh spark://spark-master:7077 &&
+        tail -f /dev/null  
+      "
+
+volumes:
+  parquet:
+    driver: local
+    driver_opts:
+      type: none
+      o: bind
+      device: ./data/parquet
+
diff --git a/docker/trino/.env b/docker/trino/.env
new file mode 100644
index 000000000..a3cec7787
--- /dev/null
+++ b/docker/trino/.env
@@ -0,0 +1,8 @@
+TRINO_PORT=9080
+POSTGRES_PORT=7432
+TRINO_CONFIG_DIR=./my_trino_config
+TRINO_DATA_DIR=./my_data
+PGDATA_DIR=./my_pgdata
+POSTGRES_DB=my_metastore
+POSTGRES_USER=my_hiveuser
+POSTGRES_PASSWORD=my_hivepassword
\ No newline at end of file
diff --git a/docker/trino/docker-compose.yml b/docker/trino/docker-compose.yml
new file mode 100644
index 000000000..e146c9bf4
--- /dev/null
+++ b/docker/trino/docker-compose.yml
@@ -0,0 +1,103 @@
+services:
+  trino:
+    image: trinodb/trino:latest
+    ports:
+      - "${TRINO_PORT:-9080}:8080"
+    volumes:
+      - trino-config:/etc/trino
+      - trino-parquet:/data/parquet:ro
+      - trino-warehouse:/data/warehouse
+    depends_on:
+      - hive-metastore
+
+  hive-metastore:
+    image: apache/hive:4.0.1
+    # command: ["hive", "--service", "metastore"]
+    ports:
+      - "9083:9083"
+      - "10000:10000"
+    environment:
+      DB_DRIVER: "postgres"
+      HIVE_METASTORE_PASSWORD: "${POSTGRES_PASSWORD:-hivepassword}"
+      SERVICE_OPTS: >
+        -Djavax.jdo.option.ConnectionDriverName=org.postgresql.Driver 
+        -Djavax.jdo.option.ConnectionURL=jdbc:postgresql://postgres:5432/my_metastore 
+        -Djavax.jdo.option.ConnectionUserName=${POSTGRES_USER} 
+        -Djavax.jdo.option.ConnectionPassword=${POSTGRES_PASSWORD:-hivepassword}
+      IS_RESUME: "true"
+      HIVE_AUX_JARS_PATH: "/opt/hive/lib/extra/postgresql.jar"
+      SERVICE_NAME: metastore
+    volumes:
+      - drivers:/opt/hive/lib/extra
+      - trino-parquet:/data/parquet
+    depends_on:
+      - postgres
+      - minio
+      
+  postgres:
+    image: postgres:17.0
+    environment:
+      POSTGRES_DB: "${POSTGRES_DB:-metastore}"
+      POSTGRES_USER: "${POSTGRES_USER:-hiveuser}"
+      POSTGRES_PASSWORD: "${POSTGRES_PASSWORD:-hivepassword}"
+    ports:
+      - "${POSTGRES_PORT:-7432}:5432"
+    volumes:
+      - pgdata:/var/lib/postgresql/data
+
+  minio:
+    image: minio/minio:latest
+    ports:
+      - "9000:9000"
+      - "9001:9001"
+    environment:
+      MINIO_ROOT_USER: minioadmin
+      MINIO_ROOT_PASSWORD: minioadmin
+    command: server /data --console-address ":9001"
+    volumes:
+      - data:/data
+
+volumes:
+  trino-config:
+    driver: local
+    driver_opts:
+      type: none
+      o: bind
+      device: ${TRINO_CONFIG_DIR}
+
+  trino-parquet:
+    driver: local
+    driver_opts:
+      type: none
+      o: bind
+      device: ${TRINO_DATA_DIR}/parquet
+
+  pgdata:
+    driver: local
+    driver_opts:
+      type: none
+      o: bind
+      device: ${PGDATA_DIR}
+
+  drivers:
+    driver: local
+    driver_opts:
+      type: none
+      o: bind
+      device: ${DRIVER_PATH}
+
+  trino-warehouse:
+    driver: local
+    driver_opts:
+      type: none
+      o: bind
+      device: ${TRINO_DATA_DIR}/warehouse
+
+  data:
+    driver: local
+    driver_opts:
+      type: none
+      o: bind
+      device: ${TRINO_DATA_DIR}
+
+
diff --git a/docker/trino/etc/catalog/delta.properties b/docker/trino/etc/catalog/delta.properties
new file mode 100644
index 000000000..a3053c7dd
--- /dev/null
+++ b/docker/trino/etc/catalog/delta.properties
@@ -0,0 +1,2 @@
+connector.name=delta_lake
+location=file:///data/parquet
\ No newline at end of file
diff --git a/docker/trino/etc/catalog/hive.properties b/docker/trino/etc/catalog/hive.properties
new file mode 100644
index 000000000..f002ebacb
--- /dev/null
+++ b/docker/trino/etc/catalog/hive.properties
@@ -0,0 +1,3 @@
+connector.name=hive
+hive.metastore.uri=thrift://hive-metastore:9083
+
diff --git a/docker/trino/etc/catalog/iceberg.properties b/docker/trino/etc/catalog/iceberg.properties
new file mode 100644
index 000000000..a2d8e0958
--- /dev/null
+++ b/docker/trino/etc/catalog/iceberg.properties
@@ -0,0 +1,4 @@
+connector.name=iceberg
+iceberg.catalog.type=hive_metastore
+iceberg.catalog.warehouse=file:///data/warehouse
+iceberg.catalog.hive.metastore.uri=thrift://hive-metastore:9083
diff --git a/docker/trino/etc/catalog/localfile.properties b/docker/trino/etc/catalog/localfile.properties
new file mode 100644
index 000000000..6d3f0b2c9
--- /dev/null
+++ b/docker/trino/etc/catalog/localfile.properties
@@ -0,0 +1,2 @@
+connector.name=filesystem
+file.resources-path=/data/parquet/
\ No newline at end of file
diff --git a/setup.py b/setup.py
index 97b39e5c2..c02b8c4e6 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.3.1",
+    version="0.3.2",
     url='https://github.com/NSAPH-Data-Platform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',
@@ -116,7 +116,8 @@
             'rpy2',
         ],
         "spark": [
-            'pyspark'
+            'pyspark',
+            'pyhive'
         ]
     },
     classifiers=[
diff --git a/src/python/dorieh/platform/util/import_hive.py b/src/python/dorieh/platform/util/import_hive.py
new file mode 100644
index 000000000..3f8560c8c
--- /dev/null
+++ b/src/python/dorieh/platform/util/import_hive.py
@@ -0,0 +1,60 @@
+#  Copyright (c) 2025. Harvard University
+#
+#  Developed by Research Software Engineering,
+#  Harvard University Research Computing and Data (RCD) Services.
+#
+#  Author: Michael A Bouzinier
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#           http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+
+from pyhive import hive
+from dorieh.platform.util.spsql import execute, start_session
+import os
+
+
+class HiveImporter:
+    def __init__(self, host: str = "127.0.0.1", port: int = 10000, database: str = "hive"):
+        self.hive_host = host
+        self.hive_port = port
+        self.hive_database = database
+        self.hive_table_name = 'your_table'
+        self.hive_table_location = 'hdfs:///path/to/your/hive/directory'
+
+    def introspect(self, path_to_data: str, name: str):
+        spark = start_session()
+        sql = f"DESCRIBE TABLE {name}"
+        df = execute(spark, path_to_data, sql, name)
+        columns = [
+            f"{row['col_name']} {row['data_type'].upper()}"
+            for row in df.collect()
+        ]
+        return "\n  ".join(columns)
+
+    def import_table(self, path_to_data: str, name: str, hive_table_location = None):
+        if hive_table_location is None:
+            hive_table_location = path_to_data
+        parquet_schema = self.introspect(path_to_data, name)
+        conn = hive.Connection(host=self.hive_host, port=self.hive_port)
+        with conn.cursor() as cursor:
+            create_table_sql = f"""
+            CREATE EXTERNAL TABLE IF NOT EXISTS {self.hive_database}.{name} (
+              {parquet_schema}
+            )
+            STORED AS PARQUET
+            LOCATION '{hive_table_location}'
+            """
+
+            cursor.execute(create_table_sql)
+            cursor.close()
+
diff --git a/src/python/dorieh/platform/util/spsql.py b/src/python/dorieh/platform/util/spsql.py
index 309341209..53b794a22 100644
--- a/src/python/dorieh/platform/util/spsql.py
+++ b/src/python/dorieh/platform/util/spsql.py
@@ -67,19 +67,21 @@ def start_session():
     return session
 
 
-def execute(args):
+def execute(spark: SparkSession, location: str, sql: str, table: str = None) -> DataFrame:
+    if table is None:
+        table = "parquet_table"
+    df = read_parquet(spark, location)
+    df.createOrReplaceTempView(table)
+    return spark.sql(sql)
+
+
+def execute_and_show(args):
     spark = start_session()
     sql = ' '.join(args.sql)
     print("Executing: " + sql)
     try:
-        df = read_parquet(spark, args.location)
-        if args.table:
-            table = args.table
-        else:
-            table = "parquet_table"
-        df.createOrReplaceTempView(table)
-        result_df = spark.sql(sql)
-        result_df.show()
+        result_df = execute(spark, args.location, sql, args.table)
+        result_df.show(n=args.n, truncate=False)
     finally:
         spark.stop()
 
@@ -92,6 +94,8 @@ def parse_args():
                         required=True)
     parser.add_argument("--table", "-t",
                         help="Optional table name")
+    parser.add_argument("--n", type=int, default=20,
+                        help="Number of rows to output, defaults to 20")
     parser.add_argument(dest="sql",
                         nargs='+',
                         help="SQL statement(s)")
@@ -101,5 +105,5 @@ def parse_args():
 
 if __name__ == '__main__':
     arguments = parse_args()
-    execute(arguments)
+    execute_and_show(arguments)
 

From b48fae6eb1e543a478cc4e9f814eae613b73a241 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Tue, 29 Apr 2025 01:30:50 -0400
Subject: [PATCH 54/81] MAB   Aggregating 2024 FOSSA data

---
 src/python/dorieh/platform/util/spsql.py | 19 +++++++++++++++----
 1 file changed, 15 insertions(+), 4 deletions(-)

diff --git a/src/python/dorieh/platform/util/spsql.py b/src/python/dorieh/platform/util/spsql.py
index 53b794a22..76a6eda82 100644
--- a/src/python/dorieh/platform/util/spsql.py
+++ b/src/python/dorieh/platform/util/spsql.py
@@ -23,6 +23,8 @@
 #
 import os
 from argparse import ArgumentParser
+from typing import Dict
+
 from pyspark.sql import SparkSession, DataFrame
 
 
@@ -51,17 +53,26 @@ def read_parquet(spark: SparkSession, location: str) -> DataFrame:
     return reader.parquet(path_to_parquet)
 
 
-def start_session():
-    session_builder = SparkSession.builder.appName("Dorieh SparkSQL") \
+def start_session(app_name = None, xmx: str = None, hive = False, config: Dict = None):
+    if app_name is None:
+        app_name = "Dorieh SparkSQL"
+    session_builder = SparkSession.builder.appName(app_name) \
         .config("spark.driver.extraJavaOptions", "--add-exports=java.base/sun.nio.ch=ALL-UNNAMED") \
         .config("spark.executor.extraJavaOptions", "--add-exports=java.base/sun.nio.ch=ALL-UNNAMED")
 
-    xmx = os.environ.get("xmx")
+    if xmx is None:
+        xmx = os.environ.get("xmx")
     if xmx:
-        session_builder = session_builder.config("spark.driver.memory", xmx)
+        session_builder = session_builder.config("spark.driver.memory", xmx).config("spark.executor.memory", xmx)
     cores = os.environ.get("xcores")
     if cores:
         session_builder = session_builder.master(f"local[{cores}]")
+    if hive:
+        session_builder = session_builder.enableHiveSupport()
+    if config:
+        for key in config:
+            session_builder = session_builder.config(key, config[key])
+
     session = session_builder.getOrCreate()
     print(session.sparkContext.getConf().getAll())
     return session

From 89ac83eb79fe1f314ce145c18e9da63ca19f8732 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Tue, 29 Apr 2025 01:45:43 -0400
Subject: [PATCH 55/81] MAB   Aggregating 2024 FOSSA data

---
 setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index c02b8c4e6..58cbe1dc8 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.3.2",
+    version="0.3.3",
     url='https://github.com/NSAPH-Data-Platform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',

From 9bad3227c6ab0bdd76bed16fd7e752774f32878b Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 10 May 2025 17:45:34 -0400
Subject: [PATCH 56/81] MAB   Improving documentation for handling Medicare
 data for years prior to 2010 (SAS 7BDAT files)

---
 doc/Medicare.md                             | 64 +++++++++++---
 src/python/dorieh/cms/tools/mcr_sas.py      | 78 +++++++++++++++--
 src/python/dorieh/cms/tools/mcr_sas2db.py   | 37 +++++++--
 src/python/dorieh/cms/tools/mcr_sas2yaml.py | 92 +++++++++++++++++++--
 4 files changed, 238 insertions(+), 33 deletions(-)

diff --git a/doc/Medicare.md b/doc/Medicare.md
index 11591f726..21e873cb3 100644
--- a/doc/Medicare.md
+++ b/doc/Medicare.md
@@ -109,7 +109,9 @@ new columns are being added and column names are sometimes changed.
 To add insult to injury, for years prior to 2011 (1999-2010) we do not 
 have original files, but preprocessed files with patient summary 
 (called denominators) and admissions. They are in SAS 7BDAT format,
-however columns are also different for different years.
+however columns are also different for different years. Please
+refer to [Files for 1999 to 2010](#files-for-1999-to-2010-) section
+for details.
 
 ### Storing raw data in the Database
 
@@ -139,23 +141,61 @@ When a table has no natural primary key (admission tables) we add a record
 number column. This column ha sno meaning but allows to trace a record to the 
 original data.
 
+### Files for 1999 to 2010 
 
+Between 1999 and 2010, original Medicare ResDAC raw datasets are not available 
+to NSAPH. Instead, only partially preprocessed files provided by external 
+collaborators are available. These have been stored historically on RCE in two
+separate directories:
 
-### Files for 1999 to 2010 
+* denominator/
+* inpatient/
+
+Each directory contains one file per year. These files use the SAS7BDAT
+format, which is a binary data format native to
+SAS analytics software. Each file embeds metadata about its schema 
+(i.e., field names, types, order), but column names
+and formats still vary from year to year.
+
+To handle this variation:
+
+* Each file is individually introspected using the SAS Introspector. 
+* A YAML schema is automatically generated and stored in a central
+  registry.
+* This schema is then used to create the appropriate database table for
+  ingestion.
+
+For more details on implementation:
+
+* See the [SAS Inrospector](members/mcr_sas2yaml.rst)  for how
+metadata is extracted. 
+* See the class [SAS Data Laoder](members/mcr_sas2db.rst) for how
+these files are ingested into the database.
+
+Because of schema variability:
+
+* Special heuristics are used to detect core fields like beneficiary ID (
+  bene_id), year, zip code, and state code, based
+  on a list of possible alternative names.
+* Missing expected columns (e.g., year) are sometimes generated using
+  information inferred from directory or file naming.
 
-These files are in SAS7BDAT format. They have been stored on RCE
-in two directories:
+Each resulting table includes:
 
-* denominator
-* inpatient
+* A standardized structure with additional generated columns (e.g., record
+  ID, file name).
+* Uniform field naming conventions to support unioning across years.
+* Consistent indexing to support later join operations with downstream
+  tables (e.g., beneficiaries and admissions).
 
-One file per year. SAS7BDAT format contains metadata with column 
-names and types. We use this metadata to generate appropriate database schema.
+> ⚠ Note: Because of the variability and limited provenance of these
+files, this step is distinct from the ResDAC
+ingestion workflow and is not based on FTS metadata.
 
-See the code for handling these files:
+📚 Related References:
 
-* [Metadata and data model](members/mcr_sas2yaml.rst)
-* [Ingesting data](members/mcr_sas2db.rst)
+:doc: members/mcr_sas2yaml for introspection logic
+:doc: members/mcr_sas2db for database file loading
 
 ### Files for Years 2011 and later
 
@@ -165,7 +205,7 @@ Summary (FTS) file. Unfortunately these files are intended for reading by
 a human and is difficult to parse automatically. A 
 [partial parser](members/fts2yaml.rst) that
 relies on a known file type is implemented in Python. The information 
-extarcted by the parser is used to:
+extracted by the parser is used to:
 
 * Generate data model (database schema)
 * Generate metadata for the FWF Reader
diff --git a/src/python/dorieh/cms/tools/mcr_sas.py b/src/python/dorieh/cms/tools/mcr_sas.py
index bbc1df007..07e33e84b 100644
--- a/src/python/dorieh/cms/tools/mcr_sas.py
+++ b/src/python/dorieh/cms/tools/mcr_sas.py
@@ -18,13 +18,20 @@
 #
 
 """
-Abstract class to look for and process Medicare files from 1999 to 2010
+Abstract base class for processing semi-structured Medicare SAS files (1999–2010).
 
-These files are semi-processed files. For each year we have a denominator
-(or patient summary, or enrollment) file and an inpatient admissions file.
+This class provides common traversal and filename-parsing logic to identify and
+process Medicare data files stored in the SAS 7BDAT format.
 
-Files are in SAS 7BDAT format.
-"""
+These files are partially preprocessed and typically include:
+
+Denominator (patient/enrollment) files
+Inpatient admissions files
+Subclasses must implement the abstract handle() method to specify file handling logic.
+
+Typical usage:
+- :class:~dorieh.cms.tools.sas_loader.SASLoader for data ingestion
+- :class:~dorieh.cms.tools.sas_introspector.SASIntrospector for metadata extraction"""
 
 
 import glob
@@ -39,14 +46,44 @@
 
 class MedicareSAS(ABC):
     """
-    Abstract class to look for and process Medicare files from 1999 to 2010
-    in SAS 7BDAT format
+    Abstract base class for locating and processing Medicare SAS 7BDAT files
+    in a specified directory
+
+    This class handles:
+    - Recursively locating SAS files matching given patterns
+    - Determining file type and year from directory structure
+    - Invoking subclass-defined logic for each discovered file
+
+    Subclasses must implement:
+        - handle(table, file_path, file_type, year): method to process each file.
+
+    Attributes:
+        root_dir (str or List[str]): Directory or list of directories containing data files.
+
     """
 
     def __init__(self, root_dir:str = '.'):
+        """
+        Initialize the MedicareSAS base class.
+
+        Args:
+            root_dir (str or List[str]): Root directory (or directories) containing SAS files.
+                This can be a single directory as a string or a list of directories.
+        """
+
         self.root_dir = root_dir
 
     def traverse(self, pattern: str):
+        """
+        Search for SAS files that match a glob-style pattern and process them.
+
+        Uses recursive glob search from the root_dir(s), filtering by .sas7bdat extension,
+        and passes matching files to self.handle_sas_file().
+
+        Args:
+            pattern (str): File search pattern (e.g., "[1-2]*/*/*.sas7bdat").
+        """
+
         if isinstance(self.root_dir, list):
             dirs = self.root_dir
         else:
@@ -62,6 +99,17 @@ def traverse(self, pattern: str):
         return
 
     def handle_sas_file(self, f: str):
+        """
+        Analyze the SAS file path to extract file type and year,
+        then delegate the processing to subclass-defined handle() method.
+
+        Args:
+            f (str): Full path to the .sas7bdat file.
+
+        Raises:
+            ValueError: If file path does not contain a recognizable year or type.
+        """
+
         basedir, fname = os.path.split(f)
         ydir, basedir = os.path.split(basedir)
         ydir = os.path.basename(ydir)
@@ -82,4 +130,20 @@ def handle_sas_file(self, f: str):
 
     @abstractmethod
     def handle(self, table: str, file_path: str, file_type: str, year: int):
+        """
+        Abstract method to handle a single SAS 7BDAT file.
+
+        This must be implemented by any subclass of MedicareSAS, and
+        should define how a given SAS dataset is processed.
+
+        Concrete classes override it to either generata database schema
+        or perform data loading
+
+        Args:
+            table (str): Name of the table or logical target in the system.
+            file_path (str): Full file path to the SAS file.
+            file_type (str): Subtype or directory name used to classify the file (e.g., "inpatient", "denominator").
+            year (int): Parsed year value inferred from directory name.
+        """
+
         pass
diff --git a/src/python/dorieh/cms/tools/mcr_sas2db.py b/src/python/dorieh/cms/tools/mcr_sas2db.py
index 54236c0e4..b7dc29efc 100644
--- a/src/python/dorieh/cms/tools/mcr_sas2db.py
+++ b/src/python/dorieh/cms/tools/mcr_sas2db.py
@@ -17,10 +17,18 @@
 #  limitations under the License.
 #
 """
-Loader looks for SAS 7BDAT files in a given path
-matching a given pattern and loads the data in the database.
+This loader is used to ingest files generated by SAS software
+in SAS 7BDAT format. It looks for SAS 7BDAT files in a given path
+matching a given pattern and loads the data into the database.
 
-Used for 1999 to 2010 years
+Before running the loader, one should generate database
+schema by introspecting the metadata defined in the SAS 7BDAT
+files.
+
+It is used to ingest Medicare data for 1999 to 2010 years.
+
+See also:
+- :class:.SASIntrospector for introspection and schema analysis of SAS files.
 """
 
 import copy
@@ -34,10 +42,10 @@
 
 class SASLoader(MedicareSAS):
     """
-    Loader looks for SAS 7BDAT files in a given path
+    Loader class that looks for SAS 7BDAT files in a given path
     matching a given pattern and loads the data in the database.
 
-    Used for 1999 to 2010 years
+    This loader is used to ingest Medicare data for 1999 - 2010 years
     """
 
     @classmethod
@@ -59,6 +67,25 @@ def __init__(self):
         return
 
     def handle(self, table: str, file_path: str, file_type: str, year: int):
+        """
+        Handle a single SAS 7BDAT file by creating a data loader instance
+        and invoking the loading process.
+
+        This method overrides the abstract method from the parent class
+        :class:`MedicareSAS`.
+
+        For each input file, it creates an instance of
+        :class:`~dorieh.platform.loader.data_loader.DataLoader`
+        configured with the appropriate context, and then runs it to ingest data.
+
+        Args:
+            table (str): Target table name for the data.
+            file_path (str): Absolute path to the source SAS file.
+            file_type (str): Type or category of the SAS file.
+            year (int): Year associated with the data file.
+
+        """
+
         context = copy.deepcopy(self.context)
         context.table = table
         context.pattern = [os.path.join("**", os.path.basename(file_path))]
diff --git a/src/python/dorieh/cms/tools/mcr_sas2yaml.py b/src/python/dorieh/cms/tools/mcr_sas2yaml.py
index 4de5cc9b5..cb7aac7c9 100644
--- a/src/python/dorieh/cms/tools/mcr_sas2yaml.py
+++ b/src/python/dorieh/cms/tools/mcr_sas2yaml.py
@@ -18,10 +18,18 @@
 #
 
 """
-Introspector that looks for all SAS 7BDAT files in a given path
-matching a given pattern, reads metadata and generates data model
-for each file in YAML format. the data model is written to the common
-registry.
+This module defines an introspector for SAS 7BDAT files related to Medicare data.
+
+The SASIntrospector class crawls a directory for SAS files matching a pattern,
+extracts metadata (column info), and generates data model definitions in YAML format.
+These models are written to a centralized registry.
+
+Typical use case: building data models from Medicare SAS files (e.g., 1999–2010).
+
+See Also:
+- :class:.SASIntrospector (this class)
+- :class:dorieh.platform.loader.introspector.Introspector
+- :class:dorieh.cms.tools.mcr_registry.MedicareRegistry
 """
 
 import logging
@@ -40,14 +48,32 @@
 
 class SASIntrospector(MedicareSAS, MedicareRegistry):
     """
-    Introspector that looks for all SAS 7BDAT files in a given path
-    matching a given pattern, reads metadata and generates data model
-    for each file in YAML format. the data model is written to the common
-    registry.
+    This class traverses a file path looking for SAS .sas7bdat files,
+    extracts their schema using :class:`~dorieh.platform.loader.introspector.Introspector`,
+    and creates a structured data model serialized to a YAML registry.
+
+    In addition to field-level metadata, this introspector:
+    - Attempts to identify common fields such as bene_id, state, zip, and year
+    - Automatically generates a year column if missing
+    - Marks special fields as indexed
+    - Adds virtual key fields for file and record identifiers
+
+    Inherits from:
+        MedicareSAS: For file traversal and handling utilities
+        MedicareRegistry: For interacting with the data model YAML registry
     """
 
     @classmethod
-    def process(cls, registry_path: str, pattern: str, root_dir:str = '.'):
+    def process(cls, registry_path: str, pattern: str, root_dir: str = '.'):
+        """
+        Entry point that initializes and runs the introspector.
+
+        Args:
+            registry_path (str): Path to output YAML registry file.
+            pattern (str): Glob-like pattern to match .sas7bdat files.
+            root_dir (str): Root directory to start searching. Default is current directory.
+        """
+        
         introspector = SASIntrospector(registry_path, root_dir)
         introspector.traverse(pattern)
         introspector.save()
@@ -55,11 +81,30 @@ def process(cls, registry_path: str, pattern: str, root_dir:str = '.'):
         return
 
     def __init__(self, registry_path: str, root_dir: str = '.'):
+        """
+        Initializes the SASIntrospector with the given registry path and SAS root directory.
+
+        Args:
+            registry_path (str): Path to the YAML registry file.
+            root_dir (str): Base directory for SAS 7BDAT files.
+        """
+
         MedicareSAS.__init__(self, root_dir)
         MedicareRegistry.__init__(self, registry_path)
 
     @classmethod
     def matches(cls, s: str, candidates: List[str]):
+        """
+        Determines whether a string matches any string or wildcard pattern in candidates.
+
+        Args:
+            s (str): String to match.
+            candidates (List[str]): List of exact names or patterns (may include *).
+
+        Returns:
+            bool: True if s matches any candidate.
+        """
+        
         if s in candidates:
             return True
         patterns = [c.replace('*', '.*') for c in candidates if '*' in c]
@@ -69,6 +114,16 @@ def matches(cls, s: str, candidates: List[str]):
         return False
 
     def handle(self, table: str, file_path: str, file_type: str, year: int):
+        """
+        Handles metadata extraction for a single .sas7bdat file.
+
+        Args:
+            table (str): Target table name to use in the registry.
+            file_path (str): File path to the SAS data file.
+            file_type (str): Type of file (e.g., 'denominator').
+            year (int): Associated year of data.
+        """
+
         if file_type == "denominator":
             index_all = True
         else:
@@ -78,6 +133,25 @@ def handle(self, table: str, file_path: str, file_type: str, year: int):
 
     def add_sas_table(self, table: str, file_path: str, index_all: bool,
                       year: int):
+        """
+        Extracts schema from a SAS file and registers columns into the YAML registry.
+
+        - Uses introspection to extract columns and attach metadata.
+        - Detects and indexes key columns (e.g., bene_id, state, year).
+        - Auto-generates a 'year' column if missing using a virtual GENERATED column.
+        - Indexes all columns if index_all is True (e.g., for denominator files).
+        - Adds FILE and RECORD fields to simulate full uniqueness using a compound PK.
+
+        Args:
+            table (str): Name of the table in the registry.
+            file_path (str): Path to the SAS file.
+            index_all (bool): Whether all fields should be indexed.
+            year (int): Year to use when generating missing year columns.
+
+        Raises:
+            ValueError: If duplicate key fields are detected or mandatory fields are missing.
+        """
+
         introspector = Introspector(file_path)
         introspector.introspect()
         introspector.append_file_column()

From 2f6698012ed9459f11c841e5f1d15d3220ee0d2d Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 10 May 2025 17:55:22 -0400
Subject: [PATCH 57/81] MAB   Improving documentation for handling Medicare
 data for years prior to 2010 (SAS 7BDAT files)

---
 doc/glossary.md | 47 ++++++++++++++++++++++++-----------------------
 1 file changed, 24 insertions(+), 23 deletions(-)

diff --git a/doc/glossary.md b/doc/glossary.md
index cb9e0d429..36cb0f884 100644
--- a/doc/glossary.md
+++ b/doc/glossary.md
@@ -1,28 +1,29 @@
 # Terms and acronyms used in this documentation
 
-| Term     | Expansion                                                                                                                                                                      | More Info                                                                                                                                          |
-|----------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------|
-| Airflow  | A Workflow management system                                                                                                                                                   | [Wikipedia](https://en.wikipedia.org/wiki/Apache_Airflow)                                                                                          |
-| AirNow   | US Government source for air quality data                                                                                                                                      | [Website](https://www.airnow.gov/)                                                                                                                 |
-| AQS      | Air Quality System: US Government source for air quality data                                                                                                                  | [Website](https://www.epa.gov/aqs)                                                                                                                 |
-| CCW      | Chronic Condition Data Warehouse                                                                                                                                               | [Website](https://www.healthypeople.gov/2020/data-source/chronic-condition-data-warehouse)                                                         |
-| CMS      | Centers for Medicare & Medicaid Services                                                                                                                                       | [Website](https://www.cms.gov/)                                                                                                                    |
-| CRS      | Coordinate reference system                                                                                                                                                    | [Wikipedia](https://en.wikipedia.org/wiki/Spatial_reference_system)                                                                                |
-| CSV      | File format, comma separated values                                                                                                                                            | [Wikipedia](https://en.wikipedia.org/wiki/Comma-separated_values)                                                                                  |
-| CWL      | Common Workflow Language                                                                                                                                                       | [Wikipedia](https://en.wikipedia.org/wiki/Common_Workflow_Language) and [Website](https://www.commonwl.org/v1.2/)                                  |
-| DBMS     | Database Management System                                                                                                                                                     | [Wikipedia](https://en.wikipedia.org/wiki/Database#Database_management_system)                                                                     |
-| EPA      | U.S. Environmental Protection Agency                                                                                                                                           | [Website](https://www.epa.gov/)                                                                                                                    |
-| EPSG     | The IOGP's EPSG Geodetic Parameter Dataset is a collection of definitions of coordinate reference systems and coordinate transformations. 4326 is the EPSG identifier of WGS84 | [Website](https://epsg.org/home.html)                                                                                                              |
-| FST      | File format used by R                                                                                                                                                          | [Description](https://www.fstpackage.org/)                                                                                                         |
-| FTS      | File Transfer Summary, often created by SAS                                                                                                                                    | [More details](fts)                                                                                                                                |
-| gridMET  | a dataset of daily high-spatial resolution surface meteorological data                                                                                                         | [Website](http://www.climatologylab.org/gridmet.html)                                                                                              |
-| HDF5     | File format (hierarchical)                                                                                                                                                     | [Wikipedia](https://en.wikipedia.org/wiki/Hierarchical_Data_Format) and [Website](https://www.hdfgroup.org/)                                       |
-| HLL      | HyperLogLog is an algorithm for approximating the number of distinct elements in resulting query                                                                               | [Wikipedia](https://en.wikipedia.org/wiki/HyperLogLog)                                                                                             |
-| MAX data | Medicaid Medicaid Analytic eXtract (MAX) data                                                                                                                                  | [Information](https://www.cms.gov/Research-Statistics-Data-and-Systems/Computer-Data-and-Systems/MedicaidDataSourcesGenInfo/MAXGeneralInformation) |
-| OOM      | Out of Memory Error                                                                                                                                                            |                                                                                                                                                    |
-| SAS      | Statistical Analysis System, a popular software tool                                                                                                                           | [Wikipedia](https://en.wikipedia.org/wiki/SAS_(software)) and [Company website](https://www.sas.com/)                                              |
-| SQL      | Structured Query Language                                                                                                                                                      | [Wikipedia](https://en.wikipedia.org/wiki/SQL)                                                                                                     |
-| WGS 84   | The World Geodetic System (WGS) is a standard for use in cartography, geodesy, and satellite navigation including GPS. 4326 is the EPSG identifier of WGS84                    | [Wikipedia](https://en.wikipedia.org/wiki/World_Geodetic_System) and [documentation](http://www.unoosa.org/pdf/icg/2012/template/WGS_84.pdf)       |
+| Term                                                                                                  | Expansion                                                                                                                                                                                        | More Info                                                                                                                                          |
+|-------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------|
+| 7BDAT                                                                                                 | Proprietary binary data file format used by SAS software to store datasets (.sas7bdat extension). The file extension is .sas7bdat, but it's often referred to as 7BDAT in development workflows.  SAS uses this format to store structured data tables, including metadata (column names, types, etc.). | [SAS Inrospector](members/mcr_sas2yaml.rst), [SAS Data Laoder](members/mcr_sas2db.rst) |
+| Airflow                                                                                               | A Workflow management system                                                                                                                                                                     | [Wikipedia](https://en.wikipedia.org/wiki/Apache_Airflow)                                                                                          |
+| AirNow                                                                                                | US Government source for air quality data                                                                                                                                                        | [Website](https://www.airnow.gov/)                                                                                                                 |
+| AQS                                                                                                   | Air Quality System: US Government source for air quality data                                                                                                                                    | [Website](https://www.epa.gov/aqs)                                                                                                                 |
+| CCW                                                                                                   | Chronic Condition Data Warehouse                                                                                                                                                                 | [Website](https://www.healthypeople.gov/2020/data-source/chronic-condition-data-warehouse)                                                         |
+| CMS                                                                                                   | Centers for Medicare & Medicaid Services                                                                                                                                                         | [Website](https://www.cms.gov/)                                                                                                                    |
+| CRS                                                                                                   | Coordinate reference system                                                                                                                                                                      | [Wikipedia](https://en.wikipedia.org/wiki/Spatial_reference_system)                                                                                |
+| CSV                                                                                                   | File format, comma separated values                                                                                                                                                              | [Wikipedia](https://en.wikipedia.org/wiki/Comma-separated_values)                                                                                  |
+| CWL                                                                                                   | Common Workflow Language                                                                                                                                                                         | [Wikipedia](https://en.wikipedia.org/wiki/Common_Workflow_Language) and [Website](https://www.commonwl.org/v1.2/)                                  |
+| DBMS                                                                                                  | Database Management System                                                                                                                                                                       | [Wikipedia](https://en.wikipedia.org/wiki/Database#Database_management_system)                                                                     |
+| EPA                                                                                                   | U.S. Environmental Protection Agency                                                                                                                                                             | [Website](https://www.epa.gov/)                                                                                                                    |
+| EPSG                                                                                                  | The IOGP's EPSG Geodetic Parameter Dataset is a collection of definitions of coordinate reference systems and coordinate transformations. 4326 is the EPSG identifier of WGS84                   | [Website](https://epsg.org/home.html)                                                                                                              |
+| FST                                                                                                   | File format used by R                                                                                                                                                                            | [Description](https://www.fstpackage.org/)                                                                                                         |
+| FTS                                                                                                   | File Transfer Summary, often created by SAS                                                                                                                                                      | [More details](fts)                                                                                                                                |
+| gridMET                                                                                               | a dataset of daily high-spatial resolution surface meteorological data                                                                                                                           | [Website](http://www.climatologylab.org/gridmet.html)                                                                                              |
+| HDF5                                                                                                  | File format (hierarchical)                                                                                                                                                                       | [Wikipedia](https://en.wikipedia.org/wiki/Hierarchical_Data_Format) and [Website](https://www.hdfgroup.org/)                                       |
+| HLL                                                                                                   | HyperLogLog is an algorithm for approximating the number of distinct elements in resulting query                                                                                                 | [Wikipedia](https://en.wikipedia.org/wiki/HyperLogLog)                                                                                             |
+| MAX data                                                                                              | Medicaid Medicaid Analytic eXtract (MAX) data                                                                                                                                                    | [Information](https://www.cms.gov/Research-Statistics-Data-and-Systems/Computer-Data-and-Systems/MedicaidDataSourcesGenInfo/MAXGeneralInformation) |
+| OOM                                                                                                   | Out of Memory Error                                                                                                                                                                              |                                                                                                                                                    |
+| SAS                                                                                                   | Statistical Analysis System, a popular software tool                                                                                                                                             | [Wikipedia](https://en.wikipedia.org/wiki/SAS_(software)) and [Company website](https://www.sas.com/)                                              |
+| SQL                                                                                                   | Structured Query Language                                                                                                                                                                        | [Wikipedia](https://en.wikipedia.org/wiki/SQL)                                                                                                     |
+| WGS 84                                                                                                | The World Geodetic System (WGS) is a standard for use in cartography, geodesy, and satellite navigation including GPS. 4326 is the EPSG identifier of WGS84                                      | [Wikipedia](https://en.wikipedia.org/wiki/World_Geodetic_System) and [documentation](http://www.unoosa.org/pdf/icg/2012/template/WGS_84.pdf)       |
 
 
 

From 881ec749b944ba5c71bfbee7aa6bb44214bd6701 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 10 May 2025 20:45:54 -0400
Subject: [PATCH 58/81] MAB   Improving documentation for handling Medicare
 data for years prior to 2010 (SAS 7BDAT files)

---
 doc/Medicare.md                             | 3 ++-
 src/python/dorieh/cms/tools/mcr_sas2db.py   | 4 ++--
 src/python/dorieh/cms/tools/mcr_sas2yaml.py | 6 +++---
 3 files changed, 7 insertions(+), 6 deletions(-)

diff --git a/doc/Medicare.md b/doc/Medicare.md
index 21e873cb3..0df8f5fc5 100644
--- a/doc/Medicare.md
+++ b/doc/Medicare.md
@@ -110,7 +110,7 @@ To add insult to injury, for years prior to 2011 (1999-2010) we do not
 have original files, but preprocessed files with patient summary 
 (called denominators) and admissions. They are in SAS 7BDAT format,
 however columns are also different for different years. Please
-refer to [Files for 1999 to 2010](#files-for-1999-to-2010-) section
+refer to [Files for 1999 to 2010](#files-for-1999-to-2010) section
 for details.
 
 ### Storing raw data in the Database
@@ -141,6 +141,7 @@ When a table has no natural primary key (admission tables) we add a record
 number column. This column ha sno meaning but allows to trace a record to the 
 original data.
 
+(files-for-1999-to-2010)=
 ### Files for 1999 to 2010 
 
 Between 1999 and 2010, original Medicare ResDAC raw datasets are not available 
diff --git a/src/python/dorieh/cms/tools/mcr_sas2db.py b/src/python/dorieh/cms/tools/mcr_sas2db.py
index b7dc29efc..f0cf4e516 100644
--- a/src/python/dorieh/cms/tools/mcr_sas2db.py
+++ b/src/python/dorieh/cms/tools/mcr_sas2db.py
@@ -28,7 +28,7 @@
 It is used to ingest Medicare data for 1999 to 2010 years.
 
 See also:
-- :class:.SASIntrospector for introspection and schema analysis of SAS files.
+- :class:`.SASIntrospector` for introspection and schema analysis of SAS files.
 """
 
 import copy
@@ -72,7 +72,7 @@ def handle(self, table: str, file_path: str, file_type: str, year: int):
         and invoking the loading process.
 
         This method overrides the abstract method from the parent class
-        :class:`MedicareSAS`.
+        :class:`.MedicareSAS`.
 
         For each input file, it creates an instance of
         :class:`~dorieh.platform.loader.data_loader.DataLoader`
diff --git a/src/python/dorieh/cms/tools/mcr_sas2yaml.py b/src/python/dorieh/cms/tools/mcr_sas2yaml.py
index cb7aac7c9..0226c2cfb 100644
--- a/src/python/dorieh/cms/tools/mcr_sas2yaml.py
+++ b/src/python/dorieh/cms/tools/mcr_sas2yaml.py
@@ -27,9 +27,9 @@
 Typical use case: building data models from Medicare SAS files (e.g., 1999–2010).
 
 See Also:
-- :class:.SASIntrospector (this class)
-- :class:dorieh.platform.loader.introspector.Introspector
-- :class:dorieh.cms.tools.mcr_registry.MedicareRegistry
+- :class:`.SASIntrospector` (this class)
+- :class:`~dorieh.platform.loader.introspector.Introspector`
+- :class:`~dorieh.cms.tools.mcr_registry.MedicareRegistry`
 """
 
 import logging

From e91e864c906718fb53de06281f6f2f56173982fa Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 10 May 2025 21:22:37 -0400
Subject: [PATCH 59/81] MAB   Improving documentation for handling Medicare
 data for years prior to 2010 (SAS 7BDAT files)

---
 src/python/dorieh/cms/tools/mcr_sas2yaml.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/src/python/dorieh/cms/tools/mcr_sas2yaml.py b/src/python/dorieh/cms/tools/mcr_sas2yaml.py
index 0226c2cfb..b57894be6 100644
--- a/src/python/dorieh/cms/tools/mcr_sas2yaml.py
+++ b/src/python/dorieh/cms/tools/mcr_sas2yaml.py
@@ -28,6 +28,7 @@
 
 See Also:
 - :class:`.SASIntrospector` (this class)
+- :class:`.MedicareSAS` (superclass)
 - :class:`~dorieh.platform.loader.introspector.Introspector`
 - :class:`~dorieh.cms.tools.mcr_registry.MedicareRegistry`
 """
@@ -99,7 +100,7 @@ def matches(cls, s: str, candidates: List[str]):
 
         Args:
             s (str): String to match.
-            candidates (List[str]): List of exact names or patterns (may include *).
+            candidates (List[str]): List of exact names or patterns (may include `*`).
 
         Returns:
             bool: True if s matches any candidate.

From 77862f83dc9a45ec465bff2a2fedd8db9f147aa5 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sun, 11 May 2025 12:36:40 -0400
Subject: [PATCH 60/81] MAB   Improving documentation for handling Medicare
 data for years prior to 2010 (SAS 7BDAT files)

---
 doc/Medicaid.md                           |   2 +-
 doc/Medicare.md                           | 122 ++++++++++++++++++++--
 doc/cms.md                                |  27 ++---
 doc/conf.py                               |   2 +
 src/python/dorieh/cms/fts2yaml.py         |  36 ++++++-
 src/python/dorieh/cms/mcr_data_loader.py  |  68 +++++++++++-
 src/python/dorieh/cms/tools/mcr_fts2db.py | 108 ++++++++++++++++---
 7 files changed, 321 insertions(+), 44 deletions(-)

diff --git a/doc/Medicaid.md b/doc/Medicaid.md
index 20d8d56cd..daace2a01 100644
--- a/doc/Medicaid.md
+++ b/doc/Medicaid.md
@@ -1,4 +1,4 @@
-# Handling Medicaid data
+# Medicaid: Building a Data Warehouse from ResDac Files
 
 ```{toctree}
 ---
diff --git a/doc/Medicare.md b/doc/Medicare.md
index 0df8f5fc5..41f01b146 100644
--- a/doc/Medicare.md
+++ b/doc/Medicare.md
@@ -1,4 +1,4 @@
-# Medicare Files Handling
+# Medicare: Building a Data Warehouse from ResDac Files
 
 ```{toctree}
 ---
@@ -200,16 +200,118 @@ ingestion workflow and is not based on FTS metadata.
 
 ### Files for Years 2011 and later
 
+#### Metadata Extraction
+                      
 These files are original files from ResDac. They come in Fixed Width Format
-(FWF). For each file the structure is described in File Transfer 
-Summary (FTS) file. Unfortunately these files are intended for reading by 
-a human and is difficult to parse automatically. A 
-[partial parser](members/fts2yaml.rst) that
-relies on a known file type is implemented in Python. The information 
-extracted by the parser is used to:
-
-* Generate data model (database schema)
-* Generate metadata for the FWF Reader
+(FWF) typically using the .dat extension. Each data file 
+delivered by ResDAC is accompanied 
+by a plain-text metadata file known as a File Transfer Summary (FTS), 
+which describes the structure of the corresponding data file—including:
+
+* Column names
+* Data types (e.g., NUM, CHAR, DATE)
+* Column widths and formats
+* Record and file length metadata
+
+These FTS files are designed primarily for human readability 
+and are not machine-friendly. To address this, 
+the Dorieh includes a partial FTS parser:
+
+👉 [fts2yaml module](members/fts2yaml.rst)
+
+This parser performs the following:
+
+* Extracts structured metadata directly from .fts files
+* Converts it to a standardized YAML-based data model. 
+  * The YaML model describes table and column definitions.
+  * The YaML model includes types, column widths, descriptions,
+    and indexing hints
+* Supports both Medicare and Medicaid FTS formats
+
+Once the YAML schema is generated, it is used for:
+
+* Generating SQL DDL scripts to create staging tables
+* Feeding column layout metadata to the FWF reader (FWFReader)
+* Automatically identifying and indexing key fields such as:
+  * BENE_ID (Beneficiary ID)
+  * YEAR
+  * STATE
+  * ZIP
+  
+##### Supported File Types
+
+The parser supports:
+
+* Medicare files: identified based on prefixes like mbsf_abcd_XXXX.fts
+* Medicaid files: using filenames like maxdata_ps_STATE_YEAR.fts
+
+#### Ingestion process
+
+Once metadata extraction is complete, raw data ingestion 
+takes place using:
+
+* [MedicareDataLoader](members/mcr_data_loader) 
+   to parse FWF records row-by-row
+* [MedicareLoader](members/mcr_fts2db) to coordinate:
+  * FTS parsing
+  * Schema registration
+  * Loader selection (DAT or CSV)
+  * Data loading, indexing, and optimization (VACUUM)
+
+The MedicareLoader module orchestrates the end-to-end process, including:
+
+* Scanning input directories recursively for *.fts files
+* Parsing each FTS file to generate a schema
+* Locating the corresponding *.dat (or *.csv.gz) files
+* Triggering the appropriate file loader
+* Writing data to the database
+
+```graphviz
+    digraph ingestion_flow {
+    parse_fts  [label="Parse FTS using fts2yaml"];
+    export_yaml [label="Export YAML"];
+    lookup_dat [label="Identify data file (.dat or .csv.gz)"];
+    choose_loader [label="Select Loader\n(MedicareDataLoader / DataLoader)"];
+    load_data [label="Load to DB"];
+    index [label="Build Index"];
+    vacuum [label="VACUUM"];
+    
+           parse_fts -> export_yaml -> lookup_dat -> choose_loader -> load_data -> index -> vacuum;
+    }
+``` 
+
+```{mermaid}
+graph TD;
+    A[.fts file] --> B[YAML schema via fts2yaml]
+    B --> C[Extract layout for fixed-width reader]
+    C --> D[Run MedicareLoader]
+    D --> E[Pick MedicareDataLoader or generic DataLoader]
+    E --> F[Load data to SQL table]
+    F --> G[Apply indexing and VACUUM]
+```
+
+#### Directory Layout Expectation
+
+To function correctly with the NSAPH ingestion pipeline, 
+the directory layout for ResDAC raw files must follow this structure:
+```
+project_root/
+└── medicare/
+    └── 2018/
+        ├── mbsf_abcd_2018.fts
+        ├── mbsf_abcd_2018.dat
+        └── medpar_2018.fts
+```
+
+Specifically:
+
+* Each year must have its own directory
+* Table names are inferred from FTS file name and containing year
+* The FTS filename must match the .dat or .csv.gz data file (just differing in extension)
+
+💡 For a full example of metadata schema outputs, see:
+
+[Generated Medicare data model](members/medicare_yaml)                 
 
 ## Combining raw files into a single view
 
diff --git a/doc/cms.md b/doc/cms.md
index ac641a04b..bede79ecc 100644
--- a/doc/cms.md
+++ b/doc/cms.md
@@ -1,20 +1,8 @@
-# Dorieh CMS Package (manipulating with Health Data)
+# Dorieh CMS Package (manipulating ResDac Health Data)
 
 **Pipelines to process CMS data: Medicaid and Medicare**
 
 
-```{toctree}
----
-maxdepth: 4
-glob: true
-hidden: 
----
-Medicaid.md
-Medicare.md
-MedicareLineage.md
-QueringMedicaid.md
-```
-
 ```{contents}
 ---
 local:
@@ -43,6 +31,19 @@ Medicare processing now includes a
 [pipeline to automatically create QC Tables](Medicare.md#creating-qc-tables).
 These tables are used by Apache Superset dashboard that visualizes QC results. 
 
+```{toctree}
+---
+maxdepth: 4
+glob: true
+hidden: 
+---
+Medicare.md
+MedicareLineage.md
+Medicaid.md
+QueringMedicaid.md
+```
+
+
 ## Project Structure
 
 Top level directories are:
diff --git a/doc/conf.py b/doc/conf.py
index c585adc8d..f3773b694 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -45,6 +45,8 @@
     'sphinx.ext.viewcode',
     'sphinx_paramlinks',
     'sphinx.ext.autosectionlabel',
+    'sphinx.ext.graphviz',
+    'sphinxcontrib.mermaid',
     'myst_parser',
 ]
 myst_heading_anchors = 5
diff --git a/src/python/dorieh/cms/fts2yaml.py b/src/python/dorieh/cms/fts2yaml.py
index 73f0ce730..f848759b0 100644
--- a/src/python/dorieh/cms/fts2yaml.py
+++ b/src/python/dorieh/cms/fts2yaml.py
@@ -18,10 +18,40 @@
 #
 
 """
-Parse utilities for File Transfer Summary (FTS) files generated by SAS.
+FTS Metadata Extractor for CMS Data Pipelines
 
-Tries to recognize a type of a medicare or a medicaid CMS file and
-extract metadata
+This module processes File Transfer Summary (FTS) files associated with CMS
+Medicare and Medicaid datasets provided by ResDac. These FTS files accompany
+fixed-width (.dat) and contain descriptions of columns,
+types, widths, and formatting generated by SAS.
+
+Functional Overview:
+
+* Parses FTS files and infers structured metadata for each data column.
+* Distinguishes between Medicaid and Medicare formats.
+* Validates presence of critical index columns such as BENE_ID or YEAR.
+* Automatically injects additional columns for record tracking and source file name.
+* Supports conversion to SQL-compatible column definitions (e.g., NUMERIC, VARCHAR, DATE).
+* Serializes resulting schema into a standard YAML-based data model used in NSAPH pipelines.
+
+Key Classes:
+
+* :class:MedicareFTSColumn, :class:MedicaidFTSColumn –
+    Describe format-specific column attributes parsed from each FTS file.
+
+* :class:MedicareFTS, :class:MedicaidFTS –
+    Front-end classes that produce a complete YAML schema from one or more FTS files.
+
+* :class:FTSColumn – Represents a data column extracted from an FTS file line.
+
+* :class:CMSFTS – Abstract base class that encapsulates common logic for metadata parsing and YAML generation.
+
+Used in preparation for ingestion of raw Medicare or Medicaid data in the
+NSAPH ETL pipelines.
+
+Resources:
+
+- Related terms see  :doc:`Glossary <../glossary.md>`: FWF, BENE_ID, FTS, CMS
 
 """
 
diff --git a/src/python/dorieh/cms/mcr_data_loader.py b/src/python/dorieh/cms/mcr_data_loader.py
index 6c30caccd..ae57a311c 100644
--- a/src/python/dorieh/cms/mcr_data_loader.py
+++ b/src/python/dorieh/cms/mcr_data_loader.py
@@ -28,12 +28,42 @@
 
 class MedicareDataLoader(DataLoader):
     """
-    Subclass of generic Data Loader aware of the raw Medicare CMS
-    data structure. Matches FTS and DAT files.
+    MedicareDataLoader is a specialized subclass of :class:`~dorieh.platform.loader.data_loader.DataLoader`
+    that handles ingestion of raw Medicare CMS files accompanied by FTS (File Transfer Summary) metadata.
+
+    This loader is designed to read data using file specifications included in FTS files provided by ResDAC.
+    It supports fixed-width (.dat) raw data files where metadata is embedded in a parallel .fts file.
+
+    Functional Responsibilities:
+    - Resolves (*.fts) File Transfer Summary files to their corresponding data (*.dat) files
+    - Parses FTS files using :class:`~dorieh.cms.fts2yaml.MedicareFTS`
+    - Creates an :class:`~dorieh.utils.fwf.FWFReader` for reading fixed-width data using inferred column schema
+    - Integrates with the context-configurable data loading pipeline via :class:`~dorieh.platform.loader.data_loader.DataLoader`
+
+    Attributes:
+        context (LoaderConfig): Configuration object carrying paths and settings for ingestion.
+
+    Example Usage:
+        loader = MedicareDataLoader(context)
+        loader.run()
+
+    See Also:
+        - :class:`~dorieh.cms.fts2yaml.MedicareFTS`
+        - :class:`~dorieh.utils.fwf.FWFReader`
+        - :class:`~dorieh.platform.loader.data_loader.DataLoader`
     """
 
     @classmethod
     def dat4fts(cls, fts_path):
+        """
+         Given a path to an FTS metadata file, finds all matching .dat data files.
+
+         The .dat files are expected to match the FTS filename prefix.
+
+        :param fts_path:  Path to a .fts metadata file.
+        :return:  List[str]: List of full paths to .dat files that correspond to the FTS file.
+        """
+
         f, ext = os.path.splitext(fts_path)
         assert ext.lower() == '.fts'
         data_files = glob.glob("{}*.dat".format(f))
@@ -41,6 +71,24 @@ def dat4fts(cls, fts_path):
 
     @classmethod
     def open(cls, name: str, dat_path: str = None) -> FWFReader:
+        """
+        Opens a fixed-width reader for a Medicare file using both the FTS (metadata)
+        and .dat (data) input files.
+
+        Given either a .fts or .dat path (or the base file name), this method builds
+        the appropriate pairing of FTS and DAT files, parses the metadata, and returns
+        a FWFReader for iterating over the structured data rows.
+
+        :param name:  Path to either the .fts or .dat file, or a base file path without extension.
+        :param dat_path:  If provided, explicitly sets .dat file path to use.
+        :return: A reader instance for parsing the structured fixed-width file.
+
+        Raises:
+        AssertionError: If provided file has an invalid or unsupported extension.
+        ValueError: If file type cannot be determined from file name.
+ 
+        """
+
         f, ext = os.path.splitext(name)
         if dat_path is not None:
             assert ext.lower() == '.fts'
@@ -60,9 +108,25 @@ def open(cls, name: str, dat_path: str = None) -> FWFReader:
         return FWFReader(fts.to_fwf_meta(dat_path))
 
     def __init__(self, context):
+        """
+        Initializes a MedicareDataLoader with the given context.
+
+        :param context: A configuration object used by the data loading pipeline.
+        """
+
         super().__init__(context)
 
     def get_files(self) -> List[Tuple[Any, Callable]]:
+        """
+        Resolves all FTS-to-DAT file pairs from the configured context data path,
+        and returns a list of reader objects paired with file-open functions.
+
+        This function provides the loading pipeline with all reader instances needed
+        to load fixed-width Medicare data records.
+
+        :return:  A list of reader/open-function pairs for streaming data.
+        """
+
         objects = []
         for fts_path in self.context.data:
             dat_files = self.dat4fts(fts_path)
diff --git a/src/python/dorieh/cms/tools/mcr_fts2db.py b/src/python/dorieh/cms/tools/mcr_fts2db.py
index f972987c1..ffb916e8c 100644
--- a/src/python/dorieh/cms/tools/mcr_fts2db.py
+++ b/src/python/dorieh/cms/tools/mcr_fts2db.py
@@ -1,19 +1,38 @@
 """
-Command line utility to load raw Medicare data into the database.
+Raw Data Loader for Medicare files provided by ResDac.
+NSAPH Medicare pipeline uses this module for years 2011 and later.
 
-Used for 2011 and later years. Looks for FTS files, parses them to generate
-database model and extract
-metadata required to read DAT files. Then loads data into the database.
+This module defines a command-line utility to ingest raw Medicare data
+delivered in File Transfer Summary (FTS) and fixed-width data (DAT) format,
+as provided by ResDAC for years 2011 and later.
 
-This module looks for FTS files, parses them, then looks for corresponding
-DAT files. It copies FTS files to destination directory and selects a few
-random records from DAT files.
+Overview:
 
-Please note, that if the destination to be used with Medicare
-ingestion pipeline, the full path to resulting FTS and DAT files must include
-a directory named with the year, e.g. my_data/medicare/2018/\*.fts
-"""
+Searches recursively for all FTS (*.fts) files under specified input path(s)
+Parses each FTS file using the :class:~dorieh.cms.fts2yaml.MedicareFTS parser
+Determines the appropriate database schema and metadata for the associated *.dat or *.csv.gz file
+Loads data into the database using :class:~dorieh.cms.mcr_data_loader.MedicareDataLoader
+for .dat files or a generic :class:~dorieh.platform.loader.data_loader.DataLoader for CSV files
+Applies indexing and VACUUM optimization after insertion
+
+Usage Notes:
+
+This loader requires that data be organized into year-based subfolders. For example: my_data/medicare/2018/*.fts
+The name of the parent directory of the FTS file must be a 4-digit year (e.g., 2011, 2018).
+This requirement applies to both the data and FTS file location to establish table naming conventions correctly.
+Key Components:
 
+:class:MedicareLoader — orchestrates ingestion logic
+:class:~dorieh.cms.mcr_data_loader.MedicareDataLoader — fixed-width reader-based data loader
+:class:~dorieh.platform.loader.data_loader.DataLoader — generic CSV reader-based loader
+
+
+See also:
+
+:doc:members/fts2yaml — for metadata extraction from FTS
+:doc:members/mcr_data_loader — for Medicare file reading
+:doc:members/medicare_yaml — for generated schema definition
+"""
 
 #  Copyright (c) 2022. Harvard University
 #
@@ -56,11 +75,19 @@
 
 class MedicareLoader:
     """
-    Medicare Loader for original medicare data received from Resdac. Used
-    for 2011 and later years.
+    High-level loader for raw Medicare data files provided by ResDac, using FTS and DAT.
+
+    The loader walks the input directory to locate all *.fts (File Transfer Summary) files,
+    and for each one:
+
+    - Parses its metadata and adds to the schema registry (YAML)
+    - Identifies corresponding *.dat or *.csv.gz data files
+    - Uses :class:`~dorieh.cms.mcr_data_loader.MedicareDataLoader` to load FWF files
+        or :class:`~dorieh.platform.loader.data_loader.DataLoader` for CSV files
+    - Applies schema-specific indexing and vacuum optimization
+
+    This loader is compatible with ETL processing of Medicare data for 2011 and later.
 
-    Looks for FTS files, parses them to generate database model and extract
-    metadata required to read DAT files. Then loads data into the database.
     """
 
     @classmethod
@@ -69,6 +96,13 @@ def process(cls):
         loader.traverse(loader.pattern)
 
     def __init__(self):
+        """
+        Initializes MedicareLoader object with default CMS domain context.
+
+        Sets the input pattern and prepares the LoaderConfig context, including
+        root directory, flags like incremental/sloppy, and path normalization.
+        """
+
         self.pattern = "**/*.fts"
         self.context = LoaderConfig(__doc__)
         self.context.domain = "cms"
@@ -83,6 +117,14 @@ def __init__(self):
         return
 
     def traverse(self, pattern: str):
+        """
+        Searches directories recursively using the given pattern to find all FTS files.
+        For each matching file, initiates schema inference and data ingestion via handle().
+
+        :param pattern:    pattern (str): Glob pattern to match files (e.g., "**/*.fts")
+        :return:
+        """
+
         if isinstance(self.root_dir, list):
             dirs = self.root_dir
         else:
@@ -103,6 +145,12 @@ def traverse(self, pattern: str):
         return
 
     def handle_empty(self):
+        """
+        Handles the case where no FTS files are found.
+
+        Creates an empty registry file (if not already present) and logs a message.
+        """
+        
         init_logging()
         logging.info("No files to process")
         if not os.path.exists(self.context.registry):
@@ -111,6 +159,20 @@ def handle_empty(self):
         return 
 
     def handle(self, fts_path: str):
+        """
+        Loads a Medicare FTS/DAT or FTS/CSV pair into the database.
+
+        - Extracts the year based on the immediate parent directory of the FTS file
+        - Determines the file type from FTS file name
+        - Updates the schema registry
+        - Dispatches to the appropriate loader (.dat or .csv.gz)
+
+        :param fts_path:  Full path to an FTS metadata file.
+
+        Raises:
+        ValueError: If year could not be inferred or data file is missing.
+        """
+
         basedir, fname = os.path.split(fts_path)
         _, ydir = os.path.split(basedir)
         try:
@@ -148,6 +210,14 @@ def handle(self, fts_path: str):
 
     @staticmethod
     def loader_for_csv(context: LoaderConfig, data_path: str) -> DataLoader:
+        """
+        Creates a generic DataLoader for a delimited CSV (usually .csv.gz) file.
+        
+        :param context:   Configuration object with metadata and paths
+        :param data_path:   Path to the input CSV file
+        :return:   Configured loader for tab-delimited CSV
+        """
+
         context.pattern = [os.path.join("**", os.path.basename(data_path))]
         loader = DataLoader(context)
         loader.csv_delimiter = '\t'
@@ -155,6 +225,14 @@ def loader_for_csv(context: LoaderConfig, data_path: str) -> DataLoader:
 
     @staticmethod
     def loader_for_fwf(context: LoaderConfig, fts_path: str) -> DataLoader:
+        """
+        Creates a MedicareDataLoader instance for a FTS/DAT file pair.
+
+        :param context:  Configuration object with metadata and paths
+        :param fts_path:  Path to the associated FTS metadata file
+        :return: Loader ready to ingest fixed-width records
+        """
+
         context.data = [fts_path]
         loader = MedicareDataLoader(context)
         return loader

From 242d1a262d9d518a74811d20d4e4223aa56a0907 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sun, 11 May 2025 12:47:19 -0400
Subject: [PATCH 61/81] MAB   Improving documentation for handling Medicare
 data for years prior to 2010 (SAS 7BDAT files)

---
 .idea/runConfigurations/Build_documentation.xml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.idea/runConfigurations/Build_documentation.xml b/.idea/runConfigurations/Build_documentation.xml
index 96d93b053..c4950212b 100644
--- a/.idea/runConfigurations/Build_documentation.xml
+++ b/.idea/runConfigurations/Build_documentation.xml
@@ -1,6 +1,6 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="Build documentation" type="ShConfigurationType">
-    <option name="SCRIPT_TEXT" value="deactivate ; source /opt/venv/dorieh_test/bin/activate &amp;&amp; ./build_documentation.sh -s $USER_HOME$/tmp/docs -b dev-0.2.x" />
+    <option name="SCRIPT_TEXT" value="deactivate ; source /opt/venv/dorieh_test/bin/activate &amp;&amp; ./build_documentation.sh -s $USER_HOME$/tmp/docs -b dev-0.3.x" />
     <option name="INDEPENDENT_SCRIPT_PATH" value="true" />
     <option name="SCRIPT_PATH" value="" />
     <option name="SCRIPT_OPTIONS" value="" />

From 109a5423b5e79795bb7f6a43733b259337d7ad8a Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sun, 11 May 2025 14:02:28 -0400
Subject: [PATCH 62/81] MAB   Improving documentation for handling Medicare
 data for years prior to 2010 (SAS 7BDAT files)

---
 doc/Medicare.md             |  37 +++++----
 doc/cms.md                  | 129 ++---------------------------
 doc/health_data_overview.md | 161 ++++++++++++++++++++++++++++++++++++
 setup.py                    |   1 +
 4 files changed, 189 insertions(+), 139 deletions(-)
 create mode 100644 doc/health_data_overview.md

diff --git a/doc/Medicare.md b/doc/Medicare.md
index 41f01b146..fa4b58c6c 100644
--- a/doc/Medicare.md
+++ b/doc/Medicare.md
@@ -198,6 +198,20 @@ ingestion workflow and is not based on FTS metadata.
 :doc: members/mcr_sas2yaml for introspection logic
 :doc: members/mcr_sas2db for database file loading
 
+```{mermaid}
+graph TD;
+    A[SAS 7BDAT File] --> B[Inspect schema using SAS Introspector]
+    B --> C[Generate YAML metadata]
+    C --> D[Update main metadata registry: used for combining tables for all years]
+    C --> L[Generate DDL]
+    C --> E[Configure SAS Data Loader]
+    E --> F[Create SQL table]
+    L --> F
+    F --> I[Ingest data]
+    A --> I
+    I --> G[Add synthetic keys and indexes]
+```
+
 ### Files for Years 2011 and later
 
 #### Metadata Extraction
@@ -266,27 +280,16 @@ The MedicareLoader module orchestrates the end-to-end process, including:
 * Triggering the appropriate file loader
 * Writing data to the database
 
-```graphviz
-    digraph ingestion_flow {
-    parse_fts  [label="Parse FTS using fts2yaml"];
-    export_yaml [label="Export YAML"];
-    lookup_dat [label="Identify data file (.dat or .csv.gz)"];
-    choose_loader [label="Select Loader\n(MedicareDataLoader / DataLoader)"];
-    load_data [label="Load to DB"];
-    index [label="Build Index"];
-    vacuum [label="VACUUM"];
-    
-           parse_fts -> export_yaml -> lookup_dat -> choose_loader -> load_data -> index -> vacuum;
-    }
-``` 
 
 ```{mermaid}
 graph TD;
-    A[.fts file] --> B[YAML schema via fts2yaml]
+    A[SAS FTS file] --> B[YAML schema via fts2yaml]
     B --> C[Extract layout for fixed-width reader]
-    C --> D[Run MedicareLoader]
-    D --> E[Pick MedicareDataLoader or generic DataLoader]
-    E --> F[Load data to SQL table]
+    B --> E[Generate DDL]
+    S[SAS DAT FILE] --> D 
+    C --> D[Run MedicareLoader calling MedicareDataLoader]
+    E --> D
+    D --> F[Load data to SQL table]
     F --> G[Apply indexing and VACUUM]
 ```
 
diff --git a/doc/cms.md b/doc/cms.md
index bede79ecc..53ca8c487 100644
--- a/doc/cms.md
+++ b/doc/cms.md
@@ -1,136 +1,21 @@
 # Dorieh CMS Package (manipulating ResDac Health Data)
 
-**Pipelines to process CMS data: Medicaid and Medicare**
-
-
-```{contents}
----
-local:
----
-```
-
-
-## Overview of health data (Medicare and Medicaid) 
-                                     
-We use health data provided by 
-[Centers for Medicare & Medicaid Services (CMS)](https://www.cms.gov/) 
-          
-Data processing pipelines included in this package
-create a data warehouse with health data (Medicare and Medicaid).
-They perform ingestion of raw data into the database, data 
-cleansing and deduplication , when possible, data quality analysis
-and optimization of the tables for efficient queries.
-
-Please see the following documents for details:
-
-* Data model and processing of [Medicaid](Medicaid.md) data
-* Data model and processing of [Medicare](Medicare.md) data
-* Tips on [querying of Medicaid data](QueringMedicaid.md)
-                                                                 
-Medicare processing now includes a 
-[pipeline to automatically create QC Tables](Medicare.md#creating-qc-tables).
-These tables are used by Apache Superset dashboard that visualizes QC results. 
+Dorieh CMS package provides a number of standalone
+command line (CLI) utilities to handle health data
+provided by ResDac and modules that are used in 
+ETL pipelines that build Health Data Warehouse
+and Feature Store.
 
 ```{toctree}
 ---
 maxdepth: 4
 glob: true
-hidden: 
+caption: Health Data Processing
 ---
+health_data_overview.md
 Medicare.md
 MedicareLineage.md
 Medicaid.md
 QueringMedicaid.md
 ```
 
-
-## Project Structure
-
-Top level directories are:
-
-    - doc
-    - src
-
-Doc directory contains documentation.
-
-Src directory contains software source code. The directories under sources are:
-
-    - cwl
-    - python
-
-### CWL 
-
-CWL folder contains reusable workflows, packaged as tools 
-that can and should be used by
-all Dorieh pipelines.
-
-Each processing step of CMS data is packaged as a 
-standalone tool that can be run individually. 
-Each tool is individually documented.
-The tools are combined into a workflow represented by
-[medicaid.cwl](pipeline/medicaid)
-and 
-[medicare.cwl](pipeline/medicare) files.
-
-### Python 
-           
-Python packages and modules are described in the
-[Python Package Description](CMSLibrary.md) document.
-
-Included are utilities to:
-
-* Parse FTS format and generate database schema 
-
-                                 
-### Data Model for health data
-
-The data model in YAML format is used to generate database schema and
-processing code to ingest data into the database. Read more about
-the modeling in the  
-[Data Modeling](Datamodels.md).
-
-The model for raw data is automatically generated by parsing FTS
-files or analyzing SAS data.
-
-The following models are defined here:
-
-* [Medicaid processed data](members/medicaid_yaml.md). See also [](Medicaid.md) 
-    * Tables
-      * `medicaid.beneficiaries` [details](Medicaid.md#beneficiaries)
-      * `medicaid.enrollments` [details](Medicaid.md#enrollments)
-      * `medicaid.eligibility` [details](Medicaid.md#eligibility)
-      * `medicaid.admissions` [details](Medicaid.md#inpatient-admissions)
-    * SQL Views, used internally for data processing
-      * `medicaid.monthly`
-      * `medicaid._eligibility`
-* [Medicare processed data](members/medicare_yaml.md). See also [](Medicare.md)
-    * Tables
-      * `medicare.beneficiaries` [details](Medicare.md#creating-beneficiaries-table)
-      * `medicare.enrollments` [details](Medicare.md#creating-enrollments-table)
-      * `medicare.admissions` [details](Medicare.md#creating-inpatient-admissions-table)
-    * SQL Views, used internally for data processing
-      * `medicare.ps` [Combined raw data for patient summaries](Medicare.md#creating-federated-patient-summary)
-      * `medicare.`   [Combined raw data for inpatient admissions](Medicare.md#creating-federated-admissions-view) 
-      * `medicare._ps`
-      * `medicare._beneficiaries`
-      * `medicare._enrollments`
-
-### SQL
-
-File [procedures](members/procedures.md) 
-addresses the problem that creating 
-[Medicaid eligibility table](Medicaid.md#eligibility)
-in a single transaction requires too much time and memory.
-The stored procedures in this file split populating this table
-with data either by beneficiary or by year and state. Splitting by beneficiary
-(i.e. using one database transaction per beneficiary) works best.
-
-File [functions](members/functions.md) contain helper functions
-to parse dates in non-standard formats that are encountered in 
-raw medicare files that we have.
-
-(cms-indices-and-tables)=
-## Documentation Indices 
-
-* [](genindex)
-* [](modindex)
diff --git a/doc/health_data_overview.md b/doc/health_data_overview.md
new file mode 100644
index 000000000..75ee68c60
--- /dev/null
+++ b/doc/health_data_overview.md
@@ -0,0 +1,161 @@
+# Health Data in Dorieh (Medicare and Medicaid)
+
+```{contents}
+---
+local:
+---
+```
+
+
+## Overview of Health Data Processing
+
+Dorieh includes Data processing pipelines to
+ingest and process health datasets provided by the
+[Centers for Medicare & Medicaid Services (CMS)](https://www.cms.gov/) via 
+[ResDac](https://resdac.org/).
+
+These pipelines build a data warehouse from ResDAC-delivered 
+raw data files (both Medicare and Medicaid), preparing the data 
+for analysis and visualization. The data warehouse can
+be used as Feature Store for building ML/AI models.
+
+The workflow performs:
+
+* Ingestion of raw fixed-width and SAS-based files into a relational database
+* Data cleansing and deduplication (where possible)
+* Creation of standardized and federated tables
+* Computation of quality metrics (QC)
+* Optimization for efficient querying
+
+For more details, refer to:
+
+* [Medicare](Medicare.md) processing workflow and data model (schema)
+* [Medicaid](Medicaid.md) processing workflow and data model (schema)
+* Tips on [querying of Medicaid data](QueringMedicaid.md)
+
+Medicare processing workflow includes a
+[pipeline to automatically generate Quality COntrol (QC) Tables](Medicare.md#creating-qc-tables).
+
+These tables can be visualized in the included Apache Superset dashboard. 
+
+## Project Structure
+
+Top level directories at the repository root are:
+
+    - doc
+    - src
+
+* The `doc/` directory contains this documentation.
+* The `src/` directory contains source code, organized as follows:
+  
+
+    - cwl
+    - python
+
+### CWL Workflows
+
+The `cwl/` folder contains reusable Common Workflow Language (CWL) 
+tools and workflows. Each CMS data processing step (
+e.g. ingest, combine, transform) is implemented as a modular CWL tool.
+
+CWL tools are documented individually
+Tools are combined into full workflows, such as:
+
+* [Medicare Pipeline](pipeline/medicare) files.
+* [Medicaid Pipeline](pipeline/medicaid)
+
+
+### Python Utilities
+
+The `python/` directory provides CLI tools and 
+reusable modules, documented in:
+
+* [CMS Python Package Overview](CMSLibrary.md).
+
+These include:
+
+* Parsing fixed-width data layouts from FTS files
+* Working with SAS7BDAT files
+* Generating dynamic schemas (YAML models)
+* Data loading and validation
+* PostgreSQL utilities (indexing, vacuuming)
+
+
+### Data Model for health data
+
+We define a YAML-based data model (schema) to describe each 
+processing table.
+
+This model is used to:
+
+* Automatically generate SQL DDL statements
+* Control how data is read from files and loaded into the database
+* Standardize naming conventions, indexing, and transformations
+
+Schemas are:
+
+* Automatically generated via FTS parsing (for 2011+ ResDAC files)
+* Programmatically introspected from SAS7BDAT files (for 1999–2010 Medicare data)
+
+#### Medicare Tables
+
+See also:
+
+* 📄 [Medicare Data Model (YAML)](members/medicare_yaml.md)
+* 🔗 [Medicare pipeline documentation](Medicare.md)
+                                 
+Main Tables:
+
+* `medicare.beneficiaries` [details](Medicare.md#creating-beneficiaries-table)
+* `medicare.enrollments` [details](Medicare.md#creating-enrollments-table)
+* `medicare.admissions` [details](Medicare.md#creating-inpatient-admissions-table)
+
+Federated / intermediate SQL Views:
+
+* `medicare.ps` [Union of raw data for patient summaries](Medicare.md#creating-federated-patient-summary)
+* `medicare.ip` [Union of raw data for inpatient admissions](Medicare.md#creating-federated-admissions-view)
+* `medicare._ps`
+* `medicare._beneficiaries`
+* `medicare._enrollments`
+
+
+#### Medicaid Tables
+
+See also:
+
+* 📄 [Medicaid Data Model (YAML)](members/medicaid_yaml.md)
+* 🔗 [Medicaid processing steps](Medicaid.md)
+
+Tables:
+
+* `medicaid.beneficiaries` [details](Medicaid.md#beneficiaries)
+* `medicaid.enrollments` [details](Medicaid.md#enrollments)
+* `medicaid.eligibility` [details](Medicaid.md#eligibility)
+* `medicaid.admissions` [details](Medicaid.md#inpatient-admissions)
+
+Federated / intermediate SQL Views:
+
+* `medicaid.monthly`
+* `medicaid._eligibility`
+
+### SQL Utilities 
+
+#### Stored Procedures
+
+📄 [Procedures](members/procedures.md) 
+help scale population of large tables like 
+[eligibility](Medicaid.md#eligibility),
+by batching inserts by beneficiary, or by year and state.
+This avoids resource exhaustion in large transactions.
+
+#### Date Parsing Functions
+
+📄 [Custom SQL functions](members/functions.md) to parse 
+non-standard date formats
+commonly found in legacy Medicare files and ResDAC data.
+
+(cms-indices-and-tables)=
+## Documentation Indices
+
+* [](genindex)
+* [](modindex)
diff --git a/setup.py b/setup.py
index 58cbe1dc8..5a750d470 100644
--- a/setup.py
+++ b/setup.py
@@ -100,6 +100,7 @@
         'sphinx',
         'sphinx_paramlinks',
         'sphinx_rtd_theme',
+        'sphinxcontrib-mermaid',
         'sqlparse',
         "tqdm",
         'typing-extensions',

From 978732ff327d7dc031f863e252b78ee4f373255c Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Thu, 2 Oct 2025 22:49:46 -0400
Subject: [PATCH 63/81] MAB  Port to Python 3.13 (GIS packages, remove pygeos)

---
 .idea/dorieh.iml                              |  11 ++
 ...te_original_file___downscale__county__.xml |   3 +-
 .idea/runConfigurations/Create_AQS_SQL.xml    |   2 +-
 .../Test_AQS__2009__2011___old_.xml           |  14 +-
 ...es__County_Default_Annutal_Components_.xml |   6 +-
 docker/Dockerfile.arm64                       |  24 +--
 setup.py                                      |   6 +-
 src/cwl/aqs.cwl                               |   2 +
 src/cwl/download_airnow.cwl                   |   4 +-
 src/cwl/test_cases/aqs_test.sql               | 184 +++++++++---------
 10 files changed, 138 insertions(+), 118 deletions(-)
 create mode 100644 .idea/dorieh.iml

diff --git a/.idea/dorieh.iml b/.idea/dorieh.iml
new file mode 100644
index 000000000..3790b893f
--- /dev/null
+++ b/.idea/dorieh.iml
@@ -0,0 +1,11 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="JAVA_MODULE" version="4">
+  <component name="NewModuleRootManager" inherit-compiler-output="true">
+    <exclude-output />
+    <content url="file://$MODULE_DIR$">
+      <sourceFolder url="file://$MODULE_DIR$/src/python" isTestSource="false" />
+    </content>
+    <orderEntry type="inheritedJdk" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Aggregate_original_file___downscale__county__.xml b/.idea/runConfigurations/Aggregate_original_file___downscale__county__.xml
index 7699dda5e..dccb28fe2 100644
--- a/.idea/runConfigurations/Aggregate_original_file___downscale__county__.xml
+++ b/.idea/runConfigurations/Aggregate_original_file___downscale__county__.xml
@@ -1,6 +1,7 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="Aggregate original file  (downscale, county) " type="PythonConfigurationType" factoryName="Python" folderName="Python - Aggregations - Exposures">
     <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
@@ -24,7 +25,7 @@
       </ENTRIES>
     </EXTENSION>
     <option name="SCRIPT_NAME" value="dorieh.rasters.file_processors.wustl_file_processor" />
-    <option name="PARAMETERS" value="--raw_downloads pm25/V4NA03_PM25_NA_201601_201612-RH35.nc --strategy downscale --geography county --shape_files $USER_HOME$/nsaph/gridmet/shapes/2010/gz_2010_us_050_00_500k.shp --var PM25 -d data/processed/auto --ram 16GB" />
+    <option name="PARAMETERS" value="--raw_downloads $PROJECT_DIR$/../../projects/gridmet/pm25/V4NA03_PM25_NA_201601_201612-RH35.nc --strategy auto --geography county --shape_files $PROJECT_DIR$/../../projects/data_server/cwl-rundir/shapes/2010/gz_2010_us_050_00_500k.shp --var PM25 -d data/processed/auto --ram 96GB" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="true" />
diff --git a/.idea/runConfigurations/Create_AQS_SQL.xml b/.idea/runConfigurations/Create_AQS_SQL.xml
index d12982b2e..f2c5167e3 100644
--- a/.idea/runConfigurations/Create_AQS_SQL.xml
+++ b/.idea/runConfigurations/Create_AQS_SQL.xml
@@ -26,7 +26,7 @@
       </ENTRIES>
     </EXTENSION>
     <option name="SCRIPT_NAME" value="dorieh.platform.dbt.create_test" />
-    <option name="PARAMETERS" value="--table epa.pm25_annual --connection aws-urc-port-forward --database $PROJECT_DIR$/../../database.ini --script $PROJECT_DIR$/src/cwl/test_cases/aqs_test.sql" />
+    <option name="PARAMETERS" value="--table epa.pm25_annual --connection dorieh-local --database $PROJECT_DIR$/../../database.ini --script $PROJECT_DIR$/src/cwl/test_cases/aqs_test.sql" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="true" />
diff --git a/.idea/runConfigurations/Test_AQS__2009__2011___old_.xml b/.idea/runConfigurations/Test_AQS__2009__2011___old_.xml
index 31b35f30b..721926ecd 100644
--- a/.idea/runConfigurations/Test_AQS__2009__2011___old_.xml
+++ b/.idea/runConfigurations/Test_AQS__2009__2011___old_.xml
@@ -8,14 +8,24 @@
       <env name="PYTHONUNBUFFERED" value="1" />
     </envs>
     <option name="SDK_HOME" value="" />
-    <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
+    <option name="SDK_NAME" value="dorieh313 (Python 3.13)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/aqs" />
     <option name="IS_MODULE_SDK" value="false" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
     <option name="ADD_SOURCE_ROOTS" value="true" />
     <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
     <option name="SCRIPT_NAME" value="/opt/venv/dorieh_test/bin/toil-cwl-runner" />
-    <option name="PARAMETERS" value="--jobStore j1 --retryCount 0 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/aqs/outputs --workDir $PROJECT_DIR$/../../run/aqs $PROJECT_DIR$/src/cwl/test_aqs.cwl --database $PROJECT_DIR$/../../database.ini --connection_name nsaph-8432 --test_script $PROJECT_DIR$/src/cwl/test_cases/aqs_test.sql --aggregation annual --parameter_code PM25 --table pm25_annual --years 2011 --years 2009" />
+    <option name="PARAMETERS" value="--jobStore j1 --retryCount 0 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/aqs/outputs --workDir $PROJECT_DIR$/../../run/aqs $PROJECT_DIR$/src/cwl/test_aqs.cwl --database $PROJECT_DIR$/../../database.ini --connection_name dorieh-local --test_script $PROJECT_DIR$/src/cwl/test_cases/aqs_test.sql --aggregation annual --parameter_code PM25 --table pm25_annual --years 2011 --years 2009" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="false" />
diff --git a/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml b/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
index 2c2496646..cd13c92bb 100644
--- a/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
+++ b/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
@@ -1,6 +1,7 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="Test Exposures (County:Default:Annutal-Components)" type="PythonConfigurationType" factoryName="Python" folderName="Pipelines Exposures">
     <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
@@ -8,7 +9,6 @@
       <env name="AWS_PROFILE" value="urc" />
     </envs>
     <option name="SDK_HOME" value="/opt/python/venvs/dorieh_test/bin/python" />
-    <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/wustl4" />
     <option name="IS_MODULE_SDK" value="false" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
@@ -24,8 +24,8 @@
         <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
       </ENTRIES>
     </EXTENSION>
-    <option name="SCRIPT_NAME" value="/opt/venv/dorieh_test/bin/toil-cwl-runner" />
-    <option name="PARAMETERS" value="--jobStore j1 --retryCount 1 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/wustl4/outputs --workDir $PROJECT_DIR$/../../run/wustl4 $PROJECT_DIR$/src/cwl/test_pm25_yearly_download.cwl --downloads s3://nsaph-public/data/exposures/wustl/ --strategy default --geography county --shape_file_collection tiger --database $PROJECT_DIR$/../../database.ini --connection_name nsaph-8432 --table pm25_components_annual_county_mean --ram 1GB --test_script $PROJECT_DIR$/src/cwl/test_cases/exposures_test_pm25_components.sql" />
+    <option name="SCRIPT_NAME" value="/opt/venv/dorieh313_test/bin/toil-cwl-runner" />
+    <option name="PARAMETERS" value="--jobStore j1 --retryCount 1 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/exposures/annual/outputs --workDir $PROJECT_DIR$/../../run/exposures/annual $PROJECT_DIR$/src/cwl/test_pm25_yearly_download.cwl --downloads $PROJECT_DIR$/../../projects/wustl3/downloads/ --strategy default --geography county --shape_file_collection tiger --database $PROJECT_DIR$/../../database.ini --connection_name dorieh-local --table pm25_components_annual_county_mean --ram 1GB --test_script $PROJECT_DIR$/src/cwl/test_cases/exposures_test_pm25_components.sql" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="false" />
diff --git a/docker/Dockerfile.arm64 b/docker/Dockerfile.arm64
index 0fdcd6150..7847b910d 100644
--- a/docker/Dockerfile.arm64
+++ b/docker/Dockerfile.arm64
@@ -16,22 +16,18 @@
 # under the License.
 #
 
+# DOCKER file for building container  for ARM
 
-FROM quay.io/ucsc_cgl/toil:latest  AS dorieh
-USER root
+FROM ubuntu:24.04
 
-RUN mkdir /scratch/
-RUN mkdir /opt/local/
-COPY requirements.txt /opt/local/
-ENV DEBIAN_FRONTEND=noninteractive
-RUN rm /etc/apt/sources.list.d/mesos.list  # Repository has expired GPG key
-RUN add-apt-repository ppa:deadsnakes/ppa
-RUN apt update  
-RUN apt install -y postgresql-client nodejs npm  g++ gdal-bin libgdal-dev libgeos-dev
-RUN apt install -y r-base r-base-dev
-RUN pip install --upgrade pip
-RUN pip install -r  /opt/local/requirements.txt
-RUN pip install cwlref-runner
+RUN apt-get update && apt-get install -y \
+    postgresql-client nodejs npm g++ gdal-bin libgdal-dev libgeos-dev python3-pip git
 
+RUN ln -s /usr/bin/python3 /usr/bin/python
+RUN pip install --upgrade pip setuptools wheel --break-system-packages -ignore-installed
 
+WORKDIR /opt/local/
+COPY requirements-amzn.txt requirements.txt
+RUN pip install -r requirements.txt --break-system-packages
+RUN pip install --upgrade fiona==1.10.0b3 --break-system-packages
 
diff --git a/setup.py b/setup.py
index 5a750d470..6a41065e4 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.3.3",
+    version="0.4.0",
     url='https://github.com/NSAPH-Data-Platform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',
@@ -47,6 +47,7 @@
         "dorieh.workflows": ["*.cwl"],
         "dorieh.gis": ["data/*.csv"]
     },
+    python_requires='>=3.12',
     install_requires=[
         'argcomplete>=1.12.1',
         'boto3',
@@ -77,7 +78,6 @@
         'pyarrow',
         'psutil>=5.7.2',
         'psycopg2-binary>=2.8.6',
-        'pygeos',
         'PyGithub',
         'pyresourcepool',
         'pyshp',
@@ -93,7 +93,7 @@
         'sas7bdat',
         'schema-salad>=7.0.20200811075006',
         'setproctitle>=1.1.10',
-        "shapely",
+        "shapely>=2.1.2",
         'shellescape>=3.4.1',
         'six>=1.15.0',
         'sortedcontainers',
diff --git a/src/cwl/aqs.cwl b/src/cwl/aqs.cwl
index 34632ecb3..c855e0701 100644
--- a/src/cwl/aqs.cwl
+++ b/src/cwl/aqs.cwl
@@ -115,6 +115,7 @@ steps:
     run: ingest.cwl
     doc: Uploads data into the database
     in:
+      depends_on: initdb/log
       registry: introspect/model
       domain:
         valueFrom: "epa"
@@ -151,6 +152,7 @@ steps:
   export:
     run: export.cwl
     in:
+      depends_on: ingest/log
       database: database
       connection_name: connection_name
       format:
diff --git a/src/cwl/download_airnow.cwl b/src/cwl/download_airnow.cwl
index 9f6d9f6a4..bf041424b 100644
--- a/src/cwl/download_airnow.cwl
+++ b/src/cwl/download_airnow.cwl
@@ -50,12 +50,12 @@ inputs:
       prefix: --parameters
   from:
     type: string
-    doc: Start date for downolading, in YYYY-MM-DD format
+    doc: Start date for downloading, in YYYY-MM-DD format
     inputBinding:
       prefix: --from
   to:
     type: string
-    doc: End date for downolading, in YYYY-MM-DD format
+    doc: End date for downloading, in YYYY-MM-DD format
     inputBinding:
       prefix: --to
   shapes:
diff --git a/src/cwl/test_cases/aqs_test.sql b/src/cwl/test_cases/aqs_test.sql
index 496db00a5..90db1b755 100644
--- a/src/cwl/test_cases/aqs_test.sql
+++ b/src/cwl/test_cases/aqs_test.sql
@@ -3,7 +3,7 @@ SELECT
 	'epa.pm25_annual.address' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT address) FROM epa.pm25_annual) = '993' 
+		WHEN (SELECT COUNT(DISTINCT address) FROM epa.pm25_annual) = '1040' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -13,7 +13,7 @@ SELECT
 	'epa.pm25_annual.address' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(address::varchar, '' order by address)) FROM epa.pm25_annual) = '9f052f3f32bdfd033503e5dd4c8e05c5' 
+		WHEN (SELECT MD5(string_agg(address::varchar, '' order by address)) FROM epa.pm25_annual) = 'b8ec4941d98cc68ed3be4e73e84dec34' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -23,7 +23,7 @@ SELECT
 	'epa.pm25_annual.arithmetic_mean' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(arithmetic_mean) FROM epa.pm25_annual) BETWEEN 9.629117697022222 AND 9.823645327265096 
+		WHEN (SELECT AVG(arithmetic_mean) FROM epa.pm25_annual) BETWEEN 9.503552431648101 AND 9.695543389863216 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -33,7 +33,7 @@ SELECT
 	'epa.pm25_annual.arithmetic_mean' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(arithmetic_mean) FROM epa.pm25_annual) BETWEEN 7.7870791859634325 AND 7.944393916992998 
+		WHEN (SELECT VARIANCE(arithmetic_mean) FROM epa.pm25_annual) BETWEEN 7.258715880044714 AND 7.405356604894103 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -43,7 +43,7 @@ SELECT
 	'epa.pm25_annual.arithmetic_standard_dev' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(arithmetic_standard_dev) FROM epa.pm25_annual) BETWEEN 5.586949307333334 AND 5.699816970107745 
+		WHEN (SELECT AVG(arithmetic_standard_dev) FROM epa.pm25_annual) BETWEEN 5.53357307452905 AND 5.64536242957004 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -53,7 +53,7 @@ SELECT
 	'epa.pm25_annual.arithmetic_standard_dev' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(arithmetic_standard_dev) FROM epa.pm25_annual) BETWEEN 4.44477889793116 AND 4.534572411020678 
+		WHEN (SELECT VARIANCE(arithmetic_standard_dev) FROM epa.pm25_annual) BETWEEN 5.495886338734953 AND 5.606914345578082 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -63,7 +63,7 @@ SELECT
 	'epa.pm25_annual.c_10th_percentile' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_10th_percentile) FROM epa.pm25_annual) BETWEEN 4.251885014903802 AND 4.337781681871556 
+		WHEN (SELECT AVG(c_10th_percentile) FROM epa.pm25_annual) BETWEEN 4.214776471116298 AND 4.2999234705327884 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -73,7 +73,7 @@ SELECT
 	'epa.pm25_annual.c_10th_percentile' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_10th_percentile) FROM epa.pm25_annual) BETWEEN 3.5463242873269043 AND 3.6179672022223976 
+		WHEN (SELECT VARIANCE(c_10th_percentile) FROM epa.pm25_annual) BETWEEN 2.9870818746231578 AND 3.047426962999383 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -83,7 +83,7 @@ SELECT
 	'epa.pm25_annual.c_1st_max_datetime' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT c_1st_max_datetime) FROM epa.pm25_annual) = '760' 
+		WHEN (SELECT COUNT(DISTINCT c_1st_max_datetime) FROM epa.pm25_annual) = '713' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -93,7 +93,7 @@ SELECT
 	'epa.pm25_annual.c_1st_max_datetime' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(c_1st_max_datetime::varchar, '' order by c_1st_max_datetime)) FROM epa.pm25_annual) = '1d170a586a6bd5be7ff3703af0f91295' 
+		WHEN (SELECT MD5(string_agg(c_1st_max_datetime::varchar, '' order by c_1st_max_datetime)) FROM epa.pm25_annual) = 'c8cef7d271faf169c27fd1066a08e7d5' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -123,7 +123,7 @@ SELECT
 	'epa.pm25_annual.c_1st_max_value' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_1st_max_value) FROM epa.pm25_annual) BETWEEN 35.35882222222222 AND 36.0731418630752 
+		WHEN (SELECT AVG(c_1st_max_value) FROM epa.pm25_annual) BETWEEN 34.418070753876314 AND 35.11338531456068 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -133,7 +133,7 @@ SELECT
 	'epa.pm25_annual.c_1st_max_value' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_1st_max_value) FROM epa.pm25_annual) BETWEEN 1172.5570502868318 AND 1196.2450715047476 
+		WHEN (SELECT VARIANCE(c_1st_max_value) FROM epa.pm25_annual) BETWEEN 1127.454866828137 AND 1150.2317328246652 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -163,7 +163,7 @@ SELECT
 	'epa.pm25_annual.c_2nd_max_datetime' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT c_2nd_max_datetime) FROM epa.pm25_annual) = '804' 
+		WHEN (SELECT COUNT(DISTINCT c_2nd_max_datetime) FROM epa.pm25_annual) = '752' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -173,7 +173,7 @@ SELECT
 	'epa.pm25_annual.c_2nd_max_datetime' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(c_2nd_max_datetime::varchar, '' order by c_2nd_max_datetime)) FROM epa.pm25_annual) = 'c48d01c1575c65499e49c03903617e6f' 
+		WHEN (SELECT MD5(string_agg(c_2nd_max_datetime::varchar, '' order by c_2nd_max_datetime)) FROM epa.pm25_annual) = 'c501f370670b9e18024fdcf25942d040' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -203,7 +203,7 @@ SELECT
 	'epa.pm25_annual.c_2nd_max_value' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_2nd_max_value) FROM epa.pm25_annual) BETWEEN 28.993456938766343 AND 29.579183341569703 
+		WHEN (SELECT AVG(c_2nd_max_value) FROM epa.pm25_annual) BETWEEN 28.19859854697807 AND 28.76826720449278 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -213,7 +213,7 @@ SELECT
 	'epa.pm25_annual.c_2nd_max_value' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_2nd_max_value) FROM epa.pm25_annual) BETWEEN 447.7003283510582 AND 456.7447794288574 
+		WHEN (SELECT VARIANCE(c_2nd_max_value) FROM epa.pm25_annual) BETWEEN 464.50600861510634 AND 473.88996838510855 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -243,7 +243,7 @@ SELECT
 	'epa.pm25_annual.c_3rd_max_datetime' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT c_3rd_max_datetime) FROM epa.pm25_annual) = '840' 
+		WHEN (SELECT COUNT(DISTINCT c_3rd_max_datetime) FROM epa.pm25_annual) = '787' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -253,7 +253,7 @@ SELECT
 	'epa.pm25_annual.c_3rd_max_datetime' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(c_3rd_max_datetime::varchar, '' order by c_3rd_max_datetime)) FROM epa.pm25_annual) = '8dc59257f1a447b12958f75fe6bfb79e' 
+		WHEN (SELECT MD5(string_agg(c_3rd_max_datetime::varchar, '' order by c_3rd_max_datetime)) FROM epa.pm25_annual) = '3127c0a3d4cd4cfc3643df6309a0b97b' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -263,7 +263,7 @@ SELECT
 	'epa.pm25_annual.c_3rd_max_value' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_3rd_max_value) FROM epa.pm25_annual) BETWEEN 26.207711909364743 AND 26.737160634806454 
+		WHEN (SELECT AVG(c_3rd_max_value) FROM epa.pm25_annual) BETWEEN 25.533680523203728 AND 26.049512452965416 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -273,7 +273,7 @@ SELECT
 	'epa.pm25_annual.c_3rd_max_value' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_3rd_max_value) FROM epa.pm25_annual) BETWEEN 309.99283222604225 AND 316.25531368515425 
+		WHEN (SELECT VARIANCE(c_3rd_max_value) FROM epa.pm25_annual) BETWEEN 310.70394887184307 AND 316.9807963237995 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -283,7 +283,7 @@ SELECT
 	'epa.pm25_annual.c_4th_max_datetime' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT c_4th_max_datetime) FROM epa.pm25_annual) = '863' 
+		WHEN (SELECT COUNT(DISTINCT c_4th_max_datetime) FROM epa.pm25_annual) = '793' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -293,7 +293,7 @@ SELECT
 	'epa.pm25_annual.c_4th_max_datetime' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(c_4th_max_datetime::varchar, '' order by c_4th_max_datetime)) FROM epa.pm25_annual) = 'd36eb36580d91aebc0124f8300d4dec4' 
+		WHEN (SELECT MD5(string_agg(c_4th_max_datetime::varchar, '' order by c_4th_max_datetime)) FROM epa.pm25_annual) = '4ef8767d0bb66e903dbe591e3e5b2913' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -303,7 +303,7 @@ SELECT
 	'epa.pm25_annual.c_4th_max_value' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_4th_max_value) FROM epa.pm25_annual) BETWEEN 24.445909164529628 AND 24.939765915328206 
+		WHEN (SELECT AVG(c_4th_max_value) FROM epa.pm25_annual) BETWEEN 23.764921597633133 AND 24.245021023847947 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -313,7 +313,7 @@ SELECT
 	'epa.pm25_annual.c_4th_max_value' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_4th_max_value) FROM epa.pm25_annual) BETWEEN 248.00054462966764 AND 253.01065664238823 
+		WHEN (SELECT VARIANCE(c_4th_max_value) FROM epa.pm25_annual) BETWEEN 263.8584116418533 AND 269.18888460431504 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -323,7 +323,7 @@ SELECT
 	'epa.pm25_annual.c_50th_percentile' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_50th_percentile) FROM epa.pm25_annual) BETWEEN 8.563934034803724 AND 8.736942803183597 
+		WHEN (SELECT AVG(c_50th_percentile) FROM epa.pm25_annual) BETWEEN 8.43221065342815 AND 8.602558343396396 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -333,7 +333,7 @@ SELECT
 	'epa.pm25_annual.c_50th_percentile' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_50th_percentile) FROM epa.pm25_annual) BETWEEN 7.979795912094644 AND 8.141003910318778 
+		WHEN (SELECT VARIANCE(c_50th_percentile) FROM epa.pm25_annual) BETWEEN 6.9942279058508126 AND 7.135525439302344 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -343,7 +343,7 @@ SELECT
 	'epa.pm25_annual.c_75th_percentile' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_75th_percentile) FROM epa.pm25_annual) BETWEEN 12.290293333333333 AND 12.538582087542087 
+		WHEN (SELECT AVG(c_75th_percentile) FROM epa.pm25_annual) BETWEEN 12.100373406681873 AND 12.344825394695649 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -353,7 +353,7 @@ SELECT
 	'epa.pm25_annual.c_75th_percentile' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_75th_percentile) FROM epa.pm25_annual) BETWEEN 14.643537257071024 AND 14.93936629256741 
+		WHEN (SELECT VARIANCE(c_75th_percentile) FROM epa.pm25_annual) BETWEEN 13.716797174058666 AND 13.993904187676012 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -363,7 +363,7 @@ SELECT
 	'epa.pm25_annual.c_90th_percentile' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_90th_percentile) FROM epa.pm25_annual) BETWEEN 16.983613333333334 AND 17.326716632996632 
+		WHEN (SELECT AVG(c_90th_percentile) FROM epa.pm25_annual) BETWEEN 16.797433919227156 AND 17.136776018605484 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -373,7 +373,7 @@ SELECT
 	'epa.pm25_annual.c_90th_percentile' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_90th_percentile) FROM epa.pm25_annual) BETWEEN 29.044286708090148 AND 29.631039974920256 
+		WHEN (SELECT VARIANCE(c_90th_percentile) FROM epa.pm25_annual) BETWEEN 29.31917969172518 AND 29.911486352164072 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -383,7 +383,7 @@ SELECT
 	'epa.pm25_annual.c_95th_percentile' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_95th_percentile) FROM epa.pm25_annual) BETWEEN 20.53972 AND 20.95466383838384 
+		WHEN (SELECT AVG(c_95th_percentile) FROM epa.pm25_annual) BETWEEN 20.343191600697708 AND 20.754165168388568 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -393,7 +393,7 @@ SELECT
 	'epa.pm25_annual.c_95th_percentile' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_95th_percentile) FROM epa.pm25_annual) BETWEEN 46.435484283738894 AND 47.373574875329574 
+		WHEN (SELECT VARIANCE(c_95th_percentile) FROM epa.pm25_annual) BETWEEN 51.71126708389841 AND 52.75593914619939 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -403,7 +403,7 @@ SELECT
 	'epa.pm25_annual.c_98th_percentile' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_98th_percentile) FROM epa.pm25_annual) BETWEEN 24.520599999999998 AND 25.01596565656566 
+		WHEN (SELECT AVG(c_98th_percentile) FROM epa.pm25_annual) BETWEEN 24.47118918556286 AND 24.96555664385706 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -413,7 +413,7 @@ SELECT
 	'epa.pm25_annual.c_98th_percentile' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_98th_percentile) FROM epa.pm25_annual) BETWEEN 76.58508179940738 AND 78.13225516909237 
+		WHEN (SELECT VARIANCE(c_98th_percentile) FROM epa.pm25_annual) BETWEEN 101.30361781387292 AND 103.35015554748652 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -423,7 +423,7 @@ SELECT
 	'epa.pm25_annual.c_99th_percentile' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(c_99th_percentile) FROM epa.pm25_annual) BETWEEN 27.572022222222223 AND 28.129032772166106 
+		WHEN (SELECT AVG(c_99th_percentile) FROM epa.pm25_annual) BETWEEN 27.462943955700442 AND 28.017750904300453 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -433,7 +433,7 @@ SELECT
 	'epa.pm25_annual.c_99th_percentile' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(c_99th_percentile) FROM epa.pm25_annual) BETWEEN 113.46056835273812 AND 115.75270104673284 
+		WHEN (SELECT VARIANCE(c_99th_percentile) FROM epa.pm25_annual) BETWEEN 140.6019653419089 AND 143.4424090861899 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -443,7 +443,7 @@ SELECT
 	'epa.pm25_annual.cbsa_name' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT cbsa_name) FROM epa.pm25_annual) = '378' 
+		WHEN (SELECT COUNT(DISTINCT cbsa_name) FROM epa.pm25_annual) = '383' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -453,7 +453,7 @@ SELECT
 	'epa.pm25_annual.cbsa_name' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(cbsa_name::varchar, '' order by cbsa_name)) FROM epa.pm25_annual) = '452ac79505badea07281061bbfe5ff8d' 
+		WHEN (SELECT MD5(string_agg(cbsa_name::varchar, '' order by cbsa_name)) FROM epa.pm25_annual) = '435e06257feb510077b4cb00579de15c' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -473,7 +473,7 @@ SELECT
 	'epa.pm25_annual.certification_indicator' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(certification_indicator::varchar, '' order by certification_indicator)) FROM epa.pm25_annual) = '406e431497d713c95a5cac1eb061cfca' 
+		WHEN (SELECT MD5(string_agg(certification_indicator::varchar, '' order by certification_indicator)) FROM epa.pm25_annual) = '0993e10b4c4e020809f5ab76b5475df0' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -483,7 +483,7 @@ SELECT
 	'epa.pm25_annual.city_name' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT city_name) FROM epa.pm25_annual) = '674' 
+		WHEN (SELECT COUNT(DISTINCT city_name) FROM epa.pm25_annual) = '693' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -493,7 +493,7 @@ SELECT
 	'epa.pm25_annual.city_name' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(city_name::varchar, '' order by city_name)) FROM epa.pm25_annual) = '981261a5cf60a5ffde968a3d9e72272d' 
+		WHEN (SELECT MD5(string_agg(city_name::varchar, '' order by city_name)) FROM epa.pm25_annual) = '9e5b315a03079f29487dc96ca5c71e9f' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -513,7 +513,7 @@ SELECT
 	'epa.pm25_annual.completeness_indicator' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(completeness_indicator::varchar, '' order by completeness_indicator)) FROM epa.pm25_annual) = '57c5cbf393e786686da1dc16de9c4ebe' 
+		WHEN (SELECT MD5(string_agg(completeness_indicator::varchar, '' order by completeness_indicator)) FROM epa.pm25_annual) = '539dd1484c25c4e94179a87fdbdc1797' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -523,7 +523,7 @@ SELECT
 	'epa.pm25_annual.county_code' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT county_code) FROM epa.pm25_annual) = '126' 
+		WHEN (SELECT COUNT(DISTINCT county_code) FROM epa.pm25_annual) = '127' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -533,7 +533,7 @@ SELECT
 	'epa.pm25_annual.county_code' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(county_code::varchar, '' order by county_code)) FROM epa.pm25_annual) = '5c32f68be1e5c5fedbc64700dd070296' 
+		WHEN (SELECT MD5(string_agg(county_code::varchar, '' order by county_code)) FROM epa.pm25_annual) = '0747d67bdf6f753d2e9da84d9b99cdfa' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -543,7 +543,7 @@ SELECT
 	'epa.pm25_annual.county_name' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT county_name) FROM epa.pm25_annual) = '517' 
+		WHEN (SELECT COUNT(DISTINCT county_name) FROM epa.pm25_annual) = '527' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -553,7 +553,7 @@ SELECT
 	'epa.pm25_annual.county_name' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(county_name::varchar, '' order by county_name)) FROM epa.pm25_annual) = '34fdfe9a00f8875bca42a5a2729b1d6d' 
+		WHEN (SELECT MD5(string_agg(county_name::varchar, '' order by county_name)) FROM epa.pm25_annual) = '93535ce373a28952de173338fab7f64a' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -563,7 +563,7 @@ SELECT
 	'epa.pm25_annual.date_of_last_change' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT date_of_last_change) FROM epa.pm25_annual) = '18' 
+		WHEN (SELECT COUNT(DISTINCT date_of_last_change) FROM epa.pm25_annual) = '68' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -583,7 +583,7 @@ SELECT
 	'epa.pm25_annual.datum' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(datum::varchar, '' order by datum)) FROM epa.pm25_annual) = '7edc63f8ef87a5e4d549b5124e15700a' 
+		WHEN (SELECT MD5(string_agg(datum::varchar, '' order by datum)) FROM epa.pm25_annual) = '0013c6d2e81e5d29e4c7a105701e06fa' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -603,7 +603,7 @@ SELECT
 	'epa.pm25_annual.event_type' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(event_type::varchar, '' order by event_type)) FROM epa.pm25_annual) = 'a7cacc9051608e4d3ce1bbe6043ea813' 
+		WHEN (SELECT MD5(string_agg(event_type::varchar, '' order by event_type)) FROM epa.pm25_annual) = 'f1fd21711b7a5fad12a51695d6713fc6' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -613,7 +613,7 @@ SELECT
 	'epa.pm25_annual.exceptional_data_count' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(exceptional_data_count) FROM epa.pm25_annual) BETWEEN 48.01488888888888 AND 48.984886644219976 
+		WHEN (SELECT AVG(exceptional_data_count) FROM epa.pm25_annual) BETWEEN 34.69384512564605 AND 35.39473088576011 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -623,7 +623,7 @@ SELECT
 	'epa.pm25_annual.exceptional_data_count' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(exceptional_data_count) FROM epa.pm25_annual) BETWEEN 308664.45133439085 AND 314900.0968158937 
+		WHEN (SELECT VARIANCE(exceptional_data_count) FROM epa.pm25_annual) BETWEEN 202998.329184955 AND 207099.3055321258 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -633,7 +633,7 @@ SELECT
 	'epa.pm25_annual.latitude' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(latitude) FROM epa.pm25_annual) BETWEEN 38.02860480182222 AND 38.79685944428328 
+		WHEN (SELECT AVG(latitude) FROM epa.pm25_annual) BETWEEN 37.87440706480886 AND 38.63954660147166 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -643,7 +643,7 @@ SELECT
 	'epa.pm25_annual.latitude' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(latitude) FROM epa.pm25_annual) BETWEEN 40.199247482239684 AND 41.01135349198191 
+		WHEN (SELECT VARIANCE(latitude) FROM epa.pm25_annual) BETWEEN 40.95304480806424 AND 41.780379046610996 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -653,7 +653,7 @@ SELECT
 	'epa.pm25_annual.local_site_name' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT local_site_name) FROM epa.pm25_annual) = '950' 
+		WHEN (SELECT COUNT(DISTINCT local_site_name) FROM epa.pm25_annual) = '987' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -663,7 +663,7 @@ SELECT
 	'epa.pm25_annual.local_site_name' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(local_site_name::varchar, '' order by local_site_name)) FROM epa.pm25_annual) = 'fd648bda31c0742a4999e0f51aa25f8f' 
+		WHEN (SELECT MD5(string_agg(local_site_name::varchar, '' order by local_site_name)) FROM epa.pm25_annual) = '2363dbd02bdea3f5a92c72132002d50f' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -673,7 +673,7 @@ SELECT
 	'epa.pm25_annual.longitude' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(longitude) FROM epa.pm25_annual) BETWEEN -96.933112941534 AND -95.01364535853332 
+		WHEN (SELECT AVG(longitude) FROM epa.pm25_annual) BETWEEN -97.02862377917171 AND -95.10726489245545 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -683,7 +683,7 @@ SELECT
 	'epa.pm25_annual.longitude' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(longitude) FROM epa.pm25_annual) BETWEEN 378.40874131222796 AND 386.0533623488387 
+		WHEN (SELECT VARIANCE(longitude) FROM epa.pm25_annual) BETWEEN 367.72995074407123 AND 375.1588386378908 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -703,7 +703,7 @@ SELECT
 	'epa.pm25_annual.method_name' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(method_name::varchar, '' order by method_name)) FROM epa.pm25_annual) = '09a041b51c63dc2c1aca36ac9a40e0f9' 
+		WHEN (SELECT MD5(string_agg(method_name::varchar, '' order by method_name)) FROM epa.pm25_annual) = '4c122105081df4cefac751292db55050' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -723,7 +723,7 @@ SELECT
 	'epa.pm25_annual.metric_used' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(metric_used::varchar, '' order by metric_used)) FROM epa.pm25_annual) = 'e328ecc8c9d2c6d8929074407443f7d3' 
+		WHEN (SELECT MD5(string_agg(metric_used::varchar, '' order by metric_used)) FROM epa.pm25_annual) = 'bb3a07fe7519d51279a72ced4c00034e' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -733,7 +733,7 @@ SELECT
 	'epa.pm25_annual.monitor' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT monitor) FROM epa.pm25_annual) = '994' 
+		WHEN (SELECT COUNT(DISTINCT monitor) FROM epa.pm25_annual) = '1041' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -743,7 +743,7 @@ SELECT
 	'epa.pm25_annual.monitor' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(monitor::varchar, '' order by monitor)) FROM epa.pm25_annual) = '4a134c7ebd991289c1f8ff05f6991abf' 
+		WHEN (SELECT MD5(string_agg(monitor::varchar, '' order by monitor)) FROM epa.pm25_annual) = 'd6cdd216913ad4199f135149a2b75149' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -753,7 +753,7 @@ SELECT
 	'epa.pm25_annual.null_data_count' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(null_data_count) FROM epa.pm25_annual) BETWEEN 23.128444444444444 AND 23.595685746352412 
+		WHEN (SELECT AVG(null_data_count) FROM epa.pm25_annual) BETWEEN 19.311395918731066 AND 19.70152512921048 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -763,7 +763,7 @@ SELECT
 	'epa.pm25_annual.null_data_count' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(null_data_count) FROM epa.pm25_annual) BETWEEN 28479.44631388864 AND 29054.788663664167 
+		WHEN (SELECT VARIANCE(null_data_count) FROM epa.pm25_annual) BETWEEN 22701.384528921793 AND 23159.9983577889 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -793,7 +793,7 @@ SELECT
 	'epa.pm25_annual.observation_count' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(observation_count) FROM epa.pm25_annual) BETWEEN 338.9792 AND 345.82726464646464 
+		WHEN (SELECT AVG(observation_count) FROM epa.pm25_annual) BETWEEN 294.4450289609695 AND 300.39341338442347 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -803,7 +803,7 @@ SELECT
 	'epa.pm25_annual.observation_count' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(observation_count) FROM epa.pm25_annual) BETWEEN 1329639.3817888838 AND 1356500.7834411846 
+		WHEN (SELECT VARIANCE(observation_count) FROM epa.pm25_annual) BETWEEN 1058080.251915631 AND 1079455.6105401893 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -813,7 +813,7 @@ SELECT
 	'epa.pm25_annual.observation_percent' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(observation_percent) FROM epa.pm25_annual) BETWEEN 85.11062222222222 AND 86.83002873176207 
+		WHEN (SELECT AVG(observation_percent) FROM epa.pm25_annual) BETWEEN 85.05879388700765 AND 86.77715335947246 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -823,7 +823,7 @@ SELECT
 	'epa.pm25_annual.observation_percent' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(observation_percent) FROM epa.pm25_annual) BETWEEN 416.4466683706963 AND 424.85973237818513 
+		WHEN (SELECT VARIANCE(observation_percent) FROM epa.pm25_annual) BETWEEN 425.121429824265 AND 433.7097415378866 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -843,7 +843,7 @@ SELECT
 	'epa.pm25_annual.parameter_code' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(parameter_code::varchar, '' order by parameter_code)) FROM epa.pm25_annual) = '101a0a7e0621181e83297a436e467786' 
+		WHEN (SELECT MD5(string_agg(parameter_code::varchar, '' order by parameter_code)) FROM epa.pm25_annual) = '4cc86de676c1ae1ee0703ea3843f3aac' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -863,7 +863,7 @@ SELECT
 	'epa.pm25_annual.parameter_name' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(parameter_name::varchar, '' order by parameter_name)) FROM epa.pm25_annual) = '9919d6fb7ace96756e85e10c73bfcad0' 
+		WHEN (SELECT MD5(string_agg(parameter_name::varchar, '' order by parameter_name)) FROM epa.pm25_annual) = '03866343c5eb218dd7e2ab9704c9d026' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -873,7 +873,7 @@ SELECT
 	'epa.pm25_annual.poc' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(poc) FROM epa.pm25_annual) BETWEEN 1.582311111111111 AND 1.6142769921436588 
+		WHEN (SELECT AVG(poc) FROM epa.pm25_annual) BETWEEN 1.5201113883443236 AND 1.5508207093209767 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -883,7 +883,7 @@ SELECT
 	'epa.pm25_annual.poc' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(poc) FROM epa.pm25_annual) BETWEEN 0.9758453722825815 AND 0.9955594202074822 
+		WHEN (SELECT VARIANCE(poc) FROM epa.pm25_annual) BETWEEN 0.8597719259848469 AND 0.8771410558027226 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -903,7 +903,7 @@ SELECT
 	'epa.pm25_annual.pollutant_standard' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(pollutant_standard::varchar, '' order by pollutant_standard)) FROM epa.pm25_annual) = 'b756da13594e459848226e67bd7a60ba' 
+		WHEN (SELECT MD5(string_agg(pollutant_standard::varchar, '' order by pollutant_standard)) FROM epa.pm25_annual) = '6ebeab55db49bf204f57b56f1429c0c8' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -913,7 +913,7 @@ SELECT
 	'epa.pm25_annual.primary_exceedance_count' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(primary_exceedance_count) FROM epa.pm25_annual) BETWEEN 13.209931190926275 AND 13.476798487712665 
+		WHEN (SELECT AVG(primary_exceedance_count) FROM epa.pm25_annual) BETWEEN 11.910249382161313 AND 12.150860480790834 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -923,7 +923,7 @@ SELECT
 	'epa.pm25_annual.primary_exceedance_count' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(primary_exceedance_count) FROM epa.pm25_annual) BETWEEN 1172.5786223882337 AND 1196.2670794061778 
+		WHEN (SELECT VARIANCE(primary_exceedance_count) FROM epa.pm25_annual) BETWEEN 1023.1723800368542 AND 1043.8425291285077 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -933,7 +933,7 @@ SELECT
 	'epa.pm25_annual.record' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT record) FROM epa.pm25_annual) = '22275' 
+		WHEN (SELECT COUNT(DISTINCT record) FROM epa.pm25_annual) = '22444' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -943,7 +943,7 @@ SELECT
 	'epa.pm25_annual.record' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(record::varchar, '' order by record)) FROM epa.pm25_annual) = 'bd8fd13d2d4fffb800db3f63ca15483d' 
+		WHEN (SELECT MD5(string_agg(record::varchar, '' order by record)) FROM epa.pm25_annual) = '8decb2ac4b6cf4b5c072f55fac567034' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -953,7 +953,7 @@ SELECT
 	'epa.pm25_annual.required_day_count' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(required_day_count) FROM epa.pm25_annual) BETWEEN 187.51488888888886 AND 191.3030684624018 
+		WHEN (SELECT AVG(required_day_count) FROM epa.pm25_annual) BETWEEN 179.93364685439317 AND 183.56867002316878 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -963,7 +963,7 @@ SELECT
 	'epa.pm25_annual.required_day_count' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(required_day_count) FROM epa.pm25_annual) BETWEEN 16044.606172318498 AND 16368.739630345135 
+		WHEN (SELECT VARIANCE(required_day_count) FROM epa.pm25_annual) BETWEEN 15344.579315941797 AND 15654.570817273956 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -983,7 +983,7 @@ SELECT
 	'epa.pm25_annual.sample_duration' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(sample_duration::varchar, '' order by sample_duration)) FROM epa.pm25_annual) = '99d437465c65b09ca7daa9e787a6088b' 
+		WHEN (SELECT MD5(string_agg(sample_duration::varchar, '' order by sample_duration)) FROM epa.pm25_annual) = 'b1d6b51d54ffbdca8319ee8aa8cb12a1' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -993,7 +993,7 @@ SELECT
 	'epa.pm25_annual.secondary_exceedance_count' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(secondary_exceedance_count) FROM epa.pm25_annual) BETWEEN 6.390421928166352 AND 6.519521361058602 
+		WHEN (SELECT AVG(secondary_exceedance_count) FROM epa.pm25_annual) BETWEEN 5.492042237699394 AND 5.602992585935745 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1003,7 +1003,7 @@ SELECT
 	'epa.pm25_annual.secondary_exceedance_count' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(secondary_exceedance_count) FROM epa.pm25_annual) BETWEEN 319.14214921795394 AND 325.5894653637712 
+		WHEN (SELECT VARIANCE(secondary_exceedance_count) FROM epa.pm25_annual) BETWEEN 250.943208448186 AND 256.01276821481605 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1013,7 +1013,7 @@ SELECT
 	'epa.pm25_annual.site_num' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT site_num) FROM epa.pm25_annual) = '218' 
+		WHEN (SELECT COUNT(DISTINCT site_num) FROM epa.pm25_annual) = '225' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1023,7 +1023,7 @@ SELECT
 	'epa.pm25_annual.site_num' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(site_num::varchar, '' order by site_num)) FROM epa.pm25_annual) = 'd11fb95af7bb50d561b0cb6b655596ce' 
+		WHEN (SELECT MD5(string_agg(site_num::varchar, '' order by site_num)) FROM epa.pm25_annual) = '874540d489d669a9893f51ec2056a436' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1033,7 +1033,7 @@ SELECT
 	'epa.pm25_annual.state_code' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT state_code) FROM epa.pm25_annual) = '52' 
+		WHEN (SELECT COUNT(DISTINCT state_code) FROM epa.pm25_annual) = '53' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1043,7 +1043,7 @@ SELECT
 	'epa.pm25_annual.state_code' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(state_code::varchar, '' order by state_code)) FROM epa.pm25_annual) = 'f128236ae465c7d781fee9d4a8a4c92c' 
+		WHEN (SELECT MD5(string_agg(state_code::varchar, '' order by state_code)) FROM epa.pm25_annual) = 'd0424482980a4f73a06666a4e3055bd1' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1053,7 +1053,7 @@ SELECT
 	'epa.pm25_annual.state_name' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT state_name) FROM epa.pm25_annual) = '52' 
+		WHEN (SELECT COUNT(DISTINCT state_name) FROM epa.pm25_annual) = '53' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1063,7 +1063,7 @@ SELECT
 	'epa.pm25_annual.state_name' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(state_name::varchar, '' order by state_name)) FROM epa.pm25_annual) = 'a0ec1905d91f1d088c887fd962803591' 
+		WHEN (SELECT MD5(string_agg(state_name::varchar, '' order by state_name)) FROM epa.pm25_annual) = '60aba94c47b8dd8e0b9c1b58838bd450' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1083,7 +1083,7 @@ SELECT
 	'epa.pm25_annual.units_of_measure' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(units_of_measure::varchar, '' order by units_of_measure)) FROM epa.pm25_annual) = '9124b7ed7543ebcef3597777068e13e1' 
+		WHEN (SELECT MD5(string_agg(units_of_measure::varchar, '' order by units_of_measure)) FROM epa.pm25_annual) = '314ad5a558d4b3b702f2930421805b17' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1093,7 +1093,7 @@ SELECT
 	'epa.pm25_annual.valid_day_count' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(valid_day_count) FROM epa.pm25_annual) BETWEEN 158.07288888888888 AND 161.26628058361393 
+		WHEN (SELECT AVG(valid_day_count) FROM epa.pm25_annual) BETWEEN 150.58524594546427 AND 153.62737212618075 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1103,7 +1103,7 @@ SELECT
 	'epa.pm25_annual.valid_day_count' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(valid_day_count) FROM epa.pm25_annual) BETWEEN 12976.678128859756 AND 13238.833242574095 
+		WHEN (SELECT VARIANCE(valid_day_count) FROM epa.pm25_annual) BETWEEN 12110.537283035874 AND 12355.194601885085 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1113,7 +1113,7 @@ SELECT
 	'epa.pm25_annual.year' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(year) FROM epa.pm25_annual) BETWEEN 1990.3796 AND 2030.589288888889 
+		WHEN (SELECT AVG(year) FROM epa.pm25_annual) BETWEEN 1989.8615362680448 AND 2030.0607592229549 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -1123,7 +1123,7 @@ SELECT
 	'epa.pm25_annual.year' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(year) FROM epa.pm25_annual) BETWEEN 0.24727154529945228 AND 0.25226693005297657 
+		WHEN (SELECT VARIANCE(year) FROM epa.pm25_annual) BETWEEN 0.9885496424602398 AND 1.0085203423079214 
 		THEN true ELSE false END AS passed
 
 -- Test case end

From f497d3508f2e75e658caa9b57d55fa6a3661ff05 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 3 Oct 2025 01:46:05 -0400
Subject: [PATCH 64/81] MAB   Update dependencies and test on Intel platform

---
 ...est_Exposures__County_Default_Annutal_Components_.xml | 5 +++--
 setup.py                                                 | 9 +++++----
 2 files changed, 8 insertions(+), 6 deletions(-)

diff --git a/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml b/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
index cd13c92bb..2d7583fb0 100644
--- a/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
+++ b/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
@@ -9,7 +9,8 @@
       <env name="AWS_PROFILE" value="urc" />
     </envs>
     <option name="SDK_HOME" value="/opt/python/venvs/dorieh_test/bin/python" />
-    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/wustl4" />
+    <option name="SDK_NAME" value="Python 3.13 (dorieh313_test)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/exposures/annual" />
     <option name="IS_MODULE_SDK" value="false" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
     <option name="ADD_SOURCE_ROOTS" value="true" />
@@ -25,7 +26,7 @@
       </ENTRIES>
     </EXTENSION>
     <option name="SCRIPT_NAME" value="/opt/venv/dorieh313_test/bin/toil-cwl-runner" />
-    <option name="PARAMETERS" value="--jobStore j1 --retryCount 1 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/exposures/annual/outputs --workDir $PROJECT_DIR$/../../run/exposures/annual $PROJECT_DIR$/src/cwl/test_pm25_yearly_download.cwl --downloads $PROJECT_DIR$/../../projects/wustl3/downloads/ --strategy default --geography county --shape_file_collection tiger --database $PROJECT_DIR$/../../database.ini --connection_name dorieh-local --table pm25_components_annual_county_mean --ram 1GB --test_script $PROJECT_DIR$/src/cwl/test_cases/exposures_test_pm25_components.sql" />
+    <option name="PARAMETERS" value="--jobStore j1 --retryCount 1 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/exposures/annual/outputs --workDir $PROJECT_DIR$/../../run/exposures/annual $PROJECT_DIR$/src/cwl/test_pm25_yearly_download.cwl --downloads $PROJECT_DIR$/../../../data/wustl/downloads --strategy default --geography county --shape_file_collection tiger --database $PROJECT_DIR$/../../database.ini --connection_name dorieh-local --table pm25_components_annual_county_mean --ram 1GB --test_script $PROJECT_DIR$/src/cwl/test_cases/exposures_test_pm25_components.sql" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="false" />
diff --git a/setup.py b/setup.py
index 6a41065e4..572b3c203 100644
--- a/setup.py
+++ b/setup.py
@@ -51,10 +51,11 @@
     install_requires=[
         'argcomplete>=1.12.1',
         'boto3',
-        'certifi>=2023.7.22',
+        'certifi>=2024.7.4',
         'cwltest>=2.0.20200626112502',
         'cwltool>=3.0.20200710214758',
         'deprecated',
+        'fiona>=1.10.1',
         'geopandas',
         'geopy',
         'GitPython',
@@ -85,7 +86,7 @@
         'python-dateutil>=2.8.1',
         'PyYAML>=5.3.1',
         "rasterstats",
-        'requests',
+        'requests>=2.32.4',
         'rioxarray',
         "rtree",
         'ruamel.yaml>=0.16.5',
@@ -102,11 +103,11 @@
         'sphinx_rtd_theme',
         'sphinxcontrib-mermaid',
         'sqlparse',
-        "tqdm",
+        "tqdm>=4.66.3",
         'typing-extensions',
         'tzlocal>=1.5.1',
         'unicodecsv>=0.14.1',
-        'urllib3>=1.25.11',
+        'urllib3>=2.5.0',
         'websocket-client>=0.57.0',
         'sshtunnel',
         'xarray',

From 52f80528ea7e4ebd4317ede255e4eb48727b697b Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 3 Oct 2025 01:52:45 -0400
Subject: [PATCH 65/81] MAB  Port to Python 3.13 (Update Dockerfiles)

---
 docker/Dockerfile.amd64 | 20 ++++++++------------
 docker/Dockerfile.arm64 |  3 +--
 docker/requirements.txt |  4 +++-
 3 files changed, 12 insertions(+), 15 deletions(-)

diff --git a/docker/Dockerfile.amd64 b/docker/Dockerfile.amd64
index fbbcc6cb9..f379216cc 100644
--- a/docker/Dockerfile.amd64
+++ b/docker/Dockerfile.amd64
@@ -16,21 +16,17 @@
 # under the License.
 #
 
+# DOCKER file for building container image on Amazon Linux 2023
+# Required for regulated data environment to avoid CVEs
 
-FROM quay.io/ucsc_cgl/toil:latest  AS dorieh
+FROM public.ecr.aws/amazonlinux/amazonlinux:latest
 USER root
+RUN yum -y check-update
+RUN yum -y install python-pip git nodejs npm
+RUN ln -s /usr/bin/python3 /usr/bin/python
+RUN pip install setuptools  wheel
 
-RUN mkdir /scratch/
 RUN mkdir /opt/local/
-COPY requirements.txt rpy2-3.5.16-cp310-cp310-linux_x86_64.whl /opt/local/
-ENV DEBIAN_FRONTEND=noninteractive
-RUN rm /etc/apt/sources.list.d/mesos.list  # Repository has expired GPG key
-RUN apt update && apt install -y postgresql-client nodejs npm
-RUN apt install -y r-base r-base-dev
-RUN pip install --upgrade pip
-RUN pip install  /opt/local/rpy2-3.5.16-cp310-cp310-linux_x86_64.whl
+COPY requirements.txt /opt/local/requirements.txt
 RUN pip install -r  /opt/local/requirements.txt
-RUN pip install cwlref-runner
-
-
 
diff --git a/docker/Dockerfile.arm64 b/docker/Dockerfile.arm64
index 7847b910d..43dd9b373 100644
--- a/docker/Dockerfile.arm64
+++ b/docker/Dockerfile.arm64
@@ -27,7 +27,6 @@ RUN ln -s /usr/bin/python3 /usr/bin/python
 RUN pip install --upgrade pip setuptools wheel --break-system-packages -ignore-installed
 
 WORKDIR /opt/local/
-COPY requirements-amzn.txt requirements.txt
+COPY requirements.txt requirements.txt
 RUN pip install -r requirements.txt --break-system-packages
-RUN pip install --upgrade fiona==1.10.0b3 --break-system-packages
 
diff --git a/docker/requirements.txt b/docker/requirements.txt
index 099579cec..a3346913f 100644
--- a/docker/requirements.txt
+++ b/docker/requirements.txt
@@ -1 +1,3 @@
-dorieh[FST]
+toil[aws,cwl]
+cwlref-runner
+dorieh[spark,FST]

From 77c87206885263ef440378c3d3abb88244f77161 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 3 Oct 2025 02:02:42 -0400
Subject: [PATCH 66/81] MAB  Port to Python 3.13 (Update Dockerfiles)

---
 docker/README.md | 9 ++++++++-
 1 file changed, 8 insertions(+), 1 deletion(-)

diff --git a/docker/README.md b/docker/README.md
index 8ca9946fa..952f776d4 100644
--- a/docker/README.md
+++ b/docker/README.md
@@ -4,6 +4,7 @@ Provided are two Dockerfile:
 
 * For Intel / AMD platform: [Dockerfile.amd64](Dockerfile.amd64)
 * For ARM platform used by AWG Graviton family of virtual machines and newer Macs: [Dockerfile.arm64](Dockerfile.arm64)
+* For Amazon Linux (AMD64 only) - safe striped container without optional dependencies: [Dockerfile.amzn](Dockerfile.amzn)
                                                                                                                     
 Please note, that ARM architecture requires installation of more components (mainly, GIS tools).
 
@@ -13,8 +14,14 @@ the installation of R in the Dockerfile and remove `[FST]` from requirements.txt
 
 To build docker images in this directory, run the following commands, replacing $(version) with the current version:
 
+```shell
+export version=4.0.0
+export platform=arm64
+DOCKER_BUILDKIT=1 BUILDKIT_PROGRESS=plain docker buildx build --platform linux/${platform} --no-cache --tag forome/dorieh:${platform}-${version} --load -f Dockerfile.${platform} . && docker push forome/dorieh:${platform}-${version}
+```
+
     DOCKER_BUILDKIT=1 BUILDKIT_PROGRESS=plain docker buildx build --platform linux/amd64 --no-cache --tag forome/dorieh:amd64 --load -f Dockerfile.amd64 . && docker push forome/dorieh:amd64
-    DOCKER_BUILDKIT=1 BUILDKIT_PROGRESS=plain docker buildx build --platform linux/arm64 --no-cache --tag forome/dorieh:arm64 --load -f Dockerfile.arm64 . && docker push forome/dorieh:arm64
+    DOCKER_BUILDKIT=1 BUILDKIT_PROGRESS=plain docker buildx build --platform linux/arm64 --no-cache --tag forome/dorieh:arm64-${version} --load -f Dockerfile.arm64 . && docker push forome/dorieh:arm64-${version}
     docker manifest create forome/dorieh:latest --amend forome/dorieh:arm64 --amend forome/dorieh:amd64 && docker manifest push forome/dorieh:latest
     docker tag forome/dorieh:latest forome/dorieh:$(version)
     docker push forome/dorieh:$(version)

From 5ecdaec0dd91cbcd896ad721aac8e8ce2ea8a47e Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 3 Oct 2025 02:28:49 -0400
Subject: [PATCH 67/81] MAB  Port to Python 3.13 (Update Dockerfiles)

---
 ..._Exposures__County_Default_Annutal_Components_.xml |  4 ++--
 docker/Dockerfile.arm64                               | 11 ++++++++---
 docker/requirements.txt                               |  2 +-
 3 files changed, 11 insertions(+), 6 deletions(-)

diff --git a/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml b/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
index 2d7583fb0..46f402704 100644
--- a/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
+++ b/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
@@ -9,7 +9,7 @@
       <env name="AWS_PROFILE" value="urc" />
     </envs>
     <option name="SDK_HOME" value="/opt/python/venvs/dorieh_test/bin/python" />
-    <option name="SDK_NAME" value="Python 3.13 (dorieh313_test)" />
+    <option name="SDK_NAME" value="dorieh313_test (Python 3.13)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/exposures/annual" />
     <option name="IS_MODULE_SDK" value="false" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
@@ -26,7 +26,7 @@
       </ENTRIES>
     </EXTENSION>
     <option name="SCRIPT_NAME" value="/opt/venv/dorieh313_test/bin/toil-cwl-runner" />
-    <option name="PARAMETERS" value="--jobStore j1 --retryCount 1 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/exposures/annual/outputs --workDir $PROJECT_DIR$/../../run/exposures/annual $PROJECT_DIR$/src/cwl/test_pm25_yearly_download.cwl --downloads $PROJECT_DIR$/../../../data/wustl/downloads --strategy default --geography county --shape_file_collection tiger --database $PROJECT_DIR$/../../database.ini --connection_name dorieh-local --table pm25_components_annual_county_mean --ram 1GB --test_script $PROJECT_DIR$/src/cwl/test_cases/exposures_test_pm25_components.sql" />
+    <option name="PARAMETERS" value="--jobStore j1 --retryCount 1 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/exposures/annual/outputs --workDir $PROJECT_DIR$/../../run/exposures/annual $PROJECT_DIR$/src/cwl/test_pm25_yearly_download.cwl --downloads $USER_HOME$/data/wustl/downloads --strategy default --geography county --shape_file_collection tiger --database $PROJECT_DIR$/../../database.ini --connection_name dorieh-local --table pm25_components_annual_county_mean --ram 1GB --test_script $PROJECT_DIR$/src/cwl/test_cases/exposures_test_pm25_components.sql" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="false" />
diff --git a/docker/Dockerfile.arm64 b/docker/Dockerfile.arm64
index 43dd9b373..c3bbf1448 100644
--- a/docker/Dockerfile.arm64
+++ b/docker/Dockerfile.arm64
@@ -21,12 +21,17 @@
 FROM ubuntu:24.04
 
 RUN apt-get update && apt-get install -y \
-    postgresql-client nodejs npm g++ gdal-bin libgdal-dev libgeos-dev python3-pip git
+    postgresql-client nodejs npm g++ \
+    gdal-bin libgdal-dev libgeos-dev \
+    python3-pip python3-dev git \
+    r-base r-base-dev && \
+    apt-get clean && rm -rf /var/lib/apt/lists/*
 
 RUN ln -s /usr/bin/python3 /usr/bin/python
-RUN pip install --upgrade pip setuptools wheel --break-system-packages -ignore-installed
+
+# Only run this if you know you need newer versions
+RUN pip install --upgrade pip setuptools wheel --break-system-packages --ignore-installed
 
 WORKDIR /opt/local/
 COPY requirements.txt requirements.txt
 RUN pip install -r requirements.txt --break-system-packages
-
diff --git a/docker/requirements.txt b/docker/requirements.txt
index a3346913f..8ab0f9cd2 100644
--- a/docker/requirements.txt
+++ b/docker/requirements.txt
@@ -1,3 +1,3 @@
 toil[aws,cwl]
 cwlref-runner
-dorieh[spark,FST]
+dorieh[spark,FST]>=0.4.0

From bd9232f29468e0a0c8017f77bbbc7242b299d080 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 4 Oct 2025 15:30:42 -0400
Subject: [PATCH 68/81] MAB  Working with examples

---
 doc/Example-climate-workflow.md               |   6 +-
 doc/SampleQuery.md                            |   2 +-
 docker/{Dockerfile.arm64 => Dockerfile}       |   0
 docker/Dockerfile.amd64                       |  32 --
 docker/README.md                              |  53 ++-
 docker/pg-hll/Dockerfile                      |   7 +
 docker/pg-hll/docker-compose.yml              |  19 +
 examples/README.md                            | 115 +++++
 examples/no-db/README.md                      |   4 +
 examples/{ => no-db}/climate-example.cwl      |   0
 examples/{ => no-db}/example_request.yaml     |   0
 examples/with-postgres/README.md              |  23 +
 examples/with-postgres/database.ini           |   6 +
 examples/{ => with-postgres}/longprocess.py   |   0
 ..._ab_summary_resXXXXXXXX_reqXXXXXX_2011.fts |  91 ++++
 ...sf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2011.fts | 116 +++++
 ...ar_all_file_resXXXXXXXX_reqXXXXXX_2011.fts | 405 ++++++++++++++++
 ..._ab_summary_resXXXXXXXX_reqXXXXXX_2012.fts |  91 ++++
 ...sf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2012.fts | 116 +++++
 ...ar_all_file_resXXXXXXXX_reqXXXXXX_2012.fts | 405 ++++++++++++++++
 ..._ab_summary_resXXXXXXXX_reqXXXXXX_2013.fts |  91 ++++
 ...sf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2013.fts | 116 +++++
 ...ar_all_file_resXXXXXXXX_reqXXXXXX_2013.fts | 410 ++++++++++++++++
 ..._ab_summary_resXXXXXXXX_reqXXXXXX_2014.fts |  91 ++++
 ...sf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2014.fts | 116 +++++
 ...ar_all_file_resXXXXXXXX_reqXXXXXX_2014.fts | 421 +++++++++++++++++
 ...bcd_summary_resXXXXXXXX_reqXXXXXX_2016.fts | 225 +++++++++
 ...ar_all_file_resXXXXXXXX_reqXXXXXX_2016.fts | 437 ++++++++++++++++++
 examples/{ => with-postgres}/query.py         |   0
 examples/{ => with-spark}/spark_example.py    |   0
 30 files changed, 3338 insertions(+), 60 deletions(-)
 rename docker/{Dockerfile.arm64 => Dockerfile} (100%)
 delete mode 100644 docker/Dockerfile.amd64
 create mode 100644 docker/pg-hll/Dockerfile
 create mode 100644 docker/pg-hll/docker-compose.yml
 create mode 100644 examples/README.md
 create mode 100644 examples/no-db/README.md
 rename examples/{ => no-db}/climate-example.cwl (100%)
 rename examples/{ => no-db}/example_request.yaml (100%)
 create mode 100644 examples/with-postgres/README.md
 create mode 100644 examples/with-postgres/database.ini
 rename examples/{ => with-postgres}/longprocess.py (100%)
 create mode 100644 examples/with-postgres/medicare/data/1111/2011/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2011.fts
 create mode 100644 examples/with-postgres/medicare/data/1111/2011/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2011.fts
 create mode 100644 examples/with-postgres/medicare/data/1111/2011/medpar_all_file_resXXXXXXXX_reqXXXXXX_2011.fts
 create mode 100644 examples/with-postgres/medicare/data/1111/2012/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2012.fts
 create mode 100644 examples/with-postgres/medicare/data/1111/2012/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2012.fts
 create mode 100644 examples/with-postgres/medicare/data/1111/2012/medpar_all_file_resXXXXXXXX_reqXXXXXX_2012.fts
 create mode 100644 examples/with-postgres/medicare/data/2222/2013/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2013.fts
 create mode 100644 examples/with-postgres/medicare/data/2222/2013/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2013.fts
 create mode 100644 examples/with-postgres/medicare/data/2222/2013/medpar_all_file_resXXXXXXXX_reqXXXXXX_2013.fts
 create mode 100644 examples/with-postgres/medicare/data/3333/2014/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2014.fts
 create mode 100644 examples/with-postgres/medicare/data/3333/2014/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2014.fts
 create mode 100644 examples/with-postgres/medicare/data/3333/2014/medpar_all_file_resXXXXXXXX_reqXXXXXX_2014.fts
 create mode 100644 examples/with-postgres/medicare/data/4444/2016/mbsf_abcd_summary_resXXXXXXXX_reqXXXXXX_2016.fts
 create mode 100644 examples/with-postgres/medicare/data/4444/2016/medpar_all_file_resXXXXXXXX_reqXXXXXX_2016.fts
 rename examples/{ => with-postgres}/query.py (100%)
 rename examples/{ => with-spark}/spark_example.py (100%)

diff --git a/doc/Example-climate-workflow.md b/doc/Example-climate-workflow.md
index aa6b12d57..b88616e6a 100644
--- a/doc/Example-climate-workflow.md
+++ b/doc/Example-climate-workflow.md
@@ -75,7 +75,7 @@ There is one required argument to the workflow - the date for which we will be a
 Then you can run the following command:
 
     toil-cwl-runner --retryCount 1 --cleanWorkDir never --outdir tmmx --workDir . \
-    https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/examples/climate-example.cwl \ 
+    https://raw.githubusercontent.com/ForomePlatform/dorieh/refs/heads/main/examples/no-db/climate-example.cwl \ 
     --date 2020-10-03
 
 (Replace the date with any date you fancy)
@@ -131,7 +131,7 @@ hints:
 You can now run the workflow with the same command:
 
     toil-cwl-runner --retryCount 1 --cleanWorkDir never --outdir tmmx --workDir . \
-    https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/examples/climate-example.cwl \ 
+    https://raw.githubusercontent.com/ForomePlatform/dorieh/refs/heads/main/examples/no-db/climate-example.cwl \ 
     --date 2020-10-03
 
 even without having dorieh package installed in you Python virtual environment.
@@ -142,7 +142,7 @@ You can also use a Docker container more like a virtual machine. Start it by exe
 
     docker start forome/dorieh 
 
-command and just run teh commands inside the container, using 
+command and just run the commands inside the container, using 
 
     docker exec -it forome/dorieh ${commands}
 
diff --git a/doc/SampleQuery.md b/doc/SampleQuery.md
index cb27af0b5..47768ac5e 100644
--- a/doc/SampleQuery.md
+++ b/doc/SampleQuery.md
@@ -33,7 +33,7 @@ To run the software on older operating systems, use Conda environment.
 
 ### Install Dorieh package
 
-Next, we need to install NSAPH core packages. This can be done
+Next, we need to install Dorieh core packages. This can be done
 using GitHub install:
 
 ```shell
diff --git a/docker/Dockerfile.arm64 b/docker/Dockerfile
similarity index 100%
rename from docker/Dockerfile.arm64
rename to docker/Dockerfile
diff --git a/docker/Dockerfile.amd64 b/docker/Dockerfile.amd64
deleted file mode 100644
index f379216cc..000000000
--- a/docker/Dockerfile.amd64
+++ /dev/null
@@ -1,32 +0,0 @@
-# Licensed to the Apache Software Foundation (ASF) under one
-# or more contributor license agreements.  See the NOTICE file
-# distributed with this work for additional information
-# regarding copyright ownership.  The ASF licenses this file
-# to you under the Apache License, Version 2.0 (the
-# "License"); you may not use this file except in compliance
-# with the License.  You may obtain a copy of the License at
-#
-#   http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing,
-# software distributed under the License is distributed on an
-# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-# KIND, either express or implied.  See the License for the
-# specific language governing permissions and limitations
-# under the License.
-#
-
-# DOCKER file for building container image on Amazon Linux 2023
-# Required for regulated data environment to avoid CVEs
-
-FROM public.ecr.aws/amazonlinux/amazonlinux:latest
-USER root
-RUN yum -y check-update
-RUN yum -y install python-pip git nodejs npm
-RUN ln -s /usr/bin/python3 /usr/bin/python
-RUN pip install setuptools  wheel
-
-RUN mkdir /opt/local/
-COPY requirements.txt /opt/local/requirements.txt
-RUN pip install -r  /opt/local/requirements.txt
-
diff --git a/docker/README.md b/docker/README.md
index 952f776d4..9c891559f 100644
--- a/docker/README.md
+++ b/docker/README.md
@@ -1,35 +1,40 @@
 # Building Docker Image
 
-Provided are two Dockerfile:
+Provided are two Dockerfiles:
 
-* For Intel / AMD platform: [Dockerfile.amd64](Dockerfile.amd64)
-* For ARM platform used by AWG Graviton family of virtual machines and newer Macs: [Dockerfile.arm64](Dockerfile.arm64)
-* For Amazon Linux (AMD64 only) - safe striped container without optional dependencies: [Dockerfile.amzn](Dockerfile.amzn)
-                                                                                                                    
-Please note, that ARM architecture requires installation of more components (mainly, GIS tools).
+* For general purpose usage in a non-secure environment. Has been tested for Intel/AMD64 and ARM platform 
+  used by AWS Graviton family of virtual machines and newer Macs: [Dockerfile](Dockerfile)
+* For Amazon Linux (AMD64 only) intended for use in secure and regulated data environments. This is a stripped 
+   container without any of the optional dependencies, optimized for addressing any potential CVEs: 
+   [Dockerfile.amzn](Dockerfile.amzn)
 
-The included Docker file builds a multi-architecture docker image for Dorieh. It includes support for 
-R functions and FST file format. If you do not need FST and R support, comment out 
-the installation of R in the Dockerfile and remove `[FST]` from requirements.txt.
-
-To build docker images in this directory, run the following commands, replacing $(version) with the current version:
+To build a container for a specific platform (tested on ARM64 and AMD64) run the following commands in this 
+($repositoryRoot/docker) directory:
 
 ```shell
-export version=4.0.0
-export platform=arm64
-DOCKER_BUILDKIT=1 BUILDKIT_PROGRESS=plain docker buildx build --platform linux/${platform} --no-cache --tag forome/dorieh:${platform}-${version} --load -f Dockerfile.${platform} . && docker push forome/dorieh:${platform}-${version}
+export dorieh_version=$(grep -E "version *= *[\"']" ../setup.py | head -1 | sed -E "s/.*version *= *[\"']([^\"']+)[\"'].*/\1/")
+export arch=$(uname -m | sed 's/x86_64/amd64/;s/aarch64/arm64/')
+DOCKER_BUILDKIT=1 BUILDKIT_PROGRESS=plain docker buildx build --platform linux/${arch} --no-cache --tag forome/dorieh:${arch}-${dorieh_version} --load -f Dockerfile . &&\
+    docker push forome/dorieh:${arch}-${dorieh_version}
 ```
 
-    DOCKER_BUILDKIT=1 BUILDKIT_PROGRESS=plain docker buildx build --platform linux/amd64 --no-cache --tag forome/dorieh:amd64 --load -f Dockerfile.amd64 . && docker push forome/dorieh:amd64
-    DOCKER_BUILDKIT=1 BUILDKIT_PROGRESS=plain docker buildx build --platform linux/arm64 --no-cache --tag forome/dorieh:arm64-${version} --load -f Dockerfile.arm64 . && docker push forome/dorieh:arm64-${version}
-    docker manifest create forome/dorieh:latest --amend forome/dorieh:arm64 --amend forome/dorieh:amd64 && docker manifest push forome/dorieh:latest
-    docker tag forome/dorieh:latest forome/dorieh:$(version)
-    docker push forome/dorieh:$(version)
+To create a multiarch container, run the following commands:
+
+```shell
+docker pull forome/dorieh:amd64-${dorieh_version}
+docker pull forome/dorieh:arm64-${dorieh_version}
+
+docker manifest create forome/dorieh:${dorieh_version} --amend forome/dorieh:amd64-${dorieh_version} --amend forome/dorieh:arm64-${dorieh_version}
+docker manifest annotate forome/dorieh:${dorieh_version}  forome/dorieh:amd64-${dorieh_version} --arch amd64
+docker manifest annotate forome/dorieh:${dorieh_version}  forome/dorieh:arm64-${dorieh_version} --arch arm64
+docker manifest push forome/dorieh:${dorieh_version}
+
+# Optionally
+docker manifest create forome/dorieh:latest --amend forome/dorieh:amd64-${dorieh_version} --amend forome/dorieh:arm64-${dorieh_version}
+docker manifest annotate forome/dorieh:latest  forome/dorieh:amd64-${dorieh_version} --arch amd64
+docker manifest annotate forome/dorieh:latest  forome/dorieh:arm64-${dorieh_version} --arch arm64
+docker manifest push forome/dorieh:latest
+```
 
-To enable multiarchitecture build you might need to run the following commands first:
 
-    docker run --rm --privileged multiarch/qemu-user-static --reset -p yes
-    docker buildx rm builder
-    docker buildx create --name builder --driver docker-container --use
-    docker buildx inspect --bootstrap
 
diff --git a/docker/pg-hll/Dockerfile b/docker/pg-hll/Dockerfile
new file mode 100644
index 000000000..9dc2156c5
--- /dev/null
+++ b/docker/pg-hll/Dockerfile
@@ -0,0 +1,7 @@
+FROM postgres:16
+
+# Install hll extension package
+RUN apt-get update \
+    && apt-get install -y postgresql-16-hll \
+    && rm -rf /var/lib/apt/lists/* \
+    
\ No newline at end of file
diff --git a/docker/pg-hll/docker-compose.yml b/docker/pg-hll/docker-compose.yml
new file mode 100644
index 000000000..5a49a7cb7
--- /dev/null
+++ b/docker/pg-hll/docker-compose.yml
@@ -0,0 +1,19 @@
+# This creates an environment to test Dorieh pipelines requiring PostgreSQL
+
+services:
+  postgres:
+    container_name: dorieh-postgres
+    build:
+      context: ./pg-hll
+    environment:
+      POSTGRES_DB: dorieh
+      POSTGRES_USER: dorieh
+      POSTGRES_PASSWORD: dorieh_secret
+    volumes:
+      - pgdata:/var/lib/postgresql/data
+      - ./init-db:/docker-entrypoint-initdb.d
+    ports:
+      - "${POSTGRES_PORT:-55432}:5432"
+
+volumes:
+  pgdata:
\ No newline at end of file
diff --git a/examples/README.md b/examples/README.md
new file mode 100644
index 000000000..25d22f680
--- /dev/null
+++ b/examples/README.md
@@ -0,0 +1,115 @@
+# Examples of using Dorieh
+
+These examples are also described in the Dorieh documentation: 
+[Examples Documentation](https://foromeplatform.github.io/dorieh/examples.html).
+
+<!-- toc -->
+
+- [What is included](#what-is-included)
+- [Installing Dorieh and testing the installation](#installing-dorieh-and-testing-the-installation)
+  * [Running Python examples](#running-python-examples)
+  * [Running CWL examples](#running-cwl-examples)
+
+<!-- tocstop -->
+
+## What is included
+
+There are three types of examples:
+
+* Using Dorieh without any database backend. There are limited operations
+  that Dorieh can perform without a backend, for example spatial
+  aggregations. These examples are in [no-db](no-db) directory.
+* Using Dorieh with a PostgreSQL instance as a backend. With PostgreSQL as a
+  backend, Dorieh is fully functional data
+  platform. These examples are in [with-postgres](with-postgres) directory.
+
+  If you just want to try Dorieh in non-production mode you can use included
+  [docker-compose.yml](../docker/pg-hll/docker-compose.yml) to start a
+  lightweight PostgreSQL instance. Corresponding connection configuration
+  file [database.ini](with-postgres/database.ini) is included with the
+  examples.
+
+* Using Dorieh with [Apache Spark](https://spark.apache.
+  org/docs/latest/index.html) as a 
+  backend. Supporting Spark is a work in progress and only limited
+  functionality is currently supported. We will be gradually adding more 
+  features supported with PostgreSQL to Spark. Dorieh does not require 
+  setting up an SQL Warehouse to use Spark, but if you need other 
+  clients to connect to the backend and perform SQL queries, you might 
+  consider using [Hive Metastore](https://spark.apache.
+  org/docs/latest/sql-data-sources-hive-tables.html), or [Databricks]
+  (https://www.databricks.com/), or [Trino](https://trino.io/). Spark
+  examples are in [with-spark](with-spark) directory.
+
+## Installing Dorieh and testing the installation
+
+### Running Python examples
+
+Before you try any of the examples, you need to ensure that Dorieh
+is properly installed.
+
+To run Python commands, you need to install Dorieh package in your
+Python environment. We recommend creating a virtual environment or Conda
+environment. You can use the following commands to do it (replace $path 
+with some actual path on your local file system):
+
+```shell
+python3 -m venv $path
+source $path/bin/activate
+pip install "dorieh[FTS,spark]"
+# Or
+# pip install dorieh # without support for FST and Spark
+```
+
+Then you can run the following command to test the installation:
+
+```shell
+dorieh_version
+```
+
+If for any reason you cannot install Dorieh in your Python environment,
+you can still use a Docker container:
+
+```shell
+docker run forome/dorieh dorieh_version
+```
+                                       
+The above command can be run without Python, but needs Docker to be 
+installed on your host system (e.g., your laptop or desktop or a cloud 
+VM you are using).
+
+### Running CWL examples
+                     
+To run CWL workflows you must have Python and install either 
+[CWL Reference runner](https://cwltool.readthedocs.io/en/latest/) or 
+[Toil](https://toil.readthedocs.io/en/latest/gettingStarted/install.html)
+(or any other 
+[CWL implementation](https://www.commonwl.org/implementations/)) in your  
+virtual environment. 
+
+Here we will guide you with Toil installation (replace $path 
+with some actual path on your local file system):
+
+```shell
+python3 -m venv $path
+source $path/bin/activate
+pip install "toil[cwl,aws]"
+```
+
+There is no need to install Dorieh, though you can do it using commands 
+above, in teh same virtual environment as Toil.
+
+Run the following commands to test your installation:
+
+```shell
+toil-cwl-runner https://raw.githubusercontent.com/ForomePlatform/dorieh/refs/heads/main/src/workflows/version.cwl
+```
+
+and look for output like:
+
+```text
+=========>
+	{"version": "0.4.0", "url": "https://github.com/NSAPH-Data-Platform/dorieh", "commit": null}
+<=========
+```
+
diff --git a/examples/no-db/README.md b/examples/no-db/README.md
new file mode 100644
index 000000000..9f386b4d8
--- /dev/null
+++ b/examples/no-db/README.md
@@ -0,0 +1,4 @@
+# Basic Dorieh Examples (not using backend)
+
+See: https://foromeplatform.github.io/dorieh/Example-climate-workflow.html
+
diff --git a/examples/climate-example.cwl b/examples/no-db/climate-example.cwl
similarity index 100%
rename from examples/climate-example.cwl
rename to examples/no-db/climate-example.cwl
diff --git a/examples/example_request.yaml b/examples/no-db/example_request.yaml
similarity index 100%
rename from examples/example_request.yaml
rename to examples/no-db/example_request.yaml
diff --git a/examples/with-postgres/README.md b/examples/with-postgres/README.md
new file mode 100644
index 000000000..6bd04d97e
--- /dev/null
+++ b/examples/with-postgres/README.md
@@ -0,0 +1,23 @@
+# Using Dorieh with PostgreSQL Backend
+
+If you just want to try Dorieh in non-production mode you can use included
+[docker-compose.yml](../../docker/pg-hll/docker-compose.yml) to start a
+lightweight PostgreSQL instance. Corresponding connection configuration
+file [database.ini](database.ini) is included with the
+examples.
+
+If you have a running instance of PostgreSQL, please create your own
+`database.ini` file as described in the 
+[documentation](https://foromeplatform.github.io/dorieh/DBConnections.html).
+                                                                            
+The following commands assume that you are using the provided 
+lightweight PostgreSQL server.
+
+Start the server (`git` must be installed; replace $workdir with some 
+actual path on your local 
+file system):
+
+```shell
+cd $workdir
+git clone https://github.com/ForomePlatform/dorieh.git 
+```
diff --git a/examples/with-postgres/database.ini b/examples/with-postgres/database.ini
new file mode 100644
index 000000000..829a3580c
--- /dev/null
+++ b/examples/with-postgres/database.ini
@@ -0,0 +1,6 @@
+[dorieh]
+host=host.docker.internal
+port=55432
+database=dorieh
+user=dorieh
+password=dorieh_secret
diff --git a/examples/longprocess.py b/examples/with-postgres/longprocess.py
similarity index 100%
rename from examples/longprocess.py
rename to examples/with-postgres/longprocess.py
diff --git a/examples/with-postgres/medicare/data/1111/2011/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2011.fts b/examples/with-postgres/medicare/data/1111/2011/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2011.fts
new file mode 100644
index 000000000..bc51ff07a
--- /dev/null
+++ b/examples/with-postgres/medicare/data/1111/2011/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2011.fts
@@ -0,0 +1,91 @@
+CMS CCW Extract File Summary
+
+Researcher: 012345678 - XXXXXXXXX
+
+Request #: 999999 - Statistical Models for Estimating Health Impact
+
+File Description: MBSF PART A/B ELIGIBILITY SUMMARY SEGMENT
+
+Actual File Name: mbsf_ab_summary_resXXXXXXXX_reqXXXXXXXX_2011.dat
+
+Date Extracted: 01JAN99
+
+Format: Fixed Column ASCII
+
+Columns in File: 51
+
+Exact File Quantity (Rows): 1000000,717,260
+
+Exact File Record Length (Bytes in Variable Block): 119
+
+Exact File Size in Bytes with 512 Blocksize: 1000000,206,071,200
+
+SAS v8.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v8.sas
+
+SAS v6.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v6.sas
+
+Standard Layout Attached with Data Formatting:
+
+Help: cmsdata@gdit.com, 1-888-888-8888
+
+Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
+
+     Field                            Field                            Field         Fld.
+Fld. Long                             Short                            Generic Start Len. Field
+No.  Name                             Name                             Format  Col.  w.d  Description
+---- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
+   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID (Unique Key)
+   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16    4 Beneficiary Enrollment Reference Year
+   3 FIVE_PERCENT_FLAG                FIVEPCT                          CHAR       20    1 Strict 5% Flag
+   4 ENHANCED_FIVE_PERCENT_FLAG       EFIVEPCT                         CHAR       21    1 Enhanced 5% Flag
+   5 COVSTART                         COVSTART                         DATE       22    8 Medicare Coverage Start Date
+   6 CRNT_BIC_CD                      CRNT_BIC                         CHAR       30    2 Beneficiary Identification Code
+   7 STATE_CODE                       STATE_CD                         CHAR       32    2 State Code
+   8 BENE_COUNTY_CD                   CNTY_CD                          CHAR       34    3 County Code
+   9 BENE_ZIP_CD                      BENE_ZIP                         CHAR       37    9 Zip Code of Residence
+  10 BENE_AGE_AT_END_REF_YR           AGE                              NUM        46    3 Age at End of Reference Year
+  11 BENE_BIRTH_DT                    BENE_DOB                         DATE       49    8 Date of Birth
+  12 BENE_VALID_DEATH_DT_SW           V_DOD_SW                         CHAR       57    1 Valid Date of Death Switch
+  13 BENE_DEATH_DT                    DEATH_DT                         DATE       58    8 Date of Death
+  14 NDI_DEATH_DT                     NDI_DEATH_DT                     DATE       66    8 NDI Date of Death
+  15 BENE_SEX_IDENT_CD                SEX                              CHAR       74    1 Sex
+  16 BENE_RACE_CD                     RACE                             CHAR       75    1 Beneficiary Race Code
+  17 RTI_RACE_CD                      RTI_RACE_CD                      CHAR       76    1 Research Triangle Institute (RTI) Race Code
+  18 BENE_ENTLMT_RSN_ORIG             OREC                             CHAR       77    1 Original Reason for Entitlement Code
+  19 BENE_ENTLMT_RSN_CURR             CREC                             CHAR       78    1 Current Reason for Entitlement Code
+  20 BENE_ESRD_IND                    ESRD_IND                         CHAR       79    1 ESRD Indicator
+  21 BENE_MDCR_STATUS_CD              MS_CD                            CHAR       80    2 Medicare Status Code
+  22 BENE_PTA_TRMNTN_CD               A_TRM_CD                         CHAR       82    1 Part A Termination Code
+  23 BENE_PTB_TRMNTN_CD               B_TRM_CD                         CHAR       83    1 Part B Termination Code
+  24 BENE_HI_CVRAGE_TOT_MONS          A_MO_CNT                         NUM        84    3 HI Coverage Count
+  25 BENE_SMI_CVRAGE_TOT_MONS         B_MO_CNT                         NUM        87    3 SMI Coverage Count
+  26 BENE_STATE_BUYIN_TOT_MONS        BUYIN_MO                         NUM        90    3 State Buy-In Coverage Count
+  27 BENE_HMO_CVRAGE_TOT_MONS         HMO_MO                           NUM        93    3 HMO Coverage Count
+  28 BENE_MDCR_ENTLMT_BUYIN_IND_01    BUYIN01                          CHAR       96    1 Medicare Entitlement/Buy-In Indicator I
+  29 BENE_MDCR_ENTLMT_BUYIN_IND_02    BUYIN02                          CHAR       97    1 Medicare Entitlement/Buy-In Indicator II
+  30 BENE_MDCR_ENTLMT_BUYIN_IND_03    BUYIN03                          CHAR       98    1 Medicare Entitlement/Buy-In Indicator III
+  31 BENE_MDCR_ENTLMT_BUYIN_IND_04    BUYIN04                          CHAR       99    1 Medicare Entitlement/Buy-In Indicator IV
+  32 BENE_MDCR_ENTLMT_BUYIN_IND_05    BUYIN05                          CHAR      100    1 Medicare Entitlement/Buy-In Indicator V
+  33 BENE_MDCR_ENTLMT_BUYIN_IND_06    BUYIN06                          CHAR      101    1 Medicare Entitlement/Buy-In Indicator VI
+  34 BENE_MDCR_ENTLMT_BUYIN_IND_07    BUYIN07                          CHAR      102    1 Medicare Entitlement/Buy-In Indicator VII
+  35 BENE_MDCR_ENTLMT_BUYIN_IND_08    BUYIN08                          CHAR      103    1 Medicare Entitlement/Buy-In Indicator VIII
+  36 BENE_MDCR_ENTLMT_BUYIN_IND_09    BUYIN09                          CHAR      104    1 Medicare Entitlement/Buy-In Indicator IX
+  37 BENE_MDCR_ENTLMT_BUYIN_IND_10    BUYIN10                          CHAR      105    1 Medicare Entitlement/Buy-In Indicator X
+  38 BENE_MDCR_ENTLMT_BUYIN_IND_11    BUYIN11                          CHAR      106    1 Medicare Entitlement/Buy-In Indicator XI
+  39 BENE_MDCR_ENTLMT_BUYIN_IND_12    BUYIN12                          CHAR      107    1 Medicare Entitlement/Buy-In Indicator XII
+  40 BENE_HMO_IND_01                  HMOIND01                         CHAR      108    1 HMO Indicator I
+  41 BENE_HMO_IND_02                  HMOIND02                         CHAR      109    1 HMO Indicator II
+  42 BENE_HMO_IND_03                  HMOIND03                         CHAR      110    1 HMO Indicator III
+  43 BENE_HMO_IND_04                  HMOIND04                         CHAR      111    1 HMO Indicator IV
+  44 BENE_HMO_IND_05                  HMOIND05                         CHAR      112    1 HMO Indicator V
+  45 BENE_HMO_IND_06                  HMOIND06                         CHAR      113    1 HMO Indicator VI
+  46 BENE_HMO_IND_07                  HMOIND07                         CHAR      114    1 HMO Indicator VII
+  47 BENE_HMO_IND_08                  HMOIND08                         CHAR      115    1 HMO Indicator VIII
+  48 BENE_HMO_IND_09                  HMOIND09                         CHAR      116    1 HMO Indicator IX
+  49 BENE_HMO_IND_10                  HMOIND10                         CHAR      117    1 HMO Indicator X
+  50 BENE_HMO_IND_11                  HMOIND11                         CHAR      118    1 HMO Indicator XI
+  51 BENE_HMO_IND_12                  HMOIND12                         CHAR      119    1 HMO Indicator XII
+
+Note: All DATE fields are written out in CCYYMMDD format.
+
+- End of Document
diff --git a/examples/with-postgres/medicare/data/1111/2011/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2011.fts b/examples/with-postgres/medicare/data/1111/2011/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2011.fts
new file mode 100644
index 000000000..14ca0acf4
--- /dev/null
+++ b/examples/with-postgres/medicare/data/1111/2011/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2011.fts
@@ -0,0 +1,116 @@
+CMS CCW Extract File Summary
+
+Researcher: 012345678 - XXXXXXXXX
+
+Request #: 999999 - Statistical Models for Estimating Health Impact
+
+File Description: MBSF PART D ELIGIBILITY COMPONENTS SEGMENT
+
+Actual File Name: mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXXXX_2011.dat
+
+Date Extracted: 01JAN99
+
+Format: Fixed Column ASCII
+
+Columns in File: 78
+
+Exact File Quantity (Rows): 1000000,717,260
+
+Exact File Record Length (Bytes in Variable Block): 218
+
+Exact File Size in Bytes with 512 Blocksize: 1000000,326,079,940
+
+SAS v8.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v8.sas
+
+SAS v6.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v6.sas
+
+Standard Layout Attached with Data Formatting:
+
+Help: cmsdata@gdit.com, 1-888-888-8888
+
+Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
+
+     Field                            Field                            Field         Fld.
+Fld. Long                             Short                            Generic Start Len. Field
+No.  Name                             Name                             Format  Col.  w.d  Description
+---- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
+   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID (Unique Key)
+   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16    4 Beneficiary Enrollment Reference Year
+   3 CRDTBL_CVRG_SW                   CRDCOVSW                         CHAR       20    1 Creditable Coverage Switch
+   4 PLAN_CVRG_MOS_NUM                PLNCOVMO                         CHAR       21    2 Plan Coverage Months Number
+   5 RDS_CVRG_MOS_NUM                 RDSCOVMO                         CHAR       23    2 Retiree Drug Subsidy Coverage Months Number
+   6 DUAL_ELGBL_MOS_NUM               DUAL_MO                          CHAR       25    2 Dual Eligible Months Number
+   7 PTD_CNTRCT_ID_01                 CNTRCT01                         CHAR       27    5 Jan. Contract ID
+   8 PTD_CNTRCT_ID_02                 CNTRCT02                         CHAR       32    5 Feb. Contract ID
+   9 PTD_CNTRCT_ID_03                 CNTRCT03                         CHAR       37    5 Mar. Contract ID
+  10 PTD_CNTRCT_ID_04                 CNTRCT04                         CHAR       42    5 Apr. Contract ID
+  11 PTD_CNTRCT_ID_05                 CNTRCT05                         CHAR       47    5 May Contract ID
+  12 PTD_CNTRCT_ID_06                 CNTRCT06                         CHAR       52    5 Jun. Contract ID
+  13 PTD_CNTRCT_ID_07                 CNTRCT07                         CHAR       57    5 Jul. Contract ID
+  14 PTD_CNTRCT_ID_08                 CNTRCT08                         CHAR       62    5 Aug. Contract ID
+  15 PTD_CNTRCT_ID_09                 CNTRCT09                         CHAR       67    5 Sep. Contract ID
+  16 PTD_CNTRCT_ID_10                 CNTRCT10                         CHAR       72    5 Oct. Contract ID
+  17 PTD_CNTRCT_ID_11                 CNTRCT11                         CHAR       77    5 Nov. Contract ID
+  18 PTD_CNTRCT_ID_12                 CNTRCT12                         CHAR       82    5 Dec. Contract ID
+  19 PTD_PBP_ID_01                    PBPID01                          CHAR       87    3 Jan. Plan Benefit Package ID
+  20 PTD_PBP_ID_02                    PBPID02                          CHAR       90    3 Feb. Plan Benefit Package ID
+  21 PTD_PBP_ID_03                    PBPID03                          CHAR       93    3 Mar. Plan Benefit Package ID
+  22 PTD_PBP_ID_04                    PBPID04                          CHAR       96    3 Apr. Plan Benefit Package ID
+  23 PTD_PBP_ID_05                    PBPID05                          CHAR       99    3 May Plan Benefit Package ID
+  24 PTD_PBP_ID_06                    PBPID06                          CHAR      102    3 Jun. Plan Benefit Package ID
+  25 PTD_PBP_ID_07                    PBPID07                          CHAR      105    3 Jul. Plan Benefit Package ID
+  26 PTD_PBP_ID_08                    PBPID08                          CHAR      108    3 Aug. Plan Benefit Package ID
+  27 PTD_PBP_ID_09                    PBPID09                          CHAR      111    3 Sep. Plan Benefit Package ID
+  28 PTD_PBP_ID_10                    PBPID10                          CHAR      114    3 Oct. Plan Benefit Package ID
+  29 PTD_PBP_ID_11                    PBPID11                          CHAR      117    3 Nov. Plan Benefit Package ID
+  30 PTD_PBP_ID_12                    PBPID12                          CHAR      120    3 Dec. Plan Benefit Package ID
+  31 PTD_SGMT_ID_01                   SGMTID01                         CHAR      123    3 Jan. Segment ID
+  32 PTD_SGMT_ID_02                   SGMTID02                         CHAR      126    3 Feb. Segment ID
+  33 PTD_SGMT_ID_03                   SGMTID03                         CHAR      129    3 Mar. Segment ID
+  34 PTD_SGMT_ID_04                   SGMTID04                         CHAR      132    3 Apr. Segment ID
+  35 PTD_SGMT_ID_05                   SGMTID05                         CHAR      135    3 May Segment ID
+  36 PTD_SGMT_ID_06                   SGMTID06                         CHAR      138    3 Jun. Segment ID
+  37 PTD_SGMT_ID_07                   SGMTID07                         CHAR      141    3 Jul. Segment ID
+  38 PTD_SGMT_ID_08                   SGMTID08                         CHAR      144    3 Aug. Segment ID
+  39 PTD_SGMT_ID_09                   SGMTID09                         CHAR      147    3 Sep. Segment ID
+  40 PTD_SGMT_ID_10                   SGMTID10                         CHAR      150    3 Oct. Segment ID
+  41 PTD_SGMT_ID_11                   SGMTID11                         CHAR      153    3 Nov. Segment ID
+  42 PTD_SGMT_ID_12                   SGMTID12                         CHAR      156    3 Dec. Segment ID
+  43 CST_SHR_GRP_CD_01                CSTSHR01                         CHAR      159    2 Jan. Cost Share Group Code
+  44 CST_SHR_GRP_CD_02                CSTSHR02                         CHAR      161    2 Feb. Cost Share Group Code
+  45 CST_SHR_GRP_CD_03                CSTSHR03                         CHAR      163    2 Mar. Cost Share Group Code
+  46 CST_SHR_GRP_CD_04                CSTSHR04                         CHAR      165    2 Apr. Cost Share Group Code
+  47 CST_SHR_GRP_CD_05                CSTSHR05                         CHAR      167    2 May Cost Share Group Code
+  48 CST_SHR_GRP_CD_06                CSTSHR06                         CHAR      169    2 Jun. Cost Share Group Code
+  49 CST_SHR_GRP_CD_07                CSTSHR07                         CHAR      171    2 Jul. Cost Share Group Code
+  50 CST_SHR_GRP_CD_08                CSTSHR08                         CHAR      173    2 Aug. Cost Share Group Code
+  51 CST_SHR_GRP_CD_09                CSTSHR09                         CHAR      175    2 Sep. Cost Share Group Code
+  52 CST_SHR_GRP_CD_10                CSTSHR10                         CHAR      177    2 Oct. Cost Share Group Code
+  53 CST_SHR_GRP_CD_11                CSTSHR11                         CHAR      179    2 Nov. Cost Share Group Code
+  54 CST_SHR_GRP_CD_12                CSTSHR12                         CHAR      181    2 Dec. Cost Share Group Code
+  55 RDS_IND_01                       RDSIND01                         CHAR      183    1 Jan. RDS Code - Retiree Drug Subsidy Code
+  56 RDS_IND_02                       RDSIND02                         CHAR      184    1 Feb. RDS Code - Retiree Drug Subsidy Code
+  57 RDS_IND_03                       RDSIND03                         CHAR      185    1 Mar. RDS Code - Retiree Drug Subsidy Code
+  58 RDS_IND_04                       RDSIND04                         CHAR      186    1 Apr. RDS Code - Retiree Drug Subsidy Code
+  59 RDS_IND_05                       RDSIND05                         CHAR      187    1 May RDS Code - Retiree Drug Subsidy Code
+  60 RDS_IND_06                       RDSIND06                         CHAR      188    1 Jun. RDS Code - Retiree Drug Subsidy Code
+  61 RDS_IND_07                       RDSIND07                         CHAR      189    1 Jul. RDS Code - Retiree Drug Subsidy Code
+  62 RDS_IND_08                       RDSIND08                         CHAR      190    1 Aug. RDS Code - Retiree Drug Subsidy Code
+  63 RDS_IND_09                       RDSIND09                         CHAR      191    1 Sep. RDS Code - Retiree Drug Subsidy Code
+  64 RDS_IND_10                       RDSIND10                         CHAR      192    1 Oct. RDS Code - Retiree Drug Subsidy Code
+  65 RDS_IND_11                       RDSIND11                         CHAR      193    1 Nov. RDS Code - Retiree Drug Subsidy Code
+  66 RDS_IND_12                       RDSIND12                         CHAR      194    1 Dec. RDS Code - Retiree Drug Subsidy Code
+  67 DUAL_STUS_CD_01                  DUAL_01                          CHAR      195    2 Jan. Dual Status Code
+  68 DUAL_STUS_CD_02                  DUAL_02                          CHAR      197    2 Feb. Dual Status Code
+  69 DUAL_STUS_CD_03                  DUAL_03                          CHAR      199    2 Mar. Dual Status Code
+  70 DUAL_STUS_CD_04                  DUAL_04                          CHAR      201    2 Apr. Dual Status Code
+  71 DUAL_STUS_CD_05                  DUAL_05                          CHAR      203    2 May Dual Status Code
+  72 DUAL_STUS_CD_06                  DUAL_06                          CHAR      205    2 Jun. Dual Status Code
+  73 DUAL_STUS_CD_07                  DUAL_07                          CHAR      207    2 Jul. Dual Status Code
+  74 DUAL_STUS_CD_08                  DUAL_08                          CHAR      209    2 Aug. Dual Status Code
+  75 DUAL_STUS_CD_09                  DUAL_09                          CHAR      211    2 Sep. Dual Status Code
+  76 DUAL_STUS_CD_10                  DUAL_10                          CHAR      213    2 Oct. Dual Status Code
+  77 DUAL_STUS_CD_11                  DUAL_11                          CHAR      215    2 Nov. Dual Status Code
+  78 DUAL_STUS_CD_12                  DUAL_12                          CHAR      217    2 Dec. Dual Status Code
+
+- End of Document
diff --git a/examples/with-postgres/medicare/data/1111/2011/medpar_all_file_resXXXXXXXX_reqXXXXXX_2011.fts b/examples/with-postgres/medicare/data/1111/2011/medpar_all_file_resXXXXXXXX_reqXXXXXX_2011.fts
new file mode 100644
index 000000000..9c275063c
--- /dev/null
+++ b/examples/with-postgres/medicare/data/1111/2011/medpar_all_file_resXXXXXXXX_reqXXXXXX_2011.fts
@@ -0,0 +1,405 @@
+CMS CCW Extract File Summary
+
+Researcher: 012345678 - XXXXXXXXX
+
+Request #: 999999 - Statistical Models for Estimating Health Impact
+
+File Description: MEDPAR ALL FILE
+
+Actual File Name: medpar_all_file_resXXXXXXXX_reqXXXXXXXX_2011.dat
+
+Date Extracted: 01JAN99
+
+Format: Fixed Column ASCII
+
+Columns in File: 365
+
+Exact File Quantity (Rows): 1000000,150,407
+
+Exact File Record Length (Bytes in Variable Block): 1837
+
+Exact File Size in Bytes with 512 Blocksize: 1000000,522,448,066
+
+SAS v8.x or Greater Compatible Read-In Program: medpar_all_file_read_v8.sas
+
+SAS v6.x or Greater Compatible Read-In Program: medpar_all_file_read_v6.sas
+
+Standard Layout Attached with Data Formatting:
+
+Help: cmsdata@gdit.com, 1-888-888-8888
+
+Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
+
+     Field                            Field                            Field         Fld.
+Fld. Long                             Short                            Generic Start Len. Field
+No.  Name                             Name                             Format  Col.  w.d  Description
+---- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
+   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID
+   2 MEDPAR_ID                        MEDPARID                         CHAR       16   15 Unique Key for CCW MedPAR Table
+   3 MEDPAR_YR_NUM                    MEDPAR_YR_NUM                    CHAR       31    4 Year of MedPAR Record
+   4 NCH_CLM_TYPE_CD                  CLM_TYPE                         CHAR       35    2 NCH Claim Type Code
+   5 BENE_IDENT_CD                    BIC                              CHAR       37    2 BIC reported on first claim included in stay
+   6 EQTBL_BIC_CD                     EQ_BIC                           CHAR       39    2 Equated BIC
+   7 BENE_AGE_CNT                     AGE_CNT                          NUM        41    4 Age as of Date of Admission.
+   8 BENE_SEX_CD                      SEX                              CHAR       45    1 Sex of Beneficiary
+   9 BENE_RACE_CD                     RACE                             CHAR       46    1 Race of Beneficiary
+  10 BENE_MDCR_STUS_CD                MS_CD                            CHAR       47    2 Reason for entitlement to Medicare benefits as of CLM_THRU_DT
+  11 BENE_RSDNC_SSA_STATE_CD          STATE_CD                         CHAR       49    2 SSA standard state code of a beneficiarys residence.
+  12 BENE_RSDNC_SSA_CNTY_CD           CNTY_CD                          CHAR       51    3 SSA standard county code of a beneficiarys residence.
+  13 BENE_MLG_CNTCT_ZIP_CD            BENE_ZIP                         CHAR       54    5 Zip code of the mailing address where the beneficiary may be contacted.
+  14 BENE_DSCHRG_STUS_CD              DSCHRGCD                         CHAR       59    1 Code identifying status of patient as of CLM_THRU_DT
+  15 FICARR_IDENT_NUM                 FICARR                           CHAR       60    5 Intermediary processor identification
+  16 WRNG_IND_CD                      WRNGCD                           CHAR       65   18 Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay prcss
+  17 GHO_PD_CD                        GHOPDCD                          CHAR       83    1 Code indicating whether or not GHO has paid provider for claim(s)
+  18 PPS_IND_CD                       PPS_IND                          CHAR       84    1 Code indicating whether or not facility is being paid under PPS
+  19 ORG_NPI_NUM                      ORGNPINM                         CHAR       85   10 Organization NPI Number
+  20 PRVDR_NUM                        PRVDRNUM                         CHAR       95   10 MEDPAR Provider Number
+  21 PRVDR_NUM_SPCL_UNIT_CD           SPCLUNIT                         CHAR      105    1 Special num system code for hosp units that are PPS/SNF SB dsgntn excl.
+  22 SS_LS_SNF_IND_CD                 SSLSSNF                          CHAR      106    1 Code indicating whether stay is short stay, long stay, or SNF
+  23 ACTV_XREF_IND                    ACTV_XREF_IND                    CHAR      107    1 Active Cross-Refference Indicator
+  24 SLCT_RSN_CD                      SLCT_RSN_CD                      CHAR      108    1 Specifies whether this record is a case or control record.
+  25 STAY_FINL_ACTN_CLM_CNT           FACLMCNT                         NUM       109    5 Claims (final action) included in stay
+  26 LTST_CLM_ACRTN_DT                ACRTNDT                          DATE      114    8 Date latest claim incl in stay accreted to bene mstr rec at the CWF host
+  27 BENE_MDCR_BNFT_EXHST_DT          EXHST_DT                         DATE      122    8 Last date beneficiary had Medicare coverage
+  28 SNF_QUALN_FROM_DT                QLFYFROM                         DATE      130    8 Beginning date of beneficiarys qualifying stay
+  29 SNF_QUALN_THRU_DT                QLFYTHRU                         DATE      138    8 Ending date of beneficiarys qualifying stay
+  30 SRC_IP_ADMSN_CD                  SRC_ADMS                         CHAR      146    1 Admssn to an Inp facility or, for newborn admssn, type of delivery code
+  31 IP_ADMSN_TYPE_CD                 TYPE_ADM                         CHAR      147    1 Type and priority of benes admission to facility for Inp hosp stay code
+  32 ADMSN_DAY_CD                     ADMSNDAY                         CHAR      148    1 Code indicating day of week beneficiary was admitted to facility.
+  33 ADMSN_DT                         ADMSNDT                          DATE      149    8 Date beneficiary admitted for Inpatient care or date care started
+  34 DSCHRG_DT                        DSCHRGDT                         DATE      157    8 Date beneficiary was discharged or died
+  35 DSCHRG_DSTNTN_CD                 DSTNTNCD                         CHAR      165    2 Destination upon discharge from facility code
+  36 CVRD_LVL_CARE_THRU_DT            CVRLVLDT                         DATE      167    8 Date covered level of care ended in a SNF
+  37 BENE_DEATH_DT                    DEATHDT                          DATE      175    8 Date beneficiary died
+  38 BENE_DEATH_DT_VRFY_CD            DEATHCD                          CHAR      183    1 Death Date Verification Code
+  39 ADMSN_DEATH_DAY_CNT              DEATHDAY                         NUM       184    7 Days from date admitted to facility to date of death
+  40 INTRNL_USE_SSI_IND_CD            SSICD                            CHAR      191    1 MEDPAR Internal Use SSI Indicator Code
+  41 INTRNL_USE_SSI_DAY_CNT           SSIDAY                           NUM       192    7 MEDPAR Internal Use SSI Day Count
+  42 INTRNL_USE_SSI_DATA              INTRNL_USE_SSI_DATA              CHAR      199    1 Internal Use SSI Data
+  43 INTRNL_USE_IPSB_CD               IPSBCD                           CHAR      200    3 For internal Use Only. IPSB Code
+  44 INTRNL_USE_FIL_DT_CD             FILDTCD                          CHAR      203    1 For internal use only.  Fiscal year/calendar year segments.
+  45 INTRNL_USE_SMPL_SIZE_CD          SMPLSIZE                         CHAR      204    1 For internal use.  MEDPAR sample size.
+  46 LOS_DAY_CNT                      LOSCNT                           NUM       205    7 Days of beneficiarys stay in a hospital/SNF
+  47 OUTLIER_DAY_CNT                  OUTLRDAY                         NUM       212    5 Days paid as outliers (either day or cost) under PPS beyond DRG threshld
+  48 UTLZTN_DAY_CNT                   UTIL_DAY                         NUM       217    7 Covered days of care chargeable to Medicare utilization for stay
+  49 TOT_COINSRNC_DAY_CNT             COIN_DAY                         NUM       224    5 MEDPAR Beneficiary Total Coinsurance Day Count
+  50 BENE_LRD_USE_CNT                 LRD_USE                          NUM       229    5 Lifetime reserve days (LRD) used by beneficiary for stay
+  51 BENE_PTA_COINSRNC_AMT            COIN_AMT                         NUM       234   10 Beneficiarys liability for part A coinsurance for stay ($)
+  52 BENE_IP_DDCTBL_AMT               DED_AMT                          NUM       244   10 Beneficiarys liability for stay ($)
+  53 BENE_BLOOD_DDCTBL_AMT            BLDDEDAM                         NUM       254   10 Beneficiarys liability for blood deductible for stay ($)
+  54 BENE_PRMRY_PYR_CD                PRPAY_CD                         CHAR      264    1 Primary payer responsibility code
+  55 BENE_PRMRY_PYR_AMT               PRPAYAMT                         NUM       265   10 Primry payer other than Medicare for covered Medicare chrgs for stay ($)
+  56 DRG_CD                           DRG_CD                           CHAR      275    3 DRG Code
+  57 DRG_OUTLIER_STAY_CD              OUTLR_CD                         CHAR      278    1 Cost or Day Outlier code
+  58 DRG_OUTLIER_PMT_AMT              OUTLRAMT                         NUM       279   10 Addtnl approved due to outlier situation over DRG allowance for stay ($)
+  59 DRG_PRICE_AMT                    DRGPRICE                         NUM       289   10 Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd ($)
+  60 IP_DSPRPRTNT_SHR_AMT             DISP_SHR                         NUM       299   10 Over the DRG amount for disproportionate share hospital for stay ($)
+  61 IME_AMT                          IME_AMT                          NUM       309   10 Additional payment made to teaching hospitals for IME for stay ($)
+  62 PASS_THRU_AMT                    PASSTHRU                         NUM       319   10 Total of all claim pass thru for stay ($)
+  63 TOT_PPS_CPTL_AMT                 PPS_CPTL                         NUM       329   10 Total payable for capital PPS ($)
+  64 IP_LOW_VOL_PYMT_AMT              IP_LOW_VOL_PYMT_AMT              NUM       339   10 Inpatient Low Volume Payment Amount.
+  65 TOT_CHRG_AMT                     TOTCHRG                          NUM       349   10 Total all charges for all srvcs provided to beneficiary for stay ($)
+  66 TOT_CVR_CHRG_AMT                 CVRCHRG                          NUM       359   10 Portion of total charges covered by Medicare for stay ($)
+  67 MDCR_PMT_AMT                     PMT_AMT                          NUM       369   10 Amt of payment from Medicare trust fund for srvcs covered by claim ($)
+  68 ACMDTNS_TOT_CHRG_AMT             ACMDTNS                          NUM       379   10 Total charge for all accommodations related to beneficiarys stay ($)
+  69 DPRTMNTL_TOT_CHRG_AMT            DPRTMNTL                         NUM       389   10 Total charge for all ancillary depts related to beneficiarys stay ($)
+  70 PRVT_ROOM_DAY_CNT                PRVTDAY                          NUM       399    5 Private room days used by beneficiary for stay
+  71 SEMIPRVT_ROOM_DAY_CNT            SPRVTDAY                         NUM       404    5 Semi-private room days used by beneficiary for stay
+  72 WARD_DAY_CNT                     WARDDAY                          NUM       409    5 Ward days used by beneficiary for stay
+  73 INTNSV_CARE_DAY_CNT              ICARECNT                         NUM       414    5 Intensive care days used by beneficiary for stay
+  74 CRNRY_CARE_DAY_CNT               CRNRYDAY                         NUM       419    5 Coronary care days used by beneficiary for stay
+  75 PRVT_ROOM_CHRG_AMT               PRVTAMT                          NUM       424   10 Private room accommodations related to beneficiarys stay ($)
+  76 SEMIPRVT_ROOM_CHRG_AMT           SPRVTAMT                         NUM       434   10 Semi-private room accommodations related to beneficiarys stay ($)
+  77 WARD_CHRG_AMT                    WARDAMT                          NUM       444   10 Ward accommodations related to beneficiarys stay ($)
+  78 INTNSV_CARE_CHRG_AMT             ICAREAMT                         NUM       454   10 Intensive care accommodations related to beneficiarys stay ($)
+  79 CRNRY_CARE_CHRG_AMT              CRNRYAMT                         NUM       464   10 Coronary care accommodations related to beneficiarys stay ($)
+  80 OTHR_SRVC_CHRG_AMT               OTHRAMT                          NUM       474   10 Other services related to beneficiarys stay ($)
+  81 PHRMCY_CHRG_AMT                  PHRMCAMT                         NUM       484   10 Pharmaceutical costs related to beneficiarys stay ($)
+  82 MDCL_SUPLY_CHRG_AMT              SUPLYAMT                         NUM       494   10 Medical/surgical supplies related to beneficiarys stay ($)
+  83 DME_CHRG_AMT                     DME_AMT                          NUM       504   10 DME related to beneficiarys stay ($)
+  84 USED_DME_CHRG_AMT                UDME_AMT                         NUM       514   10 Used DME related to beneficiarys stay ($)
+  85 PHYS_THRPY_CHRG_AMT              PHYTHAMT                         NUM       524   10 Physical therapy services provided during beneficiarys stay ($)
+  86 OCPTNL_THRPY_CHRG_AMT            OCPTLAMT                         NUM       534   10 Occupational therapy services provided during beneficiarys stay ($)
+  87 SPCH_PTHLGY_CHRG_AMT             SPCH_AMT                         NUM       544   10 Speech pathology services provided during beneficiarys stay ($)
+  88 INHLTN_THRPY_CHRG_AMT            INHLTAMT                         NUM       554   10 Inhalation therapy services provided during beneficiarys stay ($)
+  89 BLOOD_CHRG_AMT                   BLOODAMT                         NUM       564   10 Blood provided during beneficiarys stay ($)
+  90 BLOOD_ADMIN_CHRG_AMT             BLDADMIN                         NUM       574   10 Blood storage and processing related to beneficiarys stay ($)
+  91 BLOOD_PT_FRNSH_QTY               BLDFRNSH                         NUM       584    5 Quantity of blood (whole pints) furnished to beneficiary during stay
+  92 OPRTG_ROOM_CHRG_AMT              OROOMAMT                         NUM       589   10 OR, recovery rm, and labor rm delivery used by bene during stay ($)
+  93 LTHTRPSY_CHRG_AMT                LTHTRPSY                         NUM       599   10 Lithotripsy services provided during beneficiarys stay ($)
+  94 CRDLGY_CHRG_AMT                  CRDLGY                           NUM       609   10 Cardiology services and ECG(s) provided during beneficiarys stay ($)
+  95 ANSTHSA_CHRG_AMT                 ANSTHSA                          NUM       619   10 Anesthesia services provided during beneficiarys stay ($)
+  96 LAB_CHRG_AMT                     LAB_AMT                          NUM       629   10 Laboratory costs related to beneficiarys stay ($)
+  97 RDLGY_CHRG_AMT                   RDLGYAMT                         NUM       639   10 Radiology costs (excluding MRI) related to a beneficiarys stay ($)
+  98 MRI_CHRG_AMT                     MRI_AMT                          NUM       649   10 MRI services provided during beneficiarys stay ($)
+  99 OP_SRVC_CHRG_AMT                 OPSRVC                           NUM       659   10 Outpatient services provided during beneficiarys stay ($)
+ 100 ER_CHRG_AMT                      ER_AMT                           NUM       669   10 Emergency room services provided during beneficiarys stay ($)
+ 101 AMBLNC_CHRG_AMT                  AMBLNC                           NUM       679   10 Ambulance services related to beneficiarys stay ($)
+ 102 PROFNL_FEES_CHRG_AMT             PROFFEES                         NUM       689   10 Professional fees related to beneficiarys stay ($)
+ 103 ORGN_ACQSTN_CHRG_AMT             ORGNAMT                          NUM       699   10 Organ acquisition or oth donor bank srvcs related to benes stay ($)
+ 104 ESRD_REV_SETG_CHRG_AMT           ESRDSETG                         NUM       709   10 ESRD services related to beneficiarys stay ($)
+ 105 CLNC_VISIT_CHRG_AMT              CLNC_AMT                         NUM       719   10 Clinic visits related to beneficiarys stay ($)
+ 106 ICU_IND_CD                       ICUINDCD                         CHAR      729    1 ICU type code
+ 107 CRNRY_CARE_IND_CD                CRNRY_CD                         CHAR      730    1 Coronary care unit type code
+ 108 PHRMCY_IND_CD                    PHRMCYCD                         CHAR      731    1 Drugs type code
+ 109 TRNSPLNT_IND_CD                  TRNSPLNT                         CHAR      732    1 Organ transplant code
+ 110 RDLGY_ONCLGY_IND_SW              ONCLGYSW                         CHAR      733    1 Radiology oncology services indicator
+ 111 RDLGY_DGNSTC_IND_SW              DGNSTCSW                         CHAR      734    1 Radiology diagnostic services indicator
+ 112 RDLGY_THRPTC_IND_SW              THRPTCSW                         CHAR      735    1 Radiology therapeutic services indicator
+ 113 RDLGY_NUCLR_MDCN_IND_SW          NUCLR_SW                         CHAR      736    1 Radiology nuclear medicine services indicator
+ 114 RDLGY_CT_SCAN_IND_SW             CTSCANSW                         CHAR      737    1 Radiology computed tomographic (CT) scan services indicator
+ 115 RDLGY_OTHR_IMGNG_IND_SW          IMGNG_SW                         CHAR      738    1 Radiology other imaging services indicator
+ 116 OP_SRVC_IND_CD                   OPSRVCCD                         CHAR      739    1 Outpatient services/ambulatory surgical care code
+ 117 ORGN_ACQSTN_IND_CD               ORGNCD                           CHAR      740    2 Organ acquisition type code
+ 118 ESRD_COND_CD                     ESRD_CD                          CHAR      742    2 ESRD condition code
+ 119 ESRD_SETG_IND_1_CD               ESRDSTG1                         CHAR      744    2 Dialysis type code I
+ 120 ESRD_SETG_IND_2_CD               ESRDSTG2                         CHAR      746    2 Dialysis type code II
+ 121 ESRD_SETG_IND_3_CD               ESRDSTG3                         CHAR      748    2 Dialysis type code III
+ 122 ESRD_SETG_IND_4_CD               ESRDSTG4                         CHAR      750    2 Dialysis type code IV
+ 123 ESRD_SETG_IND_5_CD               ESRDSTG5                         CHAR      752    2 Dialysis type code V
+ 124 ADMTG_DGNS_CD                    AD_DGNS                          CHAR      754    7 Initial diagnosis at time of admission
+ 125 ADMTG_DGNS_VRSN_CD               ADMTG_DGNS_VRSN_CD               CHAR      761    1 MEDPAR Admitting Diagnosis Version Code
+ 126 DGNS_CD_CNT                      DGNSCNT                          NUM       762    3 Diagnosis codes included in stay
+ 127 DGNS_VRSN_CD                     DGNS_VRSN_CD                     CHAR      765    1 Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier Ve
+ 128 DGNS_VRSN_CD_1                   DGNS_VRSN_CD_1                   CHAR      766    1 Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 129 DGNS_VRSN_CD_2                   DGNS_VRSN_CD_2                   CHAR      767    1 Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 130 DGNS_VRSN_CD_3                   DGNS_VRSN_CD_3                   CHAR      768    1 Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 131 DGNS_VRSN_CD_4                   DGNS_VRSN_CD_4                   CHAR      769    1 Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 132 DGNS_VRSN_CD_5                   DGNS_VRSN_CD_5                   CHAR      770    1 Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 133 DGNS_VRSN_CD_6                   DGNS_VRSN_CD_6                   CHAR      771    1 Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 134 DGNS_VRSN_CD_7                   DGNS_VRSN_CD_7                   CHAR      772    1 Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 135 DGNS_VRSN_CD_8                   DGNS_VRSN_CD_8                   CHAR      773    1 Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 136 DGNS_VRSN_CD_9                   DGNS_VRSN_CD_9                   CHAR      774    1 Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 137 DGNS_VRSN_CD_10                  DGNS_VRSN_CD_10                  CHAR      775    1 Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 138 DGNS_VRSN_CD_11                  DGNS_VRSN_CD_11                  CHAR      776    1 Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 139 DGNS_VRSN_CD_12                  DGNS_VRSN_CD_12                  CHAR      777    1 Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 140 DGNS_VRSN_CD_13                  DGNS_VRSN_CD_13                  CHAR      778    1 Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 141 DGNS_VRSN_CD_14                  DGNS_VRSN_CD_14                  CHAR      779    1 Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 142 DGNS_VRSN_CD_15                  DGNS_VRSN_CD_15                  CHAR      780    1 Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 143 DGNS_VRSN_CD_16                  DGNS_VRSN_CD_16                  CHAR      781    1 Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 144 DGNS_VRSN_CD_17                  DGNS_VRSN_CD_17                  CHAR      782    1 Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 145 DGNS_VRSN_CD_18                  DGNS_VRSN_CD_18                  CHAR      783    1 Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 146 DGNS_VRSN_CD_19                  DGNS_VRSN_CD_19                  CHAR      784    1 Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 147 DGNS_VRSN_CD_20                  DGNS_VRSN_CD_20                  CHAR      785    1 Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 148 DGNS_VRSN_CD_21                  DGNS_VRSN_CD_21                  CHAR      786    1 Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 149 DGNS_VRSN_CD_22                  DGNS_VRSN_CD_22                  CHAR      787    1 Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 150 DGNS_VRSN_CD_23                  DGNS_VRSN_CD_23                  CHAR      788    1 Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 151 DGNS_VRSN_CD_24                  DGNS_VRSN_CD_24                  CHAR      789    1 Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 152 DGNS_VRSN_CD_25                  DGNS_VRSN_CD_25                  CHAR      790    1 Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 153 DGNS_1_CD                        DGNSCD1                          CHAR      791    7 Primary ICD-9-CM code
+ 154 DGNS_2_CD                        DGNSCD2                          CHAR      798    7 ICD-9-CM Diagnosis code II
+ 155 DGNS_3_CD                        DGNSCD3                          CHAR      805    7 ICD-9-CM Diagnosis code III
+ 156 DGNS_4_CD                        DGNSCD4                          CHAR      812    7 ICD-9-CM Diagnosis code IV
+ 157 DGNS_5_CD                        DGNSCD5                          CHAR      819    7 ICD-9-CM Diagnosis code V
+ 158 DGNS_6_CD                        DGNSCD6                          CHAR      826    7 ICD-9-CM Diagnosis code VI
+ 159 DGNS_7_CD                        DGNSCD7                          CHAR      833    7 ICD-9-CM Diagnosis code VII
+ 160 DGNS_8_CD                        DGNSCD8                          CHAR      840    7 ICD-9-CM Diagnosis code VIII
+ 161 DGNS_9_CD                        DGNSCD9                          CHAR      847    7 ICD-9-CM Diagnosis code IX
+ 162 DGNS_10_CD                       DGNSCD10                         CHAR      854    7 ICD-9-CM Diagnosis code X
+ 163 DGNS_11_CD                       DGNSCD11                         CHAR      861    7 ICD-9-CM Diagnosis code XI
+ 164 DGNS_12_CD                       DGNSCD12                         CHAR      868    7 ICD-9-CM Diagnosis code XII
+ 165 DGNS_13_CD                       DGNSCD13                         CHAR      875    7 ICD-9-CM Diagnosis code XIII
+ 166 DGNS_14_CD                       DGNSCD14                         CHAR      882    7 ICD-9-CM Diagnosis code XIV
+ 167 DGNS_15_CD                       DGNSCD15                         CHAR      889    7 ICD-9-CM Diagnosis code XV
+ 168 DGNS_16_CD                       DGNSCD16                         CHAR      896    7 ICD-9-CM Diagnosis code XVI
+ 169 DGNS_17_CD                       DGNSCD17                         CHAR      903    7 ICD-9-CM Diagnosis code XVII
+ 170 DGNS_18_CD                       DGNSCD18                         CHAR      910    7 ICD-9-CM Diagnosis code XVIII
+ 171 DGNS_19_CD                       DGNSCD19                         CHAR      917    7 ICD-9-CM Diagnosis code XIX
+ 172 DGNS_20_CD                       DGNSCD20                         CHAR      924    7 ICD-9-CM Diagnosis code XX
+ 173 DGNS_21_CD                       DGNSCD21                         CHAR      931    7 ICD-9-CM Diagnosis code XXI
+ 174 DGNS_22_CD                       DGNSCD22                         CHAR      938    7 ICD-9-CM Diagnosis code XXII
+ 175 DGNS_23_CD                       DGNSCD23                         CHAR      945    7 ICD-9-CM Diagnosis code XXIII
+ 176 DGNS_24_CD                       DGNSCD24                         CHAR      952    7 ICD-9-CM Diagnosis code XXIV
+ 177 DGNS_25_CD                       DGNSCD25                         CHAR      959    7 ICD-9-CM Diagnosis code XXV
+ 178 DGNS_POA_CD                      DGNS_POA                         CHAR      966   10 Diagnosis Code POA Array
+ 179 POA_DGNS_CD_CNT                  POA_DGNS_CD_CNT                  NUM       976    3 MEDPAR Claim Present on Admission Diagnosis Code Count
+ 180 POA_DGNS_1_IND_CD                POA_DGNS_1_IND_CD                CHAR      979    1 Diagnosis Present on Admission Indicator 1
+ 181 POA_DGNS_2_IND_CD                POA_DGNS_2_IND_CD                CHAR      980    1 Diagnosis Present on Admission Indicator 2
+ 182 POA_DGNS_3_IND_CD                POA_DGNS_3_IND_CD                CHAR      981    1 Diagnosis Present on Admission Indicator 3
+ 183 POA_DGNS_4_IND_CD                POA_DGNS_4_IND_CD                CHAR      982    1 Diagnosis Present on Admission Indicator 4
+ 184 POA_DGNS_5_IND_CD                POA_DGNS_5_IND_CD                CHAR      983    1 Diagnosis Present on Admission Indicator 5
+ 185 POA_DGNS_6_IND_CD                POA_DGNS_6_IND_CD                CHAR      984    1 Diagnosis Present on Admission Indicator 6
+ 186 POA_DGNS_7_IND_CD                POA_DGNS_7_IND_CD                CHAR      985    1 Diagnosis Present on Admission Indicator 7
+ 187 POA_DGNS_8_IND_CD                POA_DGNS_8_IND_CD                CHAR      986    1 Diagnosis Present on Admission Indicator 8
+ 188 POA_DGNS_9_IND_CD                POA_DGNS_9_IND_CD                CHAR      987    1 Diagnosis Present on Admission Indicator 9
+ 189 POA_DGNS_10_IND_CD               POA_DGNS_10_IND_CD               CHAR      988    1 Diagnosis Present on Admission Indicator 10
+ 190 POA_DGNS_11_IND_CD               POA_DGNS_11_IND_CD               CHAR      989    1 Diagnosis Present on Admission Indicator 11
+ 191 POA_DGNS_12_IND_CD               POA_DGNS_12_IND_CD               CHAR      990    1 Diagnosis Present on Admission Indicator 12
+ 192 POA_DGNS_13_IND_CD               POA_DGNS_13_IND_CD               CHAR      991    1 Diagnosis Present on Admission Indicator 13
+ 193 POA_DGNS_14_IND_CD               POA_DGNS_14_IND_CD               CHAR      992    1 Diagnosis Present on Admission Indicator 14
+ 194 POA_DGNS_15_IND_CD               POA_DGNS_15_IND_CD               CHAR      993    1 Diagnosis Present on Admission Indicator 15
+ 195 POA_DGNS_16_IND_CD               POA_DGNS_16_IND_CD               CHAR      994    1 Diagnosis Present on Admission Indicator 16
+ 196 POA_DGNS_17_IND_CD               POA_DGNS_17_IND_CD               CHAR      995    1 Diagnosis Present on Admission Indicator 17
+ 197 POA_DGNS_18_IND_CD               POA_DGNS_18_IND_CD               CHAR      996    1 Diagnosis Present on Admission Indicator 18
+ 198 POA_DGNS_19_IND_CD               POA_DGNS_19_IND_CD               CHAR      997    1 Diagnosis Present on Admission Indicator 19
+ 199 POA_DGNS_20_IND_CD               POA_DGNS_20_IND_CD               CHAR      998    1 Diagnosis Present on Admission Indicator 20
+ 200 POA_DGNS_21_IND_CD               POA_DGNS_21_IND_CD               CHAR      999    1 Diagnosis Present on Admission Indicator 21
+ 201 POA_DGNS_22_IND_CD               POA_DGNS_22_IND_CD               CHAR     1000    1 Diagnosis Present on Admission Indicator 22
+ 202 POA_DGNS_23_IND_CD               POA_DGNS_23_IND_CD               CHAR     1001    1 Diagnosis Present on Admission Indicator 23
+ 203 POA_DGNS_24_IND_CD               POA_DGNS_24_IND_CD               CHAR     1002    1 Diagnosis Present on Admission Indicator 24
+ 204 POA_DGNS_25_IND_CD               POA_DGNS_25_IND_CD               CHAR     1003    1 Diagnosis Present on Admission Indicator 25
+ 205 DGNS_E_CD_CNT                    DGNS_E_CD_CNT                    NUM      1004    3 MEDPAR Diagnosis E Code Count
+ 206 DGNS_E_VRSN_CD                   DGNS_E_VRSN_CD                   CHAR     1007    1 MEDPAR Diagnosis E Version Code (Earlier Version)
+ 207 DGNS_E_VRSN_CD_1                 DGNS_E_VRSN_CD_1                 CHAR     1008    1 MEDPAR Diagnosis E Version Code 01
+ 208 DGNS_E_VRSN_CD_2                 DGNS_E_VRSN_CD_2                 CHAR     1009    1 MEDPAR Diagnosis E Version Code 02
+ 209 DGNS_E_VRSN_CD_3                 DGNS_E_VRSN_CD_3                 CHAR     1010    1 MEDPAR Diagnosis E Version Code 03
+ 210 DGNS_E_VRSN_CD_4                 DGNS_E_VRSN_CD_4                 CHAR     1011    1 MEDPAR Diagnosis E Version Code 04
+ 211 DGNS_E_VRSN_CD_5                 DGNS_E_VRSN_CD_5                 CHAR     1012    1 MEDPAR Diagnosis E Version Code 05
+ 212 DGNS_E_VRSN_CD_6                 DGNS_E_VRSN_CD_6                 CHAR     1013    1 MEDPAR Diagnosis E Version Code 06
+ 213 DGNS_E_VRSN_CD_7                 DGNS_E_VRSN_CD_7                 CHAR     1014    1 MEDPAR Diagnosis E Version Code 07
+ 214 DGNS_E_VRSN_CD_8                 DGNS_E_VRSN_CD_8                 CHAR     1015    1 MEDPAR Diagnosis E Version Code 08
+ 215 DGNS_E_VRSN_CD_9                 DGNS_E_VRSN_CD_9                 CHAR     1016    1 MEDPAR Diagnosis E Version Code 09
+ 216 DGNS_E_VRSN_CD_10                DGNS_E_VRSN_CD_10                CHAR     1017    1 MEDPAR Diagnosis E Version Code 10
+ 217 DGNS_E_VRSN_CD_11                DGNS_E_VRSN_CD_11                CHAR     1018    1 MEDPAR Diagnosis E Version Code 11
+ 218 DGNS_E_VRSN_CD_12                DGNS_E_VRSN_CD_12                CHAR     1019    1 MEDPAR Diagnosis E Version Code 12
+ 219 DGNS_E_1_CD                      DGNS_E_1_CD                      CHAR     1020    7 E Diagnosis Code  1 - Extrnl cause of injury, poisoning, or oth adverse
+ 220 DGNS_E_2_CD                      DGNS_E_2_CD                      CHAR     1027    7 E Diagnosis Code  2 - Extrnl cause of injury, poisoning, or oth adverse
+ 221 DGNS_E_3_CD                      DGNS_E_3_CD                      CHAR     1034    7 E Diagnosis Code  3 - Extrnl cause of injury, poisoning, or oth adverse
+ 222 DGNS_E_4_CD                      DGNS_E_4_CD                      CHAR     1041    7 E Diagnosis Code  4 - Extrnl cause of injury, poisoning, or oth adverse
+ 223 DGNS_E_5_CD                      DGNS_E_5_CD                      CHAR     1048    7 E Diagnosis Code  5 - Extrnl cause of injury, poisoning, or oth adverse
+ 224 DGNS_E_6_CD                      DGNS_E_6_CD                      CHAR     1055    7 E Diagnosis Code  6 - Extrnl cause of injury, poisoning, or oth adverse
+ 225 DGNS_E_7_CD                      DGNS_E_7_CD                      CHAR     1062    7 E Diagnosis Code  7 - Extrnl cause of injury, poisoning, or oth adverse
+ 226 DGNS_E_8_CD                      DGNS_E_8_CD                      CHAR     1069    7 E Diagnosis Code  8 - Extrnl cause of injury, poisoning, or oth adverse
+ 227 DGNS_E_9_CD                      DGNS_E_9_CD                      CHAR     1076    7 E Diagnosis Code  9 - Extrnl cause of injury, poisoning, or oth adverse
+ 228 DGNS_E_10_CD                     DGNS_E_10_CD                     CHAR     1083    7 E Diagnosis Code  10 - Extrnl cause of injury, poisoning, or oth adverse
+ 229 DGNS_E_11_CD                     DGNS_E_11_CD                     CHAR     1090    7 E Diagnosis Code  11 - Extrnl cause of injury, poisoning, or oth adverse
+ 230 DGNS_E_12_CD                     DGNS_E_12_CD                     CHAR     1097    7 E Diagnosis Code  12 - Extrnl cause of injury, poisoning, or oth adverse
+ 231 POA_DGNS_E_CD_CNT                POA_DGNS_E_CD_CNT                NUM      1104    3 MEDPAR Claim Present on Admission Diagnosis E Code Count
+ 232 POA_DGNS_E_1_IND_CD              POA_DGNS_E_1_IND_CD              CHAR     1107    1 Diagnosis E Code Present on Admission Indicator 1
+ 233 POA_DGNS_E_2_IND_CD              POA_DGNS_E_2_IND_CD              CHAR     1108    1 Diagnosis E Code Present on Admission Indicator 2
+ 234 POA_DGNS_E_3_IND_CD              POA_DGNS_E_3_IND_CD              CHAR     1109    1 Diagnosis E Code Present on Admission Indicator 3
+ 235 POA_DGNS_E_4_IND_CD              POA_DGNS_E_4_IND_CD              CHAR     1110    1 Diagnosis E Code Present on Admission Indicator 4
+ 236 POA_DGNS_E_5_IND_CD              POA_DGNS_E_5_IND_CD              CHAR     1111    1 Diagnosis E Code Present on Admission Indicator 5
+ 237 POA_DGNS_E_6_IND_CD              POA_DGNS_E_6_IND_CD              CHAR     1112    1 Diagnosis E Code Present on Admission Indicator 6
+ 238 POA_DGNS_E_7_IND_CD              POA_DGNS_E_7_IND_CD              CHAR     1113    1 Diagnosis E Code Present on Admission Indicator 7
+ 239 POA_DGNS_E_8_IND_CD              POA_DGNS_E_8_IND_CD              CHAR     1114    1 Diagnosis E Code Present on Admission Indicator 8
+ 240 POA_DGNS_E_9_IND_CD              POA_DGNS_E_9_IND_CD              CHAR     1115    1 Diagnosis E Code Present on Admission Indicator 9
+ 241 POA_DGNS_E_10_IND_CD             POA_DGNS_E_10_IND_CD             CHAR     1116    1 Diagnosis E Code Present on Admission Indicator 10
+ 242 POA_DGNS_E_11_IND_CD             POA_DGNS_E_11_IND_CD             CHAR     1117    1 Diagnosis E Code Present on Admission Indicator 11
+ 243 POA_DGNS_E_12_IND_CD             POA_DGNS_E_12_IND_CD             CHAR     1118    1 Diagnosis E Code Present on Admission Indicator 12
+ 244 SRGCL_PRCDR_IND_SW               PRCDRSW                          CHAR     1119    1 Surgical procedures indicator
+ 245 SRGCL_PRCDR_CD_CNT               PRCDRCNT                         NUM      1120    3 Surgical procedure codes included in stay
+ 246 SRGCL_PRCDR_VRSN_CD              SRGCL_PRCDR_VRSN_CD              CHAR     1123    1 MEDPAR Surgical Procedure Version Code  (Earlier Version)
+ 247 SRGCL_PRCDR_VRSN_CD_1            SRGCL_PRCDR_VRSN_CD_1            CHAR     1124    1 MEDPAR Surgical Procedure Version Code 01
+ 248 SRGCL_PRCDR_VRSN_CD_2            SRGCL_PRCDR_VRSN_CD_2            CHAR     1125    1 MEDPAR Surgical Procedure Version Code 02
+ 249 SRGCL_PRCDR_VRSN_CD_3            SRGCL_PRCDR_VRSN_CD_3            CHAR     1126    1 MEDPAR Surgical Procedure Version Code 03
+ 250 SRGCL_PRCDR_VRSN_CD_4            SRGCL_PRCDR_VRSN_CD_4            CHAR     1127    1 MEDPAR Surgical Procedure Version Code 04
+ 251 SRGCL_PRCDR_VRSN_CD_5            SRGCL_PRCDR_VRSN_CD_5            CHAR     1128    1 MEDPAR Surgical Procedure Version Code 05
+ 252 SRGCL_PRCDR_VRSN_CD_6            SRGCL_PRCDR_VRSN_CD_6            CHAR     1129    1 MEDPAR Surgical Procedure Version Code 06
+ 253 SRGCL_PRCDR_VRSN_CD_7            SRGCL_PRCDR_VRSN_CD_7            CHAR     1130    1 MEDPAR Surgical Procedure Version Code 07
+ 254 SRGCL_PRCDR_VRSN_CD_8            SRGCL_PRCDR_VRSN_CD_8            CHAR     1131    1 MEDPAR Surgical Procedure Version Code 08
+ 255 SRGCL_PRCDR_VRSN_CD_9            SRGCL_PRCDR_VRSN_CD_9            CHAR     1132    1 MEDPAR Surgical Procedure Version Code 09
+ 256 SRGCL_PRCDR_VRSN_CD_10           SRGCL_PRCDR_VRSN_CD_10           CHAR     1133    1 MEDPAR Surgical Procedure Version Code 10
+ 257 SRGCL_PRCDR_VRSN_CD_11           SRGCL_PRCDR_VRSN_CD_11           CHAR     1134    1 MEDPAR Surgical Procedure Version Code 11
+ 258 SRGCL_PRCDR_VRSN_CD_12           SRGCL_PRCDR_VRSN_CD_12           CHAR     1135    1 MEDPAR Surgical Procedure Version Code 12
+ 259 SRGCL_PRCDR_VRSN_CD_13           SRGCL_PRCDR_VRSN_CD_13           CHAR     1136    1 MEDPAR Surgical Procedure Version Code 13
+ 260 SRGCL_PRCDR_VRSN_CD_14           SRGCL_PRCDR_VRSN_CD_14           CHAR     1137    1 MEDPAR Surgical Procedure Version Code 14
+ 261 SRGCL_PRCDR_VRSN_CD_15           SRGCL_PRCDR_VRSN_CD_15           CHAR     1138    1 MEDPAR Surgical Procedure Version Code 15
+ 262 SRGCL_PRCDR_VRSN_CD_16           SRGCL_PRCDR_VRSN_CD_16           CHAR     1139    1 MEDPAR Surgical Procedure Version Code 16
+ 263 SRGCL_PRCDR_VRSN_CD_17           SRGCL_PRCDR_VRSN_CD_17           CHAR     1140    1 MEDPAR Surgical Procedure Version Code 17
+ 264 SRGCL_PRCDR_VRSN_CD_18           SRGCL_PRCDR_VRSN_CD_18           CHAR     1141    1 MEDPAR Surgical Procedure Version Code 18
+ 265 SRGCL_PRCDR_VRSN_CD_19           SRGCL_PRCDR_VRSN_CD_19           CHAR     1142    1 MEDPAR Surgical Procedure Version Code 19
+ 266 SRGCL_PRCDR_VRSN_CD_20           SRGCL_PRCDR_VRSN_CD_20           CHAR     1143    1 MEDPAR Surgical Procedure Version Code 20
+ 267 SRGCL_PRCDR_VRSN_CD_21           SRGCL_PRCDR_VRSN_CD_21           CHAR     1144    1 MEDPAR Surgical Procedure Version Code 21
+ 268 SRGCL_PRCDR_VRSN_CD_22           SRGCL_PRCDR_VRSN_CD_22           CHAR     1145    1 MEDPAR Surgical Procedure Version Code 22
+ 269 SRGCL_PRCDR_VRSN_CD_23           SRGCL_PRCDR_VRSN_CD_23           CHAR     1146    1 MEDPAR Surgical Procedure Version Code 23
+ 270 SRGCL_PRCDR_VRSN_CD_24           SRGCL_PRCDR_VRSN_CD_24           CHAR     1147    1 MEDPAR Surgical Procedure Version Code 24
+ 271 SRGCL_PRCDR_VRSN_CD_25           SRGCL_PRCDR_VRSN_CD_25           CHAR     1148    1 MEDPAR Surgical Procedure Version Code 25
+ 272 SRGCL_PRCDR_1_CD                 PRCDRCD1                         CHAR     1149    7 Principal Procedure code
+ 273 SRGCL_PRCDR_2_CD                 PRCDRCD2                         CHAR     1156    7 Procedure Code II
+ 274 SRGCL_PRCDR_3_CD                 PRCDRCD3                         CHAR     1163    7 Procedure Code III
+ 275 SRGCL_PRCDR_4_CD                 PRCDRCD4                         CHAR     1170    7 Procedure Code IV
+ 276 SRGCL_PRCDR_5_CD                 PRCDRCD5                         CHAR     1177    7 Procedure Code V
+ 277 SRGCL_PRCDR_6_CD                 PRCDRCD6                         CHAR     1184    7 Procedure Code VI
+ 278 SRGCL_PRCDR_7_CD                 PRCDRCD7                         CHAR     1191    7 Procedure Code VII
+ 279 SRGCL_PRCDR_8_CD                 PRCDRCD8                         CHAR     1198    7 Procedure Code VIII
+ 280 SRGCL_PRCDR_9_CD                 PRCDRCD9                         CHAR     1205    7 Procedure Code IX
+ 281 SRGCL_PRCDR_10_CD                PRCDRCD10                        CHAR     1212    7 Procedure Code X
+ 282 SRGCL_PRCDR_11_CD                PRCDRCD11                        CHAR     1219    7 Procedure Code XI
+ 283 SRGCL_PRCDR_12_CD                PRCDRCD12                        CHAR     1226    7 Procedure Code XII
+ 284 SRGCL_PRCDR_13_CD                PRCDRCD13                        CHAR     1233    7 Procedure Code XIII
+ 285 SRGCL_PRCDR_14_CD                PRCDRCD14                        CHAR     1240    7 Procedure Code XIV
+ 286 SRGCL_PRCDR_15_CD                PRCDRCD15                        CHAR     1247    7 Procedure Code XV
+ 287 SRGCL_PRCDR_16_CD                PRCDRCD16                        CHAR     1254    7 Procedure Code XVI
+ 288 SRGCL_PRCDR_17_CD                PRCDRCD17                        CHAR     1261    7 Procedure Code XVII
+ 289 SRGCL_PRCDR_18_CD                PRCDRCD18                        CHAR     1268    7 Procedure Code XVIII
+ 290 SRGCL_PRCDR_19_CD                PRCDRCD19                        CHAR     1275    7 Procedure Code XIX
+ 291 SRGCL_PRCDR_20_CD                PRCDRCD20                        CHAR     1282    7 Procedure Code XX
+ 292 SRGCL_PRCDR_21_CD                PRCDRCD21                        CHAR     1289    7 Procedure Code XXI
+ 293 SRGCL_PRCDR_22_CD                PRCDRCD22                        CHAR     1296    7 Procedure Code XXII
+ 294 SRGCL_PRCDR_23_CD                PRCDRCD23                        CHAR     1303    7 Procedure Code XXIII
+ 295 SRGCL_PRCDR_24_CD                PRCDRCD24                        CHAR     1310    7 Procedure Code XXIV
+ 296 SRGCL_PRCDR_25_CD                PRCDRCD25                        CHAR     1317    7 Procedure Code XXV
+ 297 SRGCL_PRCDR_DT_CNT               PRCDTCNT                         NUM      1324    3 Dates associated with surgical procedures included in stay
+ 298 SRGCL_PRCDR_PRFRM_1_DT           PRCDRDT1                         DATE     1327    8 Principal Procedure Date
+ 299 SRGCL_PRCDR_PRFRM_2_DT           PRCDRDT2                         DATE     1335    8 Procedure Date II
+ 300 SRGCL_PRCDR_PRFRM_3_DT           PRCDRDT3                         DATE     1343    8 Procedure Date III
+ 301 SRGCL_PRCDR_PRFRM_4_DT           PRCDRDT4                         DATE     1351    8 Procedure Date IV
+ 302 SRGCL_PRCDR_PRFRM_5_DT           PRCDRDT5                         DATE     1359    8 Procedure Date V
+ 303 SRGCL_PRCDR_PRFRM_6_DT           PRCDRDT6                         DATE     1367    8 Procedure Date VI
+ 304 SRGCL_PRCDR_PRFRM_7_DT           PRCDRDT7                         DATE     1375    8 Procedure Date VII
+ 305 SRGCL_PRCDR_PRFRM_8_DT           PRCDRDT8                         DATE     1383    8 Procedure Date VIII
+ 306 SRGCL_PRCDR_PRFRM_9_DT           PRCDRDT9                         DATE     1391    8 Procedure Date IX
+ 307 SRGCL_PRCDR_PRFRM_10_DT          PRCDRDT10                        DATE     1399    8 Procedure Date X
+ 308 SRGCL_PRCDR_PRFRM_11_DT          PRCDRDT11                        DATE     1407    8 Procedure Date XI
+ 309 SRGCL_PRCDR_PRFRM_12_DT          PRCDRDT12                        DATE     1415    8 Procedure Date XII
+ 310 SRGCL_PRCDR_PRFRM_13_DT          PRCDRDT13                        DATE     1423    8 Procedure Date XIII
+ 311 SRGCL_PRCDR_PRFRM_14_DT          PRCDRDT14                        DATE     1431    8 Procedure Date XIV
+ 312 SRGCL_PRCDR_PRFRM_15_DT          PRCDRDT15                        DATE     1439    8 Procedure Date XV
+ 313 SRGCL_PRCDR_PRFRM_16_DT          PRCDRDT16                        DATE     1447    8 Procedure Date XVI
+ 314 SRGCL_PRCDR_PRFRM_17_DT          PRCDRDT17                        DATE     1455    8 Procedure Date XVII
+ 315 SRGCL_PRCDR_PRFRM_18_DT          PRCDRDT18                        DATE     1463    8 Procedure Date XVIII
+ 316 SRGCL_PRCDR_PRFRM_19_DT          PRCDRDT19                        DATE     1471    8 Procedure Date XIX
+ 317 SRGCL_PRCDR_PRFRM_20_DT          PRCDRDT20                        DATE     1479    8 Procedure Date XX
+ 318 SRGCL_PRCDR_PRFRM_21_DT          PRCDRDT21                        DATE     1487    8 Procedure Date XXI
+ 319 SRGCL_PRCDR_PRFRM_22_DT          PRCDRDT22                        DATE     1495    8 Procedure Date XXII
+ 320 SRGCL_PRCDR_PRFRM_23_DT          PRCDRDT23                        DATE     1503    8 Procedure Date XXIII
+ 321 SRGCL_PRCDR_PRFRM_24_DT          PRCDRDT24                        DATE     1511    8 Procedure Date XXIV
+ 322 SRGCL_PRCDR_PRFRM_25_DT          PRCDRDT25                        DATE     1519    8 Procedure Date XXV
+ 323 CLM_PTNT_RLTNSHP_CD              CLM_PTNT_RLTNSHP_CD              CHAR     1527    2 Claim Patient Relationship Code
+ 324 CARE_IMPRVMT_MODEL_1_CD          CARE_IMPRVMT_MODEL_1_CD          CHAR     1529    2 Care Improvement Model 1 Code
+ 325 CARE_IMPRVMT_MODEL_2_CD          CARE_IMPRVMT_MODEL_2_CD          CHAR     1531    2 Care Improvement Model 2 Code
+ 326 CARE_IMPRVMT_MODEL_3_CD          CARE_IMPRVMT_MODEL_3_CD          CHAR     1533    2 Care Improvement Model 3 Code
+ 327 CARE_IMPRVMT_MODEL_4_CD          CARE_IMPRVMT_MODEL_4_CD          CHAR     1535    2 Care Improvement Model 4 Code
+ 328 VBP_PRTCPNT_IND_CD               VBP_PRTCPNT_IND_CD               CHAR     1537    1 VBP Participant Indicator Code
+ 329 HRR_PRTCPNT_IND_CD               HRR_PRTCPNT_IND_CD               CHAR     1538    1 HRR Participant Indicator Code
+ 330 BNDLD_MODEL_DSCNT_PCT            BNDLD_MODEL_DSCNT_PCT            NUM      1539 4.2  Bundled Model Discount Percent
+ 331 VBP_ADJSTMT_PCT                  VBP_ADJSTMT_PCT                  NUM      1543 13.1 VBP Adjustment Percent
+ 332 HRR_ADJSTMT_PCT                  HRR_ADJSTMT_PCT                  NUM      1556 6.4  HRR Adjustment Percent
+ 333 INFRMTL_ENCTR_IND_SW             INFRMTL_ENCTR_IND_SW             CHAR     1562    1 Informational Encounter Indicator Switch
+ 334 MA_TCHNG_IND_SW                  MA_TCHNG_IND_SW                  CHAR     1563    1 MA Teaching Indicator Switch
+ 335 PROD_RPLCMT_LIFECYC_SW           PROD_RPLCMT_LIFECYC_SW           CHAR     1564    1 Prod Replacement Lifecycle Switch
+ 336 PROD_RPLCMT_RCLL_SW              PROD_RPLCMT_RCLL_SW              CHAR     1565    1 Prod Replacement Recall Switch
+ 337 CRED_RCVD_RPLCD_DVC_SW           CRED_RCVD_RPLCD_DVC_SW           CHAR     1566    1 Credit Received Replaced Device Switch
+ 338 OBSRVTN_SW                       OBSRVTN_SW                       CHAR     1567    1 Observation Switch
+ 339 NEW_TCHNLGY_ADD_ON_AMT           NEW_TCHNLGY_ADD_ON_AMT           NUM      1568   10 New Technology Add-On Amount
+ 340 BASE_OPRTG_DRG_AMT               BASE_OPRTG_DRG_AMT               NUM      1578   10 Base Operating DRG Amount
+ 341 OPRTG_HSP_AMT                    OPRTG_HSP_AMT                    NUM      1588   10 Operating Hospital Amount
+ 342 MDCL_SRGCL_GNRL_AMT              MDCL_SRGCL_GNRL_AMT              NUM      1598   10 Medical/Surgical General Amount
+ 343 MDCL_SRGCL_NSTRL_AMT             MDCL_SRGCL_NSTRL_AMT             NUM      1608   10 Medical/Surgical Non-Sterile Amount
+ 344 MDCL_SRGCL_STRL_AMT              MDCL_SRGCL_STRL_AMT              NUM      1618   10 Medical/Surgical Sterile Amount
+ 345 TAKE_HOME_AMT                    TAKE_HOME_AMT                    NUM      1628   10 Take Home Amount
+ 346 PRSTHTC_ORTHTC_AMT               PRSTHTC_ORTHTC_AMT               NUM      1638   10 Prosthetic Orthotic Amount
+ 347 MDCL_SRGCL_PCMKR_AMT             MDCL_SRGCL_PCMKR_AMT             NUM      1648   10 Medical/Surgical Pacemaker Amount
+ 348 INTRAOCULAR_LENS_AMT             INTRAOCULAR_LENS_AMT             NUM      1658   10 Intraocular Lens Amount
+ 349 OXYGN_TAKE_HOME_AMT              OXYGN_TAKE_HOME_AMT              NUM      1668   10 Oxygen Take Home Amount
+ 350 OTHR_IMPLANTS_AMT                OTHR_IMPLANTS_AMT                NUM      1678   10 Other Implants Amount
+ 351 OTHR_SUPLIES_DVC_AMT             OTHR_SUPLIES_DVC_AMT             NUM      1688   10 Other Supplies Device Amount
+ 352 INCDNT_RDLGY_AMT                 INCDNT_RDLGY_AMT                 NUM      1698   10 Incident Radiology Amount
+ 353 INCDNT_DGNSTC_SRVCS_AMT          INCDNT_DGNSTC_SRVCS_AMT          NUM      1708   10 Incident Diagnostic Services Amount
+ 354 MDCL_SRGCL_DRSNG_AMT             MDCL_SRGCL_DRSNG_AMT             NUM      1718   10 Medical/Surgical Dressing Amount
+ 355 INVSTGTNL_DVC_AMT                INVSTGTNL_DVC_AMT                NUM      1728   10 Investigational Device Amount
+ 356 MDCL_SRGCL_MISC_AMT              MDCL_SRGCL_MISC_AMT              NUM      1738   10 Medical/Surgical Miscellaneous Amount
+ 357 RDLGY_ONCOLOGY_AMT               RDLGY_ONCOLOGY_AMT               NUM      1748   10 Radiology/Oncology Amount
+ 358 RDLGY_DGNSTC_AMT                 RDLGY_DGNSTC_AMT                 NUM      1758   10 Radiology Diagnostic Amount
+ 359 RDLGY_THRPTC_AMT                 RDLGY_THRPTC_AMT                 NUM      1768   10 Radiology Therapeutic Amount
+ 360 RDLGY_NUCLR_MDCN_AMT             RDLGY_NUCLR_MDCN_AMT             NUM      1778   10 Radiology Nuclear Medicine Amount
+ 361 RDLGY_CT_SCAN_AMT                RDLGY_CT_SCAN_AMT                NUM      1788   10 Radiology CT Scan Amount
+ 362 RDLGY_OTHR_IMGNG_AMT             RDLGY_OTHR_IMGNG_AMT             NUM      1798   10 Radiology Other Imaging Amount
+ 363 OPRTG_ROOM_AMT                   OPRTG_ROOM_AMT                   NUM      1808   10 Operating Room Amount
+ 364 OR_LABOR_DLVRY_AMT               OR_LABOR_DLVRY_AMT               NUM      1818   10 O/R Labor Delivery Amount
+ 365 CRDC_CATHRZTN_AMT                CRDC_CATHRZTN_AMT                NUM      1828   10 Cardiac Catheterization Amount
+
+Note: All DATE fields are written out in CCYYMMDD format.
+
+- End of Document
diff --git a/examples/with-postgres/medicare/data/1111/2012/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2012.fts b/examples/with-postgres/medicare/data/1111/2012/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2012.fts
new file mode 100644
index 000000000..711ce8d24
--- /dev/null
+++ b/examples/with-postgres/medicare/data/1111/2012/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2012.fts
@@ -0,0 +1,91 @@
+CMS CCW Extract File Summary
+
+Researcher: 012345678 - XXXXXXXXX
+
+Request #: 999999 - Statistical Models for Estimating Health Impact
+
+File Description: MBSF PART A/B ELIGIBILITY SUMMARY SEGMENT
+
+Actual File Name: mbsf_ab_summary_resXXXXXXXX_reqXXXXXXXX_2012.dat
+
+Date Extracted: 01JAN99
+
+Format: Fixed Column ASCII
+
+Columns in File: 51
+
+Exact File Quantity (Rows): 1000000,597,183
+
+Exact File Record Length (Bytes in Variable Block): 119
+
+Exact File Size in Bytes with 512 Blocksize: 1000000,431,661,960
+
+SAS v8.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v8.sas
+
+SAS v6.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v6.sas
+
+Standard Layout Attached with Data Formatting:
+
+Help: cmsdata@gdit.com, 1-888-888-8888
+
+Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
+
+     Field                            Field                            Field         Fld.
+Fld. Long                             Short                            Generic Start Len. Field
+No.  Name                             Name                             Format  Col.  w.d  Description
+---- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
+   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID (Unique Key)
+   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16    4 Beneficiary Enrollment Reference Year
+   3 FIVE_PERCENT_FLAG                FIVEPCT                          CHAR       20    1 Strict 5% Flag
+   4 ENHANCED_FIVE_PERCENT_FLAG       EFIVEPCT                         CHAR       21    1 Enhanced 5% Flag
+   5 COVSTART                         COVSTART                         DATE       22    8 Medicare Coverage Start Date
+   6 CRNT_BIC_CD                      CRNT_BIC                         CHAR       30    2 Beneficiary Identification Code
+   7 STATE_CODE                       STATE_CD                         CHAR       32    2 State Code
+   8 BENE_COUNTY_CD                   CNTY_CD                          CHAR       34    3 County Code
+   9 BENE_ZIP_CD                      BENE_ZIP                         CHAR       37    9 Zip Code of Residence
+  10 BENE_AGE_AT_END_REF_YR           AGE                              NUM        46    3 Age at End of Reference Year
+  11 BENE_BIRTH_DT                    BENE_DOB                         DATE       49    8 Date of Birth
+  12 BENE_VALID_DEATH_DT_SW           V_DOD_SW                         CHAR       57    1 Valid Date of Death Switch
+  13 BENE_DEATH_DT                    DEATH_DT                         DATE       58    8 Date of Death
+  14 NDI_DEATH_DT                     NDI_DEATH_DT                     DATE       66    8 NDI Date of Death
+  15 BENE_SEX_IDENT_CD                SEX                              CHAR       74    1 Sex
+  16 BENE_RACE_CD                     RACE                             CHAR       75    1 Beneficiary Race Code
+  17 RTI_RACE_CD                      RTI_RACE_CD                      CHAR       76    1 Research Triangle Institute (RTI) Race Code
+  18 BENE_ENTLMT_RSN_ORIG             OREC                             CHAR       77    1 Original Reason for Entitlement Code
+  19 BENE_ENTLMT_RSN_CURR             CREC                             CHAR       78    1 Current Reason for Entitlement Code
+  20 BENE_ESRD_IND                    ESRD_IND                         CHAR       79    1 ESRD Indicator
+  21 BENE_MDCR_STATUS_CD              MS_CD                            CHAR       80    2 Medicare Status Code
+  22 BENE_PTA_TRMNTN_CD               A_TRM_CD                         CHAR       82    1 Part A Termination Code
+  23 BENE_PTB_TRMNTN_CD               B_TRM_CD                         CHAR       83    1 Part B Termination Code
+  24 BENE_HI_CVRAGE_TOT_MONS          A_MO_CNT                         NUM        84    3 HI Coverage Count
+  25 BENE_SMI_CVRAGE_TOT_MONS         B_MO_CNT                         NUM        87    3 SMI Coverage Count
+  26 BENE_STATE_BUYIN_TOT_MONS        BUYIN_MO                         NUM        90    3 State Buy-In Coverage Count
+  27 BENE_HMO_CVRAGE_TOT_MONS         HMO_MO                           NUM        93    3 HMO Coverage Count
+  28 BENE_MDCR_ENTLMT_BUYIN_IND_01    BUYIN01                          CHAR       96    1 Medicare Entitlement/Buy-In Indicator I
+  29 BENE_MDCR_ENTLMT_BUYIN_IND_02    BUYIN02                          CHAR       97    1 Medicare Entitlement/Buy-In Indicator II
+  30 BENE_MDCR_ENTLMT_BUYIN_IND_03    BUYIN03                          CHAR       98    1 Medicare Entitlement/Buy-In Indicator III
+  31 BENE_MDCR_ENTLMT_BUYIN_IND_04    BUYIN04                          CHAR       99    1 Medicare Entitlement/Buy-In Indicator IV
+  32 BENE_MDCR_ENTLMT_BUYIN_IND_05    BUYIN05                          CHAR      100    1 Medicare Entitlement/Buy-In Indicator V
+  33 BENE_MDCR_ENTLMT_BUYIN_IND_06    BUYIN06                          CHAR      101    1 Medicare Entitlement/Buy-In Indicator VI
+  34 BENE_MDCR_ENTLMT_BUYIN_IND_07    BUYIN07                          CHAR      102    1 Medicare Entitlement/Buy-In Indicator VII
+  35 BENE_MDCR_ENTLMT_BUYIN_IND_08    BUYIN08                          CHAR      103    1 Medicare Entitlement/Buy-In Indicator VIII
+  36 BENE_MDCR_ENTLMT_BUYIN_IND_09    BUYIN09                          CHAR      104    1 Medicare Entitlement/Buy-In Indicator IX
+  37 BENE_MDCR_ENTLMT_BUYIN_IND_10    BUYIN10                          CHAR      105    1 Medicare Entitlement/Buy-In Indicator X
+  38 BENE_MDCR_ENTLMT_BUYIN_IND_11    BUYIN11                          CHAR      106    1 Medicare Entitlement/Buy-In Indicator XI
+  39 BENE_MDCR_ENTLMT_BUYIN_IND_12    BUYIN12                          CHAR      107    1 Medicare Entitlement/Buy-In Indicator XII
+  40 BENE_HMO_IND_01                  HMOIND01                         CHAR      108    1 HMO Indicator I
+  41 BENE_HMO_IND_02                  HMOIND02                         CHAR      109    1 HMO Indicator II
+  42 BENE_HMO_IND_03                  HMOIND03                         CHAR      110    1 HMO Indicator III
+  43 BENE_HMO_IND_04                  HMOIND04                         CHAR      111    1 HMO Indicator IV
+  44 BENE_HMO_IND_05                  HMOIND05                         CHAR      112    1 HMO Indicator V
+  45 BENE_HMO_IND_06                  HMOIND06                         CHAR      113    1 HMO Indicator VI
+  46 BENE_HMO_IND_07                  HMOIND07                         CHAR      114    1 HMO Indicator VII
+  47 BENE_HMO_IND_08                  HMOIND08                         CHAR      115    1 HMO Indicator VIII
+  48 BENE_HMO_IND_09                  HMOIND09                         CHAR      116    1 HMO Indicator IX
+  49 BENE_HMO_IND_10                  HMOIND10                         CHAR      117    1 HMO Indicator X
+  50 BENE_HMO_IND_11                  HMOIND11                         CHAR      118    1 HMO Indicator XI
+  51 BENE_HMO_IND_12                  HMOIND12                         CHAR      119    1 HMO Indicator XII
+
+Note: All DATE fields are written out in CCYYMMDD format.
+
+- End of Document
diff --git a/examples/with-postgres/medicare/data/1111/2012/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2012.fts b/examples/with-postgres/medicare/data/1111/2012/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2012.fts
new file mode 100644
index 000000000..188d72c67
--- /dev/null
+++ b/examples/with-postgres/medicare/data/1111/2012/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2012.fts
@@ -0,0 +1,116 @@
+CMS CCW Extract File Summary
+
+Researcher: 012345678 - XXXXXXXXX
+
+Request #: 999999 - Statistical Models for Estimating Health Impact
+
+File Description: MBSF PART D ELIGIBILITY COMPONENTS SEGMENT
+
+Actual File Name: mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXXXX_2012.dat
+
+Date Extracted: 01JAN99
+
+Format: Fixed Column ASCII
+
+Columns in File: 78
+
+Exact File Quantity (Rows): 1000000,597,183
+
+Exact File Record Length (Bytes in Variable Block): 218
+
+Exact File Size in Bytes with 512 Blocksize: 1000000,737,783,077
+
+SAS v8.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v8.sas
+
+SAS v6.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v6.sas
+
+Standard Layout Attached with Data Formatting:
+
+Help: cmsdata@gdit.com, 1-888-888-8888
+
+Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
+
+     Field                            Field                            Field         Fld.
+Fld. Long                             Short                            Generic Start Len. Field
+No.  Name                             Name                             Format  Col.  w.d  Description
+---- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
+   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID (Unique Key)
+   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16    4 Beneficiary Enrollment Reference Year
+   3 CRDTBL_CVRG_SW                   CRDCOVSW                         CHAR       20    1 Creditable Coverage Switch
+   4 PLAN_CVRG_MOS_NUM                PLNCOVMO                         CHAR       21    2 Plan Coverage Months Number
+   5 RDS_CVRG_MOS_NUM                 RDSCOVMO                         CHAR       23    2 Retiree Drug Subsidy Coverage Months Number
+   6 DUAL_ELGBL_MOS_NUM               DUAL_MO                          CHAR       25    2 Dual Eligible Months Number
+   7 PTD_CNTRCT_ID_01                 CNTRCT01                         CHAR       27    5 Jan. Contract ID
+   8 PTD_CNTRCT_ID_02                 CNTRCT02                         CHAR       32    5 Feb. Contract ID
+   9 PTD_CNTRCT_ID_03                 CNTRCT03                         CHAR       37    5 Mar. Contract ID
+  10 PTD_CNTRCT_ID_04                 CNTRCT04                         CHAR       42    5 Apr. Contract ID
+  11 PTD_CNTRCT_ID_05                 CNTRCT05                         CHAR       47    5 May Contract ID
+  12 PTD_CNTRCT_ID_06                 CNTRCT06                         CHAR       52    5 Jun. Contract ID
+  13 PTD_CNTRCT_ID_07                 CNTRCT07                         CHAR       57    5 Jul. Contract ID
+  14 PTD_CNTRCT_ID_08                 CNTRCT08                         CHAR       62    5 Aug. Contract ID
+  15 PTD_CNTRCT_ID_09                 CNTRCT09                         CHAR       67    5 Sep. Contract ID
+  16 PTD_CNTRCT_ID_10                 CNTRCT10                         CHAR       72    5 Oct. Contract ID
+  17 PTD_CNTRCT_ID_11                 CNTRCT11                         CHAR       77    5 Nov. Contract ID
+  18 PTD_CNTRCT_ID_12                 CNTRCT12                         CHAR       82    5 Dec. Contract ID
+  19 PTD_PBP_ID_01                    PBPID01                          CHAR       87    3 Jan. Plan Benefit Package ID
+  20 PTD_PBP_ID_02                    PBPID02                          CHAR       90    3 Feb. Plan Benefit Package ID
+  21 PTD_PBP_ID_03                    PBPID03                          CHAR       93    3 Mar. Plan Benefit Package ID
+  22 PTD_PBP_ID_04                    PBPID04                          CHAR       96    3 Apr. Plan Benefit Package ID
+  23 PTD_PBP_ID_05                    PBPID05                          CHAR       99    3 May Plan Benefit Package ID
+  24 PTD_PBP_ID_06                    PBPID06                          CHAR      102    3 Jun. Plan Benefit Package ID
+  25 PTD_PBP_ID_07                    PBPID07                          CHAR      105    3 Jul. Plan Benefit Package ID
+  26 PTD_PBP_ID_08                    PBPID08                          CHAR      108    3 Aug. Plan Benefit Package ID
+  27 PTD_PBP_ID_09                    PBPID09                          CHAR      111    3 Sep. Plan Benefit Package ID
+  28 PTD_PBP_ID_10                    PBPID10                          CHAR      114    3 Oct. Plan Benefit Package ID
+  29 PTD_PBP_ID_11                    PBPID11                          CHAR      117    3 Nov. Plan Benefit Package ID
+  30 PTD_PBP_ID_12                    PBPID12                          CHAR      120    3 Dec. Plan Benefit Package ID
+  31 PTD_SGMT_ID_01                   SGMTID01                         CHAR      123    3 Jan. Segment ID
+  32 PTD_SGMT_ID_02                   SGMTID02                         CHAR      126    3 Feb. Segment ID
+  33 PTD_SGMT_ID_03                   SGMTID03                         CHAR      129    3 Mar. Segment ID
+  34 PTD_SGMT_ID_04                   SGMTID04                         CHAR      132    3 Apr. Segment ID
+  35 PTD_SGMT_ID_05                   SGMTID05                         CHAR      135    3 May Segment ID
+  36 PTD_SGMT_ID_06                   SGMTID06                         CHAR      138    3 Jun. Segment ID
+  37 PTD_SGMT_ID_07                   SGMTID07                         CHAR      141    3 Jul. Segment ID
+  38 PTD_SGMT_ID_08                   SGMTID08                         CHAR      144    3 Aug. Segment ID
+  39 PTD_SGMT_ID_09                   SGMTID09                         CHAR      147    3 Sep. Segment ID
+  40 PTD_SGMT_ID_10                   SGMTID10                         CHAR      150    3 Oct. Segment ID
+  41 PTD_SGMT_ID_11                   SGMTID11                         CHAR      153    3 Nov. Segment ID
+  42 PTD_SGMT_ID_12                   SGMTID12                         CHAR      156    3 Dec. Segment ID
+  43 CST_SHR_GRP_CD_01                CSTSHR01                         CHAR      159    2 Jan. Cost Share Group Code
+  44 CST_SHR_GRP_CD_02                CSTSHR02                         CHAR      161    2 Feb. Cost Share Group Code
+  45 CST_SHR_GRP_CD_03                CSTSHR03                         CHAR      163    2 Mar. Cost Share Group Code
+  46 CST_SHR_GRP_CD_04                CSTSHR04                         CHAR      165    2 Apr. Cost Share Group Code
+  47 CST_SHR_GRP_CD_05                CSTSHR05                         CHAR      167    2 May Cost Share Group Code
+  48 CST_SHR_GRP_CD_06                CSTSHR06                         CHAR      169    2 Jun. Cost Share Group Code
+  49 CST_SHR_GRP_CD_07                CSTSHR07                         CHAR      171    2 Jul. Cost Share Group Code
+  50 CST_SHR_GRP_CD_08                CSTSHR08                         CHAR      173    2 Aug. Cost Share Group Code
+  51 CST_SHR_GRP_CD_09                CSTSHR09                         CHAR      175    2 Sep. Cost Share Group Code
+  52 CST_SHR_GRP_CD_10                CSTSHR10                         CHAR      177    2 Oct. Cost Share Group Code
+  53 CST_SHR_GRP_CD_11                CSTSHR11                         CHAR      179    2 Nov. Cost Share Group Code
+  54 CST_SHR_GRP_CD_12                CSTSHR12                         CHAR      181    2 Dec. Cost Share Group Code
+  55 RDS_IND_01                       RDSIND01                         CHAR      183    1 Jan. RDS Code - Retiree Drug Subsidy Code
+  56 RDS_IND_02                       RDSIND02                         CHAR      184    1 Feb. RDS Code - Retiree Drug Subsidy Code
+  57 RDS_IND_03                       RDSIND03                         CHAR      185    1 Mar. RDS Code - Retiree Drug Subsidy Code
+  58 RDS_IND_04                       RDSIND04                         CHAR      186    1 Apr. RDS Code - Retiree Drug Subsidy Code
+  59 RDS_IND_05                       RDSIND05                         CHAR      187    1 May RDS Code - Retiree Drug Subsidy Code
+  60 RDS_IND_06                       RDSIND06                         CHAR      188    1 Jun. RDS Code - Retiree Drug Subsidy Code
+  61 RDS_IND_07                       RDSIND07                         CHAR      189    1 Jul. RDS Code - Retiree Drug Subsidy Code
+  62 RDS_IND_08                       RDSIND08                         CHAR      190    1 Aug. RDS Code - Retiree Drug Subsidy Code
+  63 RDS_IND_09                       RDSIND09                         CHAR      191    1 Sep. RDS Code - Retiree Drug Subsidy Code
+  64 RDS_IND_10                       RDSIND10                         CHAR      192    1 Oct. RDS Code - Retiree Drug Subsidy Code
+  65 RDS_IND_11                       RDSIND11                         CHAR      193    1 Nov. RDS Code - Retiree Drug Subsidy Code
+  66 RDS_IND_12                       RDSIND12                         CHAR      194    1 Dec. RDS Code - Retiree Drug Subsidy Code
+  67 DUAL_STUS_CD_01                  DUAL_01                          CHAR      195    2 Jan. Dual Status Code
+  68 DUAL_STUS_CD_02                  DUAL_02                          CHAR      197    2 Feb. Dual Status Code
+  69 DUAL_STUS_CD_03                  DUAL_03                          CHAR      199    2 Mar. Dual Status Code
+  70 DUAL_STUS_CD_04                  DUAL_04                          CHAR      201    2 Apr. Dual Status Code
+  71 DUAL_STUS_CD_05                  DUAL_05                          CHAR      203    2 May Dual Status Code
+  72 DUAL_STUS_CD_06                  DUAL_06                          CHAR      205    2 Jun. Dual Status Code
+  73 DUAL_STUS_CD_07                  DUAL_07                          CHAR      207    2 Jul. Dual Status Code
+  74 DUAL_STUS_CD_08                  DUAL_08                          CHAR      209    2 Aug. Dual Status Code
+  75 DUAL_STUS_CD_09                  DUAL_09                          CHAR      211    2 Sep. Dual Status Code
+  76 DUAL_STUS_CD_10                  DUAL_10                          CHAR      213    2 Oct. Dual Status Code
+  77 DUAL_STUS_CD_11                  DUAL_11                          CHAR      215    2 Nov. Dual Status Code
+  78 DUAL_STUS_CD_12                  DUAL_12                          CHAR      217    2 Dec. Dual Status Code
+
+- End of Document
diff --git a/examples/with-postgres/medicare/data/1111/2012/medpar_all_file_resXXXXXXXX_reqXXXXXX_2012.fts b/examples/with-postgres/medicare/data/1111/2012/medpar_all_file_resXXXXXXXX_reqXXXXXX_2012.fts
new file mode 100644
index 000000000..cbc9439a5
--- /dev/null
+++ b/examples/with-postgres/medicare/data/1111/2012/medpar_all_file_resXXXXXXXX_reqXXXXXX_2012.fts
@@ -0,0 +1,405 @@
+CMS CCW Extract File Summary
+
+Researcher: 012345678 - XXXXXXXXX
+
+Request #: 999999 - Statistical Models for Estimating Health Impact
+
+File Description: MEDPAR ALL FILE
+
+Actual File Name: medpar_all_file_resXXXXXXXX_reqXXXXXXXX_2012.dat
+
+Date Extracted: 01JAN99
+
+Format: Fixed Column ASCII
+
+Columns in File: 365
+
+Exact File Quantity (Rows): 1000000,803,776
+
+Exact File Record Length (Bytes in Variable Block): 1837
+
+Exact File Size in Bytes with 512 Blocksize: 1000000,885,340,288
+
+SAS v8.x or Greater Compatible Read-In Program: medpar_all_file_read_v8.sas
+
+SAS v6.x or Greater Compatible Read-In Program: medpar_all_file_read_v6.sas
+
+Standard Layout Attached with Data Formatting:
+
+Help: cmsdata@gdit.com, 1-888-888-8888
+
+Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
+
+     Field                            Field                            Field         Fld.
+Fld. Long                             Short                            Generic Start Len. Field
+No.  Name                             Name                             Format  Col.  w.d  Description
+---- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
+   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID
+   2 MEDPAR_ID                        MEDPARID                         CHAR       16   15 Unique Key for CCW MedPAR Table
+   3 MEDPAR_YR_NUM                    MEDPAR_YR_NUM                    CHAR       31    4 Year of MedPAR Record
+   4 NCH_CLM_TYPE_CD                  CLM_TYPE                         CHAR       35    2 NCH Claim Type Code
+   5 BENE_IDENT_CD                    BIC                              CHAR       37    2 BIC reported on first claim included in stay
+   6 EQTBL_BIC_CD                     EQ_BIC                           CHAR       39    2 Equated BIC
+   7 BENE_AGE_CNT                     AGE_CNT                          NUM        41    4 Age as of Date of Admission.
+   8 BENE_SEX_CD                      SEX                              CHAR       45    1 Sex of Beneficiary
+   9 BENE_RACE_CD                     RACE                             CHAR       46    1 Race of Beneficiary
+  10 BENE_MDCR_STUS_CD                MS_CD                            CHAR       47    2 Reason for entitlement to Medicare benefits as of CLM_THRU_DT
+  11 BENE_RSDNC_SSA_STATE_CD          STATE_CD                         CHAR       49    2 SSA standard state code of a beneficiarys residence.
+  12 BENE_RSDNC_SSA_CNTY_CD           CNTY_CD                          CHAR       51    3 SSA standard county code of a beneficiarys residence.
+  13 BENE_MLG_CNTCT_ZIP_CD            BENE_ZIP                         CHAR       54    5 Zip code of the mailing address where the beneficiary may be contacted.
+  14 BENE_DSCHRG_STUS_CD              DSCHRGCD                         CHAR       59    1 Code identifying status of patient as of CLM_THRU_DT
+  15 FICARR_IDENT_NUM                 FICARR                           CHAR       60    5 Intermediary processor identification
+  16 WRNG_IND_CD                      WRNGCD                           CHAR       65   18 Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay prcss
+  17 GHO_PD_CD                        GHOPDCD                          CHAR       83    1 Code indicating whether or not GHO has paid provider for claim(s)
+  18 PPS_IND_CD                       PPS_IND                          CHAR       84    1 Code indicating whether or not facility is being paid under PPS
+  19 ORG_NPI_NUM                      ORGNPINM                         CHAR       85   10 Organization NPI Number
+  20 PRVDR_NUM                        PRVDRNUM                         CHAR       95   10 MEDPAR Provider Number
+  21 PRVDR_NUM_SPCL_UNIT_CD           SPCLUNIT                         CHAR      105    1 Special num system code for hosp units that are PPS/SNF SB dsgntn excl.
+  22 SS_LS_SNF_IND_CD                 SSLSSNF                          CHAR      106    1 Code indicating whether stay is short stay, long stay, or SNF
+  23 ACTV_XREF_IND                    ACTV_XREF_IND                    CHAR      107    1 Active Cross-Refference Indicator
+  24 SLCT_RSN_CD                      SLCT_RSN_CD                      CHAR      108    1 Specifies whether this record is a case or control record.
+  25 STAY_FINL_ACTN_CLM_CNT           FACLMCNT                         NUM       109    5 Claims (final action) included in stay
+  26 LTST_CLM_ACRTN_DT                ACRTNDT                          DATE      114    8 Date latest claim incl in stay accreted to bene mstr rec at the CWF host
+  27 BENE_MDCR_BNFT_EXHST_DT          EXHST_DT                         DATE      122    8 Last date beneficiary had Medicare coverage
+  28 SNF_QUALN_FROM_DT                QLFYFROM                         DATE      130    8 Beginning date of beneficiarys qualifying stay
+  29 SNF_QUALN_THRU_DT                QLFYTHRU                         DATE      138    8 Ending date of beneficiarys qualifying stay
+  30 SRC_IP_ADMSN_CD                  SRC_ADMS                         CHAR      146    1 Admssn to an Inp facility or, for newborn admssn, type of delivery code
+  31 IP_ADMSN_TYPE_CD                 TYPE_ADM                         CHAR      147    1 Type and priority of benes admission to facility for Inp hosp stay code
+  32 ADMSN_DAY_CD                     ADMSNDAY                         CHAR      148    1 Code indicating day of week beneficiary was admitted to facility.
+  33 ADMSN_DT                         ADMSNDT                          DATE      149    8 Date beneficiary admitted for Inpatient care or date care started
+  34 DSCHRG_DT                        DSCHRGDT                         DATE      157    8 Date beneficiary was discharged or died
+  35 DSCHRG_DSTNTN_CD                 DSTNTNCD                         CHAR      165    2 Destination upon discharge from facility code
+  36 CVRD_LVL_CARE_THRU_DT            CVRLVLDT                         DATE      167    8 Date covered level of care ended in a SNF
+  37 BENE_DEATH_DT                    DEATHDT                          DATE      175    8 Date beneficiary died
+  38 BENE_DEATH_DT_VRFY_CD            DEATHCD                          CHAR      183    1 Death Date Verification Code
+  39 ADMSN_DEATH_DAY_CNT              DEATHDAY                         NUM       184    7 Days from date admitted to facility to date of death
+  40 INTRNL_USE_SSI_IND_CD            SSICD                            CHAR      191    1 MEDPAR Internal Use SSI Indicator Code
+  41 INTRNL_USE_SSI_DAY_CNT           SSIDAY                           NUM       192    7 MEDPAR Internal Use SSI Day Count
+  42 INTRNL_USE_SSI_DATA              INTRNL_USE_SSI_DATA              CHAR      199    1 Internal Use SSI Data
+  43 INTRNL_USE_IPSB_CD               IPSBCD                           CHAR      200    3 For internal Use Only. IPSB Code
+  44 INTRNL_USE_FIL_DT_CD             FILDTCD                          CHAR      203    1 For internal use only.  Fiscal year/calendar year segments.
+  45 INTRNL_USE_SMPL_SIZE_CD          SMPLSIZE                         CHAR      204    1 For internal use.  MEDPAR sample size.
+  46 LOS_DAY_CNT                      LOSCNT                           NUM       205    7 Days of beneficiarys stay in a hospital/SNF
+  47 OUTLIER_DAY_CNT                  OUTLRDAY                         NUM       212    5 Days paid as outliers (either day or cost) under PPS beyond DRG threshld
+  48 UTLZTN_DAY_CNT                   UTIL_DAY                         NUM       217    7 Covered days of care chargeable to Medicare utilization for stay
+  49 TOT_COINSRNC_DAY_CNT             COIN_DAY                         NUM       224    5 MEDPAR Beneficiary Total Coinsurance Day Count
+  50 BENE_LRD_USE_CNT                 LRD_USE                          NUM       229    5 Lifetime reserve days (LRD) used by beneficiary for stay
+  51 BENE_PTA_COINSRNC_AMT            COIN_AMT                         NUM       234   10 Beneficiarys liability for part A coinsurance for stay ($)
+  52 BENE_IP_DDCTBL_AMT               DED_AMT                          NUM       244   10 Beneficiarys liability for stay ($)
+  53 BENE_BLOOD_DDCTBL_AMT            BLDDEDAM                         NUM       254   10 Beneficiarys liability for blood deductible for stay ($)
+  54 BENE_PRMRY_PYR_CD                PRPAY_CD                         CHAR      264    1 Primary payer responsibility code
+  55 BENE_PRMRY_PYR_AMT               PRPAYAMT                         NUM       265   10 Primry payer other than Medicare for covered Medicare chrgs for stay ($)
+  56 DRG_CD                           DRG_CD                           CHAR      275    3 DRG Code
+  57 DRG_OUTLIER_STAY_CD              OUTLR_CD                         CHAR      278    1 Cost or Day Outlier code
+  58 DRG_OUTLIER_PMT_AMT              OUTLRAMT                         NUM       279   10 Addtnl approved due to outlier situation over DRG allowance for stay ($)
+  59 DRG_PRICE_AMT                    DRGPRICE                         NUM       289   10 Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd ($)
+  60 IP_DSPRPRTNT_SHR_AMT             DISP_SHR                         NUM       299   10 Over the DRG amount for disproportionate share hospital for stay ($)
+  61 IME_AMT                          IME_AMT                          NUM       309   10 Additional payment made to teaching hospitals for IME for stay ($)
+  62 PASS_THRU_AMT                    PASSTHRU                         NUM       319   10 Total of all claim pass thru for stay ($)
+  63 TOT_PPS_CPTL_AMT                 PPS_CPTL                         NUM       329   10 Total payable for capital PPS ($)
+  64 IP_LOW_VOL_PYMT_AMT              IP_LOW_VOL_PYMT_AMT              NUM       339   10 Inpatient Low Volume Payment Amount.
+  65 TOT_CHRG_AMT                     TOTCHRG                          NUM       349   10 Total all charges for all srvcs provided to beneficiary for stay ($)
+  66 TOT_CVR_CHRG_AMT                 CVRCHRG                          NUM       359   10 Portion of total charges covered by Medicare for stay ($)
+  67 MDCR_PMT_AMT                     PMT_AMT                          NUM       369   10 Amt of payment from Medicare trust fund for srvcs covered by claim ($)
+  68 ACMDTNS_TOT_CHRG_AMT             ACMDTNS                          NUM       379   10 Total charge for all accommodations related to beneficiarys stay ($)
+  69 DPRTMNTL_TOT_CHRG_AMT            DPRTMNTL                         NUM       389   10 Total charge for all ancillary depts related to beneficiarys stay ($)
+  70 PRVT_ROOM_DAY_CNT                PRVTDAY                          NUM       399    5 Private room days used by beneficiary for stay
+  71 SEMIPRVT_ROOM_DAY_CNT            SPRVTDAY                         NUM       404    5 Semi-private room days used by beneficiary for stay
+  72 WARD_DAY_CNT                     WARDDAY                          NUM       409    5 Ward days used by beneficiary for stay
+  73 INTNSV_CARE_DAY_CNT              ICARECNT                         NUM       414    5 Intensive care days used by beneficiary for stay
+  74 CRNRY_CARE_DAY_CNT               CRNRYDAY                         NUM       419    5 Coronary care days used by beneficiary for stay
+  75 PRVT_ROOM_CHRG_AMT               PRVTAMT                          NUM       424   10 Private room accommodations related to beneficiarys stay ($)
+  76 SEMIPRVT_ROOM_CHRG_AMT           SPRVTAMT                         NUM       434   10 Semi-private room accommodations related to beneficiarys stay ($)
+  77 WARD_CHRG_AMT                    WARDAMT                          NUM       444   10 Ward accommodations related to beneficiarys stay ($)
+  78 INTNSV_CARE_CHRG_AMT             ICAREAMT                         NUM       454   10 Intensive care accommodations related to beneficiarys stay ($)
+  79 CRNRY_CARE_CHRG_AMT              CRNRYAMT                         NUM       464   10 Coronary care accommodations related to beneficiarys stay ($)
+  80 OTHR_SRVC_CHRG_AMT               OTHRAMT                          NUM       474   10 Other services related to beneficiarys stay ($)
+  81 PHRMCY_CHRG_AMT                  PHRMCAMT                         NUM       484   10 Pharmaceutical costs related to beneficiarys stay ($)
+  82 MDCL_SUPLY_CHRG_AMT              SUPLYAMT                         NUM       494   10 Medical/surgical supplies related to beneficiarys stay ($)
+  83 DME_CHRG_AMT                     DME_AMT                          NUM       504   10 DME related to beneficiarys stay ($)
+  84 USED_DME_CHRG_AMT                UDME_AMT                         NUM       514   10 Used DME related to beneficiarys stay ($)
+  85 PHYS_THRPY_CHRG_AMT              PHYTHAMT                         NUM       524   10 Physical therapy services provided during beneficiarys stay ($)
+  86 OCPTNL_THRPY_CHRG_AMT            OCPTLAMT                         NUM       534   10 Occupational therapy services provided during beneficiarys stay ($)
+  87 SPCH_PTHLGY_CHRG_AMT             SPCH_AMT                         NUM       544   10 Speech pathology services provided during beneficiarys stay ($)
+  88 INHLTN_THRPY_CHRG_AMT            INHLTAMT                         NUM       554   10 Inhalation therapy services provided during beneficiarys stay ($)
+  89 BLOOD_CHRG_AMT                   BLOODAMT                         NUM       564   10 Blood provided during beneficiarys stay ($)
+  90 BLOOD_ADMIN_CHRG_AMT             BLDADMIN                         NUM       574   10 Blood storage and processing related to beneficiarys stay ($)
+  91 BLOOD_PT_FRNSH_QTY               BLDFRNSH                         NUM       584    5 Quantity of blood (whole pints) furnished to beneficiary during stay
+  92 OPRTG_ROOM_CHRG_AMT              OROOMAMT                         NUM       589   10 OR, recovery rm, and labor rm delivery used by bene during stay ($)
+  93 LTHTRPSY_CHRG_AMT                LTHTRPSY                         NUM       599   10 Lithotripsy services provided during beneficiarys stay ($)
+  94 CRDLGY_CHRG_AMT                  CRDLGY                           NUM       609   10 Cardiology services and ECG(s) provided during beneficiarys stay ($)
+  95 ANSTHSA_CHRG_AMT                 ANSTHSA                          NUM       619   10 Anesthesia services provided during beneficiarys stay ($)
+  96 LAB_CHRG_AMT                     LAB_AMT                          NUM       629   10 Laboratory costs related to beneficiarys stay ($)
+  97 RDLGY_CHRG_AMT                   RDLGYAMT                         NUM       639   10 Radiology costs (excluding MRI) related to a beneficiarys stay ($)
+  98 MRI_CHRG_AMT                     MRI_AMT                          NUM       649   10 MRI services provided during beneficiarys stay ($)
+  99 OP_SRVC_CHRG_AMT                 OPSRVC                           NUM       659   10 Outpatient services provided during beneficiarys stay ($)
+ 100 ER_CHRG_AMT                      ER_AMT                           NUM       669   10 Emergency room services provided during beneficiarys stay ($)
+ 101 AMBLNC_CHRG_AMT                  AMBLNC                           NUM       679   10 Ambulance services related to beneficiarys stay ($)
+ 102 PROFNL_FEES_CHRG_AMT             PROFFEES                         NUM       689   10 Professional fees related to beneficiarys stay ($)
+ 103 ORGN_ACQSTN_CHRG_AMT             ORGNAMT                          NUM       699   10 Organ acquisition or oth donor bank srvcs related to benes stay ($)
+ 104 ESRD_REV_SETG_CHRG_AMT           ESRDSETG                         NUM       709   10 ESRD services related to beneficiarys stay ($)
+ 105 CLNC_VISIT_CHRG_AMT              CLNC_AMT                         NUM       719   10 Clinic visits related to beneficiarys stay ($)
+ 106 ICU_IND_CD                       ICUINDCD                         CHAR      729    1 ICU type code
+ 107 CRNRY_CARE_IND_CD                CRNRY_CD                         CHAR      730    1 Coronary care unit type code
+ 108 PHRMCY_IND_CD                    PHRMCYCD                         CHAR      731    1 Drugs type code
+ 109 TRNSPLNT_IND_CD                  TRNSPLNT                         CHAR      732    1 Organ transplant code
+ 110 RDLGY_ONCLGY_IND_SW              ONCLGYSW                         CHAR      733    1 Radiology oncology services indicator
+ 111 RDLGY_DGNSTC_IND_SW              DGNSTCSW                         CHAR      734    1 Radiology diagnostic services indicator
+ 112 RDLGY_THRPTC_IND_SW              THRPTCSW                         CHAR      735    1 Radiology therapeutic services indicator
+ 113 RDLGY_NUCLR_MDCN_IND_SW          NUCLR_SW                         CHAR      736    1 Radiology nuclear medicine services indicator
+ 114 RDLGY_CT_SCAN_IND_SW             CTSCANSW                         CHAR      737    1 Radiology computed tomographic (CT) scan services indicator
+ 115 RDLGY_OTHR_IMGNG_IND_SW          IMGNG_SW                         CHAR      738    1 Radiology other imaging services indicator
+ 116 OP_SRVC_IND_CD                   OPSRVCCD                         CHAR      739    1 Outpatient services/ambulatory surgical care code
+ 117 ORGN_ACQSTN_IND_CD               ORGNCD                           CHAR      740    2 Organ acquisition type code
+ 118 ESRD_COND_CD                     ESRD_CD                          CHAR      742    2 ESRD condition code
+ 119 ESRD_SETG_IND_1_CD               ESRDSTG1                         CHAR      744    2 Dialysis type code I
+ 120 ESRD_SETG_IND_2_CD               ESRDSTG2                         CHAR      746    2 Dialysis type code II
+ 121 ESRD_SETG_IND_3_CD               ESRDSTG3                         CHAR      748    2 Dialysis type code III
+ 122 ESRD_SETG_IND_4_CD               ESRDSTG4                         CHAR      750    2 Dialysis type code IV
+ 123 ESRD_SETG_IND_5_CD               ESRDSTG5                         CHAR      752    2 Dialysis type code V
+ 124 ADMTG_DGNS_CD                    AD_DGNS                          CHAR      754    7 Initial diagnosis at time of admission
+ 125 ADMTG_DGNS_VRSN_CD               ADMTG_DGNS_VRSN_CD               CHAR      761    1 MEDPAR Admitting Diagnosis Version Code
+ 126 DGNS_CD_CNT                      DGNSCNT                          NUM       762    3 Diagnosis codes included in stay
+ 127 DGNS_VRSN_CD                     DGNS_VRSN_CD                     CHAR      765    1 Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier Ve
+ 128 DGNS_VRSN_CD_1                   DGNS_VRSN_CD_1                   CHAR      766    1 Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 129 DGNS_VRSN_CD_2                   DGNS_VRSN_CD_2                   CHAR      767    1 Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 130 DGNS_VRSN_CD_3                   DGNS_VRSN_CD_3                   CHAR      768    1 Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 131 DGNS_VRSN_CD_4                   DGNS_VRSN_CD_4                   CHAR      769    1 Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 132 DGNS_VRSN_CD_5                   DGNS_VRSN_CD_5                   CHAR      770    1 Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 133 DGNS_VRSN_CD_6                   DGNS_VRSN_CD_6                   CHAR      771    1 Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 134 DGNS_VRSN_CD_7                   DGNS_VRSN_CD_7                   CHAR      772    1 Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 135 DGNS_VRSN_CD_8                   DGNS_VRSN_CD_8                   CHAR      773    1 Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 136 DGNS_VRSN_CD_9                   DGNS_VRSN_CD_9                   CHAR      774    1 Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 137 DGNS_VRSN_CD_10                  DGNS_VRSN_CD_10                  CHAR      775    1 Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 138 DGNS_VRSN_CD_11                  DGNS_VRSN_CD_11                  CHAR      776    1 Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 139 DGNS_VRSN_CD_12                  DGNS_VRSN_CD_12                  CHAR      777    1 Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 140 DGNS_VRSN_CD_13                  DGNS_VRSN_CD_13                  CHAR      778    1 Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 141 DGNS_VRSN_CD_14                  DGNS_VRSN_CD_14                  CHAR      779    1 Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 142 DGNS_VRSN_CD_15                  DGNS_VRSN_CD_15                  CHAR      780    1 Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 143 DGNS_VRSN_CD_16                  DGNS_VRSN_CD_16                  CHAR      781    1 Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 144 DGNS_VRSN_CD_17                  DGNS_VRSN_CD_17                  CHAR      782    1 Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 145 DGNS_VRSN_CD_18                  DGNS_VRSN_CD_18                  CHAR      783    1 Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 146 DGNS_VRSN_CD_19                  DGNS_VRSN_CD_19                  CHAR      784    1 Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 147 DGNS_VRSN_CD_20                  DGNS_VRSN_CD_20                  CHAR      785    1 Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 148 DGNS_VRSN_CD_21                  DGNS_VRSN_CD_21                  CHAR      786    1 Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 149 DGNS_VRSN_CD_22                  DGNS_VRSN_CD_22                  CHAR      787    1 Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 150 DGNS_VRSN_CD_23                  DGNS_VRSN_CD_23                  CHAR      788    1 Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 151 DGNS_VRSN_CD_24                  DGNS_VRSN_CD_24                  CHAR      789    1 Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 152 DGNS_VRSN_CD_25                  DGNS_VRSN_CD_25                  CHAR      790    1 Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 153 DGNS_1_CD                        DGNSCD1                          CHAR      791    7 Primary ICD-9-CM code
+ 154 DGNS_2_CD                        DGNSCD2                          CHAR      798    7 ICD-9-CM Diagnosis code II
+ 155 DGNS_3_CD                        DGNSCD3                          CHAR      805    7 ICD-9-CM Diagnosis code III
+ 156 DGNS_4_CD                        DGNSCD4                          CHAR      812    7 ICD-9-CM Diagnosis code IV
+ 157 DGNS_5_CD                        DGNSCD5                          CHAR      819    7 ICD-9-CM Diagnosis code V
+ 158 DGNS_6_CD                        DGNSCD6                          CHAR      826    7 ICD-9-CM Diagnosis code VI
+ 159 DGNS_7_CD                        DGNSCD7                          CHAR      833    7 ICD-9-CM Diagnosis code VII
+ 160 DGNS_8_CD                        DGNSCD8                          CHAR      840    7 ICD-9-CM Diagnosis code VIII
+ 161 DGNS_9_CD                        DGNSCD9                          CHAR      847    7 ICD-9-CM Diagnosis code IX
+ 162 DGNS_10_CD                       DGNSCD10                         CHAR      854    7 ICD-9-CM Diagnosis code X
+ 163 DGNS_11_CD                       DGNSCD11                         CHAR      861    7 ICD-9-CM Diagnosis code XI
+ 164 DGNS_12_CD                       DGNSCD12                         CHAR      868    7 ICD-9-CM Diagnosis code XII
+ 165 DGNS_13_CD                       DGNSCD13                         CHAR      875    7 ICD-9-CM Diagnosis code XIII
+ 166 DGNS_14_CD                       DGNSCD14                         CHAR      882    7 ICD-9-CM Diagnosis code XIV
+ 167 DGNS_15_CD                       DGNSCD15                         CHAR      889    7 ICD-9-CM Diagnosis code XV
+ 168 DGNS_16_CD                       DGNSCD16                         CHAR      896    7 ICD-9-CM Diagnosis code XVI
+ 169 DGNS_17_CD                       DGNSCD17                         CHAR      903    7 ICD-9-CM Diagnosis code XVII
+ 170 DGNS_18_CD                       DGNSCD18                         CHAR      910    7 ICD-9-CM Diagnosis code XVIII
+ 171 DGNS_19_CD                       DGNSCD19                         CHAR      917    7 ICD-9-CM Diagnosis code XIX
+ 172 DGNS_20_CD                       DGNSCD20                         CHAR      924    7 ICD-9-CM Diagnosis code XX
+ 173 DGNS_21_CD                       DGNSCD21                         CHAR      931    7 ICD-9-CM Diagnosis code XXI
+ 174 DGNS_22_CD                       DGNSCD22                         CHAR      938    7 ICD-9-CM Diagnosis code XXII
+ 175 DGNS_23_CD                       DGNSCD23                         CHAR      945    7 ICD-9-CM Diagnosis code XXIII
+ 176 DGNS_24_CD                       DGNSCD24                         CHAR      952    7 ICD-9-CM Diagnosis code XXIV
+ 177 DGNS_25_CD                       DGNSCD25                         CHAR      959    7 ICD-9-CM Diagnosis code XXV
+ 178 DGNS_POA_CD                      DGNS_POA                         CHAR      966   10 Diagnosis Code POA Array
+ 179 POA_DGNS_CD_CNT                  POA_DGNS_CD_CNT                  NUM       976    3 MEDPAR Claim Present on Admission Diagnosis Code Count
+ 180 POA_DGNS_1_IND_CD                POA_DGNS_1_IND_CD                CHAR      979    1 Diagnosis Present on Admission Indicator 1
+ 181 POA_DGNS_2_IND_CD                POA_DGNS_2_IND_CD                CHAR      980    1 Diagnosis Present on Admission Indicator 2
+ 182 POA_DGNS_3_IND_CD                POA_DGNS_3_IND_CD                CHAR      981    1 Diagnosis Present on Admission Indicator 3
+ 183 POA_DGNS_4_IND_CD                POA_DGNS_4_IND_CD                CHAR      982    1 Diagnosis Present on Admission Indicator 4
+ 184 POA_DGNS_5_IND_CD                POA_DGNS_5_IND_CD                CHAR      983    1 Diagnosis Present on Admission Indicator 5
+ 185 POA_DGNS_6_IND_CD                POA_DGNS_6_IND_CD                CHAR      984    1 Diagnosis Present on Admission Indicator 6
+ 186 POA_DGNS_7_IND_CD                POA_DGNS_7_IND_CD                CHAR      985    1 Diagnosis Present on Admission Indicator 7
+ 187 POA_DGNS_8_IND_CD                POA_DGNS_8_IND_CD                CHAR      986    1 Diagnosis Present on Admission Indicator 8
+ 188 POA_DGNS_9_IND_CD                POA_DGNS_9_IND_CD                CHAR      987    1 Diagnosis Present on Admission Indicator 9
+ 189 POA_DGNS_10_IND_CD               POA_DGNS_10_IND_CD               CHAR      988    1 Diagnosis Present on Admission Indicator 10
+ 190 POA_DGNS_11_IND_CD               POA_DGNS_11_IND_CD               CHAR      989    1 Diagnosis Present on Admission Indicator 11
+ 191 POA_DGNS_12_IND_CD               POA_DGNS_12_IND_CD               CHAR      990    1 Diagnosis Present on Admission Indicator 12
+ 192 POA_DGNS_13_IND_CD               POA_DGNS_13_IND_CD               CHAR      991    1 Diagnosis Present on Admission Indicator 13
+ 193 POA_DGNS_14_IND_CD               POA_DGNS_14_IND_CD               CHAR      992    1 Diagnosis Present on Admission Indicator 14
+ 194 POA_DGNS_15_IND_CD               POA_DGNS_15_IND_CD               CHAR      993    1 Diagnosis Present on Admission Indicator 15
+ 195 POA_DGNS_16_IND_CD               POA_DGNS_16_IND_CD               CHAR      994    1 Diagnosis Present on Admission Indicator 16
+ 196 POA_DGNS_17_IND_CD               POA_DGNS_17_IND_CD               CHAR      995    1 Diagnosis Present on Admission Indicator 17
+ 197 POA_DGNS_18_IND_CD               POA_DGNS_18_IND_CD               CHAR      996    1 Diagnosis Present on Admission Indicator 18
+ 198 POA_DGNS_19_IND_CD               POA_DGNS_19_IND_CD               CHAR      997    1 Diagnosis Present on Admission Indicator 19
+ 199 POA_DGNS_20_IND_CD               POA_DGNS_20_IND_CD               CHAR      998    1 Diagnosis Present on Admission Indicator 20
+ 200 POA_DGNS_21_IND_CD               POA_DGNS_21_IND_CD               CHAR      999    1 Diagnosis Present on Admission Indicator 21
+ 201 POA_DGNS_22_IND_CD               POA_DGNS_22_IND_CD               CHAR     1000    1 Diagnosis Present on Admission Indicator 22
+ 202 POA_DGNS_23_IND_CD               POA_DGNS_23_IND_CD               CHAR     1001    1 Diagnosis Present on Admission Indicator 23
+ 203 POA_DGNS_24_IND_CD               POA_DGNS_24_IND_CD               CHAR     1002    1 Diagnosis Present on Admission Indicator 24
+ 204 POA_DGNS_25_IND_CD               POA_DGNS_25_IND_CD               CHAR     1003    1 Diagnosis Present on Admission Indicator 25
+ 205 DGNS_E_CD_CNT                    DGNS_E_CD_CNT                    NUM      1004    3 MEDPAR Diagnosis E Code Count
+ 206 DGNS_E_VRSN_CD                   DGNS_E_VRSN_CD                   CHAR     1007    1 MEDPAR Diagnosis E Version Code (Earlier Version)
+ 207 DGNS_E_VRSN_CD_1                 DGNS_E_VRSN_CD_1                 CHAR     1008    1 MEDPAR Diagnosis E Version Code 01
+ 208 DGNS_E_VRSN_CD_2                 DGNS_E_VRSN_CD_2                 CHAR     1009    1 MEDPAR Diagnosis E Version Code 02
+ 209 DGNS_E_VRSN_CD_3                 DGNS_E_VRSN_CD_3                 CHAR     1010    1 MEDPAR Diagnosis E Version Code 03
+ 210 DGNS_E_VRSN_CD_4                 DGNS_E_VRSN_CD_4                 CHAR     1011    1 MEDPAR Diagnosis E Version Code 04
+ 211 DGNS_E_VRSN_CD_5                 DGNS_E_VRSN_CD_5                 CHAR     1012    1 MEDPAR Diagnosis E Version Code 05
+ 212 DGNS_E_VRSN_CD_6                 DGNS_E_VRSN_CD_6                 CHAR     1013    1 MEDPAR Diagnosis E Version Code 06
+ 213 DGNS_E_VRSN_CD_7                 DGNS_E_VRSN_CD_7                 CHAR     1014    1 MEDPAR Diagnosis E Version Code 07
+ 214 DGNS_E_VRSN_CD_8                 DGNS_E_VRSN_CD_8                 CHAR     1015    1 MEDPAR Diagnosis E Version Code 08
+ 215 DGNS_E_VRSN_CD_9                 DGNS_E_VRSN_CD_9                 CHAR     1016    1 MEDPAR Diagnosis E Version Code 09
+ 216 DGNS_E_VRSN_CD_10                DGNS_E_VRSN_CD_10                CHAR     1017    1 MEDPAR Diagnosis E Version Code 10
+ 217 DGNS_E_VRSN_CD_11                DGNS_E_VRSN_CD_11                CHAR     1018    1 MEDPAR Diagnosis E Version Code 11
+ 218 DGNS_E_VRSN_CD_12                DGNS_E_VRSN_CD_12                CHAR     1019    1 MEDPAR Diagnosis E Version Code 12
+ 219 DGNS_E_1_CD                      DGNS_E_1_CD                      CHAR     1020    7 E Diagnosis Code  1 - Extrnl cause of injury, poisoning, or oth adverse
+ 220 DGNS_E_2_CD                      DGNS_E_2_CD                      CHAR     1027    7 E Diagnosis Code  2 - Extrnl cause of injury, poisoning, or oth adverse
+ 221 DGNS_E_3_CD                      DGNS_E_3_CD                      CHAR     1034    7 E Diagnosis Code  3 - Extrnl cause of injury, poisoning, or oth adverse
+ 222 DGNS_E_4_CD                      DGNS_E_4_CD                      CHAR     1041    7 E Diagnosis Code  4 - Extrnl cause of injury, poisoning, or oth adverse
+ 223 DGNS_E_5_CD                      DGNS_E_5_CD                      CHAR     1048    7 E Diagnosis Code  5 - Extrnl cause of injury, poisoning, or oth adverse
+ 224 DGNS_E_6_CD                      DGNS_E_6_CD                      CHAR     1055    7 E Diagnosis Code  6 - Extrnl cause of injury, poisoning, or oth adverse
+ 225 DGNS_E_7_CD                      DGNS_E_7_CD                      CHAR     1062    7 E Diagnosis Code  7 - Extrnl cause of injury, poisoning, or oth adverse
+ 226 DGNS_E_8_CD                      DGNS_E_8_CD                      CHAR     1069    7 E Diagnosis Code  8 - Extrnl cause of injury, poisoning, or oth adverse
+ 227 DGNS_E_9_CD                      DGNS_E_9_CD                      CHAR     1076    7 E Diagnosis Code  9 - Extrnl cause of injury, poisoning, or oth adverse
+ 228 DGNS_E_10_CD                     DGNS_E_10_CD                     CHAR     1083    7 E Diagnosis Code  10 - Extrnl cause of injury, poisoning, or oth adverse
+ 229 DGNS_E_11_CD                     DGNS_E_11_CD                     CHAR     1090    7 E Diagnosis Code  11 - Extrnl cause of injury, poisoning, or oth adverse
+ 230 DGNS_E_12_CD                     DGNS_E_12_CD                     CHAR     1097    7 E Diagnosis Code  12 - Extrnl cause of injury, poisoning, or oth adverse
+ 231 POA_DGNS_E_CD_CNT                POA_DGNS_E_CD_CNT                NUM      1104    3 MEDPAR Claim Present on Admission Diagnosis E Code Count
+ 232 POA_DGNS_E_1_IND_CD              POA_DGNS_E_1_IND_CD              CHAR     1107    1 Diagnosis E Code Present on Admission Indicator 1
+ 233 POA_DGNS_E_2_IND_CD              POA_DGNS_E_2_IND_CD              CHAR     1108    1 Diagnosis E Code Present on Admission Indicator 2
+ 234 POA_DGNS_E_3_IND_CD              POA_DGNS_E_3_IND_CD              CHAR     1109    1 Diagnosis E Code Present on Admission Indicator 3
+ 235 POA_DGNS_E_4_IND_CD              POA_DGNS_E_4_IND_CD              CHAR     1110    1 Diagnosis E Code Present on Admission Indicator 4
+ 236 POA_DGNS_E_5_IND_CD              POA_DGNS_E_5_IND_CD              CHAR     1111    1 Diagnosis E Code Present on Admission Indicator 5
+ 237 POA_DGNS_E_6_IND_CD              POA_DGNS_E_6_IND_CD              CHAR     1112    1 Diagnosis E Code Present on Admission Indicator 6
+ 238 POA_DGNS_E_7_IND_CD              POA_DGNS_E_7_IND_CD              CHAR     1113    1 Diagnosis E Code Present on Admission Indicator 7
+ 239 POA_DGNS_E_8_IND_CD              POA_DGNS_E_8_IND_CD              CHAR     1114    1 Diagnosis E Code Present on Admission Indicator 8
+ 240 POA_DGNS_E_9_IND_CD              POA_DGNS_E_9_IND_CD              CHAR     1115    1 Diagnosis E Code Present on Admission Indicator 9
+ 241 POA_DGNS_E_10_IND_CD             POA_DGNS_E_10_IND_CD             CHAR     1116    1 Diagnosis E Code Present on Admission Indicator 10
+ 242 POA_DGNS_E_11_IND_CD             POA_DGNS_E_11_IND_CD             CHAR     1117    1 Diagnosis E Code Present on Admission Indicator 11
+ 243 POA_DGNS_E_12_IND_CD             POA_DGNS_E_12_IND_CD             CHAR     1118    1 Diagnosis E Code Present on Admission Indicator 12
+ 244 SRGCL_PRCDR_IND_SW               PRCDRSW                          CHAR     1119    1 Surgical procedures indicator
+ 245 SRGCL_PRCDR_CD_CNT               PRCDRCNT                         NUM      1120    3 Surgical procedure codes included in stay
+ 246 SRGCL_PRCDR_VRSN_CD              SRGCL_PRCDR_VRSN_CD              CHAR     1123    1 MEDPAR Surgical Procedure Version Code  (Earlier Version)
+ 247 SRGCL_PRCDR_VRSN_CD_1            SRGCL_PRCDR_VRSN_CD_1            CHAR     1124    1 MEDPAR Surgical Procedure Version Code 01
+ 248 SRGCL_PRCDR_VRSN_CD_2            SRGCL_PRCDR_VRSN_CD_2            CHAR     1125    1 MEDPAR Surgical Procedure Version Code 02
+ 249 SRGCL_PRCDR_VRSN_CD_3            SRGCL_PRCDR_VRSN_CD_3            CHAR     1126    1 MEDPAR Surgical Procedure Version Code 03
+ 250 SRGCL_PRCDR_VRSN_CD_4            SRGCL_PRCDR_VRSN_CD_4            CHAR     1127    1 MEDPAR Surgical Procedure Version Code 04
+ 251 SRGCL_PRCDR_VRSN_CD_5            SRGCL_PRCDR_VRSN_CD_5            CHAR     1128    1 MEDPAR Surgical Procedure Version Code 05
+ 252 SRGCL_PRCDR_VRSN_CD_6            SRGCL_PRCDR_VRSN_CD_6            CHAR     1129    1 MEDPAR Surgical Procedure Version Code 06
+ 253 SRGCL_PRCDR_VRSN_CD_7            SRGCL_PRCDR_VRSN_CD_7            CHAR     1130    1 MEDPAR Surgical Procedure Version Code 07
+ 254 SRGCL_PRCDR_VRSN_CD_8            SRGCL_PRCDR_VRSN_CD_8            CHAR     1131    1 MEDPAR Surgical Procedure Version Code 08
+ 255 SRGCL_PRCDR_VRSN_CD_9            SRGCL_PRCDR_VRSN_CD_9            CHAR     1132    1 MEDPAR Surgical Procedure Version Code 09
+ 256 SRGCL_PRCDR_VRSN_CD_10           SRGCL_PRCDR_VRSN_CD_10           CHAR     1133    1 MEDPAR Surgical Procedure Version Code 10
+ 257 SRGCL_PRCDR_VRSN_CD_11           SRGCL_PRCDR_VRSN_CD_11           CHAR     1134    1 MEDPAR Surgical Procedure Version Code 11
+ 258 SRGCL_PRCDR_VRSN_CD_12           SRGCL_PRCDR_VRSN_CD_12           CHAR     1135    1 MEDPAR Surgical Procedure Version Code 12
+ 259 SRGCL_PRCDR_VRSN_CD_13           SRGCL_PRCDR_VRSN_CD_13           CHAR     1136    1 MEDPAR Surgical Procedure Version Code 13
+ 260 SRGCL_PRCDR_VRSN_CD_14           SRGCL_PRCDR_VRSN_CD_14           CHAR     1137    1 MEDPAR Surgical Procedure Version Code 14
+ 261 SRGCL_PRCDR_VRSN_CD_15           SRGCL_PRCDR_VRSN_CD_15           CHAR     1138    1 MEDPAR Surgical Procedure Version Code 15
+ 262 SRGCL_PRCDR_VRSN_CD_16           SRGCL_PRCDR_VRSN_CD_16           CHAR     1139    1 MEDPAR Surgical Procedure Version Code 16
+ 263 SRGCL_PRCDR_VRSN_CD_17           SRGCL_PRCDR_VRSN_CD_17           CHAR     1140    1 MEDPAR Surgical Procedure Version Code 17
+ 264 SRGCL_PRCDR_VRSN_CD_18           SRGCL_PRCDR_VRSN_CD_18           CHAR     1141    1 MEDPAR Surgical Procedure Version Code 18
+ 265 SRGCL_PRCDR_VRSN_CD_19           SRGCL_PRCDR_VRSN_CD_19           CHAR     1142    1 MEDPAR Surgical Procedure Version Code 19
+ 266 SRGCL_PRCDR_VRSN_CD_20           SRGCL_PRCDR_VRSN_CD_20           CHAR     1143    1 MEDPAR Surgical Procedure Version Code 20
+ 267 SRGCL_PRCDR_VRSN_CD_21           SRGCL_PRCDR_VRSN_CD_21           CHAR     1144    1 MEDPAR Surgical Procedure Version Code 21
+ 268 SRGCL_PRCDR_VRSN_CD_22           SRGCL_PRCDR_VRSN_CD_22           CHAR     1145    1 MEDPAR Surgical Procedure Version Code 22
+ 269 SRGCL_PRCDR_VRSN_CD_23           SRGCL_PRCDR_VRSN_CD_23           CHAR     1146    1 MEDPAR Surgical Procedure Version Code 23
+ 270 SRGCL_PRCDR_VRSN_CD_24           SRGCL_PRCDR_VRSN_CD_24           CHAR     1147    1 MEDPAR Surgical Procedure Version Code 24
+ 271 SRGCL_PRCDR_VRSN_CD_25           SRGCL_PRCDR_VRSN_CD_25           CHAR     1148    1 MEDPAR Surgical Procedure Version Code 25
+ 272 SRGCL_PRCDR_1_CD                 PRCDRCD1                         CHAR     1149    7 Principal Procedure code
+ 273 SRGCL_PRCDR_2_CD                 PRCDRCD2                         CHAR     1156    7 Procedure Code II
+ 274 SRGCL_PRCDR_3_CD                 PRCDRCD3                         CHAR     1163    7 Procedure Code III
+ 275 SRGCL_PRCDR_4_CD                 PRCDRCD4                         CHAR     1170    7 Procedure Code IV
+ 276 SRGCL_PRCDR_5_CD                 PRCDRCD5                         CHAR     1177    7 Procedure Code V
+ 277 SRGCL_PRCDR_6_CD                 PRCDRCD6                         CHAR     1184    7 Procedure Code VI
+ 278 SRGCL_PRCDR_7_CD                 PRCDRCD7                         CHAR     1191    7 Procedure Code VII
+ 279 SRGCL_PRCDR_8_CD                 PRCDRCD8                         CHAR     1198    7 Procedure Code VIII
+ 280 SRGCL_PRCDR_9_CD                 PRCDRCD9                         CHAR     1205    7 Procedure Code IX
+ 281 SRGCL_PRCDR_10_CD                PRCDRCD10                        CHAR     1212    7 Procedure Code X
+ 282 SRGCL_PRCDR_11_CD                PRCDRCD11                        CHAR     1219    7 Procedure Code XI
+ 283 SRGCL_PRCDR_12_CD                PRCDRCD12                        CHAR     1226    7 Procedure Code XII
+ 284 SRGCL_PRCDR_13_CD                PRCDRCD13                        CHAR     1233    7 Procedure Code XIII
+ 285 SRGCL_PRCDR_14_CD                PRCDRCD14                        CHAR     1240    7 Procedure Code XIV
+ 286 SRGCL_PRCDR_15_CD                PRCDRCD15                        CHAR     1247    7 Procedure Code XV
+ 287 SRGCL_PRCDR_16_CD                PRCDRCD16                        CHAR     1254    7 Procedure Code XVI
+ 288 SRGCL_PRCDR_17_CD                PRCDRCD17                        CHAR     1261    7 Procedure Code XVII
+ 289 SRGCL_PRCDR_18_CD                PRCDRCD18                        CHAR     1268    7 Procedure Code XVIII
+ 290 SRGCL_PRCDR_19_CD                PRCDRCD19                        CHAR     1275    7 Procedure Code XIX
+ 291 SRGCL_PRCDR_20_CD                PRCDRCD20                        CHAR     1282    7 Procedure Code XX
+ 292 SRGCL_PRCDR_21_CD                PRCDRCD21                        CHAR     1289    7 Procedure Code XXI
+ 293 SRGCL_PRCDR_22_CD                PRCDRCD22                        CHAR     1296    7 Procedure Code XXII
+ 294 SRGCL_PRCDR_23_CD                PRCDRCD23                        CHAR     1303    7 Procedure Code XXIII
+ 295 SRGCL_PRCDR_24_CD                PRCDRCD24                        CHAR     1310    7 Procedure Code XXIV
+ 296 SRGCL_PRCDR_25_CD                PRCDRCD25                        CHAR     1317    7 Procedure Code XXV
+ 297 SRGCL_PRCDR_DT_CNT               PRCDTCNT                         NUM      1324    3 Dates associated with surgical procedures included in stay
+ 298 SRGCL_PRCDR_PRFRM_1_DT           PRCDRDT1                         DATE     1327    8 Principal Procedure Date
+ 299 SRGCL_PRCDR_PRFRM_2_DT           PRCDRDT2                         DATE     1335    8 Procedure Date II
+ 300 SRGCL_PRCDR_PRFRM_3_DT           PRCDRDT3                         DATE     1343    8 Procedure Date III
+ 301 SRGCL_PRCDR_PRFRM_4_DT           PRCDRDT4                         DATE     1351    8 Procedure Date IV
+ 302 SRGCL_PRCDR_PRFRM_5_DT           PRCDRDT5                         DATE     1359    8 Procedure Date V
+ 303 SRGCL_PRCDR_PRFRM_6_DT           PRCDRDT6                         DATE     1367    8 Procedure Date VI
+ 304 SRGCL_PRCDR_PRFRM_7_DT           PRCDRDT7                         DATE     1375    8 Procedure Date VII
+ 305 SRGCL_PRCDR_PRFRM_8_DT           PRCDRDT8                         DATE     1383    8 Procedure Date VIII
+ 306 SRGCL_PRCDR_PRFRM_9_DT           PRCDRDT9                         DATE     1391    8 Procedure Date IX
+ 307 SRGCL_PRCDR_PRFRM_10_DT          PRCDRDT10                        DATE     1399    8 Procedure Date X
+ 308 SRGCL_PRCDR_PRFRM_11_DT          PRCDRDT11                        DATE     1407    8 Procedure Date XI
+ 309 SRGCL_PRCDR_PRFRM_12_DT          PRCDRDT12                        DATE     1415    8 Procedure Date XII
+ 310 SRGCL_PRCDR_PRFRM_13_DT          PRCDRDT13                        DATE     1423    8 Procedure Date XIII
+ 311 SRGCL_PRCDR_PRFRM_14_DT          PRCDRDT14                        DATE     1431    8 Procedure Date XIV
+ 312 SRGCL_PRCDR_PRFRM_15_DT          PRCDRDT15                        DATE     1439    8 Procedure Date XV
+ 313 SRGCL_PRCDR_PRFRM_16_DT          PRCDRDT16                        DATE     1447    8 Procedure Date XVI
+ 314 SRGCL_PRCDR_PRFRM_17_DT          PRCDRDT17                        DATE     1455    8 Procedure Date XVII
+ 315 SRGCL_PRCDR_PRFRM_18_DT          PRCDRDT18                        DATE     1463    8 Procedure Date XVIII
+ 316 SRGCL_PRCDR_PRFRM_19_DT          PRCDRDT19                        DATE     1471    8 Procedure Date XIX
+ 317 SRGCL_PRCDR_PRFRM_20_DT          PRCDRDT20                        DATE     1479    8 Procedure Date XX
+ 318 SRGCL_PRCDR_PRFRM_21_DT          PRCDRDT21                        DATE     1487    8 Procedure Date XXI
+ 319 SRGCL_PRCDR_PRFRM_22_DT          PRCDRDT22                        DATE     1495    8 Procedure Date XXII
+ 320 SRGCL_PRCDR_PRFRM_23_DT          PRCDRDT23                        DATE     1503    8 Procedure Date XXIII
+ 321 SRGCL_PRCDR_PRFRM_24_DT          PRCDRDT24                        DATE     1511    8 Procedure Date XXIV
+ 322 SRGCL_PRCDR_PRFRM_25_DT          PRCDRDT25                        DATE     1519    8 Procedure Date XXV
+ 323 CLM_PTNT_RLTNSHP_CD              CLM_PTNT_RLTNSHP_CD              CHAR     1527    2 Claim Patient Relationship Code
+ 324 CARE_IMPRVMT_MODEL_1_CD          CARE_IMPRVMT_MODEL_1_CD          CHAR     1529    2 Care Improvement Model 1 Code
+ 325 CARE_IMPRVMT_MODEL_2_CD          CARE_IMPRVMT_MODEL_2_CD          CHAR     1531    2 Care Improvement Model 2 Code
+ 326 CARE_IMPRVMT_MODEL_3_CD          CARE_IMPRVMT_MODEL_3_CD          CHAR     1533    2 Care Improvement Model 3 Code
+ 327 CARE_IMPRVMT_MODEL_4_CD          CARE_IMPRVMT_MODEL_4_CD          CHAR     1535    2 Care Improvement Model 4 Code
+ 328 VBP_PRTCPNT_IND_CD               VBP_PRTCPNT_IND_CD               CHAR     1537    1 VBP Participant Indicator Code
+ 329 HRR_PRTCPNT_IND_CD               HRR_PRTCPNT_IND_CD               CHAR     1538    1 HRR Participant Indicator Code
+ 330 BNDLD_MODEL_DSCNT_PCT            BNDLD_MODEL_DSCNT_PCT            NUM      1539 4.2  Bundled Model Discount Percent
+ 331 VBP_ADJSTMT_PCT                  VBP_ADJSTMT_PCT                  NUM      1543 13.1 VBP Adjustment Percent
+ 332 HRR_ADJSTMT_PCT                  HRR_ADJSTMT_PCT                  NUM      1556 6.4  HRR Adjustment Percent
+ 333 INFRMTL_ENCTR_IND_SW             INFRMTL_ENCTR_IND_SW             CHAR     1562    1 Informational Encounter Indicator Switch
+ 334 MA_TCHNG_IND_SW                  MA_TCHNG_IND_SW                  CHAR     1563    1 MA Teaching Indicator Switch
+ 335 PROD_RPLCMT_LIFECYC_SW           PROD_RPLCMT_LIFECYC_SW           CHAR     1564    1 Prod Replacement Lifecycle Switch
+ 336 PROD_RPLCMT_RCLL_SW              PROD_RPLCMT_RCLL_SW              CHAR     1565    1 Prod Replacement Recall Switch
+ 337 CRED_RCVD_RPLCD_DVC_SW           CRED_RCVD_RPLCD_DVC_SW           CHAR     1566    1 Credit Received Replaced Device Switch
+ 338 OBSRVTN_SW                       OBSRVTN_SW                       CHAR     1567    1 Observation Switch
+ 339 NEW_TCHNLGY_ADD_ON_AMT           NEW_TCHNLGY_ADD_ON_AMT           NUM      1568   10 New Technology Add-On Amount
+ 340 BASE_OPRTG_DRG_AMT               BASE_OPRTG_DRG_AMT               NUM      1578   10 Base Operating DRG Amount
+ 341 OPRTG_HSP_AMT                    OPRTG_HSP_AMT                    NUM      1588   10 Operating Hospital Amount
+ 342 MDCL_SRGCL_GNRL_AMT              MDCL_SRGCL_GNRL_AMT              NUM      1598   10 Medical/Surgical General Amount
+ 343 MDCL_SRGCL_NSTRL_AMT             MDCL_SRGCL_NSTRL_AMT             NUM      1608   10 Medical/Surgical Non-Sterile Amount
+ 344 MDCL_SRGCL_STRL_AMT              MDCL_SRGCL_STRL_AMT              NUM      1618   10 Medical/Surgical Sterile Amount
+ 345 TAKE_HOME_AMT                    TAKE_HOME_AMT                    NUM      1628   10 Take Home Amount
+ 346 PRSTHTC_ORTHTC_AMT               PRSTHTC_ORTHTC_AMT               NUM      1638   10 Prosthetic Orthotic Amount
+ 347 MDCL_SRGCL_PCMKR_AMT             MDCL_SRGCL_PCMKR_AMT             NUM      1648   10 Medical/Surgical Pacemaker Amount
+ 348 INTRAOCULAR_LENS_AMT             INTRAOCULAR_LENS_AMT             NUM      1658   10 Intraocular Lens Amount
+ 349 OXYGN_TAKE_HOME_AMT              OXYGN_TAKE_HOME_AMT              NUM      1668   10 Oxygen Take Home Amount
+ 350 OTHR_IMPLANTS_AMT                OTHR_IMPLANTS_AMT                NUM      1678   10 Other Implants Amount
+ 351 OTHR_SUPLIES_DVC_AMT             OTHR_SUPLIES_DVC_AMT             NUM      1688   10 Other Supplies Device Amount
+ 352 INCDNT_RDLGY_AMT                 INCDNT_RDLGY_AMT                 NUM      1698   10 Incident Radiology Amount
+ 353 INCDNT_DGNSTC_SRVCS_AMT          INCDNT_DGNSTC_SRVCS_AMT          NUM      1708   10 Incident Diagnostic Services Amount
+ 354 MDCL_SRGCL_DRSNG_AMT             MDCL_SRGCL_DRSNG_AMT             NUM      1718   10 Medical/Surgical Dressing Amount
+ 355 INVSTGTNL_DVC_AMT                INVSTGTNL_DVC_AMT                NUM      1728   10 Investigational Device Amount
+ 356 MDCL_SRGCL_MISC_AMT              MDCL_SRGCL_MISC_AMT              NUM      1738   10 Medical/Surgical Miscellaneous Amount
+ 357 RDLGY_ONCOLOGY_AMT               RDLGY_ONCOLOGY_AMT               NUM      1748   10 Radiology/Oncology Amount
+ 358 RDLGY_DGNSTC_AMT                 RDLGY_DGNSTC_AMT                 NUM      1758   10 Radiology Diagnostic Amount
+ 359 RDLGY_THRPTC_AMT                 RDLGY_THRPTC_AMT                 NUM      1768   10 Radiology Therapeutic Amount
+ 360 RDLGY_NUCLR_MDCN_AMT             RDLGY_NUCLR_MDCN_AMT             NUM      1778   10 Radiology Nuclear Medicine Amount
+ 361 RDLGY_CT_SCAN_AMT                RDLGY_CT_SCAN_AMT                NUM      1788   10 Radiology CT Scan Amount
+ 362 RDLGY_OTHR_IMGNG_AMT             RDLGY_OTHR_IMGNG_AMT             NUM      1798   10 Radiology Other Imaging Amount
+ 363 OPRTG_ROOM_AMT                   OPRTG_ROOM_AMT                   NUM      1808   10 Operating Room Amount
+ 364 OR_LABOR_DLVRY_AMT               OR_LABOR_DLVRY_AMT               NUM      1818   10 O/R Labor Delivery Amount
+ 365 CRDC_CATHRZTN_AMT                CRDC_CATHRZTN_AMT                NUM      1828   10 Cardiac Catheterization Amount
+
+Note: All DATE fields are written out in CCYYMMDD format.
+
+- End of Document
diff --git a/examples/with-postgres/medicare/data/2222/2013/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2013.fts b/examples/with-postgres/medicare/data/2222/2013/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2013.fts
new file mode 100644
index 000000000..598f48a97
--- /dev/null
+++ b/examples/with-postgres/medicare/data/2222/2013/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2013.fts
@@ -0,0 +1,91 @@
+CMS CCW Extract File Summary
+
+Researcher: 012345678 - XXXXXXXXX
+
+Request #: 999999 - Statistical Models For Estimating Health Impact
+
+File Description: MBSF PART A/B ELIGIBILITY SUMMARY SEGMENT
+
+Actual File Name: mbsf_ab_summary_resXXXXXXXX_reqXXXXXXXX_2013.dat
+
+Date Extracted: 01JAN99
+
+Format: Fixed Column ASCII
+
+Columns in File: 51
+
+Exact File Quantity (Rows): 1000000,277,442
+
+Exact File Record Length (Bytes in Variable Block): 119
+
+Exact File Size in Bytes with 512 Blocksize: 1000000,633,293,040
+
+SAS v8.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v8.sas
+
+SAS v6.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v6.sas
+
+Help: cmsdata@gdit.com, 1-888-888-8888
+
+Standard Layout Attached with Data Formatting:
+
+Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
+
+     Field                            Field                            Field         Fld.
+Fld. Long                             Short                            Generic Start Len. Field
+No.  Name                             Name                             Format  Col.  w.d  Description
+---- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
+   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID (Unique Key)
+   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16    4 Beneficiary Enrollment Reference Year
+   3 FIVE_PERCENT_FLAG                FIVEPCT                          CHAR       20    1 Strict 5% Flag
+   4 ENHANCED_FIVE_PERCENT_FLAG       EFIVEPCT                         CHAR       21    1 Enhanced 5% Flag
+   5 COVSTART                         COVSTART                         DATE       22    8 Medicare Coverage Start Date
+   6 CRNT_BIC_CD                      CRNT_BIC                         CHAR       30    2 Beneficiary Identification Code
+   7 STATE_CODE                       STATE_CD                         CHAR       32    2 State Code
+   8 BENE_COUNTY_CD                   CNTY_CD                          CHAR       34    3 County Code
+   9 BENE_ZIP_CD                      BENE_ZIP                         CHAR       37    9 Zip Code of Residence
+  10 BENE_AGE_AT_END_REF_YR           AGE                              NUM        46    3 Age at End of Reference Year
+  11 BENE_BIRTH_DT                    BENE_DOB                         DATE       49    8 Date of Birth
+  12 BENE_VALID_DEATH_DT_SW           V_DOD_SW                         CHAR       57    1 Valid Date of Death Switch
+  13 BENE_DEATH_DT                    DEATH_DT                         DATE       58    8 Date of Death
+  14 NDI_DEATH_DT                     NDI_DEATH_DT                     DATE       66    8 NDI Date of Death
+  15 BENE_SEX_IDENT_CD                SEX                              CHAR       74    1 Sex
+  16 BENE_RACE_CD                     RACE                             CHAR       75    1 Beneficiary Race Code
+  17 RTI_RACE_CD                      RTI_RACE_CD                      CHAR       76    1 Research Triangle Institute (RTI) Race Code
+  18 BENE_ENTLMT_RSN_ORIG             OREC                             CHAR       77    1 Original Reason for Entitlement Code
+  19 BENE_ENTLMT_RSN_CURR             CREC                             CHAR       78    1 Current Reason for Entitlement Code
+  20 BENE_ESRD_IND                    ESRD_IND                         CHAR       79    1 ESRD Indicator
+  21 BENE_MDCR_STATUS_CD              MS_CD                            CHAR       80    2 Medicare Status Code
+  22 BENE_PTA_TRMNTN_CD               A_TRM_CD                         CHAR       82    1 Part A Termination Code
+  23 BENE_PTB_TRMNTN_CD               B_TRM_CD                         CHAR       83    1 Part B Termination Code
+  24 BENE_HI_CVRAGE_TOT_MONS          A_MO_CNT                         NUM        84    3 HI Coverage Count
+  25 BENE_SMI_CVRAGE_TOT_MONS         B_MO_CNT                         NUM        87    3 SMI Coverage Count
+  26 BENE_STATE_BUYIN_TOT_MONS        BUYIN_MO                         NUM        90    3 State Buy-In Coverage Count
+  27 BENE_HMO_CVRAGE_TOT_MONS         HMO_MO                           NUM        93    3 HMO Coverage Count
+  28 BENE_MDCR_ENTLMT_BUYIN_IND_01    BUYIN01                          CHAR       96    1 Medicare Entitlement/Buy-In Indicator I
+  29 BENE_MDCR_ENTLMT_BUYIN_IND_02    BUYIN02                          CHAR       97    1 Medicare Entitlement/Buy-In Indicator II
+  30 BENE_MDCR_ENTLMT_BUYIN_IND_03    BUYIN03                          CHAR       98    1 Medicare Entitlement/Buy-In Indicator III
+  31 BENE_MDCR_ENTLMT_BUYIN_IND_04    BUYIN04                          CHAR       99    1 Medicare Entitlement/Buy-In Indicator IV
+  32 BENE_MDCR_ENTLMT_BUYIN_IND_05    BUYIN05                          CHAR      100    1 Medicare Entitlement/Buy-In Indicator V
+  33 BENE_MDCR_ENTLMT_BUYIN_IND_06    BUYIN06                          CHAR      101    1 Medicare Entitlement/Buy-In Indicator VI
+  34 BENE_MDCR_ENTLMT_BUYIN_IND_07    BUYIN07                          CHAR      102    1 Medicare Entitlement/Buy-In Indicator VII
+  35 BENE_MDCR_ENTLMT_BUYIN_IND_08    BUYIN08                          CHAR      103    1 Medicare Entitlement/Buy-In Indicator VIII
+  36 BENE_MDCR_ENTLMT_BUYIN_IND_09    BUYIN09                          CHAR      104    1 Medicare Entitlement/Buy-In Indicator IX
+  37 BENE_MDCR_ENTLMT_BUYIN_IND_10    BUYIN10                          CHAR      105    1 Medicare Entitlement/Buy-In Indicator X
+  38 BENE_MDCR_ENTLMT_BUYIN_IND_11    BUYIN11                          CHAR      106    1 Medicare Entitlement/Buy-In Indicator XI
+  39 BENE_MDCR_ENTLMT_BUYIN_IND_12    BUYIN12                          CHAR      107    1 Medicare Entitlement/Buy-In Indicator XII
+  40 BENE_HMO_IND_01                  HMOIND01                         CHAR      108    1 HMO Indicator I
+  41 BENE_HMO_IND_02                  HMOIND02                         CHAR      109    1 HMO Indicator II
+  42 BENE_HMO_IND_03                  HMOIND03                         CHAR      110    1 HMO Indicator III
+  43 BENE_HMO_IND_04                  HMOIND04                         CHAR      111    1 HMO Indicator IV
+  44 BENE_HMO_IND_05                  HMOIND05                         CHAR      112    1 HMO Indicator V
+  45 BENE_HMO_IND_06                  HMOIND06                         CHAR      113    1 HMO Indicator VI
+  46 BENE_HMO_IND_07                  HMOIND07                         CHAR      114    1 HMO Indicator VII
+  47 BENE_HMO_IND_08                  HMOIND08                         CHAR      115    1 HMO Indicator VIII
+  48 BENE_HMO_IND_09                  HMOIND09                         CHAR      116    1 HMO Indicator IX
+  49 BENE_HMO_IND_10                  HMOIND10                         CHAR      117    1 HMO Indicator X
+  50 BENE_HMO_IND_11                  HMOIND11                         CHAR      118    1 HMO Indicator XI
+  51 BENE_HMO_IND_12                  HMOIND12                         CHAR      119    1 HMO Indicator XII
+
+Note: All DATE fields are written out in CCYYMMDD format.
+
+- End of Document
diff --git a/examples/with-postgres/medicare/data/2222/2013/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2013.fts b/examples/with-postgres/medicare/data/2222/2013/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2013.fts
new file mode 100644
index 000000000..8ba2e1263
--- /dev/null
+++ b/examples/with-postgres/medicare/data/2222/2013/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2013.fts
@@ -0,0 +1,116 @@
+CMS CCW Extract File Summary
+
+Researcher: 012345678 - XXXXXXXXX
+
+Request #: 999999 - Statistical Models For Estimating Health Impact
+
+File Description: MBSF PART D ELIGIBILITY COMPONENTS SEGMENT
+
+Actual File Name: mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXXXX_2013.dat
+
+Date Extracted: 01JAN99
+
+Format: Fixed Column ASCII
+
+Columns in File: 78
+
+Exact File Quantity (Rows): 1000000,277,442
+
+Exact File Record Length (Bytes in Variable Block): 218
+
+Exact File Size in Bytes with 512 Blocksize: 1000000,105,759,798
+
+SAS v8.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v8.sas
+
+SAS v6.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v6.sas
+
+Help: cmsdata@gdit.com, 1-888-888-8888
+
+Standard Layout Attached with Data Formatting:
+
+Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
+
+     Field                            Field                            Field         Fld.
+Fld. Long                             Short                            Generic Start Len. Field
+No.  Name                             Name                             Format  Col.  w.d  Description
+---- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
+   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID (Unique Key)
+   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16    4 Beneficiary Enrollment Reference Year
+   3 CRDTBL_CVRG_SW                   CRDCOVSW                         CHAR       20    1 Creditable Coverage Switch
+   4 PLAN_CVRG_MOS_NUM                PLNCOVMO                         CHAR       21    2 Plan Coverage Months Number
+   5 RDS_CVRG_MOS_NUM                 RDSCOVMO                         CHAR       23    2 Retiree Drug Subsidy Coverage Months Number
+   6 DUAL_ELGBL_MOS_NUM               DUAL_MO                          CHAR       25    2 Dual Eligible Months Number
+   7 PTD_CNTRCT_ID_01                 CNTRCT01                         CHAR       27    5 Jan. Contract ID
+   8 PTD_CNTRCT_ID_02                 CNTRCT02                         CHAR       32    5 Feb. Contract ID
+   9 PTD_CNTRCT_ID_03                 CNTRCT03                         CHAR       37    5 Mar. Contract ID
+  10 PTD_CNTRCT_ID_04                 CNTRCT04                         CHAR       42    5 Apr. Contract ID
+  11 PTD_CNTRCT_ID_05                 CNTRCT05                         CHAR       47    5 May Contract ID
+  12 PTD_CNTRCT_ID_06                 CNTRCT06                         CHAR       52    5 Jun. Contract ID
+  13 PTD_CNTRCT_ID_07                 CNTRCT07                         CHAR       57    5 Jul. Contract ID
+  14 PTD_CNTRCT_ID_08                 CNTRCT08                         CHAR       62    5 Aug. Contract ID
+  15 PTD_CNTRCT_ID_09                 CNTRCT09                         CHAR       67    5 Sep. Contract ID
+  16 PTD_CNTRCT_ID_10                 CNTRCT10                         CHAR       72    5 Oct. Contract ID
+  17 PTD_CNTRCT_ID_11                 CNTRCT11                         CHAR       77    5 Nov. Contract ID
+  18 PTD_CNTRCT_ID_12                 CNTRCT12                         CHAR       82    5 Dec. Contract ID
+  19 PTD_PBP_ID_01                    PBPID01                          CHAR       87    3 Jan. Plan Benefit Package ID
+  20 PTD_PBP_ID_02                    PBPID02                          CHAR       90    3 Feb. Plan Benefit Package ID
+  21 PTD_PBP_ID_03                    PBPID03                          CHAR       93    3 Mar. Plan Benefit Package ID
+  22 PTD_PBP_ID_04                    PBPID04                          CHAR       96    3 Apr. Plan Benefit Package ID
+  23 PTD_PBP_ID_05                    PBPID05                          CHAR       99    3 May Plan Benefit Package ID
+  24 PTD_PBP_ID_06                    PBPID06                          CHAR      102    3 Jun. Plan Benefit Package ID
+  25 PTD_PBP_ID_07                    PBPID07                          CHAR      105    3 Jul. Plan Benefit Package ID
+  26 PTD_PBP_ID_08                    PBPID08                          CHAR      108    3 Aug. Plan Benefit Package ID
+  27 PTD_PBP_ID_09                    PBPID09                          CHAR      111    3 Sep. Plan Benefit Package ID
+  28 PTD_PBP_ID_10                    PBPID10                          CHAR      114    3 Oct. Plan Benefit Package ID
+  29 PTD_PBP_ID_11                    PBPID11                          CHAR      117    3 Nov. Plan Benefit Package ID
+  30 PTD_PBP_ID_12                    PBPID12                          CHAR      120    3 Dec. Plan Benefit Package ID
+  31 PTD_SGMT_ID_01                   SGMTID01                         CHAR      123    3 Jan. Segment ID
+  32 PTD_SGMT_ID_02                   SGMTID02                         CHAR      126    3 Feb. Segment ID
+  33 PTD_SGMT_ID_03                   SGMTID03                         CHAR      129    3 Mar. Segment ID
+  34 PTD_SGMT_ID_04                   SGMTID04                         CHAR      132    3 Apr. Segment ID
+  35 PTD_SGMT_ID_05                   SGMTID05                         CHAR      135    3 May Segment ID
+  36 PTD_SGMT_ID_06                   SGMTID06                         CHAR      138    3 Jun. Segment ID
+  37 PTD_SGMT_ID_07                   SGMTID07                         CHAR      141    3 Jul. Segment ID
+  38 PTD_SGMT_ID_08                   SGMTID08                         CHAR      144    3 Aug. Segment ID
+  39 PTD_SGMT_ID_09                   SGMTID09                         CHAR      147    3 Sep. Segment ID
+  40 PTD_SGMT_ID_10                   SGMTID10                         CHAR      150    3 Oct. Segment ID
+  41 PTD_SGMT_ID_11                   SGMTID11                         CHAR      153    3 Nov. Segment ID
+  42 PTD_SGMT_ID_12                   SGMTID12                         CHAR      156    3 Dec. Segment ID
+  43 CST_SHR_GRP_CD_01                CSTSHR01                         CHAR      159    2 Jan. Cost Share Group Code
+  44 CST_SHR_GRP_CD_02                CSTSHR02                         CHAR      161    2 Feb. Cost Share Group Code
+  45 CST_SHR_GRP_CD_03                CSTSHR03                         CHAR      163    2 Mar. Cost Share Group Code
+  46 CST_SHR_GRP_CD_04                CSTSHR04                         CHAR      165    2 Apr. Cost Share Group Code
+  47 CST_SHR_GRP_CD_05                CSTSHR05                         CHAR      167    2 May Cost Share Group Code
+  48 CST_SHR_GRP_CD_06                CSTSHR06                         CHAR      169    2 Jun. Cost Share Group Code
+  49 CST_SHR_GRP_CD_07                CSTSHR07                         CHAR      171    2 Jul. Cost Share Group Code
+  50 CST_SHR_GRP_CD_08                CSTSHR08                         CHAR      173    2 Aug. Cost Share Group Code
+  51 CST_SHR_GRP_CD_09                CSTSHR09                         CHAR      175    2 Sep. Cost Share Group Code
+  52 CST_SHR_GRP_CD_10                CSTSHR10                         CHAR      177    2 Oct. Cost Share Group Code
+  53 CST_SHR_GRP_CD_11                CSTSHR11                         CHAR      179    2 Nov. Cost Share Group Code
+  54 CST_SHR_GRP_CD_12                CSTSHR12                         CHAR      181    2 Dec. Cost Share Group Code
+  55 RDS_IND_01                       RDSIND01                         CHAR      183    1 Jan. RDS Code - Retiree Drug Subsidy Code
+  56 RDS_IND_02                       RDSIND02                         CHAR      184    1 Feb. RDS Code - Retiree Drug Subsidy Code
+  57 RDS_IND_03                       RDSIND03                         CHAR      185    1 Mar. RDS Code - Retiree Drug Subsidy Code
+  58 RDS_IND_04                       RDSIND04                         CHAR      186    1 Apr. RDS Code - Retiree Drug Subsidy Code
+  59 RDS_IND_05                       RDSIND05                         CHAR      187    1 May RDS Code - Retiree Drug Subsidy Code
+  60 RDS_IND_06                       RDSIND06                         CHAR      188    1 Jun. RDS Code - Retiree Drug Subsidy Code
+  61 RDS_IND_07                       RDSIND07                         CHAR      189    1 Jul. RDS Code - Retiree Drug Subsidy Code
+  62 RDS_IND_08                       RDSIND08                         CHAR      190    1 Aug. RDS Code - Retiree Drug Subsidy Code
+  63 RDS_IND_09                       RDSIND09                         CHAR      191    1 Sep. RDS Code - Retiree Drug Subsidy Code
+  64 RDS_IND_10                       RDSIND10                         CHAR      192    1 Oct. RDS Code - Retiree Drug Subsidy Code
+  65 RDS_IND_11                       RDSIND11                         CHAR      193    1 Nov. RDS Code - Retiree Drug Subsidy Code
+  66 RDS_IND_12                       RDSIND12                         CHAR      194    1 Dec. RDS Code - Retiree Drug Subsidy Code
+  67 DUAL_STUS_CD_01                  DUAL_01                          CHAR      195    2 Jan. Dual Status Code
+  68 DUAL_STUS_CD_02                  DUAL_02                          CHAR      197    2 Feb. Dual Status Code
+  69 DUAL_STUS_CD_03                  DUAL_03                          CHAR      199    2 Mar. Dual Status Code
+  70 DUAL_STUS_CD_04                  DUAL_04                          CHAR      201    2 Apr. Dual Status Code
+  71 DUAL_STUS_CD_05                  DUAL_05                          CHAR      203    2 May Dual Status Code
+  72 DUAL_STUS_CD_06                  DUAL_06                          CHAR      205    2 Jun. Dual Status Code
+  73 DUAL_STUS_CD_07                  DUAL_07                          CHAR      207    2 Jul. Dual Status Code
+  74 DUAL_STUS_CD_08                  DUAL_08                          CHAR      209    2 Aug. Dual Status Code
+  75 DUAL_STUS_CD_09                  DUAL_09                          CHAR      211    2 Sep. Dual Status Code
+  76 DUAL_STUS_CD_10                  DUAL_10                          CHAR      213    2 Oct. Dual Status Code
+  77 DUAL_STUS_CD_11                  DUAL_11                          CHAR      215    2 Nov. Dual Status Code
+  78 DUAL_STUS_CD_12                  DUAL_12                          CHAR      217    2 Dec. Dual Status Code
+
+- End of Document
diff --git a/examples/with-postgres/medicare/data/2222/2013/medpar_all_file_resXXXXXXXX_reqXXXXXX_2013.fts b/examples/with-postgres/medicare/data/2222/2013/medpar_all_file_resXXXXXXXX_reqXXXXXX_2013.fts
new file mode 100644
index 000000000..62d6730d4
--- /dev/null
+++ b/examples/with-postgres/medicare/data/2222/2013/medpar_all_file_resXXXXXXXX_reqXXXXXX_2013.fts
@@ -0,0 +1,410 @@
+CMS CCW Extract File Summary
+
+Researcher: 012345678 - XXXXXXXXX
+
+Request #: 999999 - Statistical Models For Estimating Health Impact
+
+File Description: MEDPAR ALL FILE
+
+Actual File Name: medpar_all_file_resXXXXXXXX_reqXXXXXXXX_2013.dat
+
+Date Extracted: 01JAN99
+
+Format: Fixed Column ASCII
+
+Columns in File: 370
+
+Exact File Quantity (Rows): 1000000,502,990
+
+Exact File Record Length (Bytes in Variable Block): 1887
+
+Exact File Size in Bytes with 512 Blocksize: 1000000,157,645,120
+
+SAS v8.x or Greater Compatible Read-In Program: medpar_all_file_read_v8.sas
+
+SAS v6.x or Greater Compatible Read-In Program: medpar_all_file_read_v6.sas
+
+Help: cmsdata@gdit.com, 1-888-888-8888
+
+Standard Layout Attached with Data Formatting:
+
+Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
+
+     Field                            Field                            Field         Fld.
+Fld. Long                             Short                            Generic Start Len. Field
+No.  Name                             Name                             Format  Col.  w.d  Description
+---- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
+   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID
+   2 MEDPAR_ID                        MEDPARID                         CHAR       16   15 Unique Key for CCW MedPAR Table
+   3 MEDPAR_YR_NUM                    MEDPAR_YR_NUM                    CHAR       31    4 Year of MedPAR Record
+   4 NCH_CLM_TYPE_CD                  CLM_TYPE                         CHAR       35    2 NCH Claim Type Code
+   5 BENE_IDENT_CD                    BIC                              CHAR       37    2 BIC reported on first claim included in stay
+   6 EQTBL_BIC_CD                     EQ_BIC                           CHAR       39    2 Equated BIC
+   7 BENE_AGE_CNT                     AGE_CNT                          NUM        41    4 Age as of Date of Admission.
+   8 BENE_SEX_CD                      SEX                              CHAR       45    1 Sex of Beneficiary
+   9 BENE_RACE_CD                     RACE                             CHAR       46    1 Race of Beneficiary
+  10 BENE_MDCR_STUS_CD                MS_CD                            CHAR       47    2 Reason for entitlement to Medicare benefits as of CLM_THRU_DT
+  11 BENE_RSDNC_SSA_STATE_CD          STATE_CD                         CHAR       49    2 SSA standard state code of a beneficiarys residence.
+  12 BENE_RSDNC_SSA_CNTY_CD           CNTY_CD                          CHAR       51    3 SSA standard county code of a beneficiarys residence.
+  13 BENE_MLG_CNTCT_ZIP_CD            BENE_ZIP                         CHAR       54    5 Zip code of the mailing address where the beneficiary may be contacted.
+  14 BENE_DSCHRG_STUS_CD              DSCHRGCD                         CHAR       59    1 Code identifying status of patient as of CLM_THRU_DT
+  15 FICARR_IDENT_NUM                 FICARR                           CHAR       60    5 Intermediary processor identification
+  16 WRNG_IND_CD                      WRNGCD                           CHAR       65   18 Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay prcss
+  17 GHO_PD_CD                        GHOPDCD                          CHAR       83    1 Code indicating whether or not GHO has paid provider for claim(s)
+  18 PPS_IND_CD                       PPS_IND                          CHAR       84    1 Code indicating whether or not facility is being paid under PPS
+  19 ORG_NPI_NUM                      ORGNPINM                         CHAR       85   10 Organization NPI Number
+  20 PRVDR_NUM                        PRVDRNUM                         CHAR       95   10 MEDPAR Provider Number
+  21 PRVDR_NUM_SPCL_UNIT_CD           SPCLUNIT                         CHAR      105    1 Special num system code for hosp units that are PPS/SNF SB dsgntn excl.
+  22 SS_LS_SNF_IND_CD                 SSLSSNF                          CHAR      106    1 Code indicating whether stay is short stay, long stay, or SNF
+  23 ACTV_XREF_IND                    ACTV_XREF_IND                    CHAR      107    1 Active Cross-Refference Indicator
+  24 SLCT_RSN_CD                      SLCT_RSN_CD                      CHAR      108    1 Specifies whether this record is a case or control record.
+  25 STAY_FINL_ACTN_CLM_CNT           FACLMCNT                         NUM       109    5 Claims (final action) included in stay
+  26 LTST_CLM_ACRTN_DT                ACRTNDT                          DATE      114    8 Date latest claim incl in stay accreted to bene mstr rec at the CWF host
+  27 BENE_MDCR_BNFT_EXHST_DT          EXHST_DT                         DATE      122    8 Last date beneficiary had Medicare coverage
+  28 SNF_QUALN_FROM_DT                QLFYFROM                         DATE      130    8 Beginning date of beneficiarys qualifying stay
+  29 SNF_QUALN_THRU_DT                QLFYTHRU                         DATE      138    8 Ending date of beneficiarys qualifying stay
+  30 SRC_IP_ADMSN_CD                  SRC_ADMS                         CHAR      146    1 Admssn to an Inp facility or, for newborn admssn, type of delivery code
+  31 IP_ADMSN_TYPE_CD                 TYPE_ADM                         CHAR      147    1 Type and priority of benes admission to facility for Inp hosp stay code
+  32 ADMSN_DAY_CD                     ADMSNDAY                         CHAR      148    1 Code indicating day of week beneficiary was admitted to facility.
+  33 ADMSN_DT                         ADMSNDT                          DATE      149    8 Date beneficiary admitted for Inpatient care or date care started
+  34 DSCHRG_DT                        DSCHRGDT                         DATE      157    8 Date beneficiary was discharged or died
+  35 DSCHRG_DSTNTN_CD                 DSTNTNCD                         CHAR      165    2 Destination upon discharge from facility code
+  36 CVRD_LVL_CARE_THRU_DT            CVRLVLDT                         DATE      167    8 Date covered level of care ended in a SNF
+  37 BENE_DEATH_DT                    DEATHDT                          DATE      175    8 Date beneficiary died
+  38 BENE_DEATH_DT_VRFY_CD            DEATHCD                          CHAR      183    1 Death Date Verification Code
+  39 ADMSN_DEATH_DAY_CNT              DEATHDAY                         NUM       184    7 Days from date admitted to facility to date of death
+  40 INTRNL_USE_SSI_IND_CD            SSICD                            CHAR      191    1 MEDPAR Internal Use SSI Indicator Code
+  41 INTRNL_USE_SSI_DAY_CNT           SSIDAY                           NUM       192    7 MEDPAR Internal Use SSI Day Count
+  42 INTRNL_USE_SSI_DATA              INTRNL_USE_SSI_DATA              CHAR      199    1 Internal Use SSI Data
+  43 INTRNL_USE_IPSB_CD               IPSBCD                           CHAR      200    3 For internal Use Only. IPSB Code
+  44 INTRNL_USE_FIL_DT_CD             FILDTCD                          CHAR      203    1 For internal use only.  Fiscal year/calendar year segments.
+  45 INTRNL_USE_SMPL_SIZE_CD          SMPLSIZE                         CHAR      204    1 For internal use.  MEDPAR sample size.
+  46 LOS_DAY_CNT                      LOSCNT                           NUM       205    7 Days of beneficiarys stay in a hospital/SNF
+  47 OUTLIER_DAY_CNT                  OUTLRDAY                         NUM       212    5 Days paid as outliers (either day or cost) under PPS beyond DRG threshld
+  48 UTLZTN_DAY_CNT                   UTIL_DAY                         NUM       217    7 Covered days of care chargeable to Medicare utilization for stay
+  49 TOT_COINSRNC_DAY_CNT             COIN_DAY                         NUM       224    5 MEDPAR Beneficiary Total Coinsurance Day Count
+  50 BENE_LRD_USE_CNT                 LRD_USE                          NUM       229    5 Lifetime reserve days (LRD) used by beneficiary for stay
+  51 BENE_PTA_COINSRNC_AMT            COIN_AMT                         NUM       234   10 Beneficiarys liability for part A coinsurance for stay ($)
+  52 BENE_IP_DDCTBL_AMT               DED_AMT                          NUM       244   10 Beneficiarys liability for stay ($)
+  53 BENE_BLOOD_DDCTBL_AMT            BLDDEDAM                         NUM       254   10 Beneficiarys liability for blood deductible for stay ($)
+  54 BENE_PRMRY_PYR_CD                PRPAY_CD                         CHAR      264    1 Primary payer responsibility code
+  55 BENE_PRMRY_PYR_AMT               PRPAYAMT                         NUM       265   10 Primry payer other than Medicare for covered Medicare chrgs for stay ($)
+  56 DRG_CD                           DRG_CD                           CHAR      275    3 DRG Code
+  57 DRG_OUTLIER_STAY_CD              OUTLR_CD                         CHAR      278    1 Cost or Day Outlier code
+  58 DRG_OUTLIER_PMT_AMT              OUTLRAMT                         NUM       279   10 Addtnl approved due to outlier situation over DRG allowance for stay ($)
+  59 DRG_PRICE_AMT                    DRGPRICE                         NUM       289   10 Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd ($)
+  60 IP_DSPRPRTNT_SHR_AMT             DISP_SHR                         NUM       299   10 Over the DRG amount for disproportionate share hospital for stay ($)
+  61 IME_AMT                          IME_AMT                          NUM       309   10 Additional payment made to teaching hospitals for IME for stay ($)
+  62 PASS_THRU_AMT                    PASSTHRU                         NUM       319   10 Total of all claim pass thru for stay ($)
+  63 TOT_PPS_CPTL_AMT                 PPS_CPTL                         NUM       329   10 Total payable for capital PPS ($)
+  64 IP_LOW_VOL_PYMT_AMT              IP_LOW_VOL_PYMT_AMT              NUM       339   10 Inpatient Low Volume Payment Amount.
+  65 TOT_CHRG_AMT                     TOTCHRG                          NUM       349   10 Total all charges for all srvcs provided to beneficiary for stay ($)
+  66 TOT_CVR_CHRG_AMT                 CVRCHRG                          NUM       359   10 Portion of total charges covered by Medicare for stay ($)
+  67 MDCR_PMT_AMT                     PMT_AMT                          NUM       369   10 Amt of payment from Medicare trust fund for srvcs covered by claim ($)
+  68 ACMDTNS_TOT_CHRG_AMT             ACMDTNS                          NUM       379   10 Total charge for all accommodations related to beneficiarys stay ($)
+  69 DPRTMNTL_TOT_CHRG_AMT            DPRTMNTL                         NUM       389   10 Total charge for all ancillary depts related to beneficiarys stay ($)
+  70 PRVT_ROOM_DAY_CNT                PRVTDAY                          NUM       399    5 Private room days used by beneficiary for stay
+  71 SEMIPRVT_ROOM_DAY_CNT            SPRVTDAY                         NUM       404    5 Semi-private room days used by beneficiary for stay
+  72 WARD_DAY_CNT                     WARDDAY                          NUM       409    5 Ward days used by beneficiary for stay
+  73 INTNSV_CARE_DAY_CNT              ICARECNT                         NUM       414    5 Intensive care days used by beneficiary for stay
+  74 CRNRY_CARE_DAY_CNT               CRNRYDAY                         NUM       419    5 Coronary care days used by beneficiary for stay
+  75 PRVT_ROOM_CHRG_AMT               PRVTAMT                          NUM       424   10 Private room accommodations related to beneficiarys stay ($)
+  76 SEMIPRVT_ROOM_CHRG_AMT           SPRVTAMT                         NUM       434   10 Semi-private room accommodations related to beneficiarys stay ($)
+  77 WARD_CHRG_AMT                    WARDAMT                          NUM       444   10 Ward accommodations related to beneficiarys stay ($)
+  78 INTNSV_CARE_CHRG_AMT             ICAREAMT                         NUM       454   10 Intensive care accommodations related to beneficiarys stay ($)
+  79 CRNRY_CARE_CHRG_AMT              CRNRYAMT                         NUM       464   10 Coronary care accommodations related to beneficiarys stay ($)
+  80 OTHR_SRVC_CHRG_AMT               OTHRAMT                          NUM       474   10 Other services related to beneficiarys stay ($)
+  81 PHRMCY_CHRG_AMT                  PHRMCAMT                         NUM       484   10 Pharmaceutical costs related to beneficiarys stay ($)
+  82 MDCL_SUPLY_CHRG_AMT              SUPLYAMT                         NUM       494   10 Medical/surgical supplies related to beneficiarys stay ($)
+  83 DME_CHRG_AMT                     DME_AMT                          NUM       504   10 DME related to beneficiarys stay ($)
+  84 USED_DME_CHRG_AMT                UDME_AMT                         NUM       514   10 Used DME related to beneficiarys stay ($)
+  85 PHYS_THRPY_CHRG_AMT              PHYTHAMT                         NUM       524   10 Physical therapy services provided during beneficiarys stay ($)
+  86 OCPTNL_THRPY_CHRG_AMT            OCPTLAMT                         NUM       534   10 Occupational therapy services provided during beneficiarys stay ($)
+  87 SPCH_PTHLGY_CHRG_AMT             SPCH_AMT                         NUM       544   10 Speech pathology services provided during beneficiarys stay ($)
+  88 INHLTN_THRPY_CHRG_AMT            INHLTAMT                         NUM       554   10 Inhalation therapy services provided during beneficiarys stay ($)
+  89 BLOOD_CHRG_AMT                   BLOODAMT                         NUM       564   10 Blood provided during beneficiarys stay ($)
+  90 BLOOD_ADMIN_CHRG_AMT             BLDADMIN                         NUM       574   10 Blood storage and processing related to beneficiarys stay ($)
+  91 BLOOD_PT_FRNSH_QTY               BLDFRNSH                         NUM       584    5 Quantity of blood (whole pints) furnished to beneficiary during stay
+  92 OPRTG_ROOM_CHRG_AMT              OROOMAMT                         NUM       589   10 OR, recovery rm, and labor rm delivery used by bene during stay ($)
+  93 LTHTRPSY_CHRG_AMT                LTHTRPSY                         NUM       599   10 Lithotripsy services provided during beneficiarys stay ($)
+  94 CRDLGY_CHRG_AMT                  CRDLGY                           NUM       609   10 Cardiology services and ECG(s) provided during beneficiarys stay ($)
+  95 ANSTHSA_CHRG_AMT                 ANSTHSA                          NUM       619   10 Anesthesia services provided during beneficiarys stay ($)
+  96 LAB_CHRG_AMT                     LAB_AMT                          NUM       629   10 Laboratory costs related to beneficiarys stay ($)
+  97 RDLGY_CHRG_AMT                   RDLGYAMT                         NUM       639   10 Radiology costs (excluding MRI) related to a beneficiarys stay ($)
+  98 MRI_CHRG_AMT                     MRI_AMT                          NUM       649   10 MRI services provided during beneficiarys stay ($)
+  99 OP_SRVC_CHRG_AMT                 OPSRVC                           NUM       659   10 Outpatient services provided during beneficiarys stay ($)
+ 100 ER_CHRG_AMT                      ER_AMT                           NUM       669   10 Emergency room services provided during beneficiarys stay ($)
+ 101 AMBLNC_CHRG_AMT                  AMBLNC                           NUM       679   10 Ambulance services related to beneficiarys stay ($)
+ 102 PROFNL_FEES_CHRG_AMT             PROFFEES                         NUM       689   10 Professional fees related to beneficiarys stay ($)
+ 103 ORGN_ACQSTN_CHRG_AMT             ORGNAMT                          NUM       699   10 Organ acquisition or oth donor bank srvcs related to benes stay ($)
+ 104 ESRD_REV_SETG_CHRG_AMT           ESRDSETG                         NUM       709   10 ESRD services related to beneficiarys stay ($)
+ 105 CLNC_VISIT_CHRG_AMT              CLNC_AMT                         NUM       719   10 Clinic visits related to beneficiarys stay ($)
+ 106 ICU_IND_CD                       ICUINDCD                         CHAR      729    1 ICU type code
+ 107 CRNRY_CARE_IND_CD                CRNRY_CD                         CHAR      730    1 Coronary care unit type code
+ 108 PHRMCY_IND_CD                    PHRMCYCD                         CHAR      731    1 Drugs type code
+ 109 TRNSPLNT_IND_CD                  TRNSPLNT                         CHAR      732    1 Organ transplant code
+ 110 RDLGY_ONCLGY_IND_SW              ONCLGYSW                         CHAR      733    1 Radiology oncology services indicator
+ 111 RDLGY_DGNSTC_IND_SW              DGNSTCSW                         CHAR      734    1 Radiology diagnostic services indicator
+ 112 RDLGY_THRPTC_IND_SW              THRPTCSW                         CHAR      735    1 Radiology therapeutic services indicator
+ 113 RDLGY_NUCLR_MDCN_IND_SW          NUCLR_SW                         CHAR      736    1 Radiology nuclear medicine services indicator
+ 114 RDLGY_CT_SCAN_IND_SW             CTSCANSW                         CHAR      737    1 Radiology computed tomographic (CT) scan services indicator
+ 115 RDLGY_OTHR_IMGNG_IND_SW          IMGNG_SW                         CHAR      738    1 Radiology other imaging services indicator
+ 116 OP_SRVC_IND_CD                   OPSRVCCD                         CHAR      739    1 Outpatient services/ambulatory surgical care code
+ 117 ORGN_ACQSTN_IND_CD               ORGNCD                           CHAR      740    2 Organ acquisition type code
+ 118 ESRD_COND_CD                     ESRD_CD                          CHAR      742    2 ESRD condition code
+ 119 ESRD_SETG_IND_1_CD               ESRDSTG1                         CHAR      744    2 Dialysis type code I
+ 120 ESRD_SETG_IND_2_CD               ESRDSTG2                         CHAR      746    2 Dialysis type code II
+ 121 ESRD_SETG_IND_3_CD               ESRDSTG3                         CHAR      748    2 Dialysis type code III
+ 122 ESRD_SETG_IND_4_CD               ESRDSTG4                         CHAR      750    2 Dialysis type code IV
+ 123 ESRD_SETG_IND_5_CD               ESRDSTG5                         CHAR      752    2 Dialysis type code V
+ 124 ADMTG_DGNS_CD                    AD_DGNS                          CHAR      754    7 Initial diagnosis at time of admission
+ 125 ADMTG_DGNS_VRSN_CD               ADMTG_DGNS_VRSN_CD               CHAR      761    1 MEDPAR Admitting Diagnosis Version Code
+ 126 DGNS_CD_CNT                      DGNSCNT                          NUM       762    3 Diagnosis codes included in stay
+ 127 DGNS_VRSN_CD                     DGNS_VRSN_CD                     CHAR      765    1 Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier Ve
+ 128 DGNS_VRSN_CD_1                   DGNS_VRSN_CD_1                   CHAR      766    1 Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 129 DGNS_VRSN_CD_2                   DGNS_VRSN_CD_2                   CHAR      767    1 Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 130 DGNS_VRSN_CD_3                   DGNS_VRSN_CD_3                   CHAR      768    1 Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 131 DGNS_VRSN_CD_4                   DGNS_VRSN_CD_4                   CHAR      769    1 Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 132 DGNS_VRSN_CD_5                   DGNS_VRSN_CD_5                   CHAR      770    1 Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 133 DGNS_VRSN_CD_6                   DGNS_VRSN_CD_6                   CHAR      771    1 Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 134 DGNS_VRSN_CD_7                   DGNS_VRSN_CD_7                   CHAR      772    1 Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 135 DGNS_VRSN_CD_8                   DGNS_VRSN_CD_8                   CHAR      773    1 Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 136 DGNS_VRSN_CD_9                   DGNS_VRSN_CD_9                   CHAR      774    1 Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 137 DGNS_VRSN_CD_10                  DGNS_VRSN_CD_10                  CHAR      775    1 Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 138 DGNS_VRSN_CD_11                  DGNS_VRSN_CD_11                  CHAR      776    1 Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 139 DGNS_VRSN_CD_12                  DGNS_VRSN_CD_12                  CHAR      777    1 Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 140 DGNS_VRSN_CD_13                  DGNS_VRSN_CD_13                  CHAR      778    1 Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 141 DGNS_VRSN_CD_14                  DGNS_VRSN_CD_14                  CHAR      779    1 Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 142 DGNS_VRSN_CD_15                  DGNS_VRSN_CD_15                  CHAR      780    1 Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 143 DGNS_VRSN_CD_16                  DGNS_VRSN_CD_16                  CHAR      781    1 Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 144 DGNS_VRSN_CD_17                  DGNS_VRSN_CD_17                  CHAR      782    1 Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 145 DGNS_VRSN_CD_18                  DGNS_VRSN_CD_18                  CHAR      783    1 Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 146 DGNS_VRSN_CD_19                  DGNS_VRSN_CD_19                  CHAR      784    1 Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 147 DGNS_VRSN_CD_20                  DGNS_VRSN_CD_20                  CHAR      785    1 Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 148 DGNS_VRSN_CD_21                  DGNS_VRSN_CD_21                  CHAR      786    1 Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 149 DGNS_VRSN_CD_22                  DGNS_VRSN_CD_22                  CHAR      787    1 Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 150 DGNS_VRSN_CD_23                  DGNS_VRSN_CD_23                  CHAR      788    1 Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 151 DGNS_VRSN_CD_24                  DGNS_VRSN_CD_24                  CHAR      789    1 Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 152 DGNS_VRSN_CD_25                  DGNS_VRSN_CD_25                  CHAR      790    1 Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 153 DGNS_1_CD                        DGNSCD1                          CHAR      791    7 Primary ICD-9-CM code
+ 154 DGNS_2_CD                        DGNSCD2                          CHAR      798    7 ICD-9-CM Diagnosis code II
+ 155 DGNS_3_CD                        DGNSCD3                          CHAR      805    7 ICD-9-CM Diagnosis code III
+ 156 DGNS_4_CD                        DGNSCD4                          CHAR      812    7 ICD-9-CM Diagnosis code IV
+ 157 DGNS_5_CD                        DGNSCD5                          CHAR      819    7 ICD-9-CM Diagnosis code V
+ 158 DGNS_6_CD                        DGNSCD6                          CHAR      826    7 ICD-9-CM Diagnosis code VI
+ 159 DGNS_7_CD                        DGNSCD7                          CHAR      833    7 ICD-9-CM Diagnosis code VII
+ 160 DGNS_8_CD                        DGNSCD8                          CHAR      840    7 ICD-9-CM Diagnosis code VIII
+ 161 DGNS_9_CD                        DGNSCD9                          CHAR      847    7 ICD-9-CM Diagnosis code IX
+ 162 DGNS_10_CD                       DGNSCD10                         CHAR      854    7 ICD-9-CM Diagnosis code X
+ 163 DGNS_11_CD                       DGNSCD11                         CHAR      861    7 ICD-9-CM Diagnosis code XI
+ 164 DGNS_12_CD                       DGNSCD12                         CHAR      868    7 ICD-9-CM Diagnosis code XII
+ 165 DGNS_13_CD                       DGNSCD13                         CHAR      875    7 ICD-9-CM Diagnosis code XIII
+ 166 DGNS_14_CD                       DGNSCD14                         CHAR      882    7 ICD-9-CM Diagnosis code XIV
+ 167 DGNS_15_CD                       DGNSCD15                         CHAR      889    7 ICD-9-CM Diagnosis code XV
+ 168 DGNS_16_CD                       DGNSCD16                         CHAR      896    7 ICD-9-CM Diagnosis code XVI
+ 169 DGNS_17_CD                       DGNSCD17                         CHAR      903    7 ICD-9-CM Diagnosis code XVII
+ 170 DGNS_18_CD                       DGNSCD18                         CHAR      910    7 ICD-9-CM Diagnosis code XVIII
+ 171 DGNS_19_CD                       DGNSCD19                         CHAR      917    7 ICD-9-CM Diagnosis code XIX
+ 172 DGNS_20_CD                       DGNSCD20                         CHAR      924    7 ICD-9-CM Diagnosis code XX
+ 173 DGNS_21_CD                       DGNSCD21                         CHAR      931    7 ICD-9-CM Diagnosis code XXI
+ 174 DGNS_22_CD                       DGNSCD22                         CHAR      938    7 ICD-9-CM Diagnosis code XXII
+ 175 DGNS_23_CD                       DGNSCD23                         CHAR      945    7 ICD-9-CM Diagnosis code XXIII
+ 176 DGNS_24_CD                       DGNSCD24                         CHAR      952    7 ICD-9-CM Diagnosis code XXIV
+ 177 DGNS_25_CD                       DGNSCD25                         CHAR      959    7 ICD-9-CM Diagnosis code XXV
+ 178 DGNS_POA_CD                      DGNS_POA                         CHAR      966   10 Diagnosis Code POA Array
+ 179 POA_DGNS_CD_CNT                  POA_DGNS_CD_CNT                  NUM       976    3 MEDPAR Claim Present on Admission Diagnosis Code Count
+ 180 POA_DGNS_1_IND_CD                POA_DGNS_1_IND_CD                CHAR      979    1 Diagnosis Present on Admission Indicator 1
+ 181 POA_DGNS_2_IND_CD                POA_DGNS_2_IND_CD                CHAR      980    1 Diagnosis Present on Admission Indicator 2
+ 182 POA_DGNS_3_IND_CD                POA_DGNS_3_IND_CD                CHAR      981    1 Diagnosis Present on Admission Indicator 3
+ 183 POA_DGNS_4_IND_CD                POA_DGNS_4_IND_CD                CHAR      982    1 Diagnosis Present on Admission Indicator 4
+ 184 POA_DGNS_5_IND_CD                POA_DGNS_5_IND_CD                CHAR      983    1 Diagnosis Present on Admission Indicator 5
+ 185 POA_DGNS_6_IND_CD                POA_DGNS_6_IND_CD                CHAR      984    1 Diagnosis Present on Admission Indicator 6
+ 186 POA_DGNS_7_IND_CD                POA_DGNS_7_IND_CD                CHAR      985    1 Diagnosis Present on Admission Indicator 7
+ 187 POA_DGNS_8_IND_CD                POA_DGNS_8_IND_CD                CHAR      986    1 Diagnosis Present on Admission Indicator 8
+ 188 POA_DGNS_9_IND_CD                POA_DGNS_9_IND_CD                CHAR      987    1 Diagnosis Present on Admission Indicator 9
+ 189 POA_DGNS_10_IND_CD               POA_DGNS_10_IND_CD               CHAR      988    1 Diagnosis Present on Admission Indicator 10
+ 190 POA_DGNS_11_IND_CD               POA_DGNS_11_IND_CD               CHAR      989    1 Diagnosis Present on Admission Indicator 11
+ 191 POA_DGNS_12_IND_CD               POA_DGNS_12_IND_CD               CHAR      990    1 Diagnosis Present on Admission Indicator 12
+ 192 POA_DGNS_13_IND_CD               POA_DGNS_13_IND_CD               CHAR      991    1 Diagnosis Present on Admission Indicator 13
+ 193 POA_DGNS_14_IND_CD               POA_DGNS_14_IND_CD               CHAR      992    1 Diagnosis Present on Admission Indicator 14
+ 194 POA_DGNS_15_IND_CD               POA_DGNS_15_IND_CD               CHAR      993    1 Diagnosis Present on Admission Indicator 15
+ 195 POA_DGNS_16_IND_CD               POA_DGNS_16_IND_CD               CHAR      994    1 Diagnosis Present on Admission Indicator 16
+ 196 POA_DGNS_17_IND_CD               POA_DGNS_17_IND_CD               CHAR      995    1 Diagnosis Present on Admission Indicator 17
+ 197 POA_DGNS_18_IND_CD               POA_DGNS_18_IND_CD               CHAR      996    1 Diagnosis Present on Admission Indicator 18
+ 198 POA_DGNS_19_IND_CD               POA_DGNS_19_IND_CD               CHAR      997    1 Diagnosis Present on Admission Indicator 19
+ 199 POA_DGNS_20_IND_CD               POA_DGNS_20_IND_CD               CHAR      998    1 Diagnosis Present on Admission Indicator 20
+ 200 POA_DGNS_21_IND_CD               POA_DGNS_21_IND_CD               CHAR      999    1 Diagnosis Present on Admission Indicator 21
+ 201 POA_DGNS_22_IND_CD               POA_DGNS_22_IND_CD               CHAR     1000    1 Diagnosis Present on Admission Indicator 22
+ 202 POA_DGNS_23_IND_CD               POA_DGNS_23_IND_CD               CHAR     1001    1 Diagnosis Present on Admission Indicator 23
+ 203 POA_DGNS_24_IND_CD               POA_DGNS_24_IND_CD               CHAR     1002    1 Diagnosis Present on Admission Indicator 24
+ 204 POA_DGNS_25_IND_CD               POA_DGNS_25_IND_CD               CHAR     1003    1 Diagnosis Present on Admission Indicator 25
+ 205 DGNS_E_CD_CNT                    DGNS_E_CD_CNT                    NUM      1004    3 MEDPAR Diagnosis E Code Count
+ 206 DGNS_E_VRSN_CD                   DGNS_E_VRSN_CD                   CHAR     1007    1 MEDPAR Diagnosis E Version Code (Earlier Version)
+ 207 DGNS_E_VRSN_CD_1                 DGNS_E_VRSN_CD_1                 CHAR     1008    1 MEDPAR Diagnosis E Version Code 01
+ 208 DGNS_E_VRSN_CD_2                 DGNS_E_VRSN_CD_2                 CHAR     1009    1 MEDPAR Diagnosis E Version Code 02
+ 209 DGNS_E_VRSN_CD_3                 DGNS_E_VRSN_CD_3                 CHAR     1010    1 MEDPAR Diagnosis E Version Code 03
+ 210 DGNS_E_VRSN_CD_4                 DGNS_E_VRSN_CD_4                 CHAR     1011    1 MEDPAR Diagnosis E Version Code 04
+ 211 DGNS_E_VRSN_CD_5                 DGNS_E_VRSN_CD_5                 CHAR     1012    1 MEDPAR Diagnosis E Version Code 05
+ 212 DGNS_E_VRSN_CD_6                 DGNS_E_VRSN_CD_6                 CHAR     1013    1 MEDPAR Diagnosis E Version Code 06
+ 213 DGNS_E_VRSN_CD_7                 DGNS_E_VRSN_CD_7                 CHAR     1014    1 MEDPAR Diagnosis E Version Code 07
+ 214 DGNS_E_VRSN_CD_8                 DGNS_E_VRSN_CD_8                 CHAR     1015    1 MEDPAR Diagnosis E Version Code 08
+ 215 DGNS_E_VRSN_CD_9                 DGNS_E_VRSN_CD_9                 CHAR     1016    1 MEDPAR Diagnosis E Version Code 09
+ 216 DGNS_E_VRSN_CD_10                DGNS_E_VRSN_CD_10                CHAR     1017    1 MEDPAR Diagnosis E Version Code 10
+ 217 DGNS_E_VRSN_CD_11                DGNS_E_VRSN_CD_11                CHAR     1018    1 MEDPAR Diagnosis E Version Code 11
+ 218 DGNS_E_VRSN_CD_12                DGNS_E_VRSN_CD_12                CHAR     1019    1 MEDPAR Diagnosis E Version Code 12
+ 219 DGNS_E_1_CD                      DGNS_E_1_CD                      CHAR     1020    7 E Diagnosis Code  1 - Extrnl cause of injury, poisoning, or oth adverse
+ 220 DGNS_E_2_CD                      DGNS_E_2_CD                      CHAR     1027    7 E Diagnosis Code  2 - Extrnl cause of injury, poisoning, or oth adverse
+ 221 DGNS_E_3_CD                      DGNS_E_3_CD                      CHAR     1034    7 E Diagnosis Code  3 - Extrnl cause of injury, poisoning, or oth adverse
+ 222 DGNS_E_4_CD                      DGNS_E_4_CD                      CHAR     1041    7 E Diagnosis Code  4 - Extrnl cause of injury, poisoning, or oth adverse
+ 223 DGNS_E_5_CD                      DGNS_E_5_CD                      CHAR     1048    7 E Diagnosis Code  5 - Extrnl cause of injury, poisoning, or oth adverse
+ 224 DGNS_E_6_CD                      DGNS_E_6_CD                      CHAR     1055    7 E Diagnosis Code  6 - Extrnl cause of injury, poisoning, or oth adverse
+ 225 DGNS_E_7_CD                      DGNS_E_7_CD                      CHAR     1062    7 E Diagnosis Code  7 - Extrnl cause of injury, poisoning, or oth adverse
+ 226 DGNS_E_8_CD                      DGNS_E_8_CD                      CHAR     1069    7 E Diagnosis Code  8 - Extrnl cause of injury, poisoning, or oth adverse
+ 227 DGNS_E_9_CD                      DGNS_E_9_CD                      CHAR     1076    7 E Diagnosis Code  9 - Extrnl cause of injury, poisoning, or oth adverse
+ 228 DGNS_E_10_CD                     DGNS_E_10_CD                     CHAR     1083    7 E Diagnosis Code  10 - Extrnl cause of injury, poisoning, or oth adverse
+ 229 DGNS_E_11_CD                     DGNS_E_11_CD                     CHAR     1090    7 E Diagnosis Code  11 - Extrnl cause of injury, poisoning, or oth adverse
+ 230 DGNS_E_12_CD                     DGNS_E_12_CD                     CHAR     1097    7 E Diagnosis Code  12 - Extrnl cause of injury, poisoning, or oth adverse
+ 231 POA_DGNS_E_CD_CNT                POA_DGNS_E_CD_CNT                NUM      1104    3 MEDPAR Claim Present on Admission Diagnosis E Code Count
+ 232 POA_DGNS_E_1_IND_CD              POA_DGNS_E_1_IND_CD              CHAR     1107    1 Diagnosis E Code Present on Admission Indicator 1
+ 233 POA_DGNS_E_2_IND_CD              POA_DGNS_E_2_IND_CD              CHAR     1108    1 Diagnosis E Code Present on Admission Indicator 2
+ 234 POA_DGNS_E_3_IND_CD              POA_DGNS_E_3_IND_CD              CHAR     1109    1 Diagnosis E Code Present on Admission Indicator 3
+ 235 POA_DGNS_E_4_IND_CD              POA_DGNS_E_4_IND_CD              CHAR     1110    1 Diagnosis E Code Present on Admission Indicator 4
+ 236 POA_DGNS_E_5_IND_CD              POA_DGNS_E_5_IND_CD              CHAR     1111    1 Diagnosis E Code Present on Admission Indicator 5
+ 237 POA_DGNS_E_6_IND_CD              POA_DGNS_E_6_IND_CD              CHAR     1112    1 Diagnosis E Code Present on Admission Indicator 6
+ 238 POA_DGNS_E_7_IND_CD              POA_DGNS_E_7_IND_CD              CHAR     1113    1 Diagnosis E Code Present on Admission Indicator 7
+ 239 POA_DGNS_E_8_IND_CD              POA_DGNS_E_8_IND_CD              CHAR     1114    1 Diagnosis E Code Present on Admission Indicator 8
+ 240 POA_DGNS_E_9_IND_CD              POA_DGNS_E_9_IND_CD              CHAR     1115    1 Diagnosis E Code Present on Admission Indicator 9
+ 241 POA_DGNS_E_10_IND_CD             POA_DGNS_E_10_IND_CD             CHAR     1116    1 Diagnosis E Code Present on Admission Indicator 10
+ 242 POA_DGNS_E_11_IND_CD             POA_DGNS_E_11_IND_CD             CHAR     1117    1 Diagnosis E Code Present on Admission Indicator 11
+ 243 POA_DGNS_E_12_IND_CD             POA_DGNS_E_12_IND_CD             CHAR     1118    1 Diagnosis E Code Present on Admission Indicator 12
+ 244 SRGCL_PRCDR_IND_SW               PRCDRSW                          CHAR     1119    1 Surgical procedures indicator
+ 245 SRGCL_PRCDR_CD_CNT               PRCDRCNT                         NUM      1120    3 Surgical procedure codes included in stay
+ 246 SRGCL_PRCDR_VRSN_CD              SRGCL_PRCDR_VRSN_CD              CHAR     1123    1 MEDPAR Surgical Procedure Version Code  (Earlier Version)
+ 247 SRGCL_PRCDR_VRSN_CD_1            SRGCL_PRCDR_VRSN_CD_1            CHAR     1124    1 MEDPAR Surgical Procedure Version Code 01
+ 248 SRGCL_PRCDR_VRSN_CD_2            SRGCL_PRCDR_VRSN_CD_2            CHAR     1125    1 MEDPAR Surgical Procedure Version Code 02
+ 249 SRGCL_PRCDR_VRSN_CD_3            SRGCL_PRCDR_VRSN_CD_3            CHAR     1126    1 MEDPAR Surgical Procedure Version Code 03
+ 250 SRGCL_PRCDR_VRSN_CD_4            SRGCL_PRCDR_VRSN_CD_4            CHAR     1127    1 MEDPAR Surgical Procedure Version Code 04
+ 251 SRGCL_PRCDR_VRSN_CD_5            SRGCL_PRCDR_VRSN_CD_5            CHAR     1128    1 MEDPAR Surgical Procedure Version Code 05
+ 252 SRGCL_PRCDR_VRSN_CD_6            SRGCL_PRCDR_VRSN_CD_6            CHAR     1129    1 MEDPAR Surgical Procedure Version Code 06
+ 253 SRGCL_PRCDR_VRSN_CD_7            SRGCL_PRCDR_VRSN_CD_7            CHAR     1130    1 MEDPAR Surgical Procedure Version Code 07
+ 254 SRGCL_PRCDR_VRSN_CD_8            SRGCL_PRCDR_VRSN_CD_8            CHAR     1131    1 MEDPAR Surgical Procedure Version Code 08
+ 255 SRGCL_PRCDR_VRSN_CD_9            SRGCL_PRCDR_VRSN_CD_9            CHAR     1132    1 MEDPAR Surgical Procedure Version Code 09
+ 256 SRGCL_PRCDR_VRSN_CD_10           SRGCL_PRCDR_VRSN_CD_10           CHAR     1133    1 MEDPAR Surgical Procedure Version Code 10
+ 257 SRGCL_PRCDR_VRSN_CD_11           SRGCL_PRCDR_VRSN_CD_11           CHAR     1134    1 MEDPAR Surgical Procedure Version Code 11
+ 258 SRGCL_PRCDR_VRSN_CD_12           SRGCL_PRCDR_VRSN_CD_12           CHAR     1135    1 MEDPAR Surgical Procedure Version Code 12
+ 259 SRGCL_PRCDR_VRSN_CD_13           SRGCL_PRCDR_VRSN_CD_13           CHAR     1136    1 MEDPAR Surgical Procedure Version Code 13
+ 260 SRGCL_PRCDR_VRSN_CD_14           SRGCL_PRCDR_VRSN_CD_14           CHAR     1137    1 MEDPAR Surgical Procedure Version Code 14
+ 261 SRGCL_PRCDR_VRSN_CD_15           SRGCL_PRCDR_VRSN_CD_15           CHAR     1138    1 MEDPAR Surgical Procedure Version Code 15
+ 262 SRGCL_PRCDR_VRSN_CD_16           SRGCL_PRCDR_VRSN_CD_16           CHAR     1139    1 MEDPAR Surgical Procedure Version Code 16
+ 263 SRGCL_PRCDR_VRSN_CD_17           SRGCL_PRCDR_VRSN_CD_17           CHAR     1140    1 MEDPAR Surgical Procedure Version Code 17
+ 264 SRGCL_PRCDR_VRSN_CD_18           SRGCL_PRCDR_VRSN_CD_18           CHAR     1141    1 MEDPAR Surgical Procedure Version Code 18
+ 265 SRGCL_PRCDR_VRSN_CD_19           SRGCL_PRCDR_VRSN_CD_19           CHAR     1142    1 MEDPAR Surgical Procedure Version Code 19
+ 266 SRGCL_PRCDR_VRSN_CD_20           SRGCL_PRCDR_VRSN_CD_20           CHAR     1143    1 MEDPAR Surgical Procedure Version Code 20
+ 267 SRGCL_PRCDR_VRSN_CD_21           SRGCL_PRCDR_VRSN_CD_21           CHAR     1144    1 MEDPAR Surgical Procedure Version Code 21
+ 268 SRGCL_PRCDR_VRSN_CD_22           SRGCL_PRCDR_VRSN_CD_22           CHAR     1145    1 MEDPAR Surgical Procedure Version Code 22
+ 269 SRGCL_PRCDR_VRSN_CD_23           SRGCL_PRCDR_VRSN_CD_23           CHAR     1146    1 MEDPAR Surgical Procedure Version Code 23
+ 270 SRGCL_PRCDR_VRSN_CD_24           SRGCL_PRCDR_VRSN_CD_24           CHAR     1147    1 MEDPAR Surgical Procedure Version Code 24
+ 271 SRGCL_PRCDR_VRSN_CD_25           SRGCL_PRCDR_VRSN_CD_25           CHAR     1148    1 MEDPAR Surgical Procedure Version Code 25
+ 272 SRGCL_PRCDR_1_CD                 PRCDRCD1                         CHAR     1149    7 Principal Procedure code
+ 273 SRGCL_PRCDR_2_CD                 PRCDRCD2                         CHAR     1156    7 Procedure Code II
+ 274 SRGCL_PRCDR_3_CD                 PRCDRCD3                         CHAR     1163    7 Procedure Code III
+ 275 SRGCL_PRCDR_4_CD                 PRCDRCD4                         CHAR     1170    7 Procedure Code IV
+ 276 SRGCL_PRCDR_5_CD                 PRCDRCD5                         CHAR     1177    7 Procedure Code V
+ 277 SRGCL_PRCDR_6_CD                 PRCDRCD6                         CHAR     1184    7 Procedure Code VI
+ 278 SRGCL_PRCDR_7_CD                 PRCDRCD7                         CHAR     1191    7 Procedure Code VII
+ 279 SRGCL_PRCDR_8_CD                 PRCDRCD8                         CHAR     1198    7 Procedure Code VIII
+ 280 SRGCL_PRCDR_9_CD                 PRCDRCD9                         CHAR     1205    7 Procedure Code IX
+ 281 SRGCL_PRCDR_10_CD                PRCDRCD10                        CHAR     1212    7 Procedure Code X
+ 282 SRGCL_PRCDR_11_CD                PRCDRCD11                        CHAR     1219    7 Procedure Code XI
+ 283 SRGCL_PRCDR_12_CD                PRCDRCD12                        CHAR     1226    7 Procedure Code XII
+ 284 SRGCL_PRCDR_13_CD                PRCDRCD13                        CHAR     1233    7 Procedure Code XIII
+ 285 SRGCL_PRCDR_14_CD                PRCDRCD14                        CHAR     1240    7 Procedure Code XIV
+ 286 SRGCL_PRCDR_15_CD                PRCDRCD15                        CHAR     1247    7 Procedure Code XV
+ 287 SRGCL_PRCDR_16_CD                PRCDRCD16                        CHAR     1254    7 Procedure Code XVI
+ 288 SRGCL_PRCDR_17_CD                PRCDRCD17                        CHAR     1261    7 Procedure Code XVII
+ 289 SRGCL_PRCDR_18_CD                PRCDRCD18                        CHAR     1268    7 Procedure Code XVIII
+ 290 SRGCL_PRCDR_19_CD                PRCDRCD19                        CHAR     1275    7 Procedure Code XIX
+ 291 SRGCL_PRCDR_20_CD                PRCDRCD20                        CHAR     1282    7 Procedure Code XX
+ 292 SRGCL_PRCDR_21_CD                PRCDRCD21                        CHAR     1289    7 Procedure Code XXI
+ 293 SRGCL_PRCDR_22_CD                PRCDRCD22                        CHAR     1296    7 Procedure Code XXII
+ 294 SRGCL_PRCDR_23_CD                PRCDRCD23                        CHAR     1303    7 Procedure Code XXIII
+ 295 SRGCL_PRCDR_24_CD                PRCDRCD24                        CHAR     1310    7 Procedure Code XXIV
+ 296 SRGCL_PRCDR_25_CD                PRCDRCD25                        CHAR     1317    7 Procedure Code XXV
+ 297 SRGCL_PRCDR_DT_CNT               PRCDTCNT                         NUM      1324    3 Dates associated with surgical procedures included in stay
+ 298 SRGCL_PRCDR_PRFRM_1_DT           PRCDRDT1                         DATE     1327    8 Principal Procedure Date
+ 299 SRGCL_PRCDR_PRFRM_2_DT           PRCDRDT2                         DATE     1335    8 Procedure Date II
+ 300 SRGCL_PRCDR_PRFRM_3_DT           PRCDRDT3                         DATE     1343    8 Procedure Date III
+ 301 SRGCL_PRCDR_PRFRM_4_DT           PRCDRDT4                         DATE     1351    8 Procedure Date IV
+ 302 SRGCL_PRCDR_PRFRM_5_DT           PRCDRDT5                         DATE     1359    8 Procedure Date V
+ 303 SRGCL_PRCDR_PRFRM_6_DT           PRCDRDT6                         DATE     1367    8 Procedure Date VI
+ 304 SRGCL_PRCDR_PRFRM_7_DT           PRCDRDT7                         DATE     1375    8 Procedure Date VII
+ 305 SRGCL_PRCDR_PRFRM_8_DT           PRCDRDT8                         DATE     1383    8 Procedure Date VIII
+ 306 SRGCL_PRCDR_PRFRM_9_DT           PRCDRDT9                         DATE     1391    8 Procedure Date IX
+ 307 SRGCL_PRCDR_PRFRM_10_DT          PRCDRDT10                        DATE     1399    8 Procedure Date X
+ 308 SRGCL_PRCDR_PRFRM_11_DT          PRCDRDT11                        DATE     1407    8 Procedure Date XI
+ 309 SRGCL_PRCDR_PRFRM_12_DT          PRCDRDT12                        DATE     1415    8 Procedure Date XII
+ 310 SRGCL_PRCDR_PRFRM_13_DT          PRCDRDT13                        DATE     1423    8 Procedure Date XIII
+ 311 SRGCL_PRCDR_PRFRM_14_DT          PRCDRDT14                        DATE     1431    8 Procedure Date XIV
+ 312 SRGCL_PRCDR_PRFRM_15_DT          PRCDRDT15                        DATE     1439    8 Procedure Date XV
+ 313 SRGCL_PRCDR_PRFRM_16_DT          PRCDRDT16                        DATE     1447    8 Procedure Date XVI
+ 314 SRGCL_PRCDR_PRFRM_17_DT          PRCDRDT17                        DATE     1455    8 Procedure Date XVII
+ 315 SRGCL_PRCDR_PRFRM_18_DT          PRCDRDT18                        DATE     1463    8 Procedure Date XVIII
+ 316 SRGCL_PRCDR_PRFRM_19_DT          PRCDRDT19                        DATE     1471    8 Procedure Date XIX
+ 317 SRGCL_PRCDR_PRFRM_20_DT          PRCDRDT20                        DATE     1479    8 Procedure Date XX
+ 318 SRGCL_PRCDR_PRFRM_21_DT          PRCDRDT21                        DATE     1487    8 Procedure Date XXI
+ 319 SRGCL_PRCDR_PRFRM_22_DT          PRCDRDT22                        DATE     1495    8 Procedure Date XXII
+ 320 SRGCL_PRCDR_PRFRM_23_DT          PRCDRDT23                        DATE     1503    8 Procedure Date XXIII
+ 321 SRGCL_PRCDR_PRFRM_24_DT          PRCDRDT24                        DATE     1511    8 Procedure Date XXIV
+ 322 SRGCL_PRCDR_PRFRM_25_DT          PRCDRDT25                        DATE     1519    8 Procedure Date XXV
+ 323 CLM_PTNT_RLTNSHP_CD              CLM_PTNT_RLTNSHP_CD              CHAR     1527    2 Claim Patient Relationship Code
+ 324 CARE_IMPRVMT_MODEL_1_CD          CARE_IMPRVMT_MODEL_1_CD          CHAR     1529    2 Care Improvement Model 1 Code
+ 325 CARE_IMPRVMT_MODEL_2_CD          CARE_IMPRVMT_MODEL_2_CD          CHAR     1531    2 Care Improvement Model 2 Code
+ 326 CARE_IMPRVMT_MODEL_3_CD          CARE_IMPRVMT_MODEL_3_CD          CHAR     1533    2 Care Improvement Model 3 Code
+ 327 CARE_IMPRVMT_MODEL_4_CD          CARE_IMPRVMT_MODEL_4_CD          CHAR     1535    2 Care Improvement Model 4 Code
+ 328 VBP_PRTCPNT_IND_CD               VBP_PRTCPNT_IND_CD               CHAR     1537    1 VBP Participant Indicator Code
+ 329 HRR_PRTCPNT_IND_CD               HRR_PRTCPNT_IND_CD               CHAR     1538    1 HRR Participant Indicator Code
+ 330 BNDLD_MODEL_DSCNT_PCT            BNDLD_MODEL_DSCNT_PCT            NUM      1539 4.2  Bundled Model Discount Percent
+ 331 VBP_ADJSTMT_PCT                  VBP_ADJSTMT_PCT                  NUM      1543 13.1 VBP Adjustment Percent
+ 332 HRR_ADJSTMT_PCT                  HRR_ADJSTMT_PCT                  NUM      1556 6.4  HRR Adjustment Percent
+ 333 INFRMTL_ENCTR_IND_SW             INFRMTL_ENCTR_IND_SW             CHAR     1562    1 Informational Encounter Indicator Switch
+ 334 MA_TCHNG_IND_SW                  MA_TCHNG_IND_SW                  CHAR     1563    1 MA Teaching Indicator Switch
+ 335 PROD_RPLCMT_LIFECYC_SW           PROD_RPLCMT_LIFECYC_SW           CHAR     1564    1 Prod Replacement Lifecycle Switch
+ 336 PROD_RPLCMT_RCLL_SW              PROD_RPLCMT_RCLL_SW              CHAR     1565    1 Prod Replacement Recall Switch
+ 337 CRED_RCVD_RPLCD_DVC_SW           CRED_RCVD_RPLCD_DVC_SW           CHAR     1566    1 Credit Received Replaced Device Switch
+ 338 OBSRVTN_SW                       OBSRVTN_SW                       CHAR     1567    1 Observation Switch
+ 339 NEW_TCHNLGY_ADD_ON_AMT           NEW_TCHNLGY_ADD_ON_AMT           NUM      1568   10 New Technology Add-On Amount
+ 340 BASE_OPRTG_DRG_AMT               BASE_OPRTG_DRG_AMT               NUM      1578   10 Base Operating DRG Amount
+ 341 OPRTG_HSP_AMT                    OPRTG_HSP_AMT                    NUM      1588   10 Operating Hospital Amount
+ 342 MDCL_SRGCL_GNRL_AMT              MDCL_SRGCL_GNRL_AMT              NUM      1598   10 Medical/Surgical General Amount
+ 343 MDCL_SRGCL_NSTRL_AMT             MDCL_SRGCL_NSTRL_AMT             NUM      1608   10 Medical/Surgical Non-Sterile Amount
+ 344 MDCL_SRGCL_STRL_AMT              MDCL_SRGCL_STRL_AMT              NUM      1618   10 Medical/Surgical Sterile Amount
+ 345 TAKE_HOME_AMT                    TAKE_HOME_AMT                    NUM      1628   10 Take Home Amount
+ 346 PRSTHTC_ORTHTC_AMT               PRSTHTC_ORTHTC_AMT               NUM      1638   10 Prosthetic Orthotic Amount
+ 347 MDCL_SRGCL_PCMKR_AMT             MDCL_SRGCL_PCMKR_AMT             NUM      1648   10 Medical/Surgical Pacemaker Amount
+ 348 INTRAOCULAR_LENS_AMT             INTRAOCULAR_LENS_AMT             NUM      1658   10 Intraocular Lens Amount
+ 349 OXYGN_TAKE_HOME_AMT              OXYGN_TAKE_HOME_AMT              NUM      1668   10 Oxygen Take Home Amount
+ 350 OTHR_IMPLANTS_AMT                OTHR_IMPLANTS_AMT                NUM      1678   10 Other Implants Amount
+ 351 OTHR_SUPLIES_DVC_AMT             OTHR_SUPLIES_DVC_AMT             NUM      1688   10 Other Supplies Device Amount
+ 352 INCDNT_RDLGY_AMT                 INCDNT_RDLGY_AMT                 NUM      1698   10 Incident Radiology Amount
+ 353 INCDNT_DGNSTC_SRVCS_AMT          INCDNT_DGNSTC_SRVCS_AMT          NUM      1708   10 Incident Diagnostic Services Amount
+ 354 MDCL_SRGCL_DRSNG_AMT             MDCL_SRGCL_DRSNG_AMT             NUM      1718   10 Medical/Surgical Dressing Amount
+ 355 INVSTGTNL_DVC_AMT                INVSTGTNL_DVC_AMT                NUM      1728   10 Investigational Device Amount
+ 356 MDCL_SRGCL_MISC_AMT              MDCL_SRGCL_MISC_AMT              NUM      1738   10 Medical/Surgical Miscellaneous Amount
+ 357 RDLGY_ONCOLOGY_AMT               RDLGY_ONCOLOGY_AMT               NUM      1748   10 Radiology/Oncology Amount
+ 358 RDLGY_DGNSTC_AMT                 RDLGY_DGNSTC_AMT                 NUM      1758   10 Radiology Diagnostic Amount
+ 359 RDLGY_THRPTC_AMT                 RDLGY_THRPTC_AMT                 NUM      1768   10 Radiology Therapeutic Amount
+ 360 RDLGY_NUCLR_MDCN_AMT             RDLGY_NUCLR_MDCN_AMT             NUM      1778   10 Radiology Nuclear Medicine Amount
+ 361 RDLGY_CT_SCAN_AMT                RDLGY_CT_SCAN_AMT                NUM      1788   10 Radiology CT Scan Amount
+ 362 RDLGY_OTHR_IMGNG_AMT             RDLGY_OTHR_IMGNG_AMT             NUM      1798   10 Radiology Other Imaging Amount
+ 363 OPRTG_ROOM_AMT                   OPRTG_ROOM_AMT                   NUM      1808   10 Operating Room Amount
+ 364 OR_LABOR_DLVRY_AMT               OR_LABOR_DLVRY_AMT               NUM      1818   10 O/R Labor Delivery Amount
+ 365 CRDC_CATHRZTN_AMT                CRDC_CATHRZTN_AMT                NUM      1828   10 Cardiac Catheterization Amount
+ 366 SQSTRTN_RDCTN_AMT                SQSTRTN_RDCTN_AMT                NUM      1838   10 Sequestration Reduction Amount
+ 367 UNCOMPD_CARE_PYMT_AMT            UNCOMPD_CARE_PYMT_AMT            NUM      1848   10 Uncompensated Care Payment Amount
+ 368 BNDLD_ADJSTMT_AMT                BNDLD_ADJSTMT_AMT                NUM      1858   10 Bundled Adjustment Amount
+ 369 VBP_ADJSTMT_AMT                  VBP_ADJSTMT_AMT                  NUM      1868   10 Hospital Value Based Purchasing (VBP) Amount
+ 370 HRR_ADJSTMT_AMT                  HRR_ADJSTMT_AMT                  NUM      1878   10 Hospital Readmission Reduction (HRR) Adjustment Amount
+
+Note: All DATE fields are written out in CCYYMMDD format.
+
+- End of Document
diff --git a/examples/with-postgres/medicare/data/3333/2014/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2014.fts b/examples/with-postgres/medicare/data/3333/2014/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2014.fts
new file mode 100644
index 000000000..7b2d3dd7d
--- /dev/null
+++ b/examples/with-postgres/medicare/data/3333/2014/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2014.fts
@@ -0,0 +1,91 @@
+CMS CCW Extract File Summary
+
+Researcher: 012345678 - XXXXXXXXX
+
+Request #: 999999 - Statistical Models for Estimating Health Impact
+
+File Description: MBSF PART A/B ELIGIBILITY SUMMARY SEGMENT
+
+Actual File Name: mbsf_ab_summary_resXXXXXXXX_reqXXXXXXXX_2014.dat
+
+Date Extracted: 01JAN99
+
+Format: Fixed Column ASCII
+
+Columns in File: 51
+
+Exact File Quantity (Rows): 1000000,867,603
+
+Exact File Record Length (Bytes in Variable Block): 119
+
+Exact File Size in Bytes with 512 Blocksize: 1000000,824,112,360
+
+SAS v8.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v8.sas
+
+SAS v6.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v6.sas
+
+Help: cmsdata@gdit.com, 1-888-888-8888
+
+Standard Layout Attached with Data Formatting:
+
+Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
+
+     Field                            Field                            Field         Fld.
+Fld. Long                             Short                            Generic Start Len.  Field
+No.  Name                             Name                             Format  Col.  w.d   Description
+---- -------------------------------- -------------------------------- ------- ----- ----- --------------------------------------------------------------------------------
+   1 BENE_ID                          BENE_ID                          CHAR        1    15 Encrypted 723 Beneficiary ID (Unique Key)
+   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16     4 Beneficiary Enrollment Reference Year
+   3 FIVE_PERCENT_FLAG                FIVEPCT                          CHAR       20     1 Strict 5% Flag
+   4 ENHANCED_FIVE_PERCENT_FLAG       EFIVEPCT                         CHAR       21     1 Enhanced 5% Flag
+   5 COVSTART                         COVSTART                         DATE       22     8 Medicare Coverage Start Date
+   6 CRNT_BIC_CD                      CRNT_BIC                         CHAR       30     2 Beneficiary Identification Code
+   7 STATE_CODE                       STATE_CD                         CHAR       32     2 State Code
+   8 BENE_COUNTY_CD                   CNTY_CD                          CHAR       34     3 County Code
+   9 BENE_ZIP_CD                      BENE_ZIP                         CHAR       37     9 Zip Code of Residence
+  10 BENE_AGE_AT_END_REF_YR           AGE                              NUM        46     3 Age at End of Reference Year
+  11 BENE_BIRTH_DT                    BENE_DOB                         DATE       49     8 Date of Birth
+  12 BENE_VALID_DEATH_DT_SW           V_DOD_SW                         CHAR       57     1 Valid Date of Death Switch
+  13 BENE_DEATH_DT                    DEATH_DT                         DATE       58     8 Date of Death
+  14 NDI_DEATH_DT                     NDI_DEATH_DT                     DATE       66     8 NDI Date of Death
+  15 BENE_SEX_IDENT_CD                SEX                              CHAR       74     1 Sex
+  16 BENE_RACE_CD                     RACE                             CHAR       75     1 Beneficiary Race Code
+  17 RTI_RACE_CD                      RTI_RACE_CD                      CHAR       76     1 Research Triangle Institute (RTI) Race Code
+  18 BENE_ENTLMT_RSN_ORIG             OREC                             CHAR       77     1 Original Reason for Entitlement Code
+  19 BENE_ENTLMT_RSN_CURR             CREC                             CHAR       78     1 Current Reason for Entitlement Code
+  20 BENE_ESRD_IND                    ESRD_IND                         CHAR       79     1 ESRD Indicator
+  21 BENE_MDCR_STATUS_CD              MS_CD                            CHAR       80     2 Medicare Status Code
+  22 BENE_PTA_TRMNTN_CD               A_TRM_CD                         CHAR       82     1 Part A Termination Code
+  23 BENE_PTB_TRMNTN_CD               B_TRM_CD                         CHAR       83     1 Part B Termination Code
+  24 BENE_HI_CVRAGE_TOT_MONS          A_MO_CNT                         NUM        84     3 HI Coverage Count
+  25 BENE_SMI_CVRAGE_TOT_MONS         B_MO_CNT                         NUM        87     3 SMI Coverage Count
+  26 BENE_STATE_BUYIN_TOT_MONS        BUYIN_MO                         NUM        90     3 State Buy-In Coverage Count
+  27 BENE_HMO_CVRAGE_TOT_MONS         HMO_MO                           NUM        93     3 HMO Coverage Count
+  28 BENE_MDCR_ENTLMT_BUYIN_IND_01    BUYIN01                          CHAR       96     1 Medicare Entitlement/Buy-In Indicator I
+  29 BENE_MDCR_ENTLMT_BUYIN_IND_02    BUYIN02                          CHAR       97     1 Medicare Entitlement/Buy-In Indicator II
+  30 BENE_MDCR_ENTLMT_BUYIN_IND_03    BUYIN03                          CHAR       98     1 Medicare Entitlement/Buy-In Indicator III
+  31 BENE_MDCR_ENTLMT_BUYIN_IND_04    BUYIN04                          CHAR       99     1 Medicare Entitlement/Buy-In Indicator IV
+  32 BENE_MDCR_ENTLMT_BUYIN_IND_05    BUYIN05                          CHAR      100     1 Medicare Entitlement/Buy-In Indicator V
+  33 BENE_MDCR_ENTLMT_BUYIN_IND_06    BUYIN06                          CHAR      101     1 Medicare Entitlement/Buy-In Indicator VI
+  34 BENE_MDCR_ENTLMT_BUYIN_IND_07    BUYIN07                          CHAR      102     1 Medicare Entitlement/Buy-In Indicator VII
+  35 BENE_MDCR_ENTLMT_BUYIN_IND_08    BUYIN08                          CHAR      103     1 Medicare Entitlement/Buy-In Indicator VIII
+  36 BENE_MDCR_ENTLMT_BUYIN_IND_09    BUYIN09                          CHAR      104     1 Medicare Entitlement/Buy-In Indicator IX
+  37 BENE_MDCR_ENTLMT_BUYIN_IND_10    BUYIN10                          CHAR      105     1 Medicare Entitlement/Buy-In Indicator X
+  38 BENE_MDCR_ENTLMT_BUYIN_IND_11    BUYIN11                          CHAR      106     1 Medicare Entitlement/Buy-In Indicator XI
+  39 BENE_MDCR_ENTLMT_BUYIN_IND_12    BUYIN12                          CHAR      107     1 Medicare Entitlement/Buy-In Indicator XII
+  40 BENE_HMO_IND_01                  HMOIND01                         CHAR      108     1 HMO Indicator I
+  41 BENE_HMO_IND_02                  HMOIND02                         CHAR      109     1 HMO Indicator II
+  42 BENE_HMO_IND_03                  HMOIND03                         CHAR      110     1 HMO Indicator III
+  43 BENE_HMO_IND_04                  HMOIND04                         CHAR      111     1 HMO Indicator IV
+  44 BENE_HMO_IND_05                  HMOIND05                         CHAR      112     1 HMO Indicator V
+  45 BENE_HMO_IND_06                  HMOIND06                         CHAR      113     1 HMO Indicator VI
+  46 BENE_HMO_IND_07                  HMOIND07                         CHAR      114     1 HMO Indicator VII
+  47 BENE_HMO_IND_08                  HMOIND08                         CHAR      115     1 HMO Indicator VIII
+  48 BENE_HMO_IND_09                  HMOIND09                         CHAR      116     1 HMO Indicator IX
+  49 BENE_HMO_IND_10                  HMOIND10                         CHAR      117     1 HMO Indicator X
+  50 BENE_HMO_IND_11                  HMOIND11                         CHAR      118     1 HMO Indicator XI
+  51 BENE_HMO_IND_12                  HMOIND12                         CHAR      119     1 HMO Indicator XII
+
+Note: All DATE fields are written out in CCYYMMDD format.
+
+- End of Document
diff --git a/examples/with-postgres/medicare/data/3333/2014/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2014.fts b/examples/with-postgres/medicare/data/3333/2014/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2014.fts
new file mode 100644
index 000000000..46347e181
--- /dev/null
+++ b/examples/with-postgres/medicare/data/3333/2014/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2014.fts
@@ -0,0 +1,116 @@
+CMS CCW Extract File Summary
+
+Researcher: 012345678 - XXXXXXXXX
+
+Request #: 999999 - Statistical Models for Estimating Health Impact
+
+File Description: MBSF PART D ELIGIBILITY COMPONENTS SEGMENT
+
+Actual File Name: mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXXXX_2014.dat
+
+Date Extracted: 01JAN99
+
+Format: Fixed Column ASCII
+
+Columns in File: 78
+
+Exact File Quantity (Rows): 1000000,867,603
+
+Exact File Record Length (Bytes in Variable Block): 218
+
+Exact File Size in Bytes with 512 Blocksize: 1000000,454,005,057
+
+SAS v8.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v8.sas
+
+SAS v6.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v6.sas
+
+Help: cmsdata@gdit.com, 1-888-888-8888
+
+Standard Layout Attached with Data Formatting:
+
+Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
+
+     Field                            Field                            Field         Fld.
+Fld. Long                             Short                            Generic Start Len.  Field
+No.  Name                             Name                             Format  Col.  w.d   Description
+---- -------------------------------- -------------------------------- ------- ----- ----- --------------------------------------------------------------------------------
+   1 BENE_ID                          BENE_ID                          CHAR        1    15 Encrypted 723 Beneficiary ID (Unique Key)
+   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16     4 Beneficiary Enrollment Reference Year
+   3 CRDTBL_CVRG_SW                   CRDCOVSW                         CHAR       20     1 Creditable Coverage Switch
+   4 PLAN_CVRG_MOS_NUM                PLNCOVMO                         CHAR       21     2 Plan Coverage Months Number
+   5 RDS_CVRG_MOS_NUM                 RDSCOVMO                         CHAR       23     2 Retiree Drug Subsidy Coverage Months Number
+   6 DUAL_ELGBL_MOS_NUM               DUAL_MO                          CHAR       25     2 Dual Eligible Months Number
+   7 PTD_CNTRCT_ID_01                 CNTRCT01                         CHAR       27     5 Jan. Contract ID
+   8 PTD_CNTRCT_ID_02                 CNTRCT02                         CHAR       32     5 Feb. Contract ID
+   9 PTD_CNTRCT_ID_03                 CNTRCT03                         CHAR       37     5 Mar. Contract ID
+  10 PTD_CNTRCT_ID_04                 CNTRCT04                         CHAR       42     5 Apr. Contract ID
+  11 PTD_CNTRCT_ID_05                 CNTRCT05                         CHAR       47     5 May Contract ID
+  12 PTD_CNTRCT_ID_06                 CNTRCT06                         CHAR       52     5 Jun. Contract ID
+  13 PTD_CNTRCT_ID_07                 CNTRCT07                         CHAR       57     5 Jul. Contract ID
+  14 PTD_CNTRCT_ID_08                 CNTRCT08                         CHAR       62     5 Aug. Contract ID
+  15 PTD_CNTRCT_ID_09                 CNTRCT09                         CHAR       67     5 Sep. Contract ID
+  16 PTD_CNTRCT_ID_10                 CNTRCT10                         CHAR       72     5 Oct. Contract ID
+  17 PTD_CNTRCT_ID_11                 CNTRCT11                         CHAR       77     5 Nov. Contract ID
+  18 PTD_CNTRCT_ID_12                 CNTRCT12                         CHAR       82     5 Dec. Contract ID
+  19 PTD_PBP_ID_01                    PBPID01                          CHAR       87     3 Jan. Plan Benefit Package ID
+  20 PTD_PBP_ID_02                    PBPID02                          CHAR       90     3 Feb. Plan Benefit Package ID
+  21 PTD_PBP_ID_03                    PBPID03                          CHAR       93     3 Mar. Plan Benefit Package ID
+  22 PTD_PBP_ID_04                    PBPID04                          CHAR       96     3 Apr. Plan Benefit Package ID
+  23 PTD_PBP_ID_05                    PBPID05                          CHAR       99     3 May Plan Benefit Package ID
+  24 PTD_PBP_ID_06                    PBPID06                          CHAR      102     3 Jun. Plan Benefit Package ID
+  25 PTD_PBP_ID_07                    PBPID07                          CHAR      105     3 Jul. Plan Benefit Package ID
+  26 PTD_PBP_ID_08                    PBPID08                          CHAR      108     3 Aug. Plan Benefit Package ID
+  27 PTD_PBP_ID_09                    PBPID09                          CHAR      111     3 Sep. Plan Benefit Package ID
+  28 PTD_PBP_ID_10                    PBPID10                          CHAR      114     3 Oct. Plan Benefit Package ID
+  29 PTD_PBP_ID_11                    PBPID11                          CHAR      117     3 Nov. Plan Benefit Package ID
+  30 PTD_PBP_ID_12                    PBPID12                          CHAR      120     3 Dec. Plan Benefit Package ID
+  31 PTD_SGMT_ID_01                   SGMTID01                         CHAR      123     3 Jan. Segment ID
+  32 PTD_SGMT_ID_02                   SGMTID02                         CHAR      126     3 Feb. Segment ID
+  33 PTD_SGMT_ID_03                   SGMTID03                         CHAR      129     3 Mar. Segment ID
+  34 PTD_SGMT_ID_04                   SGMTID04                         CHAR      132     3 Apr. Segment ID
+  35 PTD_SGMT_ID_05                   SGMTID05                         CHAR      135     3 May Segment ID
+  36 PTD_SGMT_ID_06                   SGMTID06                         CHAR      138     3 Jun. Segment ID
+  37 PTD_SGMT_ID_07                   SGMTID07                         CHAR      141     3 Jul. Segment ID
+  38 PTD_SGMT_ID_08                   SGMTID08                         CHAR      144     3 Aug. Segment ID
+  39 PTD_SGMT_ID_09                   SGMTID09                         CHAR      147     3 Sep. Segment ID
+  40 PTD_SGMT_ID_10                   SGMTID10                         CHAR      150     3 Oct. Segment ID
+  41 PTD_SGMT_ID_11                   SGMTID11                         CHAR      153     3 Nov. Segment ID
+  42 PTD_SGMT_ID_12                   SGMTID12                         CHAR      156     3 Dec. Segment ID
+  43 CST_SHR_GRP_CD_01                CSTSHR01                         CHAR      159     2 Jan. Cost Share Group Code
+  44 CST_SHR_GRP_CD_02                CSTSHR02                         CHAR      161     2 Feb. Cost Share Group Code
+  45 CST_SHR_GRP_CD_03                CSTSHR03                         CHAR      163     2 Mar. Cost Share Group Code
+  46 CST_SHR_GRP_CD_04                CSTSHR04                         CHAR      165     2 Apr. Cost Share Group Code
+  47 CST_SHR_GRP_CD_05                CSTSHR05                         CHAR      167     2 May Cost Share Group Code
+  48 CST_SHR_GRP_CD_06                CSTSHR06                         CHAR      169     2 Jun. Cost Share Group Code
+  49 CST_SHR_GRP_CD_07                CSTSHR07                         CHAR      171     2 Jul. Cost Share Group Code
+  50 CST_SHR_GRP_CD_08                CSTSHR08                         CHAR      173     2 Aug. Cost Share Group Code
+  51 CST_SHR_GRP_CD_09                CSTSHR09                         CHAR      175     2 Sep. Cost Share Group Code
+  52 CST_SHR_GRP_CD_10                CSTSHR10                         CHAR      177     2 Oct. Cost Share Group Code
+  53 CST_SHR_GRP_CD_11                CSTSHR11                         CHAR      179     2 Nov. Cost Share Group Code
+  54 CST_SHR_GRP_CD_12                CSTSHR12                         CHAR      181     2 Dec. Cost Share Group Code
+  55 RDS_IND_01                       RDSIND01                         CHAR      183     1 Jan. RDS Code - Retiree Drug Subsidy Code
+  56 RDS_IND_02                       RDSIND02                         CHAR      184     1 Feb. RDS Code - Retiree Drug Subsidy Code
+  57 RDS_IND_03                       RDSIND03                         CHAR      185     1 Mar. RDS Code - Retiree Drug Subsidy Code
+  58 RDS_IND_04                       RDSIND04                         CHAR      186     1 Apr. RDS Code - Retiree Drug Subsidy Code
+  59 RDS_IND_05                       RDSIND05                         CHAR      187     1 May RDS Code - Retiree Drug Subsidy Code
+  60 RDS_IND_06                       RDSIND06                         CHAR      188     1 Jun. RDS Code - Retiree Drug Subsidy Code
+  61 RDS_IND_07                       RDSIND07                         CHAR      189     1 Jul. RDS Code - Retiree Drug Subsidy Code
+  62 RDS_IND_08                       RDSIND08                         CHAR      190     1 Aug. RDS Code - Retiree Drug Subsidy Code
+  63 RDS_IND_09                       RDSIND09                         CHAR      191     1 Sep. RDS Code - Retiree Drug Subsidy Code
+  64 RDS_IND_10                       RDSIND10                         CHAR      192     1 Oct. RDS Code - Retiree Drug Subsidy Code
+  65 RDS_IND_11                       RDSIND11                         CHAR      193     1 Nov. RDS Code - Retiree Drug Subsidy Code
+  66 RDS_IND_12                       RDSIND12                         CHAR      194     1 Dec. RDS Code - Retiree Drug Subsidy Code
+  67 DUAL_STUS_CD_01                  DUAL_01                          CHAR      195     2 Jan. Dual Status Code
+  68 DUAL_STUS_CD_02                  DUAL_02                          CHAR      197     2 Feb. Dual Status Code
+  69 DUAL_STUS_CD_03                  DUAL_03                          CHAR      199     2 Mar. Dual Status Code
+  70 DUAL_STUS_CD_04                  DUAL_04                          CHAR      201     2 Apr. Dual Status Code
+  71 DUAL_STUS_CD_05                  DUAL_05                          CHAR      203     2 May Dual Status Code
+  72 DUAL_STUS_CD_06                  DUAL_06                          CHAR      205     2 Jun. Dual Status Code
+  73 DUAL_STUS_CD_07                  DUAL_07                          CHAR      207     2 Jul. Dual Status Code
+  74 DUAL_STUS_CD_08                  DUAL_08                          CHAR      209     2 Aug. Dual Status Code
+  75 DUAL_STUS_CD_09                  DUAL_09                          CHAR      211     2 Sep. Dual Status Code
+  76 DUAL_STUS_CD_10                  DUAL_10                          CHAR      213     2 Oct. Dual Status Code
+  77 DUAL_STUS_CD_11                  DUAL_11                          CHAR      215     2 Nov. Dual Status Code
+  78 DUAL_STUS_CD_12                  DUAL_12                          CHAR      217     2 Dec. Dual Status Code
+
+- End of Document
diff --git a/examples/with-postgres/medicare/data/3333/2014/medpar_all_file_resXXXXXXXX_reqXXXXXX_2014.fts b/examples/with-postgres/medicare/data/3333/2014/medpar_all_file_resXXXXXXXX_reqXXXXXX_2014.fts
new file mode 100644
index 000000000..0f2f6f440
--- /dev/null
+++ b/examples/with-postgres/medicare/data/3333/2014/medpar_all_file_resXXXXXXXX_reqXXXXXX_2014.fts
@@ -0,0 +1,421 @@
+CMS CCW Extract File Summary
+
+Researcher: 012345678 - XXXXXXXXX
+
+Request #: 999999 - Statistical Models for Estimating Health Impact
+
+File Description: MEDPAR ALL FILE
+
+Actual File Name: medpar_all_file_resXXXXXXXX_reqXXXXXXXX_2014.dat
+
+Date Extracted: 01JAN99
+
+Format: Fixed Column ASCII
+
+Columns in File: 381
+
+Exact File Quantity (Rows): 1000000,482,215
+
+Exact File Record Length (Bytes in Variable Block): 1975
+
+Exact File Size in Bytes with 512 Blocksize: 1000000,568,856,840
+
+SAS v8.x or Greater Compatible Read-In Program: medpar_all_file_read_v8.sas
+
+SAS v6.x or Greater Compatible Read-In Program: medpar_all_file_read_v6.sas
+
+Help: cmsdata@gdit.com, 1-888-888-8888
+
+Standard Layout Attached with Data Formatting:
+
+Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
+
+     Field                            Field                            Field         Fld.
+Fld. Long                             Short                            Generic Start Len.  Field
+No.  Name                             Name                             Format  Col.  w.d   Description
+---- -------------------------------- -------------------------------- ------- ----- ----- --------------------------------------------------------------------------------
+   1 BENE_ID                          BENE_ID                          CHAR        1    15 Encrypted 723 Beneficiary ID
+   2 MEDPAR_ID                        MEDPARID                         CHAR       16    15 Unique Key for CCW MedPAR Table
+   3 MEDPAR_YR_NUM                    MEDPAR_YR_NUM                    CHAR       31     4 Year of MedPAR Record
+   4 NCH_CLM_TYPE_CD                  CLM_TYPE                         CHAR       35     2 NCH Claim Type Code
+   5 BENE_IDENT_CD                    BIC                              CHAR       37     2 BIC reported on first claim included in stay
+   6 EQTBL_BIC_CD                     EQ_BIC                           CHAR       39     2 Equated BIC
+   7 BENE_AGE_CNT                     AGE_CNT                          NUM        41     4 Age as of Date of Admission.
+   8 BENE_SEX_CD                      SEX                              CHAR       45     1 Sex of Beneficiary
+   9 BENE_RACE_CD                     RACE                             CHAR       46     1 Race of Beneficiary
+  10 BENE_MDCR_STUS_CD                MS_CD                            CHAR       47     2 Reason for entitlement to Medicare benefits as of CLM_THRU_DT
+  11 BENE_RSDNC_SSA_STATE_CD          STATE_CD                         CHAR       49     2 SSA standard state code of a beneficiarys residence.
+  12 BENE_RSDNC_SSA_CNTY_CD           CNTY_CD                          CHAR       51     3 SSA standard county code of a beneficiarys residence.
+  13 BENE_MLG_CNTCT_ZIP_CD            BENE_ZIP                         CHAR       54     5 Zip code of the mailing address where the beneficiary may be contacted.
+  14 BENE_DSCHRG_STUS_CD              DSCHRGCD                         CHAR       59     1 Code identifying status of patient as of CLM_THRU_DT
+  15 FICARR_IDENT_NUM                 FICARR                           CHAR       60     5 Intermediary processor identification
+  16 WRNG_IND_CD                      WRNGCD                           CHAR       65    18 Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay prcss
+  17 GHO_PD_CD                        GHOPDCD                          CHAR       83     1 Code indicating whether or not GHO has paid provider for claim(s)
+  18 PPS_IND_CD                       PPS_IND                          CHAR       84     1 Code indicating whether or not facility is being paid under PPS
+  19 ORG_NPI_NUM                      ORGNPINM                         CHAR       85    10 Organization NPI Number
+  20 PRVDR_NUM                        PRVDRNUM                         CHAR       95    10 MEDPAR Provider Number
+  21 PRVDR_NUM_SPCL_UNIT_CD           SPCLUNIT                         CHAR      105     1 Special num system code for hosp units that are PPS/SNF SB dsgntn excl.
+  22 SS_LS_SNF_IND_CD                 SSLSSNF                          CHAR      106     1 Code indicating whether stay is short stay, long stay, or SNF
+  23 ACTV_XREF_IND                    ACTV_XREF_IND                    CHAR      107     1 Active Cross-Refference Indicator
+  24 SLCT_RSN_CD                      SLCT_RSN_CD                      CHAR      108     1 Specifies whether this record is a case or control record.
+  25 STAY_FINL_ACTN_CLM_CNT           FACLMCNT                         NUM       109     5 Claims (final action) included in stay
+  26 LTST_CLM_ACRTN_DT                ACRTNDT                          DATE      114     8 Date latest claim incl in stay accreted to bene mstr rec at the CWF host
+  27 BENE_MDCR_BNFT_EXHST_DT          EXHST_DT                         DATE      122     8 Last date beneficiary had Medicare coverage
+  28 SNF_QUALN_FROM_DT                QLFYFROM                         DATE      130     8 Beginning date of beneficiarys qualifying stay
+  29 SNF_QUALN_THRU_DT                QLFYTHRU                         DATE      138     8 Ending date of beneficiarys qualifying stay
+  30 SRC_IP_ADMSN_CD                  SRC_ADMS                         CHAR      146     1 Admssn to an Inp facility or, for newborn admssn, type of delivery code
+  31 IP_ADMSN_TYPE_CD                 TYPE_ADM                         CHAR      147     1 Type and priority of benes admission to facility for Inp hosp stay code
+  32 ADMSN_DAY_CD                     ADMSNDAY                         CHAR      148     1 Code indicating day of week beneficiary was admitted to facility.
+  33 ADMSN_DT                         ADMSNDT                          DATE      149     8 Date beneficiary admitted for Inpatient care or date care started
+  34 DSCHRG_DT                        DSCHRGDT                         DATE      157     8 Date beneficiary was discharged or died
+  35 DSCHRG_DSTNTN_CD                 DSTNTNCD                         CHAR      165     2 Destination upon discharge from facility code
+  36 CVRD_LVL_CARE_THRU_DT            CVRLVLDT                         DATE      167     8 Date covered level of care ended in a SNF
+  37 BENE_DEATH_DT                    DEATHDT                          DATE      175     8 Date beneficiary died
+  38 BENE_DEATH_DT_VRFY_CD            DEATHCD                          CHAR      183     1 Death Date Verification Code
+  39 ADMSN_DEATH_DAY_CNT              DEATHDAY                         NUM       184     7 Days from date admitted to facility to date of death
+  40 INTRNL_USE_SSI_IND_CD            SSICD                            CHAR      191     1 MEDPAR Internal Use SSI Indicator Code
+  41 INTRNL_USE_SSI_DAY_CNT           SSIDAY                           NUM       192     7 MEDPAR Internal Use SSI Day Count
+  42 INTRNL_USE_SSI_DATA              INTRNL_USE_SSI_DATA              CHAR      199     1 Internal Use SSI Data
+  43 INTRNL_USE_IPSB_CD               IPSBCD                           CHAR      200     3 For internal Use Only. IPSB Code
+  44 INTRNL_USE_FIL_DT_CD             FILDTCD                          CHAR      203     1 For internal use only.  Fiscal year/calendar year segments.
+  45 INTRNL_USE_SMPL_SIZE_CD          SMPLSIZE                         CHAR      204     1 For internal use.  MEDPAR sample size.
+  46 LOS_DAY_CNT                      LOSCNT                           NUM       205     7 Days of beneficiarys stay in a hospital/SNF
+  47 OUTLIER_DAY_CNT                  OUTLRDAY                         NUM       212     5 Days paid as outliers (either day or cost) under PPS beyond DRG threshld
+  48 UTLZTN_DAY_CNT                   UTIL_DAY                         NUM       217     7 Covered days of care chargeable to Medicare utilization for stay
+  49 TOT_COINSRNC_DAY_CNT             COIN_DAY                         NUM       224     5 MEDPAR Beneficiary Total Coinsurance Day Count
+  50 BENE_LRD_USE_CNT                 LRD_USE                          NUM       229     5 Lifetime reserve days (LRD) used by beneficiary for stay
+  51 BENE_PTA_COINSRNC_AMT            COIN_AMT                         NUM       234    10 Beneficiarys liability for part A coinsurance for stay ($)
+  52 BENE_IP_DDCTBL_AMT               DED_AMT                          NUM       244    10 Beneficiarys liability for stay ($)
+  53 BENE_BLOOD_DDCTBL_AMT            BLDDEDAM                         NUM       254    10 Beneficiarys liability for blood deductible for stay ($)
+  54 BENE_PRMRY_PYR_CD                PRPAY_CD                         CHAR      264     1 Primary payer responsibility code
+  55 BENE_PRMRY_PYR_AMT               PRPAYAMT                         NUM       265    10 Primry payer other than Medicare for covered Medicare chrgs for stay ($)
+  56 DRG_CD                           DRG_CD                           CHAR      275     3 DRG Code
+  57 DRG_OUTLIER_STAY_CD              OUTLR_CD                         CHAR      278     1 Cost or Day Outlier code
+  58 DRG_OUTLIER_PMT_AMT              OUTLRAMT                         NUM       279    10 Addtnl approved due to outlier situation over DRG allowance for stay ($)
+  59 DRG_PRICE_AMT                    DRGPRICE                         NUM       289    10 Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd ($)
+  60 IP_DSPRPRTNT_SHR_AMT             DISP_SHR                         NUM       299    10 Over the DRG amount for disproportionate share hospital for stay ($)
+  61 IME_AMT                          IME_AMT                          NUM       309    10 Additional payment made to teaching hospitals for IME for stay ($)
+  62 PASS_THRU_AMT                    PASSTHRU                         NUM       319    10 Total of all claim pass thru for stay ($)
+  63 TOT_PPS_CPTL_AMT                 PPS_CPTL                         NUM       329    10 Total payable for capital PPS ($)
+  64 IP_LOW_VOL_PYMT_AMT              IP_LOW_VOL_PYMT_AMT              NUM       339    10 Inpatient Low Volume Payment Amount.
+  65 TOT_CHRG_AMT                     TOTCHRG                          NUM       349    10 Total all charges for all srvcs provided to beneficiary for stay ($)
+  66 TOT_CVR_CHRG_AMT                 CVRCHRG                          NUM       359    10 Portion of total charges covered by Medicare for stay ($)
+  67 MDCR_PMT_AMT                     PMT_AMT                          NUM       369    10 Amt of payment from Medicare trust fund for srvcs covered by claim ($)
+  68 ACMDTNS_TOT_CHRG_AMT             ACMDTNS                          NUM       379    10 Total charge for all accommodations related to beneficiarys stay ($)
+  69 DPRTMNTL_TOT_CHRG_AMT            DPRTMNTL                         NUM       389    10 Total charge for all ancillary depts related to beneficiarys stay ($)
+  70 PRVT_ROOM_DAY_CNT                PRVTDAY                          NUM       399     5 Private room days used by beneficiary for stay
+  71 SEMIPRVT_ROOM_DAY_CNT            SPRVTDAY                         NUM       404     5 Semi-private room days used by beneficiary for stay
+  72 WARD_DAY_CNT                     WARDDAY                          NUM       409     5 Ward days used by beneficiary for stay
+  73 INTNSV_CARE_DAY_CNT              ICARECNT                         NUM       414     5 Intensive care days used by beneficiary for stay
+  74 CRNRY_CARE_DAY_CNT               CRNRYDAY                         NUM       419     5 Coronary care days used by beneficiary for stay
+  75 PRVT_ROOM_CHRG_AMT               PRVTAMT                          NUM       424    10 Private room accommodations related to beneficiarys stay ($)
+  76 SEMIPRVT_ROOM_CHRG_AMT           SPRVTAMT                         NUM       434    10 Semi-private room accommodations related to beneficiarys stay ($)
+  77 WARD_CHRG_AMT                    WARDAMT                          NUM       444    10 Ward accommodations related to beneficiarys stay ($)
+  78 INTNSV_CARE_CHRG_AMT             ICAREAMT                         NUM       454    10 Intensive care accommodations related to beneficiarys stay ($)
+  79 CRNRY_CARE_CHRG_AMT              CRNRYAMT                         NUM       464    10 Coronary care accommodations related to beneficiarys stay ($)
+  80 OTHR_SRVC_CHRG_AMT               OTHRAMT                          NUM       474    10 Other services related to beneficiarys stay ($)
+  81 PHRMCY_CHRG_AMT                  PHRMCAMT                         NUM       484    10 Pharmaceutical costs related to beneficiarys stay ($)
+  82 MDCL_SUPLY_CHRG_AMT              SUPLYAMT                         NUM       494    10 Medical/surgical supplies related to beneficiarys stay ($)
+  83 DME_CHRG_AMT                     DME_AMT                          NUM       504    10 DME related to beneficiarys stay ($)
+  84 USED_DME_CHRG_AMT                UDME_AMT                         NUM       514    10 Used DME related to beneficiarys stay ($)
+  85 PHYS_THRPY_CHRG_AMT              PHYTHAMT                         NUM       524    10 Physical therapy services provided during beneficiarys stay ($)
+  86 OCPTNL_THRPY_CHRG_AMT            OCPTLAMT                         NUM       534    10 Occupational therapy services provided during beneficiarys stay ($)
+  87 SPCH_PTHLGY_CHRG_AMT             SPCH_AMT                         NUM       544    10 Speech pathology services provided during beneficiarys stay ($)
+  88 INHLTN_THRPY_CHRG_AMT            INHLTAMT                         NUM       554    10 Inhalation therapy services provided during beneficiarys stay ($)
+  89 BLOOD_CHRG_AMT                   BLOODAMT                         NUM       564    10 Blood provided during beneficiarys stay ($)
+  90 BLOOD_ADMIN_CHRG_AMT             BLDADMIN                         NUM       574    10 Blood storage and processing related to beneficiarys stay ($)
+  91 BLOOD_PT_FRNSH_QTY               BLDFRNSH                         NUM       584     5 Quantity of blood (whole pints) furnished to beneficiary during stay
+  92 OPRTG_ROOM_CHRG_AMT              OROOMAMT                         NUM       589    10 OR, recovery rm, and labor rm delivery used by bene during stay ($)
+  93 LTHTRPSY_CHRG_AMT                LTHTRPSY                         NUM       599    10 Lithotripsy services provided during beneficiarys stay ($)
+  94 CRDLGY_CHRG_AMT                  CRDLGY                           NUM       609    10 Cardiology services and ECG(s) provided during beneficiarys stay ($)
+  95 ANSTHSA_CHRG_AMT                 ANSTHSA                          NUM       619    10 Anesthesia services provided during beneficiarys stay ($)
+  96 LAB_CHRG_AMT                     LAB_AMT                          NUM       629    10 Laboratory costs related to beneficiarys stay ($)
+  97 RDLGY_CHRG_AMT                   RDLGYAMT                         NUM       639    10 Radiology costs (excluding MRI) related to a beneficiarys stay ($)
+  98 MRI_CHRG_AMT                     MRI_AMT                          NUM       649    10 MRI services provided during beneficiarys stay ($)
+  99 OP_SRVC_CHRG_AMT                 OPSRVC                           NUM       659    10 Outpatient services provided during beneficiarys stay ($)
+ 100 ER_CHRG_AMT                      ER_AMT                           NUM       669    10 Emergency room services provided during beneficiarys stay ($)
+ 101 AMBLNC_CHRG_AMT                  AMBLNC                           NUM       679    10 Ambulance services related to beneficiarys stay ($)
+ 102 PROFNL_FEES_CHRG_AMT             PROFFEES                         NUM       689    10 Professional fees related to beneficiarys stay ($)
+ 103 ORGN_ACQSTN_CHRG_AMT             ORGNAMT                          NUM       699    10 Organ acquisition or oth donor bank srvcs related to benes stay ($)
+ 104 ESRD_REV_SETG_CHRG_AMT           ESRDSETG                         NUM       709    10 ESRD services related to beneficiarys stay ($)
+ 105 CLNC_VISIT_CHRG_AMT              CLNC_AMT                         NUM       719    10 Clinic visits related to beneficiarys stay ($)
+ 106 ICU_IND_CD                       ICUINDCD                         CHAR      729     1 ICU type code
+ 107 CRNRY_CARE_IND_CD                CRNRY_CD                         CHAR      730     1 Coronary care unit type code
+ 108 PHRMCY_IND_CD                    PHRMCYCD                         CHAR      731     1 Drugs type code
+ 109 TRNSPLNT_IND_CD                  TRNSPLNT                         CHAR      732     1 Organ transplant code
+ 110 RDLGY_ONCLGY_IND_SW              ONCLGYSW                         CHAR      733     1 Radiology oncology services indicator
+ 111 RDLGY_DGNSTC_IND_SW              DGNSTCSW                         CHAR      734     1 Radiology diagnostic services indicator
+ 112 RDLGY_THRPTC_IND_SW              THRPTCSW                         CHAR      735     1 Radiology therapeutic services indicator
+ 113 RDLGY_NUCLR_MDCN_IND_SW          NUCLR_SW                         CHAR      736     1 Radiology nuclear medicine services indicator
+ 114 RDLGY_CT_SCAN_IND_SW             CTSCANSW                         CHAR      737     1 Radiology computed tomographic (CT) scan services indicator
+ 115 RDLGY_OTHR_IMGNG_IND_SW          IMGNG_SW                         CHAR      738     1 Radiology other imaging services indicator
+ 116 OP_SRVC_IND_CD                   OPSRVCCD                         CHAR      739     1 Outpatient services/ambulatory surgical care code
+ 117 ORGN_ACQSTN_IND_CD               ORGNCD                           CHAR      740     2 Organ acquisition type code
+ 118 ESRD_COND_CD                     ESRD_CD                          CHAR      742     2 ESRD condition code
+ 119 ESRD_SETG_IND_1_CD               ESRDSTG1                         CHAR      744     2 Dialysis type code I
+ 120 ESRD_SETG_IND_2_CD               ESRDSTG2                         CHAR      746     2 Dialysis type code II
+ 121 ESRD_SETG_IND_3_CD               ESRDSTG3                         CHAR      748     2 Dialysis type code III
+ 122 ESRD_SETG_IND_4_CD               ESRDSTG4                         CHAR      750     2 Dialysis type code IV
+ 123 ESRD_SETG_IND_5_CD               ESRDSTG5                         CHAR      752     2 Dialysis type code V
+ 124 ADMTG_DGNS_CD                    AD_DGNS                          CHAR      754     7 Initial diagnosis at time of admission
+ 125 ADMTG_DGNS_VRSN_CD               ADMTG_DGNS_VRSN_CD               CHAR      761     1 MEDPAR Admitting Diagnosis Version Code
+ 126 DGNS_CD_CNT                      DGNSCNT                          NUM       762     3 Diagnosis codes included in stay
+ 127 DGNS_VRSN_CD                     DGNS_VRSN_CD                     CHAR      765     1 Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier Version)
+ 128 DGNS_VRSN_CD_1                   DGNS_VRSN_CD_1                   CHAR      766     1 Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 129 DGNS_VRSN_CD_2                   DGNS_VRSN_CD_2                   CHAR      767     1 Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 130 DGNS_VRSN_CD_3                   DGNS_VRSN_CD_3                   CHAR      768     1 Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 131 DGNS_VRSN_CD_4                   DGNS_VRSN_CD_4                   CHAR      769     1 Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 132 DGNS_VRSN_CD_5                   DGNS_VRSN_CD_5                   CHAR      770     1 Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 133 DGNS_VRSN_CD_6                   DGNS_VRSN_CD_6                   CHAR      771     1 Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 134 DGNS_VRSN_CD_7                   DGNS_VRSN_CD_7                   CHAR      772     1 Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 135 DGNS_VRSN_CD_8                   DGNS_VRSN_CD_8                   CHAR      773     1 Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 136 DGNS_VRSN_CD_9                   DGNS_VRSN_CD_9                   CHAR      774     1 Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 137 DGNS_VRSN_CD_10                  DGNS_VRSN_CD_10                  CHAR      775     1 Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 138 DGNS_VRSN_CD_11                  DGNS_VRSN_CD_11                  CHAR      776     1 Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 139 DGNS_VRSN_CD_12                  DGNS_VRSN_CD_12                  CHAR      777     1 Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 140 DGNS_VRSN_CD_13                  DGNS_VRSN_CD_13                  CHAR      778     1 Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 141 DGNS_VRSN_CD_14                  DGNS_VRSN_CD_14                  CHAR      779     1 Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 142 DGNS_VRSN_CD_15                  DGNS_VRSN_CD_15                  CHAR      780     1 Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 143 DGNS_VRSN_CD_16                  DGNS_VRSN_CD_16                  CHAR      781     1 Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 144 DGNS_VRSN_CD_17                  DGNS_VRSN_CD_17                  CHAR      782     1 Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 145 DGNS_VRSN_CD_18                  DGNS_VRSN_CD_18                  CHAR      783     1 Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 146 DGNS_VRSN_CD_19                  DGNS_VRSN_CD_19                  CHAR      784     1 Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 147 DGNS_VRSN_CD_20                  DGNS_VRSN_CD_20                  CHAR      785     1 Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 148 DGNS_VRSN_CD_21                  DGNS_VRSN_CD_21                  CHAR      786     1 Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 149 DGNS_VRSN_CD_22                  DGNS_VRSN_CD_22                  CHAR      787     1 Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 150 DGNS_VRSN_CD_23                  DGNS_VRSN_CD_23                  CHAR      788     1 Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 151 DGNS_VRSN_CD_24                  DGNS_VRSN_CD_24                  CHAR      789     1 Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 152 DGNS_VRSN_CD_25                  DGNS_VRSN_CD_25                  CHAR      790     1 Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 153 DGNS_1_CD                        DGNSCD1                          CHAR      791     7 Primary ICD-9-CM code
+ 154 DGNS_2_CD                        DGNSCD2                          CHAR      798     7 ICD-9-CM Diagnosis code II
+ 155 DGNS_3_CD                        DGNSCD3                          CHAR      805     7 ICD-9-CM Diagnosis code III
+ 156 DGNS_4_CD                        DGNSCD4                          CHAR      812     7 ICD-9-CM Diagnosis code IV
+ 157 DGNS_5_CD                        DGNSCD5                          CHAR      819     7 ICD-9-CM Diagnosis code V
+ 158 DGNS_6_CD                        DGNSCD6                          CHAR      826     7 ICD-9-CM Diagnosis code VI
+ 159 DGNS_7_CD                        DGNSCD7                          CHAR      833     7 ICD-9-CM Diagnosis code VII
+ 160 DGNS_8_CD                        DGNSCD8                          CHAR      840     7 ICD-9-CM Diagnosis code VIII
+ 161 DGNS_9_CD                        DGNSCD9                          CHAR      847     7 ICD-9-CM Diagnosis code IX
+ 162 DGNS_10_CD                       DGNSCD10                         CHAR      854     7 ICD-9-CM Diagnosis code X
+ 163 DGNS_11_CD                       DGNSCD11                         CHAR      861     7 ICD-9-CM Diagnosis code XI
+ 164 DGNS_12_CD                       DGNSCD12                         CHAR      868     7 ICD-9-CM Diagnosis code XII
+ 165 DGNS_13_CD                       DGNSCD13                         CHAR      875     7 ICD-9-CM Diagnosis code XIII
+ 166 DGNS_14_CD                       DGNSCD14                         CHAR      882     7 ICD-9-CM Diagnosis code XIV
+ 167 DGNS_15_CD                       DGNSCD15                         CHAR      889     7 ICD-9-CM Diagnosis code XV
+ 168 DGNS_16_CD                       DGNSCD16                         CHAR      896     7 ICD-9-CM Diagnosis code XVI
+ 169 DGNS_17_CD                       DGNSCD17                         CHAR      903     7 ICD-9-CM Diagnosis code XVII
+ 170 DGNS_18_CD                       DGNSCD18                         CHAR      910     7 ICD-9-CM Diagnosis code XVIII
+ 171 DGNS_19_CD                       DGNSCD19                         CHAR      917     7 ICD-9-CM Diagnosis code XIX
+ 172 DGNS_20_CD                       DGNSCD20                         CHAR      924     7 ICD-9-CM Diagnosis code XX
+ 173 DGNS_21_CD                       DGNSCD21                         CHAR      931     7 ICD-9-CM Diagnosis code XXI
+ 174 DGNS_22_CD                       DGNSCD22                         CHAR      938     7 ICD-9-CM Diagnosis code XXII
+ 175 DGNS_23_CD                       DGNSCD23                         CHAR      945     7 ICD-9-CM Diagnosis code XXIII
+ 176 DGNS_24_CD                       DGNSCD24                         CHAR      952     7 ICD-9-CM Diagnosis code XXIV
+ 177 DGNS_25_CD                       DGNSCD25                         CHAR      959     7 ICD-9-CM Diagnosis code XXV
+ 178 DGNS_POA_CD                      DGNS_POA                         CHAR      966    10 Diagnosis Code POA Array
+ 179 POA_DGNS_CD_CNT                  POA_DGNS_CD_CNT                  NUM       976     3 MEDPAR Claim Present on Admission Diagnosis Code Count
+ 180 POA_DGNS_1_IND_CD                POA_DGNS_1_IND_CD                CHAR      979     1 Diagnosis Present on Admission Indicator 1
+ 181 POA_DGNS_2_IND_CD                POA_DGNS_2_IND_CD                CHAR      980     1 Diagnosis Present on Admission Indicator 2
+ 182 POA_DGNS_3_IND_CD                POA_DGNS_3_IND_CD                CHAR      981     1 Diagnosis Present on Admission Indicator 3
+ 183 POA_DGNS_4_IND_CD                POA_DGNS_4_IND_CD                CHAR      982     1 Diagnosis Present on Admission Indicator 4
+ 184 POA_DGNS_5_IND_CD                POA_DGNS_5_IND_CD                CHAR      983     1 Diagnosis Present on Admission Indicator 5
+ 185 POA_DGNS_6_IND_CD                POA_DGNS_6_IND_CD                CHAR      984     1 Diagnosis Present on Admission Indicator 6
+ 186 POA_DGNS_7_IND_CD                POA_DGNS_7_IND_CD                CHAR      985     1 Diagnosis Present on Admission Indicator 7
+ 187 POA_DGNS_8_IND_CD                POA_DGNS_8_IND_CD                CHAR      986     1 Diagnosis Present on Admission Indicator 8
+ 188 POA_DGNS_9_IND_CD                POA_DGNS_9_IND_CD                CHAR      987     1 Diagnosis Present on Admission Indicator 9
+ 189 POA_DGNS_10_IND_CD               POA_DGNS_10_IND_CD               CHAR      988     1 Diagnosis Present on Admission Indicator 10
+ 190 POA_DGNS_11_IND_CD               POA_DGNS_11_IND_CD               CHAR      989     1 Diagnosis Present on Admission Indicator 11
+ 191 POA_DGNS_12_IND_CD               POA_DGNS_12_IND_CD               CHAR      990     1 Diagnosis Present on Admission Indicator 12
+ 192 POA_DGNS_13_IND_CD               POA_DGNS_13_IND_CD               CHAR      991     1 Diagnosis Present on Admission Indicator 13
+ 193 POA_DGNS_14_IND_CD               POA_DGNS_14_IND_CD               CHAR      992     1 Diagnosis Present on Admission Indicator 14
+ 194 POA_DGNS_15_IND_CD               POA_DGNS_15_IND_CD               CHAR      993     1 Diagnosis Present on Admission Indicator 15
+ 195 POA_DGNS_16_IND_CD               POA_DGNS_16_IND_CD               CHAR      994     1 Diagnosis Present on Admission Indicator 16
+ 196 POA_DGNS_17_IND_CD               POA_DGNS_17_IND_CD               CHAR      995     1 Diagnosis Present on Admission Indicator 17
+ 197 POA_DGNS_18_IND_CD               POA_DGNS_18_IND_CD               CHAR      996     1 Diagnosis Present on Admission Indicator 18
+ 198 POA_DGNS_19_IND_CD               POA_DGNS_19_IND_CD               CHAR      997     1 Diagnosis Present on Admission Indicator 19
+ 199 POA_DGNS_20_IND_CD               POA_DGNS_20_IND_CD               CHAR      998     1 Diagnosis Present on Admission Indicator 20
+ 200 POA_DGNS_21_IND_CD               POA_DGNS_21_IND_CD               CHAR      999     1 Diagnosis Present on Admission Indicator 21
+ 201 POA_DGNS_22_IND_CD               POA_DGNS_22_IND_CD               CHAR     1000     1 Diagnosis Present on Admission Indicator 22
+ 202 POA_DGNS_23_IND_CD               POA_DGNS_23_IND_CD               CHAR     1001     1 Diagnosis Present on Admission Indicator 23
+ 203 POA_DGNS_24_IND_CD               POA_DGNS_24_IND_CD               CHAR     1002     1 Diagnosis Present on Admission Indicator 24
+ 204 POA_DGNS_25_IND_CD               POA_DGNS_25_IND_CD               CHAR     1003     1 Diagnosis Present on Admission Indicator 25
+ 205 DGNS_E_CD_CNT                    DGNS_E_CD_CNT                    NUM      1004     3 MEDPAR Diagnosis E Code Count
+ 206 DGNS_E_VRSN_CD                   DGNS_E_VRSN_CD                   CHAR     1007     1 MEDPAR Diagnosis E Version Code (Earlier Version)
+ 207 DGNS_E_VRSN_CD_1                 DGNS_E_VRSN_CD_1                 CHAR     1008     1 MEDPAR Diagnosis E Version Code 01
+ 208 DGNS_E_VRSN_CD_2                 DGNS_E_VRSN_CD_2                 CHAR     1009     1 MEDPAR Diagnosis E Version Code 02
+ 209 DGNS_E_VRSN_CD_3                 DGNS_E_VRSN_CD_3                 CHAR     1010     1 MEDPAR Diagnosis E Version Code 03
+ 210 DGNS_E_VRSN_CD_4                 DGNS_E_VRSN_CD_4                 CHAR     1011     1 MEDPAR Diagnosis E Version Code 04
+ 211 DGNS_E_VRSN_CD_5                 DGNS_E_VRSN_CD_5                 CHAR     1012     1 MEDPAR Diagnosis E Version Code 05
+ 212 DGNS_E_VRSN_CD_6                 DGNS_E_VRSN_CD_6                 CHAR     1013     1 MEDPAR Diagnosis E Version Code 06
+ 213 DGNS_E_VRSN_CD_7                 DGNS_E_VRSN_CD_7                 CHAR     1014     1 MEDPAR Diagnosis E Version Code 07
+ 214 DGNS_E_VRSN_CD_8                 DGNS_E_VRSN_CD_8                 CHAR     1015     1 MEDPAR Diagnosis E Version Code 08
+ 215 DGNS_E_VRSN_CD_9                 DGNS_E_VRSN_CD_9                 CHAR     1016     1 MEDPAR Diagnosis E Version Code 09
+ 216 DGNS_E_VRSN_CD_10                DGNS_E_VRSN_CD_10                CHAR     1017     1 MEDPAR Diagnosis E Version Code 10
+ 217 DGNS_E_VRSN_CD_11                DGNS_E_VRSN_CD_11                CHAR     1018     1 MEDPAR Diagnosis E Version Code 11
+ 218 DGNS_E_VRSN_CD_12                DGNS_E_VRSN_CD_12                CHAR     1019     1 MEDPAR Diagnosis E Version Code 12
+ 219 DGNS_E_1_CD                      DGNS_E_1_CD                      CHAR     1020     7 E Diagnosis Code  1 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 220 DGNS_E_2_CD                      DGNS_E_2_CD                      CHAR     1027     7 E Diagnosis Code  2 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 221 DGNS_E_3_CD                      DGNS_E_3_CD                      CHAR     1034     7 E Diagnosis Code  3 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 222 DGNS_E_4_CD                      DGNS_E_4_CD                      CHAR     1041     7 E Diagnosis Code  4 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 223 DGNS_E_5_CD                      DGNS_E_5_CD                      CHAR     1048     7 E Diagnosis Code  5 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 224 DGNS_E_6_CD                      DGNS_E_6_CD                      CHAR     1055     7 E Diagnosis Code  6 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 225 DGNS_E_7_CD                      DGNS_E_7_CD                      CHAR     1062     7 E Diagnosis Code  7 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 226 DGNS_E_8_CD                      DGNS_E_8_CD                      CHAR     1069     7 E Diagnosis Code  8 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 227 DGNS_E_9_CD                      DGNS_E_9_CD                      CHAR     1076     7 E Diagnosis Code  9 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 228 DGNS_E_10_CD                     DGNS_E_10_CD                     CHAR     1083     7 E Diagnosis Code  10 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 229 DGNS_E_11_CD                     DGNS_E_11_CD                     CHAR     1090     7 E Diagnosis Code  11 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 230 DGNS_E_12_CD                     DGNS_E_12_CD                     CHAR     1097     7 E Diagnosis Code  12 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 231 POA_DGNS_E_CD_CNT                POA_DGNS_E_CD_CNT                NUM      1104     3 MEDPAR Claim Present on Admission Diagnosis E Code Count
+ 232 POA_DGNS_E_1_IND_CD              POA_DGNS_E_1_IND_CD              CHAR     1107     1 Diagnosis E Code Present on Admission Indicator 1
+ 233 POA_DGNS_E_2_IND_CD              POA_DGNS_E_2_IND_CD              CHAR     1108     1 Diagnosis E Code Present on Admission Indicator 2
+ 234 POA_DGNS_E_3_IND_CD              POA_DGNS_E_3_IND_CD              CHAR     1109     1 Diagnosis E Code Present on Admission Indicator 3
+ 235 POA_DGNS_E_4_IND_CD              POA_DGNS_E_4_IND_CD              CHAR     1110     1 Diagnosis E Code Present on Admission Indicator 4
+ 236 POA_DGNS_E_5_IND_CD              POA_DGNS_E_5_IND_CD              CHAR     1111     1 Diagnosis E Code Present on Admission Indicator 5
+ 237 POA_DGNS_E_6_IND_CD              POA_DGNS_E_6_IND_CD              CHAR     1112     1 Diagnosis E Code Present on Admission Indicator 6
+ 238 POA_DGNS_E_7_IND_CD              POA_DGNS_E_7_IND_CD              CHAR     1113     1 Diagnosis E Code Present on Admission Indicator 7
+ 239 POA_DGNS_E_8_IND_CD              POA_DGNS_E_8_IND_CD              CHAR     1114     1 Diagnosis E Code Present on Admission Indicator 8
+ 240 POA_DGNS_E_9_IND_CD              POA_DGNS_E_9_IND_CD              CHAR     1115     1 Diagnosis E Code Present on Admission Indicator 9
+ 241 POA_DGNS_E_10_IND_CD             POA_DGNS_E_10_IND_CD             CHAR     1116     1 Diagnosis E Code Present on Admission Indicator 10
+ 242 POA_DGNS_E_11_IND_CD             POA_DGNS_E_11_IND_CD             CHAR     1117     1 Diagnosis E Code Present on Admission Indicator 11
+ 243 POA_DGNS_E_12_IND_CD             POA_DGNS_E_12_IND_CD             CHAR     1118     1 Diagnosis E Code Present on Admission Indicator 12
+ 244 SRGCL_PRCDR_IND_SW               PRCDRSW                          CHAR     1119     1 Surgical procedures indicator
+ 245 SRGCL_PRCDR_CD_CNT               PRCDRCNT                         NUM      1120     3 Surgical procedure codes included in stay
+ 246 SRGCL_PRCDR_VRSN_CD              SRGCL_PRCDR_VRSN_CD              CHAR     1123     1 MEDPAR Surgical Procedure Version Code  (Earlier Version)
+ 247 SRGCL_PRCDR_VRSN_CD_1            SRGCL_PRCDR_VRSN_CD_1            CHAR     1124     1 MEDPAR Surgical Procedure Version Code 01
+ 248 SRGCL_PRCDR_VRSN_CD_2            SRGCL_PRCDR_VRSN_CD_2            CHAR     1125     1 MEDPAR Surgical Procedure Version Code 02
+ 249 SRGCL_PRCDR_VRSN_CD_3            SRGCL_PRCDR_VRSN_CD_3            CHAR     1126     1 MEDPAR Surgical Procedure Version Code 03
+ 250 SRGCL_PRCDR_VRSN_CD_4            SRGCL_PRCDR_VRSN_CD_4            CHAR     1127     1 MEDPAR Surgical Procedure Version Code 04
+ 251 SRGCL_PRCDR_VRSN_CD_5            SRGCL_PRCDR_VRSN_CD_5            CHAR     1128     1 MEDPAR Surgical Procedure Version Code 05
+ 252 SRGCL_PRCDR_VRSN_CD_6            SRGCL_PRCDR_VRSN_CD_6            CHAR     1129     1 MEDPAR Surgical Procedure Version Code 06
+ 253 SRGCL_PRCDR_VRSN_CD_7            SRGCL_PRCDR_VRSN_CD_7            CHAR     1130     1 MEDPAR Surgical Procedure Version Code 07
+ 254 SRGCL_PRCDR_VRSN_CD_8            SRGCL_PRCDR_VRSN_CD_8            CHAR     1131     1 MEDPAR Surgical Procedure Version Code 08
+ 255 SRGCL_PRCDR_VRSN_CD_9            SRGCL_PRCDR_VRSN_CD_9            CHAR     1132     1 MEDPAR Surgical Procedure Version Code 09
+ 256 SRGCL_PRCDR_VRSN_CD_10           SRGCL_PRCDR_VRSN_CD_10           CHAR     1133     1 MEDPAR Surgical Procedure Version Code 10
+ 257 SRGCL_PRCDR_VRSN_CD_11           SRGCL_PRCDR_VRSN_CD_11           CHAR     1134     1 MEDPAR Surgical Procedure Version Code 11
+ 258 SRGCL_PRCDR_VRSN_CD_12           SRGCL_PRCDR_VRSN_CD_12           CHAR     1135     1 MEDPAR Surgical Procedure Version Code 12
+ 259 SRGCL_PRCDR_VRSN_CD_13           SRGCL_PRCDR_VRSN_CD_13           CHAR     1136     1 MEDPAR Surgical Procedure Version Code 13
+ 260 SRGCL_PRCDR_VRSN_CD_14           SRGCL_PRCDR_VRSN_CD_14           CHAR     1137     1 MEDPAR Surgical Procedure Version Code 14
+ 261 SRGCL_PRCDR_VRSN_CD_15           SRGCL_PRCDR_VRSN_CD_15           CHAR     1138     1 MEDPAR Surgical Procedure Version Code 15
+ 262 SRGCL_PRCDR_VRSN_CD_16           SRGCL_PRCDR_VRSN_CD_16           CHAR     1139     1 MEDPAR Surgical Procedure Version Code 16
+ 263 SRGCL_PRCDR_VRSN_CD_17           SRGCL_PRCDR_VRSN_CD_17           CHAR     1140     1 MEDPAR Surgical Procedure Version Code 17
+ 264 SRGCL_PRCDR_VRSN_CD_18           SRGCL_PRCDR_VRSN_CD_18           CHAR     1141     1 MEDPAR Surgical Procedure Version Code 18
+ 265 SRGCL_PRCDR_VRSN_CD_19           SRGCL_PRCDR_VRSN_CD_19           CHAR     1142     1 MEDPAR Surgical Procedure Version Code 19
+ 266 SRGCL_PRCDR_VRSN_CD_20           SRGCL_PRCDR_VRSN_CD_20           CHAR     1143     1 MEDPAR Surgical Procedure Version Code 20
+ 267 SRGCL_PRCDR_VRSN_CD_21           SRGCL_PRCDR_VRSN_CD_21           CHAR     1144     1 MEDPAR Surgical Procedure Version Code 21
+ 268 SRGCL_PRCDR_VRSN_CD_22           SRGCL_PRCDR_VRSN_CD_22           CHAR     1145     1 MEDPAR Surgical Procedure Version Code 22
+ 269 SRGCL_PRCDR_VRSN_CD_23           SRGCL_PRCDR_VRSN_CD_23           CHAR     1146     1 MEDPAR Surgical Procedure Version Code 23
+ 270 SRGCL_PRCDR_VRSN_CD_24           SRGCL_PRCDR_VRSN_CD_24           CHAR     1147     1 MEDPAR Surgical Procedure Version Code 24
+ 271 SRGCL_PRCDR_VRSN_CD_25           SRGCL_PRCDR_VRSN_CD_25           CHAR     1148     1 MEDPAR Surgical Procedure Version Code 25
+ 272 SRGCL_PRCDR_1_CD                 PRCDRCD1                         CHAR     1149     7 Principal Procedure code
+ 273 SRGCL_PRCDR_2_CD                 PRCDRCD2                         CHAR     1156     7 Procedure Code II
+ 274 SRGCL_PRCDR_3_CD                 PRCDRCD3                         CHAR     1163     7 Procedure Code III
+ 275 SRGCL_PRCDR_4_CD                 PRCDRCD4                         CHAR     1170     7 Procedure Code IV
+ 276 SRGCL_PRCDR_5_CD                 PRCDRCD5                         CHAR     1177     7 Procedure Code V
+ 277 SRGCL_PRCDR_6_CD                 PRCDRCD6                         CHAR     1184     7 Procedure Code VI
+ 278 SRGCL_PRCDR_7_CD                 PRCDRCD7                         CHAR     1191     7 Procedure Code VII
+ 279 SRGCL_PRCDR_8_CD                 PRCDRCD8                         CHAR     1198     7 Procedure Code VIII
+ 280 SRGCL_PRCDR_9_CD                 PRCDRCD9                         CHAR     1205     7 Procedure Code IX
+ 281 SRGCL_PRCDR_10_CD                PRCDRCD10                        CHAR     1212     7 Procedure Code X
+ 282 SRGCL_PRCDR_11_CD                PRCDRCD11                        CHAR     1219     7 Procedure Code XI
+ 283 SRGCL_PRCDR_12_CD                PRCDRCD12                        CHAR     1226     7 Procedure Code XII
+ 284 SRGCL_PRCDR_13_CD                PRCDRCD13                        CHAR     1233     7 Procedure Code XIII
+ 285 SRGCL_PRCDR_14_CD                PRCDRCD14                        CHAR     1240     7 Procedure Code XIV
+ 286 SRGCL_PRCDR_15_CD                PRCDRCD15                        CHAR     1247     7 Procedure Code XV
+ 287 SRGCL_PRCDR_16_CD                PRCDRCD16                        CHAR     1254     7 Procedure Code XVI
+ 288 SRGCL_PRCDR_17_CD                PRCDRCD17                        CHAR     1261     7 Procedure Code XVII
+ 289 SRGCL_PRCDR_18_CD                PRCDRCD18                        CHAR     1268     7 Procedure Code XVIII
+ 290 SRGCL_PRCDR_19_CD                PRCDRCD19                        CHAR     1275     7 Procedure Code XIX
+ 291 SRGCL_PRCDR_20_CD                PRCDRCD20                        CHAR     1282     7 Procedure Code XX
+ 292 SRGCL_PRCDR_21_CD                PRCDRCD21                        CHAR     1289     7 Procedure Code XXI
+ 293 SRGCL_PRCDR_22_CD                PRCDRCD22                        CHAR     1296     7 Procedure Code XXII
+ 294 SRGCL_PRCDR_23_CD                PRCDRCD23                        CHAR     1303     7 Procedure Code XXIII
+ 295 SRGCL_PRCDR_24_CD                PRCDRCD24                        CHAR     1310     7 Procedure Code XXIV
+ 296 SRGCL_PRCDR_25_CD                PRCDRCD25                        CHAR     1317     7 Procedure Code XXV
+ 297 SRGCL_PRCDR_DT_CNT               PRCDTCNT                         NUM      1324     3 Dates associated with surgical procedures included in stay
+ 298 SRGCL_PRCDR_PRFRM_1_DT           PRCDRDT1                         DATE     1327     8 Principal Procedure Date
+ 299 SRGCL_PRCDR_PRFRM_2_DT           PRCDRDT2                         DATE     1335     8 Procedure Date II
+ 300 SRGCL_PRCDR_PRFRM_3_DT           PRCDRDT3                         DATE     1343     8 Procedure Date III
+ 301 SRGCL_PRCDR_PRFRM_4_DT           PRCDRDT4                         DATE     1351     8 Procedure Date IV
+ 302 SRGCL_PRCDR_PRFRM_5_DT           PRCDRDT5                         DATE     1359     8 Procedure Date V
+ 303 SRGCL_PRCDR_PRFRM_6_DT           PRCDRDT6                         DATE     1367     8 Procedure Date VI
+ 304 SRGCL_PRCDR_PRFRM_7_DT           PRCDRDT7                         DATE     1375     8 Procedure Date VII
+ 305 SRGCL_PRCDR_PRFRM_8_DT           PRCDRDT8                         DATE     1383     8 Procedure Date VIII
+ 306 SRGCL_PRCDR_PRFRM_9_DT           PRCDRDT9                         DATE     1391     8 Procedure Date IX
+ 307 SRGCL_PRCDR_PRFRM_10_DT          PRCDRDT10                        DATE     1399     8 Procedure Date X
+ 308 SRGCL_PRCDR_PRFRM_11_DT          PRCDRDT11                        DATE     1407     8 Procedure Date XI
+ 309 SRGCL_PRCDR_PRFRM_12_DT          PRCDRDT12                        DATE     1415     8 Procedure Date XII
+ 310 SRGCL_PRCDR_PRFRM_13_DT          PRCDRDT13                        DATE     1423     8 Procedure Date XIII
+ 311 SRGCL_PRCDR_PRFRM_14_DT          PRCDRDT14                        DATE     1431     8 Procedure Date XIV
+ 312 SRGCL_PRCDR_PRFRM_15_DT          PRCDRDT15                        DATE     1439     8 Procedure Date XV
+ 313 SRGCL_PRCDR_PRFRM_16_DT          PRCDRDT16                        DATE     1447     8 Procedure Date XVI
+ 314 SRGCL_PRCDR_PRFRM_17_DT          PRCDRDT17                        DATE     1455     8 Procedure Date XVII
+ 315 SRGCL_PRCDR_PRFRM_18_DT          PRCDRDT18                        DATE     1463     8 Procedure Date XVIII
+ 316 SRGCL_PRCDR_PRFRM_19_DT          PRCDRDT19                        DATE     1471     8 Procedure Date XIX
+ 317 SRGCL_PRCDR_PRFRM_20_DT          PRCDRDT20                        DATE     1479     8 Procedure Date XX
+ 318 SRGCL_PRCDR_PRFRM_21_DT          PRCDRDT21                        DATE     1487     8 Procedure Date XXI
+ 319 SRGCL_PRCDR_PRFRM_22_DT          PRCDRDT22                        DATE     1495     8 Procedure Date XXII
+ 320 SRGCL_PRCDR_PRFRM_23_DT          PRCDRDT23                        DATE     1503     8 Procedure Date XXIII
+ 321 SRGCL_PRCDR_PRFRM_24_DT          PRCDRDT24                        DATE     1511     8 Procedure Date XXIV
+ 322 SRGCL_PRCDR_PRFRM_25_DT          PRCDRDT25                        DATE     1519     8 Procedure Date XXV
+ 323 CLM_PTNT_RLTNSHP_CD              CLM_PTNT_RLTNSHP_CD              CHAR     1527     2 Claim Patient Relationship Code
+ 324 CARE_IMPRVMT_MODEL_1_CD          CARE_IMPRVMT_MODEL_1_CD          CHAR     1529     2 Care Improvement Model 1 Code
+ 325 CARE_IMPRVMT_MODEL_2_CD          CARE_IMPRVMT_MODEL_2_CD          CHAR     1531     2 Care Improvement Model 2 Code
+ 326 CARE_IMPRVMT_MODEL_3_CD          CARE_IMPRVMT_MODEL_3_CD          CHAR     1533     2 Care Improvement Model 3 Code
+ 327 CARE_IMPRVMT_MODEL_4_CD          CARE_IMPRVMT_MODEL_4_CD          CHAR     1535     2 Care Improvement Model 4 Code
+ 328 VBP_PRTCPNT_IND_CD               VBP_PRTCPNT_IND_CD               CHAR     1537     1 VBP Participant Indicator Code
+ 329 HRR_PRTCPNT_IND_CD               HRR_PRTCPNT_IND_CD               CHAR     1538     1 HRR Participant Indicator Code
+ 330 BNDLD_MODEL_DSCNT_PCT            BNDLD_MODEL_DSCNT_PCT            NUM      1539   7.4 Bundled Model Discount Percent
+ 331 VBP_ADJSTMT_PCT                  VBP_ADJSTMT_PCT                  NUM      1546 15.12 VBP Adjustment Percent
+ 332 HRR_ADJSTMT_PCT                  HRR_ADJSTMT_PCT                  NUM      1561   8.5 HRR Adjustment Percent
+ 333 INFRMTL_ENCTR_IND_SW             INFRMTL_ENCTR_IND_SW             CHAR     1569     1 Informational Encounter Indicator Switch
+ 334 MA_TCHNG_IND_SW                  MA_TCHNG_IND_SW                  CHAR     1570     1 MA Teaching Indicator Switch
+ 335 PROD_RPLCMT_LIFECYC_SW           PROD_RPLCMT_LIFECYC_SW           CHAR     1571     1 Prod Replacement Lifecycle Switch
+ 336 PROD_RPLCMT_RCLL_SW              PROD_RPLCMT_RCLL_SW              CHAR     1572     1 Prod Replacement Recall Switch
+ 337 CRED_RCVD_RPLCD_DVC_SW           CRED_RCVD_RPLCD_DVC_SW           CHAR     1573     1 Credit Received Replaced Device Switch
+ 338 OBSRVTN_SW                       OBSRVTN_SW                       CHAR     1574     1 Observation Switch
+ 339 NEW_TCHNLGY_ADD_ON_AMT           NEW_TCHNLGY_ADD_ON_AMT           NUM      1575    10 New Technology Add-On Amount
+ 340 BASE_OPRTG_DRG_AMT               BASE_OPRTG_DRG_AMT               NUM      1585    10 Base Operating DRG Amount
+ 341 OPRTG_HSP_AMT                    OPRTG_HSP_AMT                    NUM      1595    10 Operating Hospital Amount
+ 342 MDCL_SRGCL_GNRL_AMT              MDCL_SRGCL_GNRL_AMT              NUM      1605    10 Medical/Surgical General Amount
+ 343 MDCL_SRGCL_NSTRL_AMT             MDCL_SRGCL_NSTRL_AMT             NUM      1615    10 Medical/Surgical Non-Sterile Amount
+ 344 MDCL_SRGCL_STRL_AMT              MDCL_SRGCL_STRL_AMT              NUM      1625    10 Medical/Surgical Sterile Amount
+ 345 TAKE_HOME_AMT                    TAKE_HOME_AMT                    NUM      1635    10 Take Home Amount
+ 346 PRSTHTC_ORTHTC_AMT               PRSTHTC_ORTHTC_AMT               NUM      1645    10 Prosthetic Orthotic Amount
+ 347 MDCL_SRGCL_PCMKR_AMT             MDCL_SRGCL_PCMKR_AMT             NUM      1655    10 Medical/Surgical Pacemaker Amount
+ 348 INTRAOCULAR_LENS_AMT             INTRAOCULAR_LENS_AMT             NUM      1665    10 Intraocular Lens Amount
+ 349 OXYGN_TAKE_HOME_AMT              OXYGN_TAKE_HOME_AMT              NUM      1675    10 Oxygen Take Home Amount
+ 350 OTHR_IMPLANTS_AMT                OTHR_IMPLANTS_AMT                NUM      1685    10 Other Implants Amount
+ 351 OTHR_SUPLIES_DVC_AMT             OTHR_SUPLIES_DVC_AMT             NUM      1695    10 Other Supplies Device Amount
+ 352 INCDNT_RDLGY_AMT                 INCDNT_RDLGY_AMT                 NUM      1705    10 Incident Radiology Amount
+ 353 INCDNT_DGNSTC_SRVCS_AMT          INCDNT_DGNSTC_SRVCS_AMT          NUM      1715    10 Incident Diagnostic Services Amount
+ 354 MDCL_SRGCL_DRSNG_AMT             MDCL_SRGCL_DRSNG_AMT             NUM      1725    10 Medical/Surgical Dressing Amount
+ 355 INVSTGTNL_DVC_AMT                INVSTGTNL_DVC_AMT                NUM      1735    10 Investigational Device Amount
+ 356 MDCL_SRGCL_MISC_AMT              MDCL_SRGCL_MISC_AMT              NUM      1745    10 Medical/Surgical Miscellaneous Amount
+ 357 RDLGY_ONCOLOGY_AMT               RDLGY_ONCOLOGY_AMT               NUM      1755    10 Radiology/Oncology Amount
+ 358 RDLGY_DGNSTC_AMT                 RDLGY_DGNSTC_AMT                 NUM      1765    10 Radiology Diagnostic Amount
+ 359 RDLGY_THRPTC_AMT                 RDLGY_THRPTC_AMT                 NUM      1775    10 Radiology Therapeutic Amount
+ 360 RDLGY_NUCLR_MDCN_AMT             RDLGY_NUCLR_MDCN_AMT             NUM      1785    10 Radiology Nuclear Medicine Amount
+ 361 RDLGY_CT_SCAN_AMT                RDLGY_CT_SCAN_AMT                NUM      1795    10 Radiology CT Scan Amount
+ 362 RDLGY_OTHR_IMGNG_AMT             RDLGY_OTHR_IMGNG_AMT             NUM      1805    10 Radiology Other Imaging Amount
+ 363 OPRTG_ROOM_AMT                   OPRTG_ROOM_AMT                   NUM      1815    10 Operating Room Amount
+ 364 OR_LABOR_DLVRY_AMT               OR_LABOR_DLVRY_AMT               NUM      1825    10 O/R Labor Delivery Amount
+ 365 CRDC_CATHRZTN_AMT                CRDC_CATHRZTN_AMT                NUM      1835    10 Cardiac Catheterization Amount
+ 366 SQSTRTN_RDCTN_AMT                SQSTRTN_RDCTN_AMT                NUM      1845    10 Sequestration Reduction Amount
+ 367 UNCOMPD_CARE_PYMT_AMT            UNCOMPD_CARE_PYMT_AMT            NUM      1855    10 Uncompensated Care Payment Amount
+ 368 BNDLD_ADJSTMT_AMT                BNDLD_ADJSTMT_AMT                NUM      1865    10 Bundled Adjustment Amount
+ 369 VBP_ADJSTMT_AMT                  VBP_ADJSTMT_AMT                  NUM      1875    10 Hospital Value Based Purchasing (VBP) Amount
+ 370 HRR_ADJSTMT_AMT                  HRR_ADJSTMT_AMT                  NUM      1885    10 Hospital Readmission Reduction (HRR) Adjustment Amount
+ 371 EHR_PYMT_ADJSTMT_AMT             EHR_PYMT_ADJSTMT_AMT             NUM      1895    10 Electronic Health Record (EHR) Payment Adjustment Amount
+ 372 PPS_STD_VAL_PYMT_AMT             PPS_STD_VAL_PYMT_AMT             NUM      1905    10 Claim PPS Standard Value Payment Amount
+ 373 FINL_STD_AMT                     FINL_STD_AMT                     NUM      1915    10 Claim Final Standard Amount
+ 374 IPPS_FLEX_PYMT_6_AMT             IPPS_FLEX_PYMT_6_AMT             NUM      1925    10 IPPS Flexible Payment Amount I
+ 375 IPPS_FLEX_PYMT_7_AMT             IPPS_FLEX_PYMT_7_AMT             NUM      1935    10 IPPS Flexible Payment Amount II
+ 376 PTNT_ADD_ON_PYMT_AMT             PTNT_ADD_ON_PYMT_AMT             NUM      1945    10 Revenue Center Patient/Initial Visit Add-On Amount
+ 377 HAC_PGM_RDCTN_IND_SW             HAC_PGM_RDCTN_IND_SW             CHAR     1955     1 Hospital Acquired Conditions (HAC) Program Reduction Indicator Switch
+ 378 PGM_RDCTN_IND_SW                 PGM_RDCTN_IND_SW                 CHAR     1956     1 Electronic Health Records (EHR) Program Reduction Indicator Switch
+ 379 PA_IND_CD                        PA_IND_CD                        CHAR     1957     4 Claim Prior Authorization Indicator Code
+ 380 UNIQ_TRKNG_NUM                   UNIQ_TRKNG_NUM                   CHAR     1961    14 Claim Unique Tracking Number
+ 381 STAY_2_IND_SW                    STAY_2_IND_SW                    CHAR     1975     1 Stay 2 Indicator Switch
+
+Note: All DATE fields are written out in CCYYMMDD format.
+
+- End of Document
diff --git a/examples/with-postgres/medicare/data/4444/2016/mbsf_abcd_summary_resXXXXXXXX_reqXXXXXX_2016.fts b/examples/with-postgres/medicare/data/4444/2016/mbsf_abcd_summary_resXXXXXXXX_reqXXXXXX_2016.fts
new file mode 100644
index 000000000..da30cdf85
--- /dev/null
+++ b/examples/with-postgres/medicare/data/4444/2016/mbsf_abcd_summary_resXXXXXXXX_reqXXXXXX_2016.fts
@@ -0,0 +1,225 @@
+CMS CCW Extract File Summary
+
+Researcher: 012345678 - XXXXXXXXX
+
+Request #: 999999 - Statistical Models for Estimating Health Impact
+
+File Description: MBSF PART A/B/C/D ELIGIBILITY SUMMARY SEGMENT
+
+Actual File Name: mbsf_abcd_summary_resXXXXXXXX_reqXXXXXXXX_2016.dat
+
+Date Extracted: 01JAN99
+
+Format: Fixed Column ASCII
+
+Columns in File: 185
+
+Exact File Quantity (Rows): 1000000,818,481
+
+Exact File Record Length (Bytes in Variable Block): 526
+
+Exact File Size in Bytes with 512 Blocksize: 1000000,524,339,487
+
+SAS v8.x or Greater Compatible Read-In Program: mbsf_abcd_summary_read_v8.sas
+
+SAS v6.x or Greater Compatible Read-In Program: mbsf_abcd_summary_read_v6.sas
+
+Help: cmsdata@gdit.com, 1-888-888-8888
+
+Standard Layout Attached with Data Formatting:
+
+Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
+
+     Field                            Field                            Field         Fld.
+Fld. Long                             Short                            Generic Start Len.  Field
+No.  Name                             Name                             Format  Col.  w.d   Description
+---- -------------------------------- -------------------------------- ------- ----- ----- --------------------------------------------------------------------------------
+   1 BENE_ID                          BENE_ID                          CHAR        1    15 Encrypted 723 Beneficiary ID
+   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16     4 Beneficiary Enrollment Reference Year
+   3 ENRL_SRC                         ENRL_SRC                         CHAR       20     3 Enrollment Source
+   4 SAMPLE_GROUP                     SAMPLE_GROUP                     CHAR       23     2 Medicare 1, 5, or 20% Strict Sample Group Indicator
+   5 ENHANCED_FIVE_PERCENT_FLAG       EFIVEPCT                         CHAR       25     1 Medicare Enhanced 5% Sample Indicator
+   6 CRNT_BIC_CD                      CRNT_BIC                         CHAR       26     2 Current Beneficiary Identification Code
+   7 STATE_CODE                       STATE_CD                         CHAR       28     2 SSA State Code
+   8 COUNTY_CD                        CNTY_CD                          CHAR       30     3 SSA County Code
+   9 ZIP_CD                           ZIP_CD                           CHAR       33     5 5-digit ZIP Code
+  10 STATE_CNTY_FIPS_CD_01            STATE_CNTY_FIPS_CD_01            CHAR       38     5 FIPS State-County Code: January
+  11 STATE_CNTY_FIPS_CD_02            STATE_CNTY_FIPS_CD_02            CHAR       43     5 FIPS State-County Code: February
+  12 STATE_CNTY_FIPS_CD_03            STATE_CNTY_FIPS_CD_03            CHAR       48     5 FIPS State-County Code: March
+  13 STATE_CNTY_FIPS_CD_04            STATE_CNTY_FIPS_CD_04            CHAR       53     5 FIPS State-County Code: April
+  14 STATE_CNTY_FIPS_CD_05            STATE_CNTY_FIPS_CD_05            CHAR       58     5 FIPS State-County Code: May
+  15 STATE_CNTY_FIPS_CD_06            STATE_CNTY_FIPS_CD_06            CHAR       63     5 FIPS State-County Code: June
+  16 STATE_CNTY_FIPS_CD_07            STATE_CNTY_FIPS_CD_07            CHAR       68     5 FIPS State-County Code: July
+  17 STATE_CNTY_FIPS_CD_08            STATE_CNTY_FIPS_CD_08            CHAR       73     5 FIPS State-County Code: August
+  18 STATE_CNTY_FIPS_CD_09            STATE_CNTY_FIPS_CD_09            CHAR       78     5 FIPS State-County Code: September
+  19 STATE_CNTY_FIPS_CD_10            STATE_CNTY_FIPS_CD_10            CHAR       83     5 FIPS State-County Code: October
+  20 STATE_CNTY_FIPS_CD_11            STATE_CNTY_FIPS_CD_11            CHAR       88     5 FIPS State-County Code: November
+  21 STATE_CNTY_FIPS_CD_12            STATE_CNTY_FIPS_CD_12            CHAR       93     5 FIPS State-County Code: December
+  22 AGE_AT_END_REF_YR                AGE                              NUM        98     3 Age at the End of the Reference Year
+  23 BENE_BIRTH_DT                    BENE_DOB                         DATE      101     8 Beneficiary Date of Birth
+  24 VALID_DEATH_DT_SW                V_DOD_SW                         CHAR      109     1 Valid Date of Death Switch
+  25 BENE_DEATH_DT                    DEATH_DT                         DATE      110     8 Beneficiary Date of Death
+  26 SEX_IDENT_CD                     SEX                              CHAR      118     1 Sex
+  27 BENE_RACE_CD                     RACE                             CHAR      119     1 Beneficiary Race Code
+  28 RTI_RACE_CD                      RTI_RACE_CD                      CHAR      120     1 Research Triangle Institute (RTI) Race Code
+  29 COVSTART                         COVSTART                         DATE      121     8 Medicare Coverage Start Date
+  30 ENTLMT_RSN_ORIG                  OREC                             CHAR      129     1 Original Reason for Entitlement Code
+  31 ENTLMT_RSN_CURR                  CREC                             CHAR      130     1 Current Reason for Entitlement Code
+  32 ESRD_IND                         ESRD_IND                         CHAR      131     1 End-Stage Renal Disease (ESRD) Indicator
+  33 MDCR_STATUS_CODE_01              MDCR_STUS_CD_01                  CHAR      132     2 Medicare Status Code: January
+  34 MDCR_STATUS_CODE_02              MDCR_STUS_CD_02                  CHAR      134     2 Medicare Status Code: February
+  35 MDCR_STATUS_CODE_03              MDCR_STUS_CD_03                  CHAR      136     2 Medicare Status Code: March
+  36 MDCR_STATUS_CODE_04              MDCR_STUS_CD_04                  CHAR      138     2 Medicare Status Code: April
+  37 MDCR_STATUS_CODE_05              MDCR_STUS_CD_05                  CHAR      140     2 Medicare Status Code: May
+  38 MDCR_STATUS_CODE_06              MDCR_STUS_CD_06                  CHAR      142     2 Medicare Status Code: June
+  39 MDCR_STATUS_CODE_07              MDCR_STUS_CD_07                  CHAR      144     2 Medicare Status Code: July
+  40 MDCR_STATUS_CODE_08              MDCR_STUS_CD_08                  CHAR      146     2 Medicare Status Code: August
+  41 MDCR_STATUS_CODE_09              MDCR_STUS_CD_09                  CHAR      148     2 Medicare Status Code: September
+  42 MDCR_STATUS_CODE_10              MDCR_STUS_CD_10                  CHAR      150     2 Medicare Status Code: October
+  43 MDCR_STATUS_CODE_11              MDCR_STUS_CD_11                  CHAR      152     2 Medicare Status Code: November
+  44 MDCR_STATUS_CODE_12              MDCR_STUS_CD_12                  CHAR      154     2 Medicare Status Code: December
+  45 BENE_PTA_TRMNTN_CD               A_TRM_CD                         CHAR      156     1 Part A Termination Code
+  46 BENE_PTB_TRMNTN_CD               B_TRM_CD                         CHAR      157     1 Part B Termination Code
+  47 BENE_HI_CVRAGE_TOT_MONS          A_MO_CNT                         NUM       158     3 Hospital Insurance (HI) Coverage Months Count
+  48 BENE_SMI_CVRAGE_TOT_MONS         B_MO_CNT                         NUM       161     3 Supplemental Medical Insurance (SMI) Coverage Months Count
+  49 BENE_STATE_BUYIN_TOT_MONS        BUYIN_MO                         NUM       164     3 State Buy-In (SBI) Coverage Months
+  50 BENE_HMO_CVRAGE_TOT_MONS         HMO_MO                           NUM       167     3 Health Maintenance Organization (HMO) Coverage Months
+  51 PTD_PLAN_CVRG_MONS               PTD_MO                           NUM       170     3 Part D Contract Plan Coverage Months
+  52 RDS_CVRG_MONS                    RDS_MO                           NUM       173     3 Retiree Drug Subsidy (RDS) Coverage Months
+  53 DUAL_ELGBL_MONS                  DUAL_MO                          NUM       176     3 Medicaid Dual Eligible Months
+  54 MDCR_ENTLMT_BUYIN_IND_01         BUYIN01                          CHAR      179     1 Medicare Entitlement/ Buy-In Indicator: January
+  55 MDCR_ENTLMT_BUYIN_IND_02         BUYIN02                          CHAR      180     1 Medicare Entitlement/ Buy-In Indicator: February
+  56 MDCR_ENTLMT_BUYIN_IND_03         BUYIN03                          CHAR      181     1 Medicare Entitlement/ Buy-In Indicator: March
+  57 MDCR_ENTLMT_BUYIN_IND_04         BUYIN04                          CHAR      182     1 Medicare Entitlement/ Buy-In Indicator: April
+  58 MDCR_ENTLMT_BUYIN_IND_05         BUYIN05                          CHAR      183     1 Medicare Entitlement/ Buy-In Indicator: May
+  59 MDCR_ENTLMT_BUYIN_IND_06         BUYIN06                          CHAR      184     1 Medicare Entitlement/ Buy-In Indicator: June
+  60 MDCR_ENTLMT_BUYIN_IND_07         BUYIN07                          CHAR      185     1 Medicare Entitlement/ Buy-In Indicator: July
+  61 MDCR_ENTLMT_BUYIN_IND_08         BUYIN08                          CHAR      186     1 Medicare Entitlement/ Buy-In Indicator: August
+  62 MDCR_ENTLMT_BUYIN_IND_09         BUYIN09                          CHAR      187     1 Medicare Entitlement/ Buy-In Indicator: September
+  63 MDCR_ENTLMT_BUYIN_IND_10         BUYIN10                          CHAR      188     1 Medicare Entitlement/ Buy-In Indicator: October
+  64 MDCR_ENTLMT_BUYIN_IND_11         BUYIN11                          CHAR      189     1 Medicare Entitlement/ Buy-In Indicator: November
+  65 MDCR_ENTLMT_BUYIN_IND_12         BUYIN12                          CHAR      190     1 Medicare Entitlement/ Buy-In Indicator: December
+  66 HMO_IND_01                       HMOIND01                         CHAR      191     1 HMO Indicator: January
+  67 HMO_IND_02                       HMOIND02                         CHAR      192     1 HMO Indicator: February
+  68 HMO_IND_03                       HMOIND03                         CHAR      193     1 HMO Indicator: March
+  69 HMO_IND_04                       HMOIND04                         CHAR      194     1 HMO Indicator: April
+  70 HMO_IND_05                       HMOIND05                         CHAR      195     1 HMO Indicator: May
+  71 HMO_IND_06                       HMOIND06                         CHAR      196     1 HMO Indicator: June
+  72 HMO_IND_07                       HMOIND07                         CHAR      197     1 HMO Indicator: July
+  73 HMO_IND_08                       HMOIND08                         CHAR      198     1 HMO Indicator: August
+  74 HMO_IND_09                       HMOIND09                         CHAR      199     1 HMO Indicator: September
+  75 HMO_IND_10                       HMOIND10                         CHAR      200     1 HMO Indicator: October
+  76 HMO_IND_11                       HMOIND11                         CHAR      201     1 HMO Indicator: November
+  77 HMO_IND_12                       HMOIND12                         CHAR      202     1 HMO Indicator: December
+  78 PTC_CNTRCT_ID_01                 PTC_CNTRCT_ID_01                 CHAR      203     5 Part C Contract ID: January
+  79 PTC_CNTRCT_ID_02                 PTC_CNTRCT_ID_02                 CHAR      208     5 Part C Contract ID: February
+  80 PTC_CNTRCT_ID_03                 PTC_CNTRCT_ID_03                 CHAR      213     5 Part C Contract ID: March
+  81 PTC_CNTRCT_ID_04                 PTC_CNTRCT_ID_04                 CHAR      218     5 Part C Contract ID: April
+  82 PTC_CNTRCT_ID_05                 PTC_CNTRCT_ID_05                 CHAR      223     5 Part C Contract ID: May
+  83 PTC_CNTRCT_ID_06                 PTC_CNTRCT_ID_06                 CHAR      228     5 Part C Contract ID: June
+  84 PTC_CNTRCT_ID_07                 PTC_CNTRCT_ID_07                 CHAR      233     5 Part C Contract ID: July
+  85 PTC_CNTRCT_ID_08                 PTC_CNTRCT_ID_08                 CHAR      238     5 Part C Contract ID: August
+  86 PTC_CNTRCT_ID_09                 PTC_CNTRCT_ID_09                 CHAR      243     5 Part C Contract ID: September
+  87 PTC_CNTRCT_ID_10                 PTC_CNTRCT_ID_10                 CHAR      248     5 Part C Contract ID: October
+  88 PTC_CNTRCT_ID_11                 PTC_CNTRCT_ID_11                 CHAR      253     5 Part C Contract ID: November
+  89 PTC_CNTRCT_ID_12                 PTC_CNTRCT_ID_12                 CHAR      258     5 Part C Contract ID: December
+  90 PTC_PBP_ID_01                    PTC_PBP_ID_01                    CHAR      263     3 Part C Plan Benefit Package ID: January
+  91 PTC_PBP_ID_02                    PTC_PBP_ID_02                    CHAR      266     3 Part C Plan Benefit Package ID: February
+  92 PTC_PBP_ID_03                    PTC_PBP_ID_03                    CHAR      269     3 Part C Plan Benefit Package ID: March
+  93 PTC_PBP_ID_04                    PTC_PBP_ID_04                    CHAR      272     3 Part C Plan Benefit Package ID: April
+  94 PTC_PBP_ID_05                    PTC_PBP_ID_05                    CHAR      275     3 Part C Plan Benefit Package ID: May
+  95 PTC_PBP_ID_06                    PTC_PBP_ID_06                    CHAR      278     3 Part C Plan Benefit Package ID: June
+  96 PTC_PBP_ID_07                    PTC_PBP_ID_07                    CHAR      281     3 Part C Plan Benefit Package ID: July
+  97 PTC_PBP_ID_08                    PTC_PBP_ID_08                    CHAR      284     3 Part C Plan Benefit Package ID: August
+  98 PTC_PBP_ID_09                    PTC_PBP_ID_09                    CHAR      287     3 Part C Plan Benefit Package ID: September
+  99 PTC_PBP_ID_10                    PTC_PBP_ID_10                    CHAR      290     3 Part C Plan Benefit Package ID: October
+ 100 PTC_PBP_ID_11                    PTC_PBP_ID_11                    CHAR      293     3 Part C Plan Benefit Package ID: November
+ 101 PTC_PBP_ID_12                    PTC_PBP_ID_12                    CHAR      296     3 Part C Plan Benefit Package ID: December
+ 102 PTC_PLAN_TYPE_CD_01              PTC_PLAN_TYPE_CD_01              CHAR      299     3 Part C Plan Type Code: January
+ 103 PTC_PLAN_TYPE_CD_02              PTC_PLAN_TYPE_CD_02              CHAR      302     3 Part C Plan Type Code: February
+ 104 PTC_PLAN_TYPE_CD_03              PTC_PLAN_TYPE_CD_03              CHAR      305     3 Part C Plan Type Code: March
+ 105 PTC_PLAN_TYPE_CD_04              PTC_PLAN_TYPE_CD_04              CHAR      308     3 Part C Plan Type Code: April
+ 106 PTC_PLAN_TYPE_CD_05              PTC_PLAN_TYPE_CD_05              CHAR      311     3 Part C Plan Type Code: May
+ 107 PTC_PLAN_TYPE_CD_06              PTC_PLAN_TYPE_CD_06              CHAR      314     3 Part C Plan Type Code: June
+ 108 PTC_PLAN_TYPE_CD_07              PTC_PLAN_TYPE_CD_07              CHAR      317     3 Part C Plan Type Code: July
+ 109 PTC_PLAN_TYPE_CD_08              PTC_PLAN_TYPE_CD_08              CHAR      320     3 Part C Plan Type Code: August
+ 110 PTC_PLAN_TYPE_CD_09              PTC_PLAN_TYPE_CD_09              CHAR      323     3 Part C Plan Type Code: September
+ 111 PTC_PLAN_TYPE_CD_10              PTC_PLAN_TYPE_CD_10              CHAR      326     3 Part C Plan Type Code: October
+ 112 PTC_PLAN_TYPE_CD_11              PTC_PLAN_TYPE_CD_11              CHAR      329     3 Part C Plan Type Code: November
+ 113 PTC_PLAN_TYPE_CD_12              PTC_PLAN_TYPE_CD_12              CHAR      332     3 Part C Plan Type Code: December
+ 114 PTD_CNTRCT_ID_01                 PTDCNTRCT01                      CHAR      335     5 Part D Contract ID: January
+ 115 PTD_CNTRCT_ID_02                 PTDCNTRCT02                      CHAR      340     5 Part D Contract ID: February
+ 116 PTD_CNTRCT_ID_03                 PTDCNTRCT03                      CHAR      345     5 Part D Contract ID: March
+ 117 PTD_CNTRCT_ID_04                 PTDCNTRCT04                      CHAR      350     5 Part D Contract ID: April
+ 118 PTD_CNTRCT_ID_05                 PTDCNTRCT05                      CHAR      355     5 Part D Contract ID: May
+ 119 PTD_CNTRCT_ID_06                 PTDCNTRCT06                      CHAR      360     5 Part D Contract ID: June
+ 120 PTD_CNTRCT_ID_07                 PTDCNTRCT07                      CHAR      365     5 Part D Contract ID: July
+ 121 PTD_CNTRCT_ID_08                 PTDCNTRCT08                      CHAR      370     5 Part D Contract ID: August
+ 122 PTD_CNTRCT_ID_09                 PTDCNTRCT09                      CHAR      375     5 Part D Contract ID: September
+ 123 PTD_CNTRCT_ID_10                 PTDCNTRCT10                      CHAR      380     5 Part D Contract ID: October
+ 124 PTD_CNTRCT_ID_11                 PTDCNTRCT11                      CHAR      385     5 Part D Contract ID: November
+ 125 PTD_CNTRCT_ID_12                 PTDCNTRCT12                      CHAR      390     5 Part D Contract ID: December
+ 126 PTD_PBP_ID_01                    PTDPBPID01                       CHAR      395     3 Part D Plan Benefit Package ID: January
+ 127 PTD_PBP_ID_02                    PTDPBPID02                       CHAR      398     3 Part D Plan Benefit Package ID: February
+ 128 PTD_PBP_ID_03                    PTDPBPID03                       CHAR      401     3 Part D Plan Benefit Package ID: March
+ 129 PTD_PBP_ID_04                    PTDPBPID04                       CHAR      404     3 Part D Plan Benefit Package ID: April
+ 130 PTD_PBP_ID_05                    PTDPBPID05                       CHAR      407     3 Part D Plan Benefit Package ID: May
+ 131 PTD_PBP_ID_06                    PTDPBPID06                       CHAR      410     3 Part D Plan Benefit Package ID: June
+ 132 PTD_PBP_ID_07                    PTDPBPID07                       CHAR      413     3 Part D Plan Benefit Package ID: July
+ 133 PTD_PBP_ID_08                    PTDPBPID08                       CHAR      416     3 Part D Plan Benefit Package ID: August
+ 134 PTD_PBP_ID_09                    PTDPBPID09                       CHAR      419     3 Part D Plan Benefit Package ID: September
+ 135 PTD_PBP_ID_10                    PTDPBPID10                       CHAR      422     3 Part D Plan Benefit Package ID: October
+ 136 PTD_PBP_ID_11                    PTDPBPID11                       CHAR      425     3 Part D Plan Benefit Package ID: November
+ 137 PTD_PBP_ID_12                    PTDPBPID12                       CHAR      428     3 Part D Plan Benefit Package ID: December
+ 138 PTD_SGMT_ID_01                   SGMTID01                         CHAR      431     3 Part D Segment ID: January
+ 139 PTD_SGMT_ID_02                   SGMTID02                         CHAR      434     3 Part D Segment ID: February
+ 140 PTD_SGMT_ID_03                   SGMTID03                         CHAR      437     3 Part D Segment ID: March
+ 141 PTD_SGMT_ID_04                   SGMTID04                         CHAR      440     3 Part D Segment ID: April
+ 142 PTD_SGMT_ID_05                   SGMTID05                         CHAR      443     3 Part D Segment ID: May
+ 143 PTD_SGMT_ID_06                   SGMTID06                         CHAR      446     3 Part D Segment ID: June
+ 144 PTD_SGMT_ID_07                   SGMTID07                         CHAR      449     3 Part D Segment ID: July
+ 145 PTD_SGMT_ID_08                   SGMTID08                         CHAR      452     3 Part D Segment ID: August
+ 146 PTD_SGMT_ID_09                   SGMTID09                         CHAR      455     3 Part D Segment ID: September
+ 147 PTD_SGMT_ID_10                   SGMTID10                         CHAR      458     3 Part D Segment ID: October
+ 148 PTD_SGMT_ID_11                   SGMTID11                         CHAR      461     3 Part D Segment ID: November
+ 149 PTD_SGMT_ID_12                   SGMTID12                         CHAR      464     3 Part D Segment ID: December
+ 150 RDS_IND_01                       RDSIND01                         CHAR      467     1 Retiree Drug Subsidy Indicators: January
+ 151 RDS_IND_02                       RDSIND02                         CHAR      468     1 Retiree Drug Subsidy Indicators: February
+ 152 RDS_IND_03                       RDSIND03                         CHAR      469     1 Retiree Drug Subsidy Indicators: March
+ 153 RDS_IND_04                       RDSIND04                         CHAR      470     1 Retiree Drug Subsidy Indicators: April
+ 154 RDS_IND_05                       RDSIND05                         CHAR      471     1 Retiree Drug Subsidy Indicators: May
+ 155 RDS_IND_06                       RDSIND06                         CHAR      472     1 Retiree Drug Subsidy Indicators: June
+ 156 RDS_IND_07                       RDSIND07                         CHAR      473     1 Retiree Drug Subsidy Indicators: July
+ 157 RDS_IND_08                       RDSIND08                         CHAR      474     1 Retiree Drug Subsidy Indicators: August
+ 158 RDS_IND_09                       RDSIND09                         CHAR      475     1 Retiree Drug Subsidy Indicators: September
+ 159 RDS_IND_10                       RDSIND10                         CHAR      476     1 Retiree Drug Subsidy Indicators: October
+ 160 RDS_IND_11                       RDSIND11                         CHAR      477     1 Retiree Drug Subsidy Indicators: November
+ 161 RDS_IND_12                       RDSIND12                         CHAR      478     1 Retiree Drug Subsidy Indicators: December
+ 162 DUAL_STUS_CD_01                  DUAL_01                          CHAR      479     2 State Reported Dual Eligible Status Code: January
+ 163 DUAL_STUS_CD_02                  DUAL_02                          CHAR      481     2 State Reported Dual Eligible Status Code: February
+ 164 DUAL_STUS_CD_03                  DUAL_03                          CHAR      483     2 State Reported Dual Eligible Status Code: March
+ 165 DUAL_STUS_CD_04                  DUAL_04                          CHAR      485     2 State Reported Dual Eligible Status Code: April
+ 166 DUAL_STUS_CD_05                  DUAL_05                          CHAR      487     2 State Reported Dual Eligible Status Code: May
+ 167 DUAL_STUS_CD_06                  DUAL_06                          CHAR      489     2 State Reported Dual Eligible Status Code: June
+ 168 DUAL_STUS_CD_07                  DUAL_07                          CHAR      491     2 State Reported Dual Eligible Status Code: July
+ 169 DUAL_STUS_CD_08                  DUAL_08                          CHAR      493     2 State Reported Dual Eligible Status Code: August
+ 170 DUAL_STUS_CD_09                  DUAL_09                          CHAR      495     2 State Reported Dual Eligible Status Code: September
+ 171 DUAL_STUS_CD_10                  DUAL_10                          CHAR      497     2 State Reported Dual Eligible Status Code: October
+ 172 DUAL_STUS_CD_11                  DUAL_11                          CHAR      499     2 State Reported Dual Eligible Status Code: November
+ 173 DUAL_STUS_CD_12                  DUAL_12                          CHAR      501     2 State Reported Dual Eligible Status Code: December
+ 174 CST_SHR_GRP_CD_01                CSTSHR01                         CHAR      503     2 Cost Share Group Code: January
+ 175 CST_SHR_GRP_CD_02                CSTSHR02                         CHAR      505     2 Cost Share Group Code: February
+ 176 CST_SHR_GRP_CD_03                CSTSHR03                         CHAR      507     2 Cost Share Group Code: March
+ 177 CST_SHR_GRP_CD_04                CSTSHR04                         CHAR      509     2 Cost Share Group Code: April
+ 178 CST_SHR_GRP_CD_05                CSTSHR05                         CHAR      511     2 Cost Share Group Code: May
+ 179 CST_SHR_GRP_CD_06                CSTSHR06                         CHAR      513     2 Cost Share Group Code: June
+ 180 CST_SHR_GRP_CD_07                CSTSHR07                         CHAR      515     2 Cost Share Group Code: July
+ 181 CST_SHR_GRP_CD_08                CSTSHR08                         CHAR      517     2 Cost Share Group Code: August
+ 182 CST_SHR_GRP_CD_09                CSTSHR09                         CHAR      519     2 Cost Share Group Code: September
+ 183 CST_SHR_GRP_CD_10                CSTSHR10                         CHAR      521     2 Cost Share Group Code: October
+ 184 CST_SHR_GRP_CD_11                CSTSHR11                         CHAR      523     2 Cost Share Group Code: November
+ 185 CST_SHR_GRP_CD_12                CSTSHR12                         CHAR      525     2 Cost Share Group Code: December
+
+Note: All DATE fields are written out in CCYYMMDD format.
+
+- End of Document
diff --git a/examples/with-postgres/medicare/data/4444/2016/medpar_all_file_resXXXXXXXX_reqXXXXXX_2016.fts b/examples/with-postgres/medicare/data/4444/2016/medpar_all_file_resXXXXXXXX_reqXXXXXX_2016.fts
new file mode 100644
index 000000000..0f2859fd6
--- /dev/null
+++ b/examples/with-postgres/medicare/data/4444/2016/medpar_all_file_resXXXXXXXX_reqXXXXXX_2016.fts
@@ -0,0 +1,437 @@
+CMS CCW Extract File Summary
+
+Researcher: 012345678 - XXXXXXXXX
+
+Request #: 999999 - Statistical Models for Estimating Health Impact
+
+File Description: MEDPAR ALL FILE
+
+Actual File Name: medpar_all_file_resXXXXXXXX_reqXXXXXXXX_2016_001.dat (9,000,826 Rows)
+                  medpar_all_file_res000017155_req008183_2016_002.dat (9,000,825 Rows)
+
+Date Extracted: 01JAN99
+
+Format: Fixed Column ASCII
+
+Columns in File: 396
+
+Exact File Quantity (Rows): 1000000,001,651
+
+Exact File Record Length (Bytes in Variable Block): 2053
+
+Exact File Size in Bytes with 512 Blocksize: 1000000,975,391,154
+
+SAS v8.x or Greater Compatible Read-In Program: medpar_all_file_read_v8.sas
+
+SAS v6.x or Greater Compatible Read-In Program: medpar_all_file_read_v6.sas
+
+Help: cmsdata@gdit.com, 1-888-888-8888
+
+Standard Layout Attached with Data Formatting:
+
+Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
+
+     Field                            Field                            Field         Fld.
+Fld. Long                             Short                            Generic Start Len.  Field
+No.  Name                             Name                             Format  Col.  w.d   Description
+---- -------------------------------- -------------------------------- ------- ----- ----- --------------------------------------------------------------------------------
+   1 BENE_ID                          BENE_ID                          CHAR        1    15 Encrypted 723 Beneficiary ID
+   2 MEDPAR_ID                        MEDPARID                         CHAR       16    15 Unique Key for CCW MedPAR Table
+   3 MEDPAR_YR_NUM                    MEDPAR_YR_NUM                    CHAR       31     4 Year of MedPAR Record
+   4 NCH_CLM_TYPE_CD                  CLM_TYPE                         CHAR       35     2 NCH Claim Type Code
+   5 BENE_IDENT_CD                    BIC                              CHAR       37     2 BIC reported on first claim included in stay
+   6 EQTBL_BIC_CD                     EQ_BIC                           CHAR       39     2 Equated BIC
+   7 BENE_AGE_CNT                     AGE_CNT                          NUM        41     4 Age as of Date of Admission.
+   8 BENE_SEX_CD                      SEX                              CHAR       45     1 Sex of Beneficiary
+   9 BENE_RACE_CD                     RACE                             CHAR       46     1 Race of Beneficiary
+  10 BENE_MDCR_STUS_CD                MS_CD                            CHAR       47     2 Reason for entitlement to Medicare benefits as of CLM_THRU_DT
+  11 BENE_RSDNC_SSA_STATE_CD          STATE_CD                         CHAR       49     2 SSA standard state code of a beneficiarys residence.
+  12 BENE_RSDNC_SSA_CNTY_CD           CNTY_CD                          CHAR       51     3 SSA standard county code of a beneficiarys residence.
+  13 BENE_MLG_CNTCT_ZIP_CD            BENE_ZIP                         CHAR       54     5 Zip code of the mailing address where the beneficiary may be contacted.
+  14 BENE_DSCHRG_STUS_CD              DSCHRGCD                         CHAR       59     1 Code identifying status of patient as of CLM_THRU_DT
+  15 FICARR_IDENT_NUM                 FICARR                           CHAR       60     5 Intermediary processor identification
+  16 WRNG_IND_CD                      WRNGCD                           CHAR       65    18 Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay prcss
+  17 GHO_PD_CD                        GHOPDCD                          CHAR       83     1 Code indicating whether or not GHO has paid provider for claim(s)
+  18 PPS_IND_CD                       PPS_IND                          CHAR       84     1 Code indicating whether or not facility is being paid under PPS
+  19 ORG_NPI_NUM                      ORGNPINM                         CHAR       85    10 Organization NPI Number
+  20 PRVDR_NUM                        PRVDRNUM                         CHAR       95    10 MEDPAR Provider Number
+  21 PRVDR_NUM_SPCL_UNIT_CD           SPCLUNIT                         CHAR      105     1 Special num system code for hosp units that are PPS/SNF SB dsgntn excl.
+  22 SS_LS_SNF_IND_CD                 SSLSSNF                          CHAR      106     1 Code indicating whether stay is short stay, long stay, or SNF
+  23 ACTV_XREF_IND                    ACTV_XREF_IND                    CHAR      107     1 Active Cross-Refference Indicator
+  24 SLCT_RSN_CD                      SLCT_RSN_CD                      CHAR      108     1 Specifies whether this record is a case or control record.
+  25 STAY_FINL_ACTN_CLM_CNT           FACLMCNT                         NUM       109     5 Claims (final action) included in stay
+  26 LTST_CLM_ACRTN_DT                ACRTNDT                          DATE      114     8 Date latest claim incl in stay accreted to bene mstr rec at the CWF host
+  27 BENE_MDCR_BNFT_EXHST_DT          EXHST_DT                         DATE      122     8 Last date beneficiary had Medicare coverage
+  28 SNF_QUALN_FROM_DT                QLFYFROM                         DATE      130     8 Beginning date of beneficiarys qualifying stay
+  29 SNF_QUALN_THRU_DT                QLFYTHRU                         DATE      138     8 Ending date of beneficiarys qualifying stay
+  30 SRC_IP_ADMSN_CD                  SRC_ADMS                         CHAR      146     1 Admssn to an Inp facility or, for newborn admssn, type of delivery code
+  31 IP_ADMSN_TYPE_CD                 TYPE_ADM                         CHAR      147     1 Type and priority of benes admission to facility for Inp hosp stay code
+  32 ADMSN_DAY_CD                     ADMSNDAY                         CHAR      148     1 Code indicating day of week beneficiary was admitted to facility.
+  33 ADMSN_DT                         ADMSNDT                          DATE      149     8 Date beneficiary admitted for Inpatient care or date care started
+  34 DSCHRG_DT                        DSCHRGDT                         DATE      157     8 Date beneficiary was discharged or died
+  35 DSCHRG_DSTNTN_CD                 DSTNTNCD                         CHAR      165     2 Destination upon discharge from facility code
+  36 CVRD_LVL_CARE_THRU_DT            CVRLVLDT                         DATE      167     8 Date covered level of care ended in a SNF
+  37 BENE_DEATH_DT                    DEATHDT                          DATE      175     8 Date beneficiary died
+  38 BENE_DEATH_DT_VRFY_CD            DEATHCD                          CHAR      183     1 Death Date Verification Code
+  39 ADMSN_DEATH_DAY_CNT              DEATHDAY                         NUM       184     7 Days from date admitted to facility to date of death
+  40 INTRNL_USE_SSI_IND_CD            SSICD                            CHAR      191     1 MEDPAR Internal Use SSI Indicator Code
+  41 INTRNL_USE_SSI_DAY_CNT           SSIDAY                           NUM       192     7 MEDPAR Internal Use SSI Day Count
+  42 INTRNL_USE_SSI_DATA              INTRNL_USE_SSI_DATA              CHAR      199     1 Internal Use SSI Data
+  43 INTRNL_USE_IPSB_CD               IPSBCD                           CHAR      200     3 For internal Use Only. IPSB Code
+  44 INTRNL_USE_FIL_DT_CD             FILDTCD                          CHAR      203     1 For internal use only. Fiscal year/calendar year segments.
+  45 INTRNL_USE_SMPL_SIZE_CD          SMPLSIZE                         CHAR      204     1 For internal use. MEDPAR sample size.
+  46 LOS_DAY_CNT                      LOSCNT                           NUM       205     7 Days of beneficiarys stay in a hospital/SNF
+  47 OUTLIER_DAY_CNT                  OUTLRDAY                         NUM       212     5 Days paid as outliers (either day or cost) under PPS beyond DRG threshld
+  48 UTLZTN_DAY_CNT                   UTIL_DAY                         NUM       217     7 Covered days of care chargeable to Medicare utilization for stay
+  49 TOT_COINSRNC_DAY_CNT             COIN_DAY                         NUM       224     5 MEDPAR Beneficiary Total Coinsurance Day Count
+  50 BENE_LRD_USE_CNT                 LRD_USE                          NUM       229     5 Lifetime reserve days (LRD) used by beneficiary for stay
+  51 BENE_PTA_COINSRNC_AMT            COIN_AMT                         NUM       234    10 Beneficiarys liability for part A coinsurance for stay ($)
+  52 BENE_IP_DDCTBL_AMT               DED_AMT                          NUM       244    10 Beneficiarys liability for stay ($)
+  53 BENE_BLOOD_DDCTBL_AMT            BLDDEDAM                         NUM       254    10 Beneficiarys liability for blood deductible for stay ($)
+  54 BENE_PRMRY_PYR_CD                PRPAY_CD                         CHAR      264     1 Primary payer responsibility code
+  55 BENE_PRMRY_PYR_AMT               PRPAYAMT                         NUM       265    10 Primry payer other than Medicare for covered Medicare chrgs for stay ($)
+  56 DRG_CD                           DRG_CD                           CHAR      275     3 DRG Code
+  57 DRG_OUTLIER_STAY_CD              OUTLR_CD                         CHAR      278     1 Cost or Day Outlier code
+  58 DRG_OUTLIER_PMT_AMT              OUTLRAMT                         NUM       279    10 Addtnl approved due to outlier situation over DRG allowance for stay ($)
+  59 DRG_PRICE_AMT                    DRGPRICE                         NUM       289    10 Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd ($)
+  60 IP_DSPRPRTNT_SHR_AMT             DISP_SHR                         NUM       299    10 Over the DRG amount for disproportionate share hospital for stay ($)
+  61 IME_AMT                          IME_AMT                          NUM       309    10 Additional payment made to teaching hospitals for IME for stay ($)
+  62 PASS_THRU_AMT                    PASSTHRU                         NUM       319    10 Total of all claim pass thru for stay ($)
+  63 TOT_PPS_CPTL_AMT                 PPS_CPTL                         NUM       329    10 Total payable for capital PPS ($)
+  64 IP_LOW_VOL_PYMT_AMT              IP_LOW_VOL_PYMT_AMT              NUM       339    10 Inpatient Low Volume Payment Amount.
+  65 TOT_CHRG_AMT                     TOTCHRG                          NUM       349    10 Total all charges for all srvcs provided to beneficiary for stay ($)
+  66 TOT_CVR_CHRG_AMT                 CVRCHRG                          NUM       359    10 Portion of total charges covered by Medicare for stay ($)
+  67 MDCR_PMT_AMT                     PMT_AMT                          NUM       369    10 Amt of payment from Medicare trust fund for srvcs covered by claim ($)
+  68 ACMDTNS_TOT_CHRG_AMT             ACMDTNS                          NUM       379    10 Total charge for all accommodations related to beneficiarys stay ($)
+  69 DPRTMNTL_TOT_CHRG_AMT            DPRTMNTL                         NUM       389    10 Total charge for all ancillary depts related to beneficiarys stay ($)
+  70 PRVT_ROOM_DAY_CNT                PRVTDAY                          NUM       399     5 Private room days used by beneficiary for stay
+  71 SEMIPRVT_ROOM_DAY_CNT            SPRVTDAY                         NUM       404     5 Semi-private room days used by beneficiary for stay
+  72 WARD_DAY_CNT                     WARDDAY                          NUM       409     5 Ward days used by beneficiary for stay
+  73 INTNSV_CARE_DAY_CNT              ICARECNT                         NUM       414     5 Intensive care days used by beneficiary for stay
+  74 CRNRY_CARE_DAY_CNT               CRNRYDAY                         NUM       419     5 Coronary care days used by beneficiary for stay
+  75 PRVT_ROOM_CHRG_AMT               PRVTAMT                          NUM       424    10 Private room accommodations related to beneficiarys stay ($)
+  76 SEMIPRVT_ROOM_CHRG_AMT           SPRVTAMT                         NUM       434    10 Semi-private room accommodations related to beneficiarys stay ($)
+  77 WARD_CHRG_AMT                    WARDAMT                          NUM       444    10 Ward accommodations related to beneficiarys stay ($)
+  78 INTNSV_CARE_CHRG_AMT             ICAREAMT                         NUM       454    10 Intensive care accommodations related to beneficiarys stay ($)
+  79 CRNRY_CARE_CHRG_AMT              CRNRYAMT                         NUM       464    10 Coronary care accommodations related to beneficiarys stay ($)
+  80 OTHR_SRVC_CHRG_AMT               OTHRAMT                          NUM       474    10 Other services related to beneficiarys stay ($)
+  81 PHRMCY_CHRG_AMT                  PHRMCAMT                         NUM       484    10 Pharmaceutical costs related to beneficiarys stay ($)
+  82 MDCL_SUPLY_CHRG_AMT              SUPLYAMT                         NUM       494    10 Medical/surgical supplies related to beneficiarys stay ($)
+  83 DME_CHRG_AMT                     DME_AMT                          NUM       504    10 DME related to beneficiarys stay ($)
+  84 USED_DME_CHRG_AMT                UDME_AMT                         NUM       514    10 Used DME related to beneficiarys stay ($)
+  85 PHYS_THRPY_CHRG_AMT              PHYTHAMT                         NUM       524    10 Physical therapy services provided during beneficiarys stay ($)
+  86 OCPTNL_THRPY_CHRG_AMT            OCPTLAMT                         NUM       534    10 Occupational therapy services provided during beneficiarys stay ($)
+  87 SPCH_PTHLGY_CHRG_AMT             SPCH_AMT                         NUM       544    10 Speech pathology services provided during beneficiarys stay ($)
+  88 INHLTN_THRPY_CHRG_AMT            INHLTAMT                         NUM       554    10 Inhalation therapy services provided during beneficiarys stay ($)
+  89 BLOOD_CHRG_AMT                   BLOODAMT                         NUM       564    10 Blood provided during beneficiarys stay ($)
+  90 BLOOD_ADMIN_CHRG_AMT             BLDADMIN                         NUM       574    10 Blood storage and processing related to beneficiarys stay ($)
+  91 BLOOD_PT_FRNSH_QTY               BLDFRNSH                         NUM       584     5 Quantity of blood (whole pints) furnished to beneficiary during stay
+  92 OPRTG_ROOM_CHRG_AMT              OROOMAMT                         NUM       589    10 OR, recovery rm, and labor rm delivery used by bene during stay ($)
+  93 LTHTRPSY_CHRG_AMT                LTHTRPSY                         NUM       599    10 Lithotripsy services provided during beneficiarys stay ($)
+  94 CRDLGY_CHRG_AMT                  CRDLGY                           NUM       609    10 Cardiology services and ECG(s) provided during beneficiarys stay ($)
+  95 ANSTHSA_CHRG_AMT                 ANSTHSA                          NUM       619    10 Anesthesia services provided during beneficiarys stay ($)
+  96 LAB_CHRG_AMT                     LAB_AMT                          NUM       629    10 Laboratory costs related to beneficiarys stay ($)
+  97 RDLGY_CHRG_AMT                   RDLGYAMT                         NUM       639    10 Radiology costs (excluding MRI) related to a beneficiarys stay ($)
+  98 MRI_CHRG_AMT                     MRI_AMT                          NUM       649    10 MRI services provided during beneficiarys stay ($)
+  99 OP_SRVC_CHRG_AMT                 OPSRVC                           NUM       659    10 Outpatient services provided during beneficiarys stay ($)
+ 100 ER_CHRG_AMT                      ER_AMT                           NUM       669    10 Emergency room services provided during beneficiarys stay ($)
+ 101 AMBLNC_CHRG_AMT                  AMBLNC                           NUM       679    10 Ambulance services related to beneficiarys stay ($)
+ 102 PROFNL_FEES_CHRG_AMT             PROFFEES                         NUM       689    10 Professional fees related to beneficiarys stay ($)
+ 103 ORGN_ACQSTN_CHRG_AMT             ORGNAMT                          NUM       699    10 Organ acquisition or oth donor bank srvcs related to benes stay ($)
+ 104 ESRD_REV_SETG_CHRG_AMT           ESRDSETG                         NUM       709    10 ESRD services related to beneficiarys stay ($)
+ 105 CLNC_VISIT_CHRG_AMT              CLNC_AMT                         NUM       719    10 Clinic visits related to beneficiarys stay ($)
+ 106 ICU_IND_CD                       ICUINDCD                         CHAR      729     1 ICU type code
+ 107 CRNRY_CARE_IND_CD                CRNRY_CD                         CHAR      730     1 Coronary care unit type code
+ 108 PHRMCY_IND_CD                    PHRMCYCD                         CHAR      731     1 Drugs type code
+ 109 TRNSPLNT_IND_CD                  TRNSPLNT                         CHAR      732     1 Organ transplant code
+ 110 RDLGY_ONCLGY_IND_SW              ONCLGYSW                         CHAR      733     1 Radiology oncology services indicator
+ 111 RDLGY_DGNSTC_IND_SW              DGNSTCSW                         CHAR      734     1 Radiology diagnostic services indicator
+ 112 RDLGY_THRPTC_IND_SW              THRPTCSW                         CHAR      735     1 Radiology therapeutic services indicator
+ 113 RDLGY_NUCLR_MDCN_IND_SW          NUCLR_SW                         CHAR      736     1 Radiology nuclear medicine services indicator
+ 114 RDLGY_CT_SCAN_IND_SW             CTSCANSW                         CHAR      737     1 Radiology computed tomographic (CT) scan services indicator
+ 115 RDLGY_OTHR_IMGNG_IND_SW          IMGNG_SW                         CHAR      738     1 Radiology other imaging services indicator
+ 116 OP_SRVC_IND_CD                   OPSRVCCD                         CHAR      739     1 Outpatient services/ambulatory surgical care code
+ 117 ORGN_ACQSTN_IND_CD               ORGNCD                           CHAR      740     2 Organ acquisition type code
+ 118 ESRD_COND_CD                     ESRD_CD                          CHAR      742     2 ESRD condition code
+ 119 ESRD_SETG_IND_1_CD               ESRDSTG1                         CHAR      744     2 Dialysis type code I
+ 120 ESRD_SETG_IND_2_CD               ESRDSTG2                         CHAR      746     2 Dialysis type code II
+ 121 ESRD_SETG_IND_3_CD               ESRDSTG3                         CHAR      748     2 Dialysis type code III
+ 122 ESRD_SETG_IND_4_CD               ESRDSTG4                         CHAR      750     2 Dialysis type code IV
+ 123 ESRD_SETG_IND_5_CD               ESRDSTG5                         CHAR      752     2 Dialysis type code V
+ 124 ADMTG_DGNS_CD                    AD_DGNS                          CHAR      754     7 Initial diagnosis at time of admission
+ 125 ADMTG_DGNS_VRSN_CD               ADMTG_DGNS_VRSN_CD               CHAR      761     1 MEDPAR Admitting Diagnosis Version Code
+ 126 DGNS_CD_CNT                      DGNSCNT                          NUM       762     3 Diagnosis codes included in stay
+ 127 DGNS_VRSN_CD                     DGNS_VRSN_CD                     CHAR      765     1 Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier Version)
+ 128 DGNS_VRSN_CD_1                   DGNS_VRSN_CD_1                   CHAR      766     1 Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 129 DGNS_VRSN_CD_2                   DGNS_VRSN_CD_2                   CHAR      767     1 Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 130 DGNS_VRSN_CD_3                   DGNS_VRSN_CD_3                   CHAR      768     1 Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 131 DGNS_VRSN_CD_4                   DGNS_VRSN_CD_4                   CHAR      769     1 Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 132 DGNS_VRSN_CD_5                   DGNS_VRSN_CD_5                   CHAR      770     1 Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 133 DGNS_VRSN_CD_6                   DGNS_VRSN_CD_6                   CHAR      771     1 Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 134 DGNS_VRSN_CD_7                   DGNS_VRSN_CD_7                   CHAR      772     1 Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 135 DGNS_VRSN_CD_8                   DGNS_VRSN_CD_8                   CHAR      773     1 Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 136 DGNS_VRSN_CD_9                   DGNS_VRSN_CD_9                   CHAR      774     1 Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 137 DGNS_VRSN_CD_10                  DGNS_VRSN_CD_10                  CHAR      775     1 Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 138 DGNS_VRSN_CD_11                  DGNS_VRSN_CD_11                  CHAR      776     1 Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 139 DGNS_VRSN_CD_12                  DGNS_VRSN_CD_12                  CHAR      777     1 Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 140 DGNS_VRSN_CD_13                  DGNS_VRSN_CD_13                  CHAR      778     1 Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 141 DGNS_VRSN_CD_14                  DGNS_VRSN_CD_14                  CHAR      779     1 Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 142 DGNS_VRSN_CD_15                  DGNS_VRSN_CD_15                  CHAR      780     1 Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 143 DGNS_VRSN_CD_16                  DGNS_VRSN_CD_16                  CHAR      781     1 Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 144 DGNS_VRSN_CD_17                  DGNS_VRSN_CD_17                  CHAR      782     1 Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 145 DGNS_VRSN_CD_18                  DGNS_VRSN_CD_18                  CHAR      783     1 Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 146 DGNS_VRSN_CD_19                  DGNS_VRSN_CD_19                  CHAR      784     1 Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 147 DGNS_VRSN_CD_20                  DGNS_VRSN_CD_20                  CHAR      785     1 Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 148 DGNS_VRSN_CD_21                  DGNS_VRSN_CD_21                  CHAR      786     1 Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 149 DGNS_VRSN_CD_22                  DGNS_VRSN_CD_22                  CHAR      787     1 Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 150 DGNS_VRSN_CD_23                  DGNS_VRSN_CD_23                  CHAR      788     1 Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 151 DGNS_VRSN_CD_24                  DGNS_VRSN_CD_24                  CHAR      789     1 Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 152 DGNS_VRSN_CD_25                  DGNS_VRSN_CD_25                  CHAR      790     1 Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
+ 153 DGNS_1_CD                        DGNSCD1                          CHAR      791     7 Primary ICD-9-CM code
+ 154 DGNS_2_CD                        DGNSCD2                          CHAR      798     7 ICD-9-CM Diagnosis code II
+ 155 DGNS_3_CD                        DGNSCD3                          CHAR      805     7 ICD-9-CM Diagnosis code III
+ 156 DGNS_4_CD                        DGNSCD4                          CHAR      812     7 ICD-9-CM Diagnosis code IV
+ 157 DGNS_5_CD                        DGNSCD5                          CHAR      819     7 ICD-9-CM Diagnosis code V
+ 158 DGNS_6_CD                        DGNSCD6                          CHAR      826     7 ICD-9-CM Diagnosis code VI
+ 159 DGNS_7_CD                        DGNSCD7                          CHAR      833     7 ICD-9-CM Diagnosis code VII
+ 160 DGNS_8_CD                        DGNSCD8                          CHAR      840     7 ICD-9-CM Diagnosis code VIII
+ 161 DGNS_9_CD                        DGNSCD9                          CHAR      847     7 ICD-9-CM Diagnosis code IX
+ 162 DGNS_10_CD                       DGNSCD10                         CHAR      854     7 ICD-9-CM Diagnosis code X
+ 163 DGNS_11_CD                       DGNSCD11                         CHAR      861     7 ICD-9-CM Diagnosis code XI
+ 164 DGNS_12_CD                       DGNSCD12                         CHAR      868     7 ICD-9-CM Diagnosis code XII
+ 165 DGNS_13_CD                       DGNSCD13                         CHAR      875     7 ICD-9-CM Diagnosis code XIII
+ 166 DGNS_14_CD                       DGNSCD14                         CHAR      882     7 ICD-9-CM Diagnosis code XIV
+ 167 DGNS_15_CD                       DGNSCD15                         CHAR      889     7 ICD-9-CM Diagnosis code XV
+ 168 DGNS_16_CD                       DGNSCD16                         CHAR      896     7 ICD-9-CM Diagnosis code XVI
+ 169 DGNS_17_CD                       DGNSCD17                         CHAR      903     7 ICD-9-CM Diagnosis code XVII
+ 170 DGNS_18_CD                       DGNSCD18                         CHAR      910     7 ICD-9-CM Diagnosis code XVIII
+ 171 DGNS_19_CD                       DGNSCD19                         CHAR      917     7 ICD-9-CM Diagnosis code XIX
+ 172 DGNS_20_CD                       DGNSCD20                         CHAR      924     7 ICD-9-CM Diagnosis code XX
+ 173 DGNS_21_CD                       DGNSCD21                         CHAR      931     7 ICD-9-CM Diagnosis code XXI
+ 174 DGNS_22_CD                       DGNSCD22                         CHAR      938     7 ICD-9-CM Diagnosis code XXII
+ 175 DGNS_23_CD                       DGNSCD23                         CHAR      945     7 ICD-9-CM Diagnosis code XXIII
+ 176 DGNS_24_CD                       DGNSCD24                         CHAR      952     7 ICD-9-CM Diagnosis code XXIV
+ 177 DGNS_25_CD                       DGNSCD25                         CHAR      959     7 ICD-9-CM Diagnosis code XXV
+ 178 DGNS_POA_CD                      DGNS_POA                         CHAR      966    10 Diagnosis Code POA Array
+ 179 POA_DGNS_CD_CNT                  POA_DGNS_CD_CNT                  NUM       976     3 MEDPAR Claim Present on Admission Diagnosis Code Count
+ 180 POA_DGNS_1_IND_CD                POA_DGNS_1_IND_CD                CHAR      979     1 Diagnosis Present on Admission Indicator 1
+ 181 POA_DGNS_2_IND_CD                POA_DGNS_2_IND_CD                CHAR      980     1 Diagnosis Present on Admission Indicator 2
+ 182 POA_DGNS_3_IND_CD                POA_DGNS_3_IND_CD                CHAR      981     1 Diagnosis Present on Admission Indicator 3
+ 183 POA_DGNS_4_IND_CD                POA_DGNS_4_IND_CD                CHAR      982     1 Diagnosis Present on Admission Indicator 4
+ 184 POA_DGNS_5_IND_CD                POA_DGNS_5_IND_CD                CHAR      983     1 Diagnosis Present on Admission Indicator 5
+ 185 POA_DGNS_6_IND_CD                POA_DGNS_6_IND_CD                CHAR      984     1 Diagnosis Present on Admission Indicator 6
+ 186 POA_DGNS_7_IND_CD                POA_DGNS_7_IND_CD                CHAR      985     1 Diagnosis Present on Admission Indicator 7
+ 187 POA_DGNS_8_IND_CD                POA_DGNS_8_IND_CD                CHAR      986     1 Diagnosis Present on Admission Indicator 8
+ 188 POA_DGNS_9_IND_CD                POA_DGNS_9_IND_CD                CHAR      987     1 Diagnosis Present on Admission Indicator 9
+ 189 POA_DGNS_10_IND_CD               POA_DGNS_10_IND_CD               CHAR      988     1 Diagnosis Present on Admission Indicator 10
+ 190 POA_DGNS_11_IND_CD               POA_DGNS_11_IND_CD               CHAR      989     1 Diagnosis Present on Admission Indicator 11
+ 191 POA_DGNS_12_IND_CD               POA_DGNS_12_IND_CD               CHAR      990     1 Diagnosis Present on Admission Indicator 12
+ 192 POA_DGNS_13_IND_CD               POA_DGNS_13_IND_CD               CHAR      991     1 Diagnosis Present on Admission Indicator 13
+ 193 POA_DGNS_14_IND_CD               POA_DGNS_14_IND_CD               CHAR      992     1 Diagnosis Present on Admission Indicator 14
+ 194 POA_DGNS_15_IND_CD               POA_DGNS_15_IND_CD               CHAR      993     1 Diagnosis Present on Admission Indicator 15
+ 195 POA_DGNS_16_IND_CD               POA_DGNS_16_IND_CD               CHAR      994     1 Diagnosis Present on Admission Indicator 16
+ 196 POA_DGNS_17_IND_CD               POA_DGNS_17_IND_CD               CHAR      995     1 Diagnosis Present on Admission Indicator 17
+ 197 POA_DGNS_18_IND_CD               POA_DGNS_18_IND_CD               CHAR      996     1 Diagnosis Present on Admission Indicator 18
+ 198 POA_DGNS_19_IND_CD               POA_DGNS_19_IND_CD               CHAR      997     1 Diagnosis Present on Admission Indicator 19
+ 199 POA_DGNS_20_IND_CD               POA_DGNS_20_IND_CD               CHAR      998     1 Diagnosis Present on Admission Indicator 20
+ 200 POA_DGNS_21_IND_CD               POA_DGNS_21_IND_CD               CHAR      999     1 Diagnosis Present on Admission Indicator 21
+ 201 POA_DGNS_22_IND_CD               POA_DGNS_22_IND_CD               CHAR     1000     1 Diagnosis Present on Admission Indicator 22
+ 202 POA_DGNS_23_IND_CD               POA_DGNS_23_IND_CD               CHAR     1001     1 Diagnosis Present on Admission Indicator 23
+ 203 POA_DGNS_24_IND_CD               POA_DGNS_24_IND_CD               CHAR     1002     1 Diagnosis Present on Admission Indicator 24
+ 204 POA_DGNS_25_IND_CD               POA_DGNS_25_IND_CD               CHAR     1003     1 Diagnosis Present on Admission Indicator 25
+ 205 DGNS_E_CD_CNT                    DGNS_E_CD_CNT                    NUM      1004     3 MEDPAR Diagnosis E Code Count
+ 206 DGNS_E_VRSN_CD                   DGNS_E_VRSN_CD                   CHAR     1007     1 MEDPAR Diagnosis E Version Code (Earlier Version)
+ 207 DGNS_E_VRSN_CD_1                 DGNS_E_VRSN_CD_1                 CHAR     1008     1 MEDPAR Diagnosis E Version Code 01
+ 208 DGNS_E_VRSN_CD_2                 DGNS_E_VRSN_CD_2                 CHAR     1009     1 MEDPAR Diagnosis E Version Code 02
+ 209 DGNS_E_VRSN_CD_3                 DGNS_E_VRSN_CD_3                 CHAR     1010     1 MEDPAR Diagnosis E Version Code 03
+ 210 DGNS_E_VRSN_CD_4                 DGNS_E_VRSN_CD_4                 CHAR     1011     1 MEDPAR Diagnosis E Version Code 04
+ 211 DGNS_E_VRSN_CD_5                 DGNS_E_VRSN_CD_5                 CHAR     1012     1 MEDPAR Diagnosis E Version Code 05
+ 212 DGNS_E_VRSN_CD_6                 DGNS_E_VRSN_CD_6                 CHAR     1013     1 MEDPAR Diagnosis E Version Code 06
+ 213 DGNS_E_VRSN_CD_7                 DGNS_E_VRSN_CD_7                 CHAR     1014     1 MEDPAR Diagnosis E Version Code 07
+ 214 DGNS_E_VRSN_CD_8                 DGNS_E_VRSN_CD_8                 CHAR     1015     1 MEDPAR Diagnosis E Version Code 08
+ 215 DGNS_E_VRSN_CD_9                 DGNS_E_VRSN_CD_9                 CHAR     1016     1 MEDPAR Diagnosis E Version Code 09
+ 216 DGNS_E_VRSN_CD_10                DGNS_E_VRSN_CD_10                CHAR     1017     1 MEDPAR Diagnosis E Version Code 10
+ 217 DGNS_E_VRSN_CD_11                DGNS_E_VRSN_CD_11                CHAR     1018     1 MEDPAR Diagnosis E Version Code 11
+ 218 DGNS_E_VRSN_CD_12                DGNS_E_VRSN_CD_12                CHAR     1019     1 MEDPAR Diagnosis E Version Code 12
+ 219 DGNS_E_1_CD                      DGNS_E_1_CD                      CHAR     1020     7 E Diagnosis Code 1 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 220 DGNS_E_2_CD                      DGNS_E_2_CD                      CHAR     1027     7 E Diagnosis Code 2 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 221 DGNS_E_3_CD                      DGNS_E_3_CD                      CHAR     1034     7 E Diagnosis Code 3 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 222 DGNS_E_4_CD                      DGNS_E_4_CD                      CHAR     1041     7 E Diagnosis Code 4 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 223 DGNS_E_5_CD                      DGNS_E_5_CD                      CHAR     1048     7 E Diagnosis Code 5 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 224 DGNS_E_6_CD                      DGNS_E_6_CD                      CHAR     1055     7 E Diagnosis Code 6 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 225 DGNS_E_7_CD                      DGNS_E_7_CD                      CHAR     1062     7 E Diagnosis Code 7 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 226 DGNS_E_8_CD                      DGNS_E_8_CD                      CHAR     1069     7 E Diagnosis Code 8 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 227 DGNS_E_9_CD                      DGNS_E_9_CD                      CHAR     1076     7 E Diagnosis Code 9 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 228 DGNS_E_10_CD                     DGNS_E_10_CD                     CHAR     1083     7 E Diagnosis Code 10 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 229 DGNS_E_11_CD                     DGNS_E_11_CD                     CHAR     1090     7 E Diagnosis Code 11 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 230 DGNS_E_12_CD                     DGNS_E_12_CD                     CHAR     1097     7 E Diagnosis Code 12 - Extrnl cause of injury, poisoning, or oth adverse effect
+ 231 POA_DGNS_E_CD_CNT                POA_DGNS_E_CD_CNT                NUM      1104     3 MEDPAR Claim Present on Admission Diagnosis E Code Count
+ 232 POA_DGNS_E_1_IND_CD              POA_DGNS_E_1_IND_CD              CHAR     1107     1 Diagnosis E Code Present on Admission Indicator 1
+ 233 POA_DGNS_E_2_IND_CD              POA_DGNS_E_2_IND_CD              CHAR     1108     1 Diagnosis E Code Present on Admission Indicator 2
+ 234 POA_DGNS_E_3_IND_CD              POA_DGNS_E_3_IND_CD              CHAR     1109     1 Diagnosis E Code Present on Admission Indicator 3
+ 235 POA_DGNS_E_4_IND_CD              POA_DGNS_E_4_IND_CD              CHAR     1110     1 Diagnosis E Code Present on Admission Indicator 4
+ 236 POA_DGNS_E_5_IND_CD              POA_DGNS_E_5_IND_CD              CHAR     1111     1 Diagnosis E Code Present on Admission Indicator 5
+ 237 POA_DGNS_E_6_IND_CD              POA_DGNS_E_6_IND_CD              CHAR     1112     1 Diagnosis E Code Present on Admission Indicator 6
+ 238 POA_DGNS_E_7_IND_CD              POA_DGNS_E_7_IND_CD              CHAR     1113     1 Diagnosis E Code Present on Admission Indicator 7
+ 239 POA_DGNS_E_8_IND_CD              POA_DGNS_E_8_IND_CD              CHAR     1114     1 Diagnosis E Code Present on Admission Indicator 8
+ 240 POA_DGNS_E_9_IND_CD              POA_DGNS_E_9_IND_CD              CHAR     1115     1 Diagnosis E Code Present on Admission Indicator 9
+ 241 POA_DGNS_E_10_IND_CD             POA_DGNS_E_10_IND_CD             CHAR     1116     1 Diagnosis E Code Present on Admission Indicator 10
+ 242 POA_DGNS_E_11_IND_CD             POA_DGNS_E_11_IND_CD             CHAR     1117     1 Diagnosis E Code Present on Admission Indicator 11
+ 243 POA_DGNS_E_12_IND_CD             POA_DGNS_E_12_IND_CD             CHAR     1118     1 Diagnosis E Code Present on Admission Indicator 12
+ 244 SRGCL_PRCDR_IND_SW               PRCDRSW                          CHAR     1119     1 Surgical procedures indicator
+ 245 SRGCL_PRCDR_CD_CNT               PRCDRCNT                         NUM      1120     3 Surgical procedure codes included in stay
+ 246 SRGCL_PRCDR_VRSN_CD              SRGCL_PRCDR_VRSN_CD              CHAR     1123     1 MEDPAR Surgical Procedure Version Code (Earlier Version)
+ 247 SRGCL_PRCDR_VRSN_CD_1            SRGCL_PRCDR_VRSN_CD_1            CHAR     1124     1 MEDPAR Surgical Procedure Version Code 01
+ 248 SRGCL_PRCDR_VRSN_CD_2            SRGCL_PRCDR_VRSN_CD_2            CHAR     1125     1 MEDPAR Surgical Procedure Version Code 02
+ 249 SRGCL_PRCDR_VRSN_CD_3            SRGCL_PRCDR_VRSN_CD_3            CHAR     1126     1 MEDPAR Surgical Procedure Version Code 03
+ 250 SRGCL_PRCDR_VRSN_CD_4            SRGCL_PRCDR_VRSN_CD_4            CHAR     1127     1 MEDPAR Surgical Procedure Version Code 04
+ 251 SRGCL_PRCDR_VRSN_CD_5            SRGCL_PRCDR_VRSN_CD_5            CHAR     1128     1 MEDPAR Surgical Procedure Version Code 05
+ 252 SRGCL_PRCDR_VRSN_CD_6            SRGCL_PRCDR_VRSN_CD_6            CHAR     1129     1 MEDPAR Surgical Procedure Version Code 06
+ 253 SRGCL_PRCDR_VRSN_CD_7            SRGCL_PRCDR_VRSN_CD_7            CHAR     1130     1 MEDPAR Surgical Procedure Version Code 07
+ 254 SRGCL_PRCDR_VRSN_CD_8            SRGCL_PRCDR_VRSN_CD_8            CHAR     1131     1 MEDPAR Surgical Procedure Version Code 08
+ 255 SRGCL_PRCDR_VRSN_CD_9            SRGCL_PRCDR_VRSN_CD_9            CHAR     1132     1 MEDPAR Surgical Procedure Version Code 09
+ 256 SRGCL_PRCDR_VRSN_CD_10           SRGCL_PRCDR_VRSN_CD_10           CHAR     1133     1 MEDPAR Surgical Procedure Version Code 10
+ 257 SRGCL_PRCDR_VRSN_CD_11           SRGCL_PRCDR_VRSN_CD_11           CHAR     1134     1 MEDPAR Surgical Procedure Version Code 11
+ 258 SRGCL_PRCDR_VRSN_CD_12           SRGCL_PRCDR_VRSN_CD_12           CHAR     1135     1 MEDPAR Surgical Procedure Version Code 12
+ 259 SRGCL_PRCDR_VRSN_CD_13           SRGCL_PRCDR_VRSN_CD_13           CHAR     1136     1 MEDPAR Surgical Procedure Version Code 13
+ 260 SRGCL_PRCDR_VRSN_CD_14           SRGCL_PRCDR_VRSN_CD_14           CHAR     1137     1 MEDPAR Surgical Procedure Version Code 14
+ 261 SRGCL_PRCDR_VRSN_CD_15           SRGCL_PRCDR_VRSN_CD_15           CHAR     1138     1 MEDPAR Surgical Procedure Version Code 15
+ 262 SRGCL_PRCDR_VRSN_CD_16           SRGCL_PRCDR_VRSN_CD_16           CHAR     1139     1 MEDPAR Surgical Procedure Version Code 16
+ 263 SRGCL_PRCDR_VRSN_CD_17           SRGCL_PRCDR_VRSN_CD_17           CHAR     1140     1 MEDPAR Surgical Procedure Version Code 17
+ 264 SRGCL_PRCDR_VRSN_CD_18           SRGCL_PRCDR_VRSN_CD_18           CHAR     1141     1 MEDPAR Surgical Procedure Version Code 18
+ 265 SRGCL_PRCDR_VRSN_CD_19           SRGCL_PRCDR_VRSN_CD_19           CHAR     1142     1 MEDPAR Surgical Procedure Version Code 19
+ 266 SRGCL_PRCDR_VRSN_CD_20           SRGCL_PRCDR_VRSN_CD_20           CHAR     1143     1 MEDPAR Surgical Procedure Version Code 20
+ 267 SRGCL_PRCDR_VRSN_CD_21           SRGCL_PRCDR_VRSN_CD_21           CHAR     1144     1 MEDPAR Surgical Procedure Version Code 21
+ 268 SRGCL_PRCDR_VRSN_CD_22           SRGCL_PRCDR_VRSN_CD_22           CHAR     1145     1 MEDPAR Surgical Procedure Version Code 22
+ 269 SRGCL_PRCDR_VRSN_CD_23           SRGCL_PRCDR_VRSN_CD_23           CHAR     1146     1 MEDPAR Surgical Procedure Version Code 23
+ 270 SRGCL_PRCDR_VRSN_CD_24           SRGCL_PRCDR_VRSN_CD_24           CHAR     1147     1 MEDPAR Surgical Procedure Version Code 24
+ 271 SRGCL_PRCDR_VRSN_CD_25           SRGCL_PRCDR_VRSN_CD_25           CHAR     1148     1 MEDPAR Surgical Procedure Version Code 25
+ 272 SRGCL_PRCDR_1_CD                 PRCDRCD1                         CHAR     1149     7 Principal Procedure code
+ 273 SRGCL_PRCDR_2_CD                 PRCDRCD2                         CHAR     1156     7 Procedure Code II
+ 274 SRGCL_PRCDR_3_CD                 PRCDRCD3                         CHAR     1163     7 Procedure Code III
+ 275 SRGCL_PRCDR_4_CD                 PRCDRCD4                         CHAR     1170     7 Procedure Code IV
+ 276 SRGCL_PRCDR_5_CD                 PRCDRCD5                         CHAR     1177     7 Procedure Code V
+ 277 SRGCL_PRCDR_6_CD                 PRCDRCD6                         CHAR     1184     7 Procedure Code VI
+ 278 SRGCL_PRCDR_7_CD                 PRCDRCD7                         CHAR     1191     7 Procedure Code VII
+ 279 SRGCL_PRCDR_8_CD                 PRCDRCD8                         CHAR     1198     7 Procedure Code VIII
+ 280 SRGCL_PRCDR_9_CD                 PRCDRCD9                         CHAR     1205     7 Procedure Code IX
+ 281 SRGCL_PRCDR_10_CD                PRCDRCD10                        CHAR     1212     7 Procedure Code X
+ 282 SRGCL_PRCDR_11_CD                PRCDRCD11                        CHAR     1219     7 Procedure Code XI
+ 283 SRGCL_PRCDR_12_CD                PRCDRCD12                        CHAR     1226     7 Procedure Code XII
+ 284 SRGCL_PRCDR_13_CD                PRCDRCD13                        CHAR     1233     7 Procedure Code XIII
+ 285 SRGCL_PRCDR_14_CD                PRCDRCD14                        CHAR     1240     7 Procedure Code XIV
+ 286 SRGCL_PRCDR_15_CD                PRCDRCD15                        CHAR     1247     7 Procedure Code XV
+ 287 SRGCL_PRCDR_16_CD                PRCDRCD16                        CHAR     1254     7 Procedure Code XVI
+ 288 SRGCL_PRCDR_17_CD                PRCDRCD17                        CHAR     1261     7 Procedure Code XVII
+ 289 SRGCL_PRCDR_18_CD                PRCDRCD18                        CHAR     1268     7 Procedure Code XVIII
+ 290 SRGCL_PRCDR_19_CD                PRCDRCD19                        CHAR     1275     7 Procedure Code XIX
+ 291 SRGCL_PRCDR_20_CD                PRCDRCD20                        CHAR     1282     7 Procedure Code XX
+ 292 SRGCL_PRCDR_21_CD                PRCDRCD21                        CHAR     1289     7 Procedure Code XXI
+ 293 SRGCL_PRCDR_22_CD                PRCDRCD22                        CHAR     1296     7 Procedure Code XXII
+ 294 SRGCL_PRCDR_23_CD                PRCDRCD23                        CHAR     1303     7 Procedure Code XXIII
+ 295 SRGCL_PRCDR_24_CD                PRCDRCD24                        CHAR     1310     7 Procedure Code XXIV
+ 296 SRGCL_PRCDR_25_CD                PRCDRCD25                        CHAR     1317     7 Procedure Code XXV
+ 297 SRGCL_PRCDR_DT_CNT               PRCDTCNT                         NUM      1324     3 Dates associated with surgical procedures included in stay
+ 298 SRGCL_PRCDR_PRFRM_1_DT           PRCDRDT1                         DATE     1327     8 Principal Procedure Date
+ 299 SRGCL_PRCDR_PRFRM_2_DT           PRCDRDT2                         DATE     1335     8 Procedure Date II
+ 300 SRGCL_PRCDR_PRFRM_3_DT           PRCDRDT3                         DATE     1343     8 Procedure Date III
+ 301 SRGCL_PRCDR_PRFRM_4_DT           PRCDRDT4                         DATE     1351     8 Procedure Date IV
+ 302 SRGCL_PRCDR_PRFRM_5_DT           PRCDRDT5                         DATE     1359     8 Procedure Date V
+ 303 SRGCL_PRCDR_PRFRM_6_DT           PRCDRDT6                         DATE     1367     8 Procedure Date VI
+ 304 SRGCL_PRCDR_PRFRM_7_DT           PRCDRDT7                         DATE     1375     8 Procedure Date VII
+ 305 SRGCL_PRCDR_PRFRM_8_DT           PRCDRDT8                         DATE     1383     8 Procedure Date VIII
+ 306 SRGCL_PRCDR_PRFRM_9_DT           PRCDRDT9                         DATE     1391     8 Procedure Date IX
+ 307 SRGCL_PRCDR_PRFRM_10_DT          PRCDRDT10                        DATE     1399     8 Procedure Date X
+ 308 SRGCL_PRCDR_PRFRM_11_DT          PRCDRDT11                        DATE     1407     8 Procedure Date XI
+ 309 SRGCL_PRCDR_PRFRM_12_DT          PRCDRDT12                        DATE     1415     8 Procedure Date XII
+ 310 SRGCL_PRCDR_PRFRM_13_DT          PRCDRDT13                        DATE     1423     8 Procedure Date XIII
+ 311 SRGCL_PRCDR_PRFRM_14_DT          PRCDRDT14                        DATE     1431     8 Procedure Date XIV
+ 312 SRGCL_PRCDR_PRFRM_15_DT          PRCDRDT15                        DATE     1439     8 Procedure Date XV
+ 313 SRGCL_PRCDR_PRFRM_16_DT          PRCDRDT16                        DATE     1447     8 Procedure Date XVI
+ 314 SRGCL_PRCDR_PRFRM_17_DT          PRCDRDT17                        DATE     1455     8 Procedure Date XVII
+ 315 SRGCL_PRCDR_PRFRM_18_DT          PRCDRDT18                        DATE     1463     8 Procedure Date XVIII
+ 316 SRGCL_PRCDR_PRFRM_19_DT          PRCDRDT19                        DATE     1471     8 Procedure Date XIX
+ 317 SRGCL_PRCDR_PRFRM_20_DT          PRCDRDT20                        DATE     1479     8 Procedure Date XX
+ 318 SRGCL_PRCDR_PRFRM_21_DT          PRCDRDT21                        DATE     1487     8 Procedure Date XXI
+ 319 SRGCL_PRCDR_PRFRM_22_DT          PRCDRDT22                        DATE     1495     8 Procedure Date XXII
+ 320 SRGCL_PRCDR_PRFRM_23_DT          PRCDRDT23                        DATE     1503     8 Procedure Date XXIII
+ 321 SRGCL_PRCDR_PRFRM_24_DT          PRCDRDT24                        DATE     1511     8 Procedure Date XXIV
+ 322 SRGCL_PRCDR_PRFRM_25_DT          PRCDRDT25                        DATE     1519     8 Procedure Date XXV
+ 323 CLM_PTNT_RLTNSHP_CD              CLM_PTNT_RLTNSHP_CD              CHAR     1527     2 Claim Patient Relationship Code
+ 324 CARE_IMPRVMT_MODEL_1_CD          CARE_IMPRVMT_MODEL_1_CD          CHAR     1529     2 Care Improvement Model 1 Code
+ 325 CARE_IMPRVMT_MODEL_2_CD          CARE_IMPRVMT_MODEL_2_CD          CHAR     1531     2 Care Improvement Model 2 Code
+ 326 CARE_IMPRVMT_MODEL_3_CD          CARE_IMPRVMT_MODEL_3_CD          CHAR     1533     2 Care Improvement Model 3 Code
+ 327 CARE_IMPRVMT_MODEL_4_CD          CARE_IMPRVMT_MODEL_4_CD          CHAR     1535     2 Care Improvement Model 4 Code
+ 328 VBP_PRTCPNT_IND_CD               VBP_PRTCPNT_IND_CD               CHAR     1537     1 VBP Participant Indicator Code
+ 329 HRR_PRTCPNT_IND_CD               HRR_PRTCPNT_IND_CD               CHAR     1538     1 HRR Participant Indicator Code
+ 330 BNDLD_MODEL_DSCNT_PCT            BNDLD_MODEL_DSCNT_PCT            NUM      1539   7.4 Bundled Model Discount Percent
+ 331 VBP_ADJSTMT_PCT                  VBP_ADJSTMT_PCT                  NUM      1546 15.12 VBP Adjustment Percent
+ 332 HRR_ADJSTMT_PCT                  HRR_ADJSTMT_PCT                  NUM      1561   8.5 HRR Adjustment Percent
+ 333 INFRMTL_ENCTR_IND_SW             INFRMTL_ENCTR_IND_SW             CHAR     1569     1 Informational Encounter Indicator Switch
+ 334 MA_TCHNG_IND_SW                  MA_TCHNG_IND_SW                  CHAR     1570     1 MA Teaching Indicator Switch
+ 335 PROD_RPLCMT_LIFECYC_SW           PROD_RPLCMT_LIFECYC_SW           CHAR     1571     1 Prod Replacement Lifecycle Switch
+ 336 PROD_RPLCMT_RCLL_SW              PROD_RPLCMT_RCLL_SW              CHAR     1572     1 Prod Replacement Recall Switch
+ 337 CRED_RCVD_RPLCD_DVC_SW           CRED_RCVD_RPLCD_DVC_SW           CHAR     1573     1 Credit Received Replaced Device Switch
+ 338 OBSRVTN_SW                       OBSRVTN_SW                       CHAR     1574     1 Observation Switch
+ 339 NEW_TCHNLGY_ADD_ON_AMT           NEW_TCHNLGY_ADD_ON_AMT           NUM      1575    10 New Technology Add-On Amount
+ 340 BASE_OPRTG_DRG_AMT               BASE_OPRTG_DRG_AMT               NUM      1585    10 Base Operating DRG Amount
+ 341 OPRTG_HSP_AMT                    OPRTG_HSP_AMT                    NUM      1595    10 Operating Hospital Amount
+ 342 MDCL_SRGCL_GNRL_AMT              MDCL_SRGCL_GNRL_AMT              NUM      1605    10 Medical/Surgical General Amount
+ 343 MDCL_SRGCL_NSTRL_AMT             MDCL_SRGCL_NSTRL_AMT             NUM      1615    10 Medical/Surgical Non-Sterile Amount
+ 344 MDCL_SRGCL_STRL_AMT              MDCL_SRGCL_STRL_AMT              NUM      1625    10 Medical/Surgical Sterile Amount
+ 345 TAKE_HOME_AMT                    TAKE_HOME_AMT                    NUM      1635    10 Take Home Amount
+ 346 PRSTHTC_ORTHTC_AMT               PRSTHTC_ORTHTC_AMT               NUM      1645    10 Prosthetic Orthotic Amount
+ 347 MDCL_SRGCL_PCMKR_AMT             MDCL_SRGCL_PCMKR_AMT             NUM      1655    10 Medical/Surgical Pacemaker Amount
+ 348 INTRAOCULAR_LENS_AMT             INTRAOCULAR_LENS_AMT             NUM      1665    10 Intraocular Lens Amount
+ 349 OXYGN_TAKE_HOME_AMT              OXYGN_TAKE_HOME_AMT              NUM      1675    10 Oxygen Take Home Amount
+ 350 OTHR_IMPLANTS_AMT                OTHR_IMPLANTS_AMT                NUM      1685    10 Other Implants Amount
+ 351 OTHR_SUPLIES_DVC_AMT             OTHR_SUPLIES_DVC_AMT             NUM      1695    10 Other Supplies Device Amount
+ 352 INCDNT_RDLGY_AMT                 INCDNT_RDLGY_AMT                 NUM      1705    10 Incident Radiology Amount
+ 353 INCDNT_DGNSTC_SRVCS_AMT          INCDNT_DGNSTC_SRVCS_AMT          NUM      1715    10 Incident Diagnostic Services Amount
+ 354 MDCL_SRGCL_DRSNG_AMT             MDCL_SRGCL_DRSNG_AMT             NUM      1725    10 Medical/Surgical Dressing Amount
+ 355 INVSTGTNL_DVC_AMT                INVSTGTNL_DVC_AMT                NUM      1735    10 Investigational Device Amount
+ 356 MDCL_SRGCL_MISC_AMT              MDCL_SRGCL_MISC_AMT              NUM      1745    10 Medical/Surgical Miscellaneous Amount
+ 357 RDLGY_ONCOLOGY_AMT               RDLGY_ONCOLOGY_AMT               NUM      1755    10 Radiology/Oncology Amount
+ 358 RDLGY_DGNSTC_AMT                 RDLGY_DGNSTC_AMT                 NUM      1765    10 Radiology Diagnostic Amount
+ 359 RDLGY_THRPTC_AMT                 RDLGY_THRPTC_AMT                 NUM      1775    10 Radiology Therapeutic Amount
+ 360 RDLGY_NUCLR_MDCN_AMT             RDLGY_NUCLR_MDCN_AMT             NUM      1785    10 Radiology Nuclear Medicine Amount
+ 361 RDLGY_CT_SCAN_AMT                RDLGY_CT_SCAN_AMT                NUM      1795    10 Radiology CT Scan Amount
+ 362 RDLGY_OTHR_IMGNG_AMT             RDLGY_OTHR_IMGNG_AMT             NUM      1805    10 Radiology Other Imaging Amount
+ 363 OPRTG_ROOM_AMT                   OPRTG_ROOM_AMT                   NUM      1815    10 Operating Room Amount
+ 364 OR_LABOR_DLVRY_AMT               OR_LABOR_DLVRY_AMT               NUM      1825    10 O/R Labor Delivery Amount
+ 365 CRDC_CATHRZTN_AMT                CRDC_CATHRZTN_AMT                NUM      1835    10 Cardiac Catheterization Amount
+ 366 SQSTRTN_RDCTN_AMT                SQSTRTN_RDCTN_AMT                NUM      1845    10 Sequestration Reduction Amount
+ 367 UNCOMPD_CARE_PYMT_AMT            UNCOMPD_CARE_PYMT_AMT            NUM      1855    10 Uncompensated Care Payment Amount
+ 368 BNDLD_ADJSTMT_AMT                BNDLD_ADJSTMT_AMT                NUM      1865    10 Bundled Adjustment Amount
+ 369 VBP_ADJSTMT_AMT                  VBP_ADJSTMT_AMT                  NUM      1875    10 Hospital Value Based Purchasing (VBP) Amount
+ 370 HRR_ADJSTMT_AMT                  HRR_ADJSTMT_AMT                  NUM      1885    10 Hospital Readmission Reduction (HRR) Adjustment Amount
+ 371 EHR_PYMT_ADJSTMT_AMT             EHR_PYMT_ADJSTMT_AMT             NUM      1895    10 Electronic Health Record (EHR) Payment Adjustment Amount
+ 372 PPS_STD_VAL_PYMT_AMT             PPS_STD_VAL_PYMT_AMT             NUM      1905    10 Claim PPS Standard Value Payment Amount
+ 373 FINL_STD_AMT                     FINL_STD_AMT                     NUM      1915    10 Claim Final Standard Amount
+ 374 HAC_RDCTN_PMT_AMT                HAC_RDCTN_PMT_AMT                NUM      1925    10 Hospital Acquired Conditions Reduction Payment Amount (IPPS_FLEX_PYMT_6_AMT)
+ 375 IPPS_FLEX_PYMT_7_AMT             IPPS_FLEX_PYMT_7_AMT             NUM      1935    10 IPPS Flexible Payment Amount II
+ 376 PTNT_ADD_ON_PYMT_AMT             PTNT_ADD_ON_PYMT_AMT             NUM      1945    10 Revenue Center Patient/Initial Visit Add-On Amount
+ 377 HAC_PGM_RDCTN_IND_SW             HAC_PGM_RDCTN_IND_SW             CHAR     1955     1 Hospital Acquired Conditions (HAC) Program Reduction Indicator Switch
+ 378 PGM_RDCTN_IND_SW                 PGM_RDCTN_IND_SW                 CHAR     1956     1 Electronic Health Records (EHR) Program Reduction Indicator Switch
+ 379 PA_IND_CD                        PA_IND_CD                        CHAR     1957     4 Claim Prior Authorization Indicator Code
+ 380 UNIQ_TRKNG_NUM                   UNIQ_TRKNG_NUM                   CHAR     1961    14 Claim Unique Tracking Number
+ 381 STAY_2_IND_SW                    STAY_2_IND_SW                    CHAR     1975     1 Stay 2 Indicator Switch
+ 382 CLM_SITE_NTRL_PYMT_CST_AMT       CLM_SITE_NTRL_PYMT_CST_AMT       NUM      1976    10 Claim Site Neutral Payment Based on Cost Amount
+ 383 CLM_SITE_NTRL_PYMT_IPPS_AMT      CLM_SITE_NTRL_PYMT_IPPS_AMT      NUM      1986    10 Claim Site Neutral Payment Based on IPPS Amount
+ 384 CLM_FULL_STD_PYMT_AMT            CLM_FULL_STD_PYMT_AMT            NUM      1996    10 Claim Full Standard Payment Amount
+ 385 CLM_SS_OUTLIER_STD_PYMT_AMT      CLM_SS_OUTLIER_STD_PYMT_AMT      NUM      2006    10 Claim Short Stay Outlier (SSO) Standard Payment Amount
+ 386 CLM_NGACO_IND_1_CD               CLM_NGACO_IND_1_CD               CHAR     2016     1 Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator Code 1
+ 387 CLM_NGACO_IND_2_CD               CLM_NGACO_IND_2_CD               CHAR     2017     1 Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator Code 2
+ 388 CLM_NGACO_IND_3_CD               CLM_NGACO_IND_3_CD               CHAR     2018     1 Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator Code 3
+ 389 CLM_NGACO_IND_4_CD               CLM_NGACO_IND_4_CD               CHAR     2019     1 Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator Code 4
+ 390 CLM_NGACO_IND_5_CD               CLM_NGACO_IND_5_CD               CHAR     2020     1 Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator Code 5
+ 391 CLM_RSDL_PYMT_IND_CD             CLM_RSDL_PYMT_IND_CD             CHAR     2021     1 Claim Residual Payment Indicator Code
+ 392 CLM_RP_IND_CD                    CLM_RP_IND_CD                    CHAR     2022     1 Claim Representative Payee (RP) Indicator Code
+ 393 RC_RP_IND_CD                     RC_RP_IND_CD                     CHAR     2023     1 Revenue Center Representative Payee (RP) Indicator Code
+ 394 ACO_ID_NUM                       ACO_ID_NUM                       CHAR     2024    10 Accountable Care Organization (ACO) Identification Number
+ 395 RC_ALLOGENEIC_STEM_CELL_AMT      RC_ALLOGENEIC_STEM_CELL_AMT      NUM      2034    10 Revenue Center Allogeneic Stem Cell Acquisition/Donor Services Amount
+ 396 ISLET_ADD_ON_PYMT_AMT            ISLET_ADD_ON_PYMT_AMT            NUM      2044    10 Islet Add-On Payment Amount
+
+Note: All DATE fields are written out in CCYYMMDD format.
+
+- End of Document
diff --git a/examples/query.py b/examples/with-postgres/query.py
similarity index 100%
rename from examples/query.py
rename to examples/with-postgres/query.py
diff --git a/examples/spark_example.py b/examples/with-spark/spark_example.py
similarity index 100%
rename from examples/spark_example.py
rename to examples/with-spark/spark_example.py

From 2a014ce921979966a007e2ef0601f3467c975acf Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 4 Oct 2025 15:33:35 -0400
Subject: [PATCH 69/81] MAB  Working with examples

---
 docker/pg-hll/docker-compose.yml | 2 +-
 examples/with-postgres/README.md | 2 ++
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/docker/pg-hll/docker-compose.yml b/docker/pg-hll/docker-compose.yml
index 5a49a7cb7..40b77521d 100644
--- a/docker/pg-hll/docker-compose.yml
+++ b/docker/pg-hll/docker-compose.yml
@@ -4,7 +4,7 @@ services:
   postgres:
     container_name: dorieh-postgres
     build:
-      context: ./pg-hll
+      context: .
     environment:
       POSTGRES_DB: dorieh
       POSTGRES_USER: dorieh
diff --git a/examples/with-postgres/README.md b/examples/with-postgres/README.md
index 6bd04d97e..58c9ccfb9 100644
--- a/examples/with-postgres/README.md
+++ b/examples/with-postgres/README.md
@@ -20,4 +20,6 @@ file system):
 ```shell
 cd $workdir
 git clone https://github.com/ForomePlatform/dorieh.git 
+cd docker/pg-hll/
+
 ```

From 6f8916af8bb244601ab2df1d089c6cef3ed5dd1d Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 4 Oct 2025 15:34:20 -0400
Subject: [PATCH 70/81] MAB  Working with examples

---
 docker/pg-hll/docker-compose.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docker/pg-hll/docker-compose.yml b/docker/pg-hll/docker-compose.yml
index 40b77521d..1a8532103 100644
--- a/docker/pg-hll/docker-compose.yml
+++ b/docker/pg-hll/docker-compose.yml
@@ -2,7 +2,7 @@
 
 services:
   postgres:
-    container_name: dorieh-postgres
+    # container_name: dorieh-postgres
     build:
       context: .
     environment:

From 1cca6a4ca011dedcedd3fe3d564e0e7b1a6dd5b2 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sat, 4 Oct 2025 17:08:22 -0400
Subject: [PATCH 71/81] MAB  Working with examples

---
 examples/with-postgres/README.md          | 41 +++++++++++++++++++++--
 examples/with-postgres/database.ini       |  7 ++++
 examples/with-postgres/medicare/README.md | 11 ++++++
 3 files changed, 56 insertions(+), 3 deletions(-)
 create mode 100644 examples/with-postgres/medicare/README.md

diff --git a/examples/with-postgres/README.md b/examples/with-postgres/README.md
index 58c9ccfb9..84f48d3e9 100644
--- a/examples/with-postgres/README.md
+++ b/examples/with-postgres/README.md
@@ -13,13 +13,48 @@ If you have a running instance of PostgreSQL, please create your own
 The following commands assume that you are using the provided 
 lightweight PostgreSQL server.
 
-Start the server (`git` must be installed; replace $workdir with some 
-actual path on your local 
-file system):
+Start the server (Docker and `git` must be installed; replace $workdir with 
+some actual path on your local file system):
 
 ```shell
 cd $workdir
 git clone https://github.com/ForomePlatform/dorieh.git 
 cd docker/pg-hll/
+docker compose up
+# Or: docker compose up -d # to run in the background 
+```
+
+Now, test that you can connect to the database:
+
+```shell
+cd $workdir/dorieh/examples/with-postgres 
+# Or, if you ran the previous block with `-d` option:
+# cd ../../examples/with-postgres/
+docker run -v ./database.ini:/tmp/database.ini forome/dorieh python -m dorieh.platform.util.psql  --connection dorieh --db /tmp/database.ini 'SELECT version();'
+```
+
+Alternatively, if you have Dorieh installed locally in a virtual 
+environment, you do not need `docker`. See [General README](../README.md)
+for installation tips. Then you can run:
 
+```shell
+cd $workdir/dorieh/examples/with-postgres
+source $pat_to_dorieh_virtual_env/bin/activate 
+python -m dorieh.platform.util.psql  --connection localhost --db database.ini 'SELECT version();'
 ```
+
+Finally, if you do not have Dorieh installed but have a CWL implementation,
+e.g., Toil (see [General README](../README.md)) or just want to test 
+that you can connect to the database from your workflows, use the 
+following commands:
+
+```shell
+cd $workdir/dorieh/examples/with-postgres
+source $pat_to_toil_virtual_env/bin/activate 
+toil-cwl-runner https://raw.githubusercontent.com/ForomePlatform/dorieh/refs/heads/main/src/workflows/handshake.cwl --database database.ini --connection dorieh 
+cat grant.log
+```
+
+
+
+
diff --git a/examples/with-postgres/database.ini b/examples/with-postgres/database.ini
index 829a3580c..7f6067627 100644
--- a/examples/with-postgres/database.ini
+++ b/examples/with-postgres/database.ini
@@ -4,3 +4,10 @@ port=55432
 database=dorieh
 user=dorieh
 password=dorieh_secret
+
+[localhost]
+host=localhost
+port=55432
+database=dorieh
+user=dorieh
+password=dorieh_secret
diff --git a/examples/with-postgres/medicare/README.md b/examples/with-postgres/medicare/README.md
new file mode 100644
index 000000000..b2dc8d134
--- /dev/null
+++ b/examples/with-postgres/medicare/README.md
@@ -0,0 +1,11 @@
+# Running Sample Medicare Processing Workflow
+
+See [](../../README.md) and [](../README.md) for prerequisites.
+
+
+```shell
+cd $workdir/dorieh/examples/with-postgres/medicare
+source $pat_to_toil_virtual_env/bin/activate 
+
+toil-cwl-runner --jobStore j1 --retryCount 1 --cleanWorkDir never --outdir outputs --workDir . https://raw.githubusercontent.com/ForomePlatform/dorieh/refs/heads/main/src/workflows/medicare.cwl --input data/ --database ../database.ini --connection_name dorieh
+```
\ No newline at end of file

From 730c5d768720848e643e5b847c7fe13a1c102524 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 6 Oct 2025 12:53:18 -0400
Subject: [PATCH 72/81] MAB  Medicare processing examples

---
 examples/with-postgres/medicare/README.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/examples/with-postgres/medicare/README.md b/examples/with-postgres/medicare/README.md
index b2dc8d134..dbd44468e 100644
--- a/examples/with-postgres/medicare/README.md
+++ b/examples/with-postgres/medicare/README.md
@@ -1,6 +1,7 @@
 # Running Sample Medicare Processing Workflow
 
-See [](../../README.md) and [](../README.md) for prerequisites.
+See [General Setup](../../README.md) and [Database Setup](../README.md) for 
+prerequisites.
 
 
 ```shell

From 0205fbbde23c19a6fd47c7d9a88e0a26a7d3f616 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Tue, 14 Oct 2025 21:41:43 -0400
Subject: [PATCH 73/81] MAB   Reformatting Workflows documentation

---
 doc/pipelines.md | 232 ++++++++++++++++++++++++++++++++---------------
 1 file changed, 157 insertions(+), 75 deletions(-)

diff --git a/doc/pipelines.md b/doc/pipelines.md
index 385f74c82..c79b2bd7f 100644
--- a/doc/pipelines.md
+++ b/doc/pipelines.md
@@ -8,68 +8,73 @@ local:
 
 ## Introduction
 
-For the majority of computational studies, their data acquisition workflow can
-be represented as a data processing pipeline. A data processing pipeline
-consists of steps, each step being either a script, a binary executable, or a
-specific data transformation within a data warehouse. Some steps are dependent
-on the results of other steps. Therefore, every workflow can be represented as a
-directed acyclic graph (DAG), where steps are the nodes of the graph and
-dependencies are its edges. Pipeline topologies are complex as they provide for
-massive parallelization and multiple dependencies. When pipeline logic is
-expressed in a procedural programming language, the result is a very convoluted
-program that is economically ineffective to maintain. Fortunately, alternatives
-to procedural languages have been proposed and are widely used.
-
-To the full extent both repeatability and reproducibility of data processing
-pipelines is addressed by special descriptive domain specific languages (DSL).
-Three such languages have been developed by different communities that work
-primarily in bioinformatics. The most widely adopted is 
-[Common Workflow Language (CWL)](https://www.commonwl.org/), 
-the most popular in terms of studies that use it, the number of
-published workflows and the number of runtime platforms supporting execution of
-the workflows defined in CWL. The pipelines we publish here are all written
-in CWL.
-
-Descriptive workflow languages focus on explicit definition of the pipeline
-topology and insulation of the topology, inputs, requirements and outputs from
-the actual processing algorithms. Developed primarily by bioinformatics
-communities and mostly used by bioinformatics projects they expect the inputs to
-be in a few well-defined formats and orchestrate the work of a limited set of
-known tools. In other areas, for example, in population health research, the
-data comes from much more diverse sources, in diverse and often incompatible
-formats. Therefore, many steps (nodes in the pipeline topology) will be
-responsible for various data transformation operations. 
-                                                           
-> Some workflows require database connection to perform all steps.
+Most computational studies acquire and process data using a data
+processing pipeline. Such pipelines are composed of multiple steps,
+where each step may be a script, binary executable, or a specific data
+transformation. These steps often depend on the completion and outcome
+of previous steps, so the entire workflow can be naturally represented
+as a **Directed Acyclic Graph (DAG)**: nodes represent workflow steps,
+and
+edges indicate their dependencies.
+
+This DAG-based representation allows for complex pipeline topologies,
+including parallelization and multiple dependencies. However, describing
+such logic in procedural programming languages quickly becomes unwieldy
+and hard to maintain. To address this challenge, **domain-specific
+workflow description languages (DSLs)** have been developed.
+
+## Workflow Description Languages
+
+For reproducibility and repeatability, pipelines are commonly specified
+using descriptive workflow DSLs. In bioinformatics and other scientific
+domains, three such languages are widely used. The most prevalent is the
+[Common Workflow Language (CWL)](https://www.commonwl.org/),
+due to its extensive community support,
+number of published workflows, and broad platform compatibility. All
+pipelines published in this documentation use CWL.
+
+Descriptive workflow languages separate the definition of pipeline
+structure (topology, inputs, outputs, requirements) from the
+implementation of processing steps. While these languages were pioneered
+in bioinformatics—often operating on well-defined inputs and known
+tools—they are also applicable to fields with more diverse and less
+standardized data, such as population health research. In these domains,
+many workflow steps may focus on complex data transformation and
+harmonization.
+
+> Some workflows require database connection during the execution.
 > See [](DBConnections) section. for details
 
 ## Running Workflows
-                   
+
 ### Tested runners
 
-CWL is "write once run anywhere" language. If a piepline one has developed
-runs on the developer's laptop it is more or less guaranteed it will run
-in any on-prem cluster or cloud environment, provided a runner supporting
-a given environment is used. One can find the list of currently 
-supported runners in 
+CWL is a "write once, run anywhere" language. A pipeline developed and
+tested in one environment (such as a laptop) will run on clusters and
+cloud platforms using any compliant runner. For the latest list of
+compatible runners, visit the
 [CWL Implementations](https://www.commonwl.org/implementations/) page.
 
-We have used cwltool, CWL-Airflow and Toil in our development
-and production. Toil's output is a little too verbose, but it has
-great features like ability to restart a pipeline from a failed
-step (even after minor corrections) and native support for AWS Batch.
-CWL-Airflow provides a nice graphical user interface.
+We have successfully used **cwltool**, **CWL-Airflow**, and **Toil**:
+
+* **Toil**: Highly featured, supports AWS Batch and pipeline resumption
+  after failures. Output can be quite verbose. We recommend it for
+  production and development use.
+* **CWL-Airflow**: Provides a graphical interface for managing and
+  visualizing workflows.
+* **cwltool**: Lightweight reference implementation, ideal for
+  development for those who prefer to avoid Toil.
+
+See the [Toil documentation](https://toil.readthedocs.io/en/latest/)
+for additional details on using Toil for running CWL workflows.
 
-See [Toil documentation](https://toil.readthedocs.io/en/latest/) 
-for some details of running CWL workflows.
-                                               
 ### Providing parameters to the pipelines
 
-Parameters can be provided either as command line options
-with two dashes `--` or in YaML or JSON file.
+Pipeline parameters are supplied on the command line
+(as double-dash `--` options) or via YAML or JSON files.
 
-Note, that when using a YaML file, files and directories 
-have to be specified in the following way:
+When using YAML to specify files or directories as inputs,
+use this structure:
 
 ```yaml
 my_file:
@@ -83,16 +88,24 @@ my_directory:
 
 ### Using Toil
 
-A few hints if you are using Toil:
+For hands-on examples, refer to the
+[Dorieh Examples Folder](https://github.com/ForomePlatform/dorieh/tree/main/examples)
+on GitHub. There you will find:
+
+* [Instructions for environment setup](https://github.com/ForomePlatform/dorieh/tree/main/examples#running-cwl-examples)
+* [Running workflows that do not require a database backend](Example-climate-workflow.md)
+* [Workflows with PostgreSQL backend](https://github.com/ForomePlatform/dorieh/tree/main/examples/with-postgres)
 
-1. Install Toil with aws and cwl options:
+#### Quick Start with Toil
+
+1. Install Toil with AWS and CWL support:
 
         pip install toil[aws,cwl]
-2. If you want to be able to restart a pipeline from a failed step you need to 
-    provide `--jobStore` option. To restart - give exactly the same options
-    adding `--restart` 
+2. Enable pipeline resumption:
+   Use the `--jobStore` option when running the pipeline.
+   To resume after a failure, use the same command plus `--restart`.
 
-Here is an example of a command to execute a pipeline:
+**Sample command**:
 
 ```shell
 toil-cwl-runner --retryCount 1 --cleanWorkDir never \ 
@@ -101,21 +114,89 @@ toil-cwl-runner --retryCount 1 --cleanWorkDir never \
   --jobStore /scratch/work/someDir123
   pm25_yearly_download.cwl test_exposure_job.yml 
 ```
-                                                                                
-## Testing workflows
 
-Pipelines can be tested using included 
-[DBT Pipeline Testing Framework](DBT)
+Most Dorieh workflows consist of multiple steps, each producing two log
+files: a progress log (`*.log`) and an error log (`*.err`). On success,
+error logs are usually empty; all logs are collected under the
+`--outdir` directory.
+
+A successful pipeline run typically emits a JSON object in standard
+output or log file, for example:
+
+```json
+{
+  "qc_ev_create_log": {
+    "location": "file:///shared/dorieh-logs/data_loader-2025-03-05-09-48-27.log_2",
+    "basename": "data_loader-2025-03-05-09-48-27.log",
+    "nameroot": "data_loader-2025-03-05-09-48-27",
+    "nameext": ".log",
+    "class": "File",
+    "checksum": "sha1$fa01481303c9030c8095387661a3bdc6851fc1ed",
+    "size": 12060,
+    "path": "/shared/dorieh-logs/data_loader-2025-03-05-09-48-27.log_2"
+  },
+  "registry": {
+    "location": "file:///shared/dorieh-logs/data.yaml",
+    "basename": "data.yaml",
+    "nameroot": "data",
+    "nameext": ".yaml",
+    "class": "File",
+    "checksum": "sha1$73700ade239b3a0c5f755ef694f05aebb4442c68",
+    "size": 140457,
+    "path": "/shared/dorieh-logs/ingestion/2015/outputs/cms.yaml"
+  }
+}
+```
 
-More detailed document that describes testing is: [](TestingWorkflows).
+Alternatively, you can confirm successful completion by searching the
+logs for either of: `Finished toil run successfully`  or
+`CWL run complete!`:
+
+```shell
+grep 'Finished toil run successfully' 1_2015prod.log
+grep 'CWL run complete!' 1_2015prod.log
+```
+
+A failed run usually ends with a `PermanentFail` message, although
+abrupt
+system failures may not log this. If a log file remains unmodified for
+several hours, the workflow is likely not running.
+
+> Some workflow steps, especially those involving database
+> transformations, may run for extended periods but produce little log
+> output. Check individual step logs for progress if you suspect issues.
+
+### Troubleshooting Workflows run by Toil
+
+To check for errors across all runs:
 
-## Installing Python dependencies
-                                 
-The following requirements.txt file can be used to fetch all 
-Python packages included in the platform. 
+```shell
+find /shared/dorieh-logs/ -type f -name "*.err" -size +0c -exec ls -alF {} \;
+```
+
+> No output indicates no errors. Non-empty `.err` files should be
+> examined.
+
+
+For logs from a specific run (e.g., subdirectory per run):
+
+```shell
+find /shared/dorieh-logs/toilwf-c36b795b68935d99be01ed1556c85b1e/ -type f -name "*.err" -size +0c -exec ls -alF {} \;
+```
 
+To see all error logs regardless of whether they are empty or not omit
+the `-size +0c` filter:
 
+```shell
+find /shared/dorieh-logs/toilwf-c36b795b68935d99be01ed1556c85b1e/ -type f -name "*.err" -exec ls -alF {} \;
+```
+
+## Testing workflows
 
+Pipelines can be tested using included
+[DBT Pipeline Testing Framework](DBT)
+
+More detailed document that describes testing is: [](TestingWorkflows).
 
 ## Published and tested workflows
 
@@ -134,21 +215,22 @@ pipeline/medicaid
 pipeline/census_workflow
 ```
 
-## Developing your own workflows
+## Developing New Workflows
 
 ### Combining included CWL tools into a new workflow
 
-Dorieh includes many packaged CWL tools that can be combined in custom workflows. 
-It also includes a [utility](members/cwl_collect_outputs) 
-to generate CWL code that can be copied abd pasted into a parent
-workflow.
+Dorieh provides multiple pre-packaged CWL tools, which you can mix and
+match into custom workflows. Use
+the [CWL output collection utility](members/cwl_collect_outputs) to help
+generate CWL code snippets for new workflows.
 
 ### Wrapping python modules as CWL tools
 
-You might want to look at [cwl2argparse](https://github.com/hexylena/argparse2tool#cwl-specific-functionality)
-or other [CWL development tools](https://www.commonwl.org/tools/)
+Consider
+using [cwl2argparse](https://github.com/hexylena/argparse2tool#cwl-specific-functionality)
+or browse other [CWL development tools](https://www.commonwl.org/tools/)
+for converting Python modules into CWL tools.
+
 
-## Example of a workflow
 
-Please see [](Example-climate-workflow)
 

From d517e232d98ca1b9d52cb58f084ada9b168ec590 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Thu, 6 Nov 2025 23:59:19 -0500
Subject: [PATCH 74/81] MAB     Amending code to align with the tutorial

---
 .idea/runConfigurations/Download_shapes.xml   |   3 +-
 doc/tutorial/example1.cwl                     | 190 ++++++++++++++++++
 doc/tutorial/example1_model.yml               |  78 +++++++
 examples/no-db/climate-example.cwl            |   6 +-
 setup.py                                      |   4 +-
 src/cwl/create.cwl                            |   2 +-
 src/cwl/parse_date.cwl                        |  30 +++
 .../dorieh/platform/data_model/domain.py      |   2 +
 .../dorieh/platform/data_model/model.py       |   8 +-
 .../platform/util/cwl_collect_outputs.py      |   7 +-
 src/python/dorieh/rasters/config.py           |   6 +-
 src/python/dorieh/utils/io_utils.py           |   7 +-
 12 files changed, 326 insertions(+), 17 deletions(-)
 create mode 100644 doc/tutorial/example1.cwl
 create mode 100644 doc/tutorial/example1_model.yml
 create mode 100644 src/cwl/parse_date.cwl

diff --git a/.idea/runConfigurations/Download_shapes.xml b/.idea/runConfigurations/Download_shapes.xml
index 53eb9700b..a9d929681 100644
--- a/.idea/runConfigurations/Download_shapes.xml
+++ b/.idea/runConfigurations/Download_shapes.xml
@@ -1,6 +1,7 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="Download shapes" type="PythonConfigurationType" factoryName="Python" folderName="Python - GIS Tools">
     <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
@@ -24,7 +25,7 @@
       </ENTRIES>
     </EXTENSION>
     <option name="SCRIPT_NAME" value="dorieh.gis.shapes_downloader" />
-    <option name="PARAMETERS" value="--collection tiger --geography all --year 2010" />
+    <option name="PARAMETERS" value="--collection tiger --geography zcta --year 2019" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="true" />
diff --git a/doc/tutorial/example1.cwl b/doc/tutorial/example1.cwl
new file mode 100644
index 000000000..820c2c33b
--- /dev/null
+++ b/doc/tutorial/example1.cwl
@@ -0,0 +1,190 @@
+#!/usr/bin/env cwl-runner
+
+cwlVersion: v1.2
+class: Workflow
+
+requirements:
+  SubworkflowFeatureRequirement: {}
+  StepInputExpressionRequirement: {}
+  InlineJavascriptRequirement: {}
+  ScatterFeatureRequirement: {}
+  MultipleInputFeatureRequirement: {}
+  NetworkAccess:
+    networkAccess: True
+inputs:
+  band:
+    type: string
+  date:
+    type: string
+  geography:
+    type: string
+  database:
+    type: File
+    default:
+      class: File
+      location: https://raw.githubusercontent.com/ForomePlatform/dorieh/refs/heads/dev-0.4.x/examples/with-postgres/database.ini
+  connection_name:
+    type: string
+    default: "localhost"
+
+steps:
+  extract_year:
+    run: /Users/misha/harvard/projects/github/dorieh/src/cwl/parse_date.cwl
+    in:
+      date: date
+    out:
+      - year
+
+  download:
+    run: https://raw.githubusercontent.com/ForomePlatform/dorieh/main/src/cwl/download.cwl
+    in:
+      year: extract_year/year
+      band: band
+    out:
+      - log
+      - data
+      - errors
+
+  get_shapes:
+    run: https://raw.githubusercontent.com/ForomePlatform/dorieh/main/src/cwl/get_shapes.cwl
+    in:
+      geo: geography
+      year: extract_year/year
+    out:
+      - shape_files
+
+  aggregate:
+    run: https://raw.githubusercontent.com/ForomePlatform/dorieh/main/src/cwl/aggregate_daily.cwl
+    in:
+      geography: geography
+      year: extract_year/year
+      dates: date
+      band: band
+      input: download/data
+      shape_files: get_shapes/shape_files
+      strategy:
+        valueFrom: default
+    out:
+      - log
+      - data
+      - errors
+
+  initdb:
+    run: https://raw.githubusercontent.com/ForomePlatform/dorieh/main/src/cwl/initcoredb.cwl
+    in:
+      database: database
+      connection_name: connection_name
+    out:
+      - log
+      - err
+
+  ingest:
+    run: https://raw.githubusercontent.com/ForomePlatform/dorieh/main/src/cwl/ingest.cwl
+    in:
+      depends_on: initdb/log
+      registry:
+        default:
+          class: File
+          location: "https://raw.githubusercontent.com/ForomePlatform/dorieh/maindoc/tutorial/example1_model.yml"
+      domain:
+        valueFrom: "tutorial"
+      table:
+        valueFrom: "bronze_temperature"
+      input: aggregate/data
+      database: database
+      connection_name: connection_name
+    out:
+      - log
+      - errors
+
+  build_silver:
+    run: https://raw.githubusercontent.com/ForomePlatform/dorieh/main/src/cwl/create.cwl
+    in:
+      depends_on: ingest/log
+      registry:
+        default:
+          class: File
+          location: "/Users/misha/harvard/projects/github/dorieh/doc/tutorial/example1_model.yml"
+      domain:
+        valueFrom: "tutorial"
+      table:
+        valueFrom: "silver_temperature"
+      database: database
+      connection_name: connection_name
+    out:
+      - log
+      - errors
+
+  build_gold:
+    run: https://raw.githubusercontent.com/ForomePlatform/dorieh/main/src/cwl/create.cwl
+    in:
+      depends_on: build_silver/log
+      registry:
+        default:
+          class: File
+          location: "/Users/misha/harvard/projects/github/dorieh/doc/tutorial/example1_model.yml"
+      domain:
+        valueFrom: "tutorial"
+      table:
+        valueFrom: "gold_temperature_by_state"
+      database: database
+      connection_name: connection_name
+    out:
+      - log
+      - errors
+
+
+outputs:
+  ## Generated by dorieh.platform.util.cwl_collect_outputs from download.cwl:
+  download_log:
+    type: File?
+    outputSource: download/log
+  download_data:
+    type: File?
+    outputSource: download/data
+  download_errors:
+    type: File
+    outputSource: download/errors
+  ## Generated by dorieh.platform.util.cwl_collect_outputs from get_shapes.cwl:
+  get_shapes_shape_files:
+    type: File[]
+    outputSource: get_shapes/shape_files
+  ## Generated by dorieh.platform.util.cwl_collect_outputs from aggregate_daily.cwl:
+  aggregate_log:
+    type: File?
+    outputSource: aggregate/log
+  aggregate_data:
+    type: File?
+    outputSource: aggregate/data
+  aggregate_errors:
+    type: File
+    outputSource: aggregate/errors
+
+  initdb_log:
+    type: File
+    outputSource: initdb/log
+  initdb_err:
+    type: File
+    outputSource: initdb/err
+
+  ingest_log:
+    type: File
+    outputSource: ingest/log
+  ingest_err:
+    type: File
+    outputSource: ingest/errors
+
+  build_silver_log:
+    type: File
+    outputSource: build_silver/log
+  build_silver_err:
+    type: File
+    outputSource: build_silver/errors
+
+  build_gold_log:
+    type: File
+    outputSource: build_gold/log
+  build_gold_err:
+    type: File
+    outputSource: build_gold/errors
+
diff --git a/doc/tutorial/example1_model.yml b/doc/tutorial/example1_model.yml
new file mode 100644
index 000000000..1a572f950
--- /dev/null
+++ b/doc/tutorial/example1_model.yml
@@ -0,0 +1,78 @@
+tutorial:
+  header: true
+  quoting: 3
+  index: "unless excluded"
+  description: "Data model for data transformation tutorial"
+  tables:
+    bronze_temperature:
+      description: |
+        Maximum daily temperature for US Zip Code Tabulation Areas
+      columns:
+        - tmmx:
+            type: float
+            description: Maximum temperature variable from the TerraClimate dataset in K
+            reference: https://developers.google.com/earth-engine/datasets/catalog/IDAHO_EPSCOR_GRIDMET#bands
+        - date:
+            type: date
+        - zcta:
+            description: Zip Code for a Zip Code Tabulation Area
+            type: int
+      primary_key:
+        - zcta
+        - date
+    silver_temperature:
+      description: |
+        Maximum daily temperature for US Zip Code Tabulation Areas, enriched and harmonized
+      create:
+        type: view
+        from: bronze_temperature
+      columns:
+        - tmmx
+        - date
+        - zcta
+        - temperature_in_C:
+            type: float
+            description: Temperature in Celsius
+            source: (tmmx - 273.15)
+        - temperature_in_F:
+            type: float
+            description: Temperature in Fahrenheit
+            source: ((tmmx - 273.15)*9/5 + 32)
+        - us_state:
+            type: VARCHAR(2)
+            description: US State
+            source:  "public.zip_to_state(EXTRACT(YEAR FROM date)::INT, zcta)"
+        - city:
+            type: VARCHAR(128)
+            description: US State
+            source:  "public.zip_to_city(EXTRACT(YEAR FROM date)::INT, zcta)"
+
+    gold_temperature_by_state:
+      description: |
+        Temperature variations by US State
+      create:
+        type: materialized view
+        from: silver_temperature
+        group by:
+          - us_state
+          - date
+      columns:
+        - us_state
+        - date
+        - t_span:
+            type: float
+            description: Temperature variation in Celsius
+            source: MAX(tmmx) - MIN(tmmx)
+        - t_mean_in_C:
+            type: float
+            description: Mean Temperature in Celsius
+            source: AVG(temperature_in_C)
+        - t_mean_in_F:
+            type: float
+            description: Mean Temperature in Fahrenheit
+            source: AVG(temperature_in_F)
+      primary_key:
+        - us_state
+        - date
+
+
diff --git a/examples/no-db/climate-example.cwl b/examples/no-db/climate-example.cwl
index 0e7b38967..5c7841ae3 100644
--- a/examples/no-db/climate-example.cwl
+++ b/examples/no-db/climate-example.cwl
@@ -59,7 +59,7 @@ inputs:
 
 steps:
   download:
-    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/download.cwl
+    run: https://raw.githubusercontent.com/ForomePlatform/dorieh/main/src/cwl/download.cwl
     doc: Downloads NetCDF file with gridMET data from Atmospheric Composition Analysis Group
     in:
       year:
@@ -71,7 +71,7 @@ steps:
       - log
       - errors
   get_shapes:
-    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/get_shapes.cwl
+    run: https://raw.githubusercontent.com/ForomePlatform/dorieh/main/src/cwl/get_shapes.cwl
     doc: |
       This step downloads Shape files from a given collection (TIGER/Line or GENZ) 
       and a geography (ZCTA or Counties) from the US Census website,
@@ -84,7 +84,7 @@ steps:
       date: date
     out: [shape_files]
   aggregate:
-    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/aggregate_daily.cwl
+    run: https://raw.githubusercontent.com/ForomePlatform/dorieh/main/src/cwl/aggregate_daily.cwl
     doc: |
       This step aggregates gridded data from a NetCDF file over polygons from the provided shapefiles
     in:
diff --git a/setup.py b/setup.py
index 572b3c203..ec9c461d7 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.4.0",
+    version="0.4.2",
     url='https://github.com/NSAPH-Data-Platform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',
@@ -49,6 +49,7 @@
     },
     python_requires='>=3.12',
     install_requires=[
+        'aiohttp',
         'argcomplete>=1.12.1',
         'boto3',
         'certifi>=2024.7.4',
@@ -56,6 +57,7 @@
         'cwltool>=3.0.20200710214758',
         'deprecated',
         'fiona>=1.10.1',
+        'fsspec',
         'geopandas',
         'geopy',
         'GitPython',
diff --git a/src/cwl/create.cwl b/src/cwl/create.cwl
index 074767081..c7a1eeb4c 100644
--- a/src/cwl/create.cwl
+++ b/src/cwl/create.cwl
@@ -66,7 +66,7 @@ inputs:
     inputBinding:
       prefix: --action
   registry:
-    type: string?
+    type: File?
     inputBinding:
       prefix: --registry
   input_data:
diff --git a/src/cwl/parse_date.cwl b/src/cwl/parse_date.cwl
new file mode 100644
index 000000000..460e317ce
--- /dev/null
+++ b/src/cwl/parse_date.cwl
@@ -0,0 +1,30 @@
+#!/usr/bin/env cwl-runner
+
+cwlVersion: v1.2
+class: ExpressionTool
+
+requirements:
+  InlineJavascriptRequirement: {}
+
+
+inputs:
+  date:
+    type: string
+
+outputs:
+  year:
+    type: string
+  month:
+    type: string
+  day:
+    type: string
+
+expression: |
+  ${
+    const parts = inputs.date.split('-');
+    return {
+      year: parts[0],
+      month: parts[1],
+      day: parts[2]
+    };
+  }
\ No newline at end of file
diff --git a/src/python/dorieh/platform/data_model/domain.py b/src/python/dorieh/platform/data_model/domain.py
index 12621b2a5..ed783c5d8 100644
--- a/src/python/dorieh/platform/data_model/domain.py
+++ b/src/python/dorieh/platform/data_model/domain.py
@@ -581,6 +581,8 @@ def generate_insert_from_select(self, table: str, limit: int = None) -> str:
 
     def is_populate_on_create(self, table) -> bool:
         definition = self.find(table)
+        if not "create" in definition:
+            return False
         create = definition["create"]
         if "populate" in create and create["populate"] is False:
             return False
diff --git a/src/python/dorieh/platform/data_model/model.py b/src/python/dorieh/platform/data_model/model.py
index 1a885e0e3..e7f4351eb 100644
--- a/src/python/dorieh/platform/data_model/model.py
+++ b/src/python/dorieh/platform/data_model/model.py
@@ -76,10 +76,10 @@ def index_method(c: str) -> (str,None):
     return None
 
 
-integer = re.compile("-?\d+")
-float_number = re.compile("(-?\d*)\.(\d+)([e|E][-|+]?\d+)?")
-exponent = re.compile("(-?\d+)([e|E][-|+]?\d+)")
-date = re.compile("([12]\d{3}-(0[1-9]|1[0-2])-(0[1-9]|[12]\d|3[01]))")
+integer = re.compile("-?\\d+")
+float_number = re.compile("(-?\\d*)\\.(\\d+)([e|E][-|+]?\\d+)?")
+exponent = re.compile("(-?\\d+)([e|E][-|+]?\\d+)")
+date = re.compile("([12]\\d{3}-(0[1-9]|1[0-2])-(0[1-9]|[12]\\d|3[01]))")
 
 SET_COLUMN = "UPDATE {table} SET {column} = {expression}"
 
diff --git a/src/python/dorieh/platform/util/cwl_collect_outputs.py b/src/python/dorieh/platform/util/cwl_collect_outputs.py
index 246194707..f6fb3fbd6 100644
--- a/src/python/dorieh/platform/util/cwl_collect_outputs.py
+++ b/src/python/dorieh/platform/util/cwl_collect_outputs.py
@@ -31,6 +31,8 @@
 
 import yaml
 
+from dorieh.utils.io_utils import fopen
+
 
 def encode(name: str):
     if len(name) < 13:
@@ -44,7 +46,7 @@ def collect(step: str, path: str, name = None, output = sys.stdout, what=None):
         what = ["step", "pipeline"]
     if name is None:
         name = step
-    with open(path) as f:
+    with fopen(path, "r") as f:
         cwl = yaml.safe_load(f)
         outputs = cwl["outputs"]
         if "step" in what:
@@ -53,8 +55,7 @@ def collect(step: str, path: str, name = None, output = sys.stdout, what=None):
                 t = outputs[o]["type"]
                 print("      - {}".format(o), file=output)
         if "pipeline" in what:
-            print("## Generated by nsaph/util/cwl_collect_outputs.py from {}:".
-                  format(os.path.basename(path)), file=output)
+            print(f"## Generated by dorieh.platform.util.cwl_collect_outputs from {os.path.basename(path)}:", file=output)
             for o in outputs:
                 t = outputs[o]["type"]
                 if isinstance(t, str) and t.lower() in ["stdout", "stderr"]:
diff --git a/src/python/dorieh/rasters/config.py b/src/python/dorieh/rasters/config.py
index 7e4fa20e0..9bf80b9c4 100644
--- a/src/python/dorieh/rasters/config.py
+++ b/src/python/dorieh/rasters/config.py
@@ -62,8 +62,10 @@ def __init__(self, value: str):
         if not value:
             return
         if ':' not in value:
-            raise ValueError("Filter spec must include ':'")
-        bounds = value.split(':')
+            # raise ValueError("Filter spec must include ':'")
+            bounds = [value, value]
+        else:
+            bounds = value.split(':')
         if bounds[0].lower() in ["dayofmonth", "month", "date"]:
             self.ftype = bounds[0].lower()
             self.values = [v.strip() for v in bounds[1].split(',')]
diff --git a/src/python/dorieh/utils/io_utils.py b/src/python/dorieh/utils/io_utils.py
index 979b71bb8..3b0fce59e 100644
--- a/src/python/dorieh/utils/io_utils.py
+++ b/src/python/dorieh/utils/io_utils.py
@@ -39,6 +39,7 @@
 import codecs
 import csv
 import datetime
+import fsspec
 import glob
 import gzip
 import io
@@ -241,12 +242,14 @@ def fopen(path: str, mode: str):
     """
     if isinstance(path, io.BufferedReader):
         return codecs.getreader("utf-8")(path)
-    if path.lower().endswith(".gz"):
+    lpath = path.lower()
+    # if lpath.startswith("http")
+    if lpath.endswith(".gz"):
         #return io.TextIOWrapper(gzip.open(path, mode))
         return gzip.open(path, mode)
     if 'b' in mode:
         return open(path, mode)
-    return open(path, mode, encoding="utf-8")
+    return fsspec.open(path, mode, encoding="utf-8")
 
 
 def check_http_response(r: Response):

From 366cfbe371fb2e6597c65524053d2aaa802b4ff6 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 7 Nov 2025 10:57:28 -0500
Subject: [PATCH 75/81] MAB     Adding runtime config

---
 .../runConfigurations/Create_Airnow_SQL_.xml  | 36 ++++++++++++++++++
 .../Create_PM25_components_SQL_.xml           | 37 +++++++++++++++++++
 .../Create_climate_SQL__rmax.xml              | 37 +++++++++++++++++++
 .../Create_climate_SQL__rmin_.xml             | 37 +++++++++++++++++++
 .../Data_Loader__Climate_Example_.xml         | 26 +++++++++++++
 .../runConfigurations/Data_Loader__Help_.xml  | 25 +++++++++++++
 ...ld_Data_Transformer__Climate_Example__.xml | 26 +++++++++++++
 .idea/runConfigurations/Run_AQS_SQL.xml       | 37 +++++++++++++++++++
 .idea/runConfigurations/Run_Airnow_SQL_.xml   | 36 ++++++++++++++++++
 .idea/runConfigurations/Run_climate_SQL.xml   | 37 +++++++++++++++++++
 ...er_Data_Transformer__Climate_Example__.xml | 26 +++++++++++++
 .../Test_AQS__2010__2011__.xml                | 27 ++++++++++++++
 12 files changed, 387 insertions(+)
 create mode 100644 .idea/runConfigurations/Create_Airnow_SQL_.xml
 create mode 100644 .idea/runConfigurations/Create_PM25_components_SQL_.xml
 create mode 100644 .idea/runConfigurations/Create_climate_SQL__rmax.xml
 create mode 100644 .idea/runConfigurations/Create_climate_SQL__rmin_.xml
 create mode 100644 .idea/runConfigurations/Data_Loader__Climate_Example_.xml
 create mode 100644 .idea/runConfigurations/Data_Loader__Help_.xml
 create mode 100644 .idea/runConfigurations/Gold_Data_Transformer__Climate_Example__.xml
 create mode 100644 .idea/runConfigurations/Run_AQS_SQL.xml
 create mode 100644 .idea/runConfigurations/Run_Airnow_SQL_.xml
 create mode 100644 .idea/runConfigurations/Run_climate_SQL.xml
 create mode 100644 .idea/runConfigurations/Silver_Data_Transformer__Climate_Example__.xml
 create mode 100644 .idea/runConfigurations/Test_AQS__2010__2011__.xml

diff --git a/.idea/runConfigurations/Create_Airnow_SQL_.xml b/.idea/runConfigurations/Create_Airnow_SQL_.xml
new file mode 100644
index 000000000..008d5ec75
--- /dev/null
+++ b/.idea/runConfigurations/Create_Airnow_SQL_.xml
@@ -0,0 +1,36 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Create Airnow SQL " type="PythonConfigurationType" factoryName="Python" folderName="DBT Tests">
+    <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+    </envs>
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/aqs" />
+    <option name="IS_MODULE_SDK" value="true" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
+    <option name="SCRIPT_NAME" value="dorieh.platform.dbt.create_test" />
+    <option name="PARAMETERS" value="--table epa.airnow_pm25_2022 --connection nsaph-8432 --database $PROJECT_DIR$/../../database.ini --script $PROJECT_DIR$/src/cwl/test_cases/airnow_test.sql" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="true" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Create_PM25_components_SQL_.xml b/.idea/runConfigurations/Create_PM25_components_SQL_.xml
new file mode 100644
index 000000000..e4219cdbb
--- /dev/null
+++ b/.idea/runConfigurations/Create_PM25_components_SQL_.xml
@@ -0,0 +1,37 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Create PM25-components SQL " type="PythonConfigurationType" factoryName="Python" folderName="DBT Tests">
+    <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+      <env name="AWS_PROFILE" value="urc" />
+    </envs>
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/aqs" />
+    <option name="IS_MODULE_SDK" value="true" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
+    <option name="SCRIPT_NAME" value="dorieh.platform.dbt.create_test" />
+    <option name="PARAMETERS" value="--table exposures.pm25_components_annual_county_mean --connection aws-urc-port-forward --database $PROJECT_DIR$/../../database.ini --script $PROJECT_DIR$/src/cwl/test_cases/exposures_test_pm25_components.sql" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="true" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Create_climate_SQL__rmax.xml b/.idea/runConfigurations/Create_climate_SQL__rmax.xml
new file mode 100644
index 000000000..fb5ebdbbe
--- /dev/null
+++ b/.idea/runConfigurations/Create_climate_SQL__rmax.xml
@@ -0,0 +1,37 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Create climate SQL: rmax" type="PythonConfigurationType" factoryName="Python" folderName="DBT Tests">
+    <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+      <env name="AWS_PROFILE" value="urc" />
+    </envs>
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/aqs" />
+    <option name="IS_MODULE_SDK" value="true" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
+    <option name="SCRIPT_NAME" value="dorieh.platform.dbt.create_test" />
+    <option name="PARAMETERS" value="--table climate.county_rmax --connection aws-urc-port-forward --database $PROJECT_DIR$/../../database.ini --script $PROJECT_DIR$/src/cwl/test_cases/county_rmax.sql" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="true" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Create_climate_SQL__rmin_.xml b/.idea/runConfigurations/Create_climate_SQL__rmin_.xml
new file mode 100644
index 000000000..f930e1b5a
--- /dev/null
+++ b/.idea/runConfigurations/Create_climate_SQL__rmin_.xml
@@ -0,0 +1,37 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Create climate SQL: rmin " type="PythonConfigurationType" factoryName="Python" folderName="DBT Tests">
+    <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+      <env name="AWS_PROFILE" value="urc" />
+    </envs>
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/aqs" />
+    <option name="IS_MODULE_SDK" value="true" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
+    <option name="SCRIPT_NAME" value="dorieh.platform.dbt.create_test" />
+    <option name="PARAMETERS" value="--table climate.county_rmin --connection aws-urc-port-forward --database $PROJECT_DIR$/../../database.ini --script $PROJECT_DIR$/src/cwl/test_cases/county_rmin.sql" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="true" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Data_Loader__Climate_Example_.xml b/.idea/runConfigurations/Data_Loader__Climate_Example_.xml
new file mode 100644
index 000000000..888bae327
--- /dev/null
+++ b/.idea/runConfigurations/Data_Loader__Climate_Example_.xml
@@ -0,0 +1,26 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Data Loader (Climate Example)" type="PythonConfigurationType" factoryName="Python" folderName="Python - Data Loading">
+    <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+      <env name="PYDEVD_USE_CYTHON" value="NO" />
+    </envs>
+    <option name="SDK_HOME" value="" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/tutorial/example1" />
+    <option name="IS_MODULE_SDK" value="true" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <option name="SCRIPT_NAME" value="dorieh.platform.loader.data_loader" />
+    <option name="PARAMETERS" value="--domain tutorial --db $PROJECT_DIR$/examples/with-postgres/database.ini --connection localhost --action load --data outputs/tmmx_zcta_polygon_2019.csv.gz --registry $PROJECT_DIR$/doc/tutorial/example1_model.yml --table temperature_by_zcta --reset" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="true" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Data_Loader__Help_.xml b/.idea/runConfigurations/Data_Loader__Help_.xml
new file mode 100644
index 000000000..d32f6ef97
--- /dev/null
+++ b/.idea/runConfigurations/Data_Loader__Help_.xml
@@ -0,0 +1,25 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Data Loader (Help)" type="PythonConfigurationType" factoryName="Python" folderName="Python - Data Loading">
+    <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+    </envs>
+    <option name="SDK_HOME" value="" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/tutorial/example1" />
+    <option name="IS_MODULE_SDK" value="true" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <option name="SCRIPT_NAME" value="dorieh.platform.loader.data_loader" />
+    <option name="PARAMETERS" value="-h" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="true" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Gold_Data_Transformer__Climate_Example__.xml b/.idea/runConfigurations/Gold_Data_Transformer__Climate_Example__.xml
new file mode 100644
index 000000000..0c0e0b78f
--- /dev/null
+++ b/.idea/runConfigurations/Gold_Data_Transformer__Climate_Example__.xml
@@ -0,0 +1,26 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Gold Data Transformer (Climate Example) " type="PythonConfigurationType" factoryName="Python" folderName="Python - Data Transformation">
+    <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+      <env name="PYDEVD_USE_CYTHON" value="NO" />
+    </envs>
+    <option name="SDK_HOME" value="" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/tutorial/example1" />
+    <option name="IS_MODULE_SDK" value="true" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <option name="SCRIPT_NAME" value="dorieh.platform.loader.data_loader" />
+    <option name="PARAMETERS" value="--domain tutorial --db $PROJECT_DIR$/examples/with-postgres/database.ini --connection localhost --registry $PROJECT_DIR$/doc/tutorial/example1_model.yml --table gold_temperature_by_state --reset" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="true" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Run_AQS_SQL.xml b/.idea/runConfigurations/Run_AQS_SQL.xml
new file mode 100644
index 000000000..548bb339a
--- /dev/null
+++ b/.idea/runConfigurations/Run_AQS_SQL.xml
@@ -0,0 +1,37 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Run AQS SQL" type="PythonConfigurationType" factoryName="Python" folderName="DBT Tests">
+    <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+      <env name="AWS_PROFILE" value="urc" />
+    </envs>
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/aqs" />
+    <option name="IS_MODULE_SDK" value="true" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
+    <option name="SCRIPT_NAME" value="dorieh.platform.dbt.dbt_runner" />
+    <option name="PARAMETERS" value="--connection aws-urc-port-forward --database $PROJECT_DIR$/../../database.ini --script $PROJECT_DIR$/src/cwl/test_cases/aqs_test.sql" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="true" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Run_Airnow_SQL_.xml b/.idea/runConfigurations/Run_Airnow_SQL_.xml
new file mode 100644
index 000000000..b0aea5ff7
--- /dev/null
+++ b/.idea/runConfigurations/Run_Airnow_SQL_.xml
@@ -0,0 +1,36 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Run Airnow SQL " type="PythonConfigurationType" factoryName="Python" folderName="DBT Tests">
+    <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+    </envs>
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/aqs" />
+    <option name="IS_MODULE_SDK" value="true" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
+    <option name="SCRIPT_NAME" value="dorieh.platform.dbt.dbt_runner" />
+    <option name="PARAMETERS" value="--connection nsaph-8432 --database $PROJECT_DIR$/../../database.ini --script $PROJECT_DIR$/src/cwl/test_cases/airnow_test.sql" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="true" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Run_climate_SQL.xml b/.idea/runConfigurations/Run_climate_SQL.xml
new file mode 100644
index 000000000..c667d040d
--- /dev/null
+++ b/.idea/runConfigurations/Run_climate_SQL.xml
@@ -0,0 +1,37 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Run climate SQL" type="PythonConfigurationType" factoryName="Python" folderName="DBT Tests">
+    <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+      <env name="AWS_PROFILE" value="urc" />
+    </envs>
+    <option name="SDK_HOME" value="/opt/python/venvs/dorieh/bin/python" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/aqs" />
+    <option name="IS_MODULE_SDK" value="true" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <EXTENSION ID="net.ashald.envfile">
+      <option name="IS_ENABLED" value="false" />
+      <option name="IS_SUBST" value="false" />
+      <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+      <option name="IS_IGNORE_MISSING_FILES" value="false" />
+      <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+      <ENTRIES>
+        <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+      </ENTRIES>
+    </EXTENSION>
+    <option name="SCRIPT_NAME" value="dorieh.platform.dbt.dbt_runner" />
+    <option name="PARAMETERS" value="--table climate.county_rmin --connection aws-urc-port-forward --database $PROJECT_DIR$/../../database.ini --script $PROJECT_DIR$/src/cwl/test_cases/county_rmin.sql $PROJECT_DIR$/src/cwl/test_cases/county_rmax.sql" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="true" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Silver_Data_Transformer__Climate_Example__.xml b/.idea/runConfigurations/Silver_Data_Transformer__Climate_Example__.xml
new file mode 100644
index 000000000..04ab6a3a4
--- /dev/null
+++ b/.idea/runConfigurations/Silver_Data_Transformer__Climate_Example__.xml
@@ -0,0 +1,26 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Silver Data Transformer (Climate Example) " type="PythonConfigurationType" factoryName="Python" folderName="Python - Data Transformation">
+    <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+      <env name="PYDEVD_USE_CYTHON" value="NO" />
+    </envs>
+    <option name="SDK_HOME" value="" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/tutorial/example1" />
+    <option name="IS_MODULE_SDK" value="true" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <option name="SCRIPT_NAME" value="dorieh.platform.loader.data_loader" />
+    <option name="PARAMETERS" value="--domain tutorial --db $PROJECT_DIR$/examples/with-postgres/database.ini --connection localhost --registry $PROJECT_DIR$/doc/tutorial/example1_model.yml --table silver_temperature --reset" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="true" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Test_AQS__2010__2011__.xml b/.idea/runConfigurations/Test_AQS__2010__2011__.xml
new file mode 100644
index 000000000..c35918fda
--- /dev/null
+++ b/.idea/runConfigurations/Test_AQS__2010__2011__.xml
@@ -0,0 +1,27 @@
+<component name="ProjectRunConfigurationManager">
+  <configuration default="false" name="Test AQS (2010, 2011) " type="PythonConfigurationType" factoryName="Python" folderName="Pipelines - EPA">
+    <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
+    <option name="INTERPRETER_OPTIONS" value="" />
+    <option name="PARENT_ENVS" value="true" />
+    <envs>
+      <env name="PYTHONUNBUFFERED" value="1" />
+      <env name="AWS_PROFILE" value="urc" />
+    </envs>
+    <option name="SDK_HOME" value="" />
+    <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
+    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/aqs" />
+    <option name="IS_MODULE_SDK" value="false" />
+    <option name="ADD_CONTENT_ROOTS" value="true" />
+    <option name="ADD_SOURCE_ROOTS" value="true" />
+    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+    <option name="SCRIPT_NAME" value="/opt/venv/dorieh_test/bin/toil-cwl-runner" />
+    <option name="PARAMETERS" value="--retryCount 0 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/aqs/outputs --workDir $PROJECT_DIR$/../../run/aqs $PROJECT_DIR$/src/cwl/test_aqs.cwl --database $PROJECT_DIR$/../../database.ini --connection_name aws-urc-port-forward-plain --test_script $PROJECT_DIR$/src/cwl/test_cases/aqs_test.sql --aggregation annual --parameter_code PM25 --table pm25_annual --years 2011 --years 2010" />
+    <option name="SHOW_COMMAND_LINE" value="false" />
+    <option name="EMULATE_TERMINAL" value="false" />
+    <option name="MODULE_MODE" value="false" />
+    <option name="REDIRECT_INPUT" value="false" />
+    <option name="INPUT_FILE" value="" />
+    <method v="2" />
+  </configuration>
+</component>
\ No newline at end of file

From a8385a11ec6628463e3c9e804c709102da3b7a27 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 7 Nov 2025 17:47:20 -0500
Subject: [PATCH 76/81] MAB  Pre-release Cleanup

---
 .../runConfigurations/Create_Airnow_SQL_.xml  |  2 +-
 .../Test_AQS__2010__2011__.xml                | 27 -------
 .idea/runConfigurations/Test_Airnow.xml       |  7 +-
 ...es__County_Default_Annutal_Components_.xml |  4 +-
 .idea/runConfigurations/Test_Humidity.xml     |  4 +-
 README.md                                     |  4 +-
 build_documentation.sh                        |  2 +-
 doc/AppPipelineGenerator.md                   |  2 +-
 doc/Example-climate-workflow.md               |  2 +-
 doc/home.md                                   |  6 +-
 doc/platform.md                               |  2 +-
 examples/README.md                            |  2 +-
 setup.py                                      |  4 +-
 src/cwl/gridmet.cwl                           |  2 +-
 src/cwl/pm25_yearly_download.cwl              |  2 +-
 src/cwl/test_cases/airnow_test.sql            | 80 +++++++++----------
 src/cwl/test_pm25_yearly_download.cwl         |  2 +-
 .../dorieh/platform/data_model/model.py       | 11 ++-
 .../dorieh/platform/loader/introspector.py    | 10 +--
 src/python/dorieh/utils/io_utils.py           |  2 +-
 src/workflows/gridmet.cwl                     |  2 +-
 src/workflows/pm25_yearly_download.cwl        |  2 +-
 src/workflows/test_pm25_yearly_download.cwl   |  2 +-
 23 files changed, 80 insertions(+), 103 deletions(-)
 delete mode 100644 .idea/runConfigurations/Test_AQS__2010__2011__.xml

diff --git a/.idea/runConfigurations/Create_Airnow_SQL_.xml b/.idea/runConfigurations/Create_Airnow_SQL_.xml
index 008d5ec75..182f1b382 100644
--- a/.idea/runConfigurations/Create_Airnow_SQL_.xml
+++ b/.idea/runConfigurations/Create_Airnow_SQL_.xml
@@ -25,7 +25,7 @@
       </ENTRIES>
     </EXTENSION>
     <option name="SCRIPT_NAME" value="dorieh.platform.dbt.create_test" />
-    <option name="PARAMETERS" value="--table epa.airnow_pm25_2022 --connection nsaph-8432 --database $PROJECT_DIR$/../../database.ini --script $PROJECT_DIR$/src/cwl/test_cases/airnow_test.sql" />
+    <option name="PARAMETERS" value="--table epa.airnow_pm25_2022 --connection dorieh-local --database $PROJECT_DIR$/../../database.ini --script $PROJECT_DIR$/src/cwl/test_cases/airnow_test.sql" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="true" />
diff --git a/.idea/runConfigurations/Test_AQS__2010__2011__.xml b/.idea/runConfigurations/Test_AQS__2010__2011__.xml
deleted file mode 100644
index c35918fda..000000000
--- a/.idea/runConfigurations/Test_AQS__2010__2011__.xml
+++ /dev/null
@@ -1,27 +0,0 @@
-<component name="ProjectRunConfigurationManager">
-  <configuration default="false" name="Test AQS (2010, 2011) " type="PythonConfigurationType" factoryName="Python" folderName="Pipelines - EPA">
-    <module name="dorieh" />
-    <option name="ENV_FILES" value="" />
-    <option name="INTERPRETER_OPTIONS" value="" />
-    <option name="PARENT_ENVS" value="true" />
-    <envs>
-      <env name="PYTHONUNBUFFERED" value="1" />
-      <env name="AWS_PROFILE" value="urc" />
-    </envs>
-    <option name="SDK_HOME" value="" />
-    <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
-    <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/aqs" />
-    <option name="IS_MODULE_SDK" value="false" />
-    <option name="ADD_CONTENT_ROOTS" value="true" />
-    <option name="ADD_SOURCE_ROOTS" value="true" />
-    <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
-    <option name="SCRIPT_NAME" value="/opt/venv/dorieh_test/bin/toil-cwl-runner" />
-    <option name="PARAMETERS" value="--retryCount 0 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/aqs/outputs --workDir $PROJECT_DIR$/../../run/aqs $PROJECT_DIR$/src/cwl/test_aqs.cwl --database $PROJECT_DIR$/../../database.ini --connection_name aws-urc-port-forward-plain --test_script $PROJECT_DIR$/src/cwl/test_cases/aqs_test.sql --aggregation annual --parameter_code PM25 --table pm25_annual --years 2011 --years 2010" />
-    <option name="SHOW_COMMAND_LINE" value="false" />
-    <option name="EMULATE_TERMINAL" value="false" />
-    <option name="MODULE_MODE" value="false" />
-    <option name="REDIRECT_INPUT" value="false" />
-    <option name="INPUT_FILE" value="" />
-    <method v="2" />
-  </configuration>
-</component>
\ No newline at end of file
diff --git a/.idea/runConfigurations/Test_Airnow.xml b/.idea/runConfigurations/Test_Airnow.xml
index 589602930..c90eda632 100644
--- a/.idea/runConfigurations/Test_Airnow.xml
+++ b/.idea/runConfigurations/Test_Airnow.xml
@@ -1,13 +1,14 @@
 <component name="ProjectRunConfigurationManager">
   <configuration default="false" name="Test Airnow" type="PythonConfigurationType" factoryName="Python" folderName="Pipelines - EPA">
     <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
       <env name="PYTHONUNBUFFERED" value="1" />
     </envs>
     <option name="SDK_HOME" value="/opt/python/venvs/dorieh_test/bin/python" />
-    <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
+    <option name="SDK_NAME" value="dorieh313_test (Python 3.13)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/airnow" />
     <option name="IS_MODULE_SDK" value="false" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
@@ -23,8 +24,8 @@
         <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
       </ENTRIES>
     </EXTENSION>
-    <option name="SCRIPT_NAME" value="/opt/venv/dorieh_test/bin/toil-cwl-runner" />
-    <option name="PARAMETERS" value="--jobStore j1 --retryCount 0 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/aqs/outputs --workDir $PROJECT_DIR$/../../run/airnow $PROJECT_DIR$/src/cwl/test_airnow.cwl --database $PROJECT_DIR$/../../database.ini --connection_name nsaph-8432 --test_script $PROJECT_DIR$/src/cwl/test_cases/airnow_test.sql --api-key 9B053C38-3C42-416E-A330-203A698CCCDA --from 2022-01-01 --to 2022-08-31 --parameter_code pm25 --table airnow_pm25_2022 --year 2022" />
+    <option name="SCRIPT_NAME" value="/opt/venv/dorieh313_test/bin/toil-cwl-runner" />
+    <option name="PARAMETERS" value="--jobStore j1 --retryCount 0 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/aqs/outputs --workDir $PROJECT_DIR$/../../run/airnow $PROJECT_DIR$/src/cwl/test_airnow.cwl --database $PROJECT_DIR$/../../database.ini --connection_name dorieh-local --test_script $PROJECT_DIR$/src/cwl/test_cases/airnow_test.sql --api-key 9B053C38-3C42-416E-A330-203A698CCCDA --from 2022-01-25 --to 2022-03-10 --parameter_code pm25 --table airnow_pm25_2022 --year 2022" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="false" />
diff --git a/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml b/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
index 46f402704..23d28f0a4 100644
--- a/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
+++ b/.idea/runConfigurations/Test_Exposures__County_Default_Annutal_Components_.xml
@@ -1,5 +1,5 @@
 <component name="ProjectRunConfigurationManager">
-  <configuration default="false" name="Test Exposures (County:Default:Annutal-Components)" type="PythonConfigurationType" factoryName="Python" folderName="Pipelines Exposures">
+  <configuration default="false" name="Test Exposures (County:Default:Annutal-Components)" type="PythonConfigurationType" factoryName="Python" folderName="Pipelines - Exposures">
     <module name="dorieh" />
     <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
@@ -26,7 +26,7 @@
       </ENTRIES>
     </EXTENSION>
     <option name="SCRIPT_NAME" value="/opt/venv/dorieh313_test/bin/toil-cwl-runner" />
-    <option name="PARAMETERS" value="--jobStore j1 --retryCount 1 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/exposures/annual/outputs --workDir $PROJECT_DIR$/../../run/exposures/annual $PROJECT_DIR$/src/cwl/test_pm25_yearly_download.cwl --downloads $USER_HOME$/data/wustl/downloads --strategy default --geography county --shape_file_collection tiger --database $PROJECT_DIR$/../../database.ini --connection_name dorieh-local --table pm25_components_annual_county_mean --ram 1GB --test_script $PROJECT_DIR$/src/cwl/test_cases/exposures_test_pm25_components.sql" />
+    <option name="PARAMETERS" value="--jobStore j1 --retryCount 1 --cleanWorkDir never --outdir $PROJECT_DIR$/../../run/exposures/annual/outputs --workDir $PROJECT_DIR$/../../run/exposures/annual $PROJECT_DIR$/src/cwl/test_pm25_yearly_download.cwl --downloads $PROJECT_DIR$/../../data/wustl/downloads --strategy default --geography county --shape_file_collection tiger --database $PROJECT_DIR$/../../database.ini --connection_name dorieh-local --table pm25_components_annual_county_mean --ram 1GB --test_script $PROJECT_DIR$/src/cwl/test_cases/exposures_test_pm25_components.sql" />
     <option name="SHOW_COMMAND_LINE" value="false" />
     <option name="EMULATE_TERMINAL" value="false" />
     <option name="MODULE_MODE" value="false" />
diff --git a/.idea/runConfigurations/Test_Humidity.xml b/.idea/runConfigurations/Test_Humidity.xml
index a216b6fcf..12478c001 100644
--- a/.idea/runConfigurations/Test_Humidity.xml
+++ b/.idea/runConfigurations/Test_Humidity.xml
@@ -1,13 +1,13 @@
 <component name="ProjectRunConfigurationManager">
-  <configuration default="false" name="Test Humidity" type="PythonConfigurationType" factoryName="Python" folderName="Pipelines Gridmet">
+  <configuration default="false" name="Test Humidity" type="PythonConfigurationType" factoryName="Python" folderName="Pipelines - Gridmet">
     <module name="dorieh" />
+    <option name="ENV_FILES" value="" />
     <option name="INTERPRETER_OPTIONS" value="" />
     <option name="PARENT_ENVS" value="true" />
     <envs>
       <env name="PYTHONUNBUFFERED" value="1" />
     </envs>
     <option name="SDK_HOME" value="/opt/python/venvs/dorieh_test/bin/python" />
-    <option name="SDK_NAME" value="Python 3.10 (dorieh_test)" />
     <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$/../../run/gridmet4" />
     <option name="IS_MODULE_SDK" value="false" />
     <option name="ADD_CONTENT_ROOTS" value="true" />
diff --git a/README.md b/README.md
index 367176905..0d004587e 100644
--- a/README.md
+++ b/README.md
@@ -46,7 +46,7 @@ Install Dorieh (stable version):
 
 If you prefer to install the latest version from GitHub: 
 
-    pip install git+https://github.com/NSAPH-Data-Platform/dorieh
+    pip install git+https://github.com/ForomePlatform/dorieh
 
 If FST support is desired, [R](https://www.r-project.org/) runtime has to be installed and R_HOME environment 
 variable set up. One of the simples ways of installing R is to use 
@@ -55,7 +55,7 @@ Dorieh with either of the  following command:
 
     pip install dorieh[FST]
 
-    pip install "git+https://github.com/NSAPH-Data-Platform/dorieh[FST]"
+    pip install "git+https://github.com/ForomePlatform/dorieh[FST]"
 
 ### Docker Container
 
diff --git a/build_documentation.sh b/build_documentation.sh
index e236dd2e0..4b2653718 100755
--- a/build_documentation.sh
+++ b/build_documentation.sh
@@ -1,5 +1,5 @@
 #!/bin/bash 
-namespace="NSAPH-Data-Platform"
+namespace="ForomePlatform"
 doc_source_branch="doc-builder"
 branch="main"
 
diff --git a/doc/AppPipelineGenerator.md b/doc/AppPipelineGenerator.md
index f3fb5f0e7..ad81d1c4e 100644
--- a/doc/AppPipelineGenerator.md
+++ b/doc/AppPipelineGenerator.md
@@ -45,7 +45,7 @@ Alternatively, *instead* of Docker one can set up a
 Once virtual environment is set up, you should install Dorieh packages
 in it with the following command:
 
-    pip install git+https://github.com/NSAPH-Data-Platform/nsaph-core-platform.git@develop
+    pip install git+https://github.com/ForomePlatform/nsaph-core-platform.git@develop
 
 
 ### Setup DBMS Server
diff --git a/doc/Example-climate-workflow.md b/doc/Example-climate-workflow.md
index b88616e6a..6e6761a79 100644
--- a/doc/Example-climate-workflow.md
+++ b/doc/Example-climate-workflow.md
@@ -41,7 +41,7 @@ It accepts 1 required and 3 optional input arguments:
 This architecture is reflected in this diagram: ![diagram](climate-example.png)
 
 
-The [source code for the workflow](https://github.com/NSAPH-Data-Platform/dorieh/blob/main/examples/climate-example.cwl)
+The [source code for the workflow](https://github.com/ForomePlatform/dorieh/blob/main/examples/climate-example.cwl)
 is in examples directory. See more details in 
 [CWL Workflow Specifications](https://www.commonwl.org/v1.2/Workflow.html)
 
diff --git a/doc/home.md b/doc/home.md
index b6f38967a..d69687d45 100644
--- a/doc/home.md
+++ b/doc/home.md
@@ -165,7 +165,7 @@ provide direct access to the Dorieh components.
 
 ## Building Platform documentation
 
-The [documentation](https://nsaph-data-platform.github.io/dorieh/)
+The [documentation](https://foromeplatform.github.io/dorieh//)
 contains general documentation pages in 
 [MarkDown](https://www.markdownguide.org/) 
 format and a build script that goes over all other platform 
@@ -177,14 +177,14 @@ To build documentation:
 
 1. Clone Dorieh project:
 
-        git clone https://github.com/NSAPH-Data-Platform/dorieh.git
+        git clone https://github.com/ForomePlatform/dorieh.git
 2. Cd into the prject directory:
 
         cd dorieh
 3. Create virtual environment (e.g., named `.dorieh`):
 
         python -m venv .dorieh
-4. Run [build_documentation](https://github.com/NSAPH-Data-Platform/dorieh/blob/main/build_documentation.sh) shell script:
+4. Run [build_documentation](https://github.com/ForomePlatform/dorieh/blob/main/build_documentation.sh) shell script:
 
         source .dorieh/bin/activate && ./build_documentation.sh
 
diff --git a/doc/platform.md b/doc/platform.md
index b01dd5a72..820557ff7 100644
--- a/doc/platform.md
+++ b/doc/platform.md
@@ -36,7 +36,7 @@ territorial codes, such as USPS ZIP codes, Census ZCTA codes,
 FIPS codes for US states
 and counties, SSA codes for US states
 and counties. See more information in the
-[Mapping between different territorial codes](https://nsaph-data-platform.github.io/nsaph-platform-docs/common/core-platform/doc/TerritorialCodes.html)
+[Mapping between different territorial codes](TerritorialCodes)
 
 See also: [](DBConnections).
 
diff --git a/examples/README.md b/examples/README.md
index 25d22f680..dd3399317 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -109,7 +109,7 @@ and look for output like:
 
 ```text
 =========>
-	{"version": "0.4.0", "url": "https://github.com/NSAPH-Data-Platform/dorieh", "commit": null}
+	{"version": "0.4.0", "url": "https://github.com/ForomePlatform/dorieh", "commit": null}
 <=========
 ```
 
diff --git a/setup.py b/setup.py
index ec9c461d7..c49d7cc65 100644
--- a/setup.py
+++ b/setup.py
@@ -7,8 +7,8 @@
 
 setup(
     name='dorieh',
-    version="0.4.2",
-    url='https://github.com/NSAPH-Data-Platform/dorieh',
+    version="0.4.3",
+    url='https://github.com/ForomePlatform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',
     author_email='mbouzinier@g.harvard.edu',
diff --git a/src/cwl/gridmet.cwl b/src/cwl/gridmet.cwl
index 3c5bdfd5f..b40226d38 100644
--- a/src/cwl/gridmet.cwl
+++ b/src/cwl/gridmet.cwl
@@ -97,7 +97,7 @@ inputs:
     type: string
     default: auto
     doc: |
-      [Rasterization strategy](https://nsaph-data-platform.github.io/nsaph-platform-docs/common/gridmet/doc/strategy.html)
+      [Rasterization strategy](https://foromeplatform.github.io/dorieh/strategy.html)
       used for spatial aggregation
   ram:
     type: string
diff --git a/src/cwl/pm25_yearly_download.cwl b/src/cwl/pm25_yearly_download.cwl
index 5dd5af628..1da9683f9 100644
--- a/src/cwl/pm25_yearly_download.cwl
+++ b/src/cwl/pm25_yearly_download.cwl
@@ -113,7 +113,7 @@ inputs:
     default: auto
     doc: |
       Rasterization strategy, see
-      [documentation](https://nsaph-data-platform.github.io/nsaph-platform-docs/common/gridmet/doc/strategy.html)
+      [documentation](https://foromeplatform.github.io/dorieh/strategy.html)
       for the list of supported values and explanations
   ram:
     type: string
diff --git a/src/cwl/test_cases/airnow_test.sql b/src/cwl/test_cases/airnow_test.sql
index ddb02929c..6ddb7af57 100644
--- a/src/cwl/test_cases/airnow_test.sql
+++ b/src/cwl/test_cases/airnow_test.sql
@@ -3,7 +3,7 @@ SELECT
 	'epa.airnow_pm25_2022.agencyname' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT agencyname) FROM epa.airnow_pm25_2022) = '126' 
+		WHEN (SELECT COUNT(DISTINCT agencyname) FROM epa.airnow_pm25_2022) = '121' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -13,7 +13,7 @@ SELECT
 	'epa.airnow_pm25_2022.agencyname' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(agencyname::varchar, '' order by agencyname)) FROM epa.airnow_pm25_2022) = 'efb0c6ddb859d8a357540d0ca4e10ab8' 
+		WHEN (SELECT MD5(string_agg(agencyname::varchar, '' order by agencyname)) FROM epa.airnow_pm25_2022) = '9a406470a97af294a9532656c29574d6' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -23,7 +23,7 @@ SELECT
 	'epa.airnow_pm25_2022.aqi' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(aqi) FROM epa.airnow_pm25_2022) BETWEEN 30.52329272514281 AND 31.13992490140832 
+		WHEN (SELECT AVG(aqi) FROM epa.airnow_pm25_2022) BETWEEN 33.43986228909966 AND 34.115415062616826 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -33,7 +33,7 @@ SELECT
 	'epa.airnow_pm25_2022.aqi' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(aqi) FROM epa.airnow_pm25_2022) BETWEEN 1279.0248739613687 AND 1304.8637603040227 
+		WHEN (SELECT VARIANCE(aqi) FROM epa.airnow_pm25_2022) BETWEEN 1333.7930095763734 AND 1360.7383229011486 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -43,7 +43,7 @@ SELECT
 	'epa.airnow_pm25_2022.category' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT category) FROM epa.airnow_pm25_2022) = '7' 
+		WHEN (SELECT COUNT(DISTINCT category) FROM epa.airnow_pm25_2022) = '6' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -53,7 +53,7 @@ SELECT
 	'epa.airnow_pm25_2022.category' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(category) FROM epa.airnow_pm25_2022) BETWEEN -9.281832024146528 AND -9.098033370203034 
+		WHEN (SELECT AVG(category) FROM epa.airnow_pm25_2022) BETWEEN -8.236441149015615 AND -8.073343304480652 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -63,7 +63,7 @@ SELECT
 	'epa.airnow_pm25_2022.category' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(category) FROM epa.airnow_pm25_2022) BETWEEN 10190.738404304393 AND 10396.611907421655 
+		WHEN (SELECT VARIANCE(category) FROM epa.airnow_pm25_2022) BETWEEN 9221.822593201103 AND 9408.122039528398 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -73,7 +73,7 @@ SELECT
 	'epa.airnow_pm25_2022.county' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(county) FROM epa.airnow_pm25_2022) BETWEEN 28834.996731841922 AND 29417.52191834378 
+		WHEN (SELECT AVG(county) FROM epa.airnow_pm25_2022) BETWEEN 28478.472022290924 AND 29053.794689407914 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -83,7 +83,7 @@ SELECT
 	'epa.airnow_pm25_2022.county' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(county) FROM epa.airnow_pm25_2022) BETWEEN 266210178.3882168 AND 271588161.78999895 
+		WHEN (SELECT VARIANCE(county) FROM epa.airnow_pm25_2022) BETWEEN 270875594.3737724 AND 276347828.60354555 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -93,7 +93,7 @@ SELECT
 	'epa.airnow_pm25_2022.countyfp' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(countyfp) FROM epa.airnow_pm25_2022) BETWEEN 70.29652135963377 AND 71.71665310427284 
+		WHEN (SELECT AVG(countyfp) FROM epa.airnow_pm25_2022) BETWEEN 70.09395988672676 AND 71.50999948039802 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -103,7 +103,7 @@ SELECT
 	'epa.airnow_pm25_2022.countyfp' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(countyfp) FROM epa.airnow_pm25_2022) BETWEEN 6359.567011231304 AND 6488.0431124683 
+		WHEN (SELECT VARIANCE(countyfp) FROM epa.airnow_pm25_2022) BETWEEN 6386.580761295314 AND 6515.602594856835 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -113,7 +113,7 @@ SELECT
 	'epa.airnow_pm25_2022.fips5' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(fips5) FROM epa.airnow_pm25_2022) BETWEEN 28834.996731841922 AND 29417.52191834378 
+		WHEN (SELECT AVG(fips5) FROM epa.airnow_pm25_2022) BETWEEN 28478.472022290924 AND 29053.794689407914 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -123,7 +123,7 @@ SELECT
 	'epa.airnow_pm25_2022.fips5' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(fips5) FROM epa.airnow_pm25_2022) BETWEEN 266210178.3882168 AND 271588161.78999895 
+		WHEN (SELECT VARIANCE(fips5) FROM epa.airnow_pm25_2022) BETWEEN 270875594.3737724 AND 276347828.60354555 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -133,7 +133,7 @@ SELECT
 	'epa.airnow_pm25_2022.fullaqscode' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT fullaqscode) FROM epa.airnow_pm25_2022) = '1157' 
+		WHEN (SELECT COUNT(DISTINCT fullaqscode) FROM epa.airnow_pm25_2022) = '1068' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -143,7 +143,7 @@ SELECT
 	'epa.airnow_pm25_2022.fullaqscode' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(fullaqscode::varchar, '' order by fullaqscode)) FROM epa.airnow_pm25_2022) = 'b3aa2851cfa54db7480f701eac37b0ff' 
+		WHEN (SELECT MD5(string_agg(fullaqscode::varchar, '' order by fullaqscode)) FROM epa.airnow_pm25_2022) = 'd32efcb423d0fd47258fe614654d4893' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -153,7 +153,7 @@ SELECT
 	'epa.airnow_pm25_2022.intlaqscode' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT intlaqscode) FROM epa.airnow_pm25_2022) = '1157' 
+		WHEN (SELECT COUNT(DISTINCT intlaqscode) FROM epa.airnow_pm25_2022) = '1068' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -163,7 +163,7 @@ SELECT
 	'epa.airnow_pm25_2022.intlaqscode' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(intlaqscode::varchar, '' order by intlaqscode)) FROM epa.airnow_pm25_2022) = 'd35ad20fd649999c51e4917a6c024dfe' 
+		WHEN (SELECT MD5(string_agg(intlaqscode::varchar, '' order by intlaqscode)) FROM epa.airnow_pm25_2022) = '24496c9839608175e055847400c90c60' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -173,7 +173,7 @@ SELECT
 	'epa.airnow_pm25_2022.latitude' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(latitude) FROM epa.airnow_pm25_2022) BETWEEN 40.37531130098637 AND 41.19097415555176 
+		WHEN (SELECT AVG(latitude) FROM epa.airnow_pm25_2022) BETWEEN 40.404077653743634 AND 41.22032164674855 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -183,7 +183,7 @@ SELECT
 	'epa.airnow_pm25_2022.latitude' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(latitude) FROM epa.airnow_pm25_2022) BETWEEN 41.23567738980816 AND 42.068721377481054 
+		WHEN (SELECT VARIANCE(latitude) FROM epa.airnow_pm25_2022) BETWEEN 41.487201172062555 AND 42.32532644826584 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -193,7 +193,7 @@ SELECT
 	'epa.airnow_pm25_2022.longitude' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(longitude) FROM epa.airnow_pm25_2022) BETWEEN -99.1896801748497 AND -97.2255280921794 
+		WHEN (SELECT AVG(longitude) FROM epa.airnow_pm25_2022) BETWEEN -99.15393951585901 AND -97.19049516901032 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -203,7 +203,7 @@ SELECT
 	'epa.airnow_pm25_2022.longitude' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(longitude) FROM epa.airnow_pm25_2022) BETWEEN 343.7438091719147 AND 350.68812854912505 
+		WHEN (SELECT VARIANCE(longitude) FROM epa.airnow_pm25_2022) BETWEEN 344.89452822418815 AND 351.8620944509394 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -213,7 +213,7 @@ SELECT
 	'epa.airnow_pm25_2022.monitor' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT monitor) FROM epa.airnow_pm25_2022) = '1157' 
+		WHEN (SELECT COUNT(DISTINCT monitor) FROM epa.airnow_pm25_2022) = '1068' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -223,7 +223,7 @@ SELECT
 	'epa.airnow_pm25_2022.monitor' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(monitor::varchar, '' order by monitor)) FROM epa.airnow_pm25_2022) = '647ad82facaedddf429904ce8115ce37' 
+		WHEN (SELECT MD5(string_agg(monitor::varchar, '' order by monitor)) FROM epa.airnow_pm25_2022) = '4803ea970ccf009172bab6c8ed01a665' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -243,7 +243,7 @@ SELECT
 	'epa.airnow_pm25_2022.parameter' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(parameter::varchar, '' order by parameter)) FROM epa.airnow_pm25_2022) = '5ac82262d1576ff0211e9c263915cad3' 
+		WHEN (SELECT MD5(string_agg(parameter::varchar, '' order by parameter)) FROM epa.airnow_pm25_2022) = '8a6d003102a31b783bdb08cdfffee466' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -253,7 +253,7 @@ SELECT
 	'epa.airnow_pm25_2022.record' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT record) FROM epa.airnow_pm25_2022) = '266705' 
+		WHEN (SELECT COUNT(DISTINCT record) FROM epa.airnow_pm25_2022) = '47136' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -263,7 +263,7 @@ SELECT
 	'epa.airnow_pm25_2022.record' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(record::varchar, '' order by record)) FROM epa.airnow_pm25_2022) = '34067e2f727594be311c09cd8abb1f1e' 
+		WHEN (SELECT MD5(string_agg(record::varchar, '' order by record)) FROM epa.airnow_pm25_2022) = 'f666c29b1e530235228399279d5e70be' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -273,7 +273,7 @@ SELECT
 	'epa.airnow_pm25_2022.sitename' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT sitename) FROM epa.airnow_pm25_2022) = '1142' 
+		WHEN (SELECT COUNT(DISTINCT sitename) FROM epa.airnow_pm25_2022) = '1053' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -283,7 +283,7 @@ SELECT
 	'epa.airnow_pm25_2022.sitename' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(sitename::varchar, '' order by sitename)) FROM epa.airnow_pm25_2022) = 'fed34eff122046a5508b9b9c82a61419' 
+		WHEN (SELECT MD5(string_agg(sitename::varchar, '' order by sitename)) FROM epa.airnow_pm25_2022) = '01ddfa95fafc62711e72461e8439000c' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -293,7 +293,7 @@ SELECT
 	'epa.airnow_pm25_2022.state' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(state) FROM epa.airnow_pm25_2022) BETWEEN 28.764700210482292 AND 29.34580526523951 
+		WHEN (SELECT AVG(state) FROM epa.airnow_pm25_2022) BETWEEN 28.4083780624042 AND 28.982284689927514 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -303,7 +303,7 @@ SELECT
 	'epa.airnow_pm25_2022.state' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(state) FROM epa.airnow_pm25_2022) BETWEEN 266.022493856625 AND 271.3966856517083 
+		WHEN (SELECT VARIANCE(state) FROM epa.airnow_pm25_2022) BETWEEN 270.70545984769586 AND 276.1742570163362 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -313,7 +313,7 @@ SELECT
 	'epa.airnow_pm25_2022.statefp' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(statefp) FROM epa.airnow_pm25_2022) BETWEEN 28.764700210482292 AND 29.34580526523951 
+		WHEN (SELECT AVG(statefp) FROM epa.airnow_pm25_2022) BETWEEN 28.4083780624042 AND 28.982284689927514 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -323,7 +323,7 @@ SELECT
 	'epa.airnow_pm25_2022.statefp' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(statefp) FROM epa.airnow_pm25_2022) BETWEEN 266.022493856625 AND 271.3966856517083 
+		WHEN (SELECT VARIANCE(statefp) FROM epa.airnow_pm25_2022) BETWEEN 270.70545984769586 AND 276.1742570163362 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -343,7 +343,7 @@ SELECT
 	'epa.airnow_pm25_2022.stusps' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(stusps::varchar, '' order by stusps)) FROM epa.airnow_pm25_2022) = '6bef9ce45d6c8c9db53d0a25eacc9226' 
+		WHEN (SELECT MD5(string_agg(stusps::varchar, '' order by stusps)) FROM epa.airnow_pm25_2022) = '48c8e2a1283b289bd1617da66440dd65' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -363,7 +363,7 @@ SELECT
 	'epa.airnow_pm25_2022.unit' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(unit::varchar, '' order by unit)) FROM epa.airnow_pm25_2022) = 'b7926a3a98091e104c71425cde6bd9fb' 
+		WHEN (SELECT MD5(string_agg(unit::varchar, '' order by unit)) FROM epa.airnow_pm25_2022) = 'a9d5911ac31fd963ba6440c803b512b9' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -373,7 +373,7 @@ SELECT
 	'epa.airnow_pm25_2022.utc' As table_column,
 	'count distinct' As Testing,
 	CASE 
-		WHEN (SELECT COUNT(DISTINCT utc) FROM epa.airnow_pm25_2022) = '1919' 
+		WHEN (SELECT COUNT(DISTINCT utc) FROM epa.airnow_pm25_2022) = '323' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -383,7 +383,7 @@ SELECT
 	'epa.airnow_pm25_2022.utc' As table_column,
 	'MD5 value' As Testing,
 	CASE 
-		WHEN (SELECT MD5(string_agg(utc::varchar, '' order by utc)) FROM epa.airnow_pm25_2022) = '21342b947bb298addd3f6ce73ebd9642' 
+		WHEN (SELECT MD5(string_agg(utc::varchar, '' order by utc)) FROM epa.airnow_pm25_2022) = 'df830e3926d82efcea8c6d8fd07211fe' 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -393,7 +393,7 @@ SELECT
 	'epa.airnow_pm25_2022.value' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(value) FROM epa.airnow_pm25_2022) BETWEEN 3.6543681092309277 AND 3.7281937275992294 
+		WHEN (SELECT AVG(value) FROM epa.airnow_pm25_2022) BETWEEN 4.616074140532878 AND 4.709328163573946 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -403,7 +403,7 @@ SELECT
 	'epa.airnow_pm25_2022.value' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(value) FROM epa.airnow_pm25_2022) BETWEEN 909.5639002320942 AND 927.9389285196113 
+		WHEN (SELECT VARIANCE(value) FROM epa.airnow_pm25_2022) BETWEEN 981.2026840519833 AND 1001.024960497478 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -413,7 +413,7 @@ SELECT
 	'epa.airnow_pm25_2022.zcta' As table_column,
 	'Mean value' As Testing,
 	CASE 
-		WHEN (SELECT AVG(zcta) FROM epa.airnow_pm25_2022) BETWEEN 60264.06892267724 AND 61481.524860509104 
+		WHEN (SELECT AVG(zcta) FROM epa.airnow_pm25_2022) BETWEEN 60184.04890862217 AND 61399.88828051353 
 		THEN true ELSE false END AS passed
 
 -- Test case end
@@ -423,7 +423,7 @@ SELECT
 	'epa.airnow_pm25_2022.zcta' As table_column,
 	'Variance' As Testing,
 	CASE 
-		WHEN (SELECT VARIANCE(zcta) FROM epa.airnow_pm25_2022) BETWEEN 936105341.634869 AND 955016560.6577955 
+		WHEN (SELECT VARIANCE(zcta) FROM epa.airnow_pm25_2022) BETWEEN 937770192.3683704 AND 956715044.7394487 
 		THEN true ELSE false END AS passed
 
 -- Test case end
diff --git a/src/cwl/test_pm25_yearly_download.cwl b/src/cwl/test_pm25_yearly_download.cwl
index 60088d63c..aa247becd 100644
--- a/src/cwl/test_pm25_yearly_download.cwl
+++ b/src/cwl/test_pm25_yearly_download.cwl
@@ -68,7 +68,7 @@ inputs:
     default: auto
     doc: 'Rasterization strategy, see
 
-      [documentation](https://nsaph-data-platform.github.io/nsaph-platform-docs/common/gridmet/doc/strategy.html)
+      [documentation](https://foromeplatform.github.io/dorieh/strategy.html)
 
       for the list of supported values and explanations
 
diff --git a/src/python/dorieh/platform/data_model/model.py b/src/python/dorieh/platform/data_model/model.py
index e7f4351eb..a9e56cf9e 100644
--- a/src/python/dorieh/platform/data_model/model.py
+++ b/src/python/dorieh/platform/data_model/model.py
@@ -76,10 +76,13 @@ def index_method(c: str) -> (str,None):
     return None
 
 
-integer = re.compile("-?\\d+")
-float_number = re.compile("(-?\\d*)\\.(\\d+)([e|E][-|+]?\\d+)?")
-exponent = re.compile("(-?\\d+)([e|E][-|+]?\\d+)")
-date = re.compile("([12]\\d{3}-(0[1-9]|1[0-2])-(0[1-9]|[12]\\d|3[01]))")
+integer = re.compile(r"-?\d+")
+float_number = re.compile(r"(-?\d*)\.(\d+)([e|E][-|+]?\d+)?")
+exponent = re.compile(r"(-?\d+)([e|E][-|+]?\d+)")
+_date = r"([12]\d{3}-(0[1-9]|1[0-2])-(0[1-9]|[12]\d|3[01]))"
+date = re.compile(_date)
+timestamp = re.compile(_date + r"[T|t][0-9]{2}:[0-9]{2}")
+
 
 SET_COLUMN = "UPDATE {table} SET {column} = {expression}"
 
diff --git a/src/python/dorieh/platform/loader/introspector.py b/src/python/dorieh/platform/loader/introspector.py
index c066dbc20..d1cb441ac 100644
--- a/src/python/dorieh/platform/loader/introspector.py
+++ b/src/python/dorieh/platform/loader/introspector.py
@@ -43,12 +43,12 @@
 PG_MAXINT = 2147483647
 
 
-integer = re.compile("-?\d+")
-float_number = re.compile("(-?\d*)\.(\d+)([e|E][-|+]?\d+)?")
-exponent = re.compile("(-?\d+)([e|E][-|+]?\d+)")
-_date = "([12]\d{3}-(0[1-9]|1[0-2])-(0[1-9]|[12]\d|3[01]))"
+integer = re.compile(r"-?\d+")
+float_number = re.compile(r"(-?\d*)\.(\d+)([e|E][-|+]?\d+)?")
+exponent = re.compile(r"(-?\d+)([e|E][-|+]?\d+)")
+_date = r"([12]\d{3}-(0[1-9]|1[0-2])-(0[1-9]|[12]\d|3[01]))"
 date = re.compile(_date)
-timestamp = re.compile(_date + "[T|t][0-9]{2}:[0-9]{2}")
+timestamp = re.compile(_date + r"[T|t][0-9]{2}:[0-9]{2}")
 
 
 class Introspector:
diff --git a/src/python/dorieh/utils/io_utils.py b/src/python/dorieh/utils/io_utils.py
index 3b0fce59e..1ed6a1893 100644
--- a/src/python/dorieh/utils/io_utils.py
+++ b/src/python/dorieh/utils/io_utils.py
@@ -60,7 +60,7 @@
 
 
 logger = logging.getLogger(__name__)
-HEADERS = {'User-Agent': 'NSAPH Data warehouse app; https://github.com/NSAPH-Data-Platform'}
+HEADERS = {'User-Agent': 'NSAPH Data warehouse app; https://github.com/ForomePlatform'}
 
 
 def sizeof_fmt(num, suffix="B") -> str:
diff --git a/src/workflows/gridmet.cwl b/src/workflows/gridmet.cwl
index c09e74f7e..6d818cacd 100644
--- a/src/workflows/gridmet.cwl
+++ b/src/workflows/gridmet.cwl
@@ -102,7 +102,7 @@ inputs:
     type: string
     default: auto
     doc: |
-      [Rasterization strategy](https://nsaph-data-platform.github.io/nsaph-platform-docs/common/gridmet/doc/strategy.html)
+      [Rasterization strategy](https://foromeplatform.github.io/dorieh/strategy.html)
       used for spatial aggregation
   ram:
     type: string
diff --git a/src/workflows/pm25_yearly_download.cwl b/src/workflows/pm25_yearly_download.cwl
index 6bc807a3a..39c2f7035 100644
--- a/src/workflows/pm25_yearly_download.cwl
+++ b/src/workflows/pm25_yearly_download.cwl
@@ -113,7 +113,7 @@ inputs:
     default: auto
     doc: |
       Rasterization strategy, see
-      [documentation](https://nsaph-data-platform.github.io/nsaph-platform-docs/common/gridmet/doc/strategy.html)
+      [documentation](https://foromeplatform.github.io/dorieh/strategy.html)
       for the list of supported values and explanations
   ram:
     type: string
diff --git a/src/workflows/test_pm25_yearly_download.cwl b/src/workflows/test_pm25_yearly_download.cwl
index 60088d63c..aa247becd 100644
--- a/src/workflows/test_pm25_yearly_download.cwl
+++ b/src/workflows/test_pm25_yearly_download.cwl
@@ -68,7 +68,7 @@ inputs:
     default: auto
     doc: 'Rasterization strategy, see
 
-      [documentation](https://nsaph-data-platform.github.io/nsaph-platform-docs/common/gridmet/doc/strategy.html)
+      [documentation](https://foromeplatform.github.io/dorieh/strategy.html)
 
       for the list of supported values and explanations
 

From 4e61ef9916587901c5623a487eacd9ff3ca1a62c Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Fri, 7 Nov 2025 18:54:16 -0500
Subject: [PATCH 77/81] MAB  Updating Tutorial example

---
 .idea/runConfigurations/Build_docker_image_Amzn.xml |  2 +-
 doc/tutorial/example1.cwl                           | 10 +++++-----
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/.idea/runConfigurations/Build_docker_image_Amzn.xml b/.idea/runConfigurations/Build_docker_image_Amzn.xml
index 7ac359ad8..79d063d50 100644
--- a/.idea/runConfigurations/Build_docker_image_Amzn.xml
+++ b/.idea/runConfigurations/Build_docker_image_Amzn.xml
@@ -1,5 +1,5 @@
 <component name="ProjectRunConfigurationManager">
-  <configuration default="false" name="Build docker image Amzn" type="ShConfigurationType" folderName="New Folder">
+  <configuration default="false" name="Build docker image Amzn" type="ShConfigurationType" folderName="Docker">
     <option name="SCRIPT_TEXT" value="DOCKER_BUILDKIT=1 BUILDKIT_PROGRESS=plain docker buildx build --platform linux/amd64 --no-cache --tag forome/dorieh:amazon-linux --load -f Dockerfile.amzn ." />
     <option name="INDEPENDENT_SCRIPT_PATH" value="true" />
     <option name="SCRIPT_PATH" value="" />
diff --git a/doc/tutorial/example1.cwl b/doc/tutorial/example1.cwl
index 820c2c33b..8c006700e 100644
--- a/doc/tutorial/example1.cwl
+++ b/doc/tutorial/example1.cwl
@@ -22,14 +22,14 @@ inputs:
     type: File
     default:
       class: File
-      location: https://raw.githubusercontent.com/ForomePlatform/dorieh/refs/heads/dev-0.4.x/examples/with-postgres/database.ini
+      location: https://raw.githubusercontent.com/ForomePlatform/dorieh/refs/heads/main/examples/with-postgres/database.ini
   connection_name:
     type: string
     default: "localhost"
 
 steps:
   extract_year:
-    run: /Users/misha/harvard/projects/github/dorieh/src/cwl/parse_date.cwl
+    run: https://raw.githubusercontent.com/ForomePlatform/dorieh/main/src/cwl/parse_date.cwl
     in:
       date: date
     out:
@@ -85,7 +85,7 @@ steps:
       registry:
         default:
           class: File
-          location: "https://raw.githubusercontent.com/ForomePlatform/dorieh/maindoc/tutorial/example1_model.yml"
+          location: "https://raw.githubusercontent.com/ForomePlatform/dorieh/main/doc/tutorial/example1_model.yml"
       domain:
         valueFrom: "tutorial"
       table:
@@ -104,7 +104,7 @@ steps:
       registry:
         default:
           class: File
-          location: "/Users/misha/harvard/projects/github/dorieh/doc/tutorial/example1_model.yml"
+          location: "https://raw.githubusercontent.com/ForomePlatform/dorieh/main/doc/tutorial/example1_model.yml"
       domain:
         valueFrom: "tutorial"
       table:
@@ -122,7 +122,7 @@ steps:
       registry:
         default:
           class: File
-          location: "/Users/misha/harvard/projects/github/dorieh/doc/tutorial/example1_model.yml"
+          location: "https://raw.githubusercontent.com/ForomePlatform/dorieh/main/doc/tutorial/example1_model.yml"
       domain:
         valueFrom: "tutorial"
       table:

From e7cb646f7cc1acf187dfc1f0777fcff6308c6594 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Mon, 10 Nov 2025 20:46:32 -0500
Subject: [PATCH 78/81] MAB  Updating Tutorial example

---
 ..._ab_summary_resXXXXXXXX_reqXXXXXX_2011.fts |  91 ----
 ...sf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2011.fts | 116 -----
 ...ar_all_file_resXXXXXXXX_reqXXXXXX_2011.fts | 405 ----------------
 ..._ab_summary_resXXXXXXXX_reqXXXXXX_2012.fts |  91 ----
 ...sf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2012.fts | 116 -----
 ...ar_all_file_resXXXXXXXX_reqXXXXXX_2012.fts | 405 ----------------
 ..._ab_summary_resXXXXXXXX_reqXXXXXX_2013.fts |  91 ----
 ...sf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2013.fts | 116 -----
 ...ar_all_file_resXXXXXXXX_reqXXXXXX_2013.fts | 410 ----------------
 ..._ab_summary_resXXXXXXXX_reqXXXXXX_2014.fts |  91 ----
 ...sf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2014.fts | 116 -----
 ...ar_all_file_resXXXXXXXX_reqXXXXXX_2014.fts | 421 -----------------
 ...bcd_summary_resXXXXXXXX_reqXXXXXX_2016.fts | 225 ---------
 ...ar_all_file_resXXXXXXXX_reqXXXXXX_2016.fts | 437 ------------------
 14 files changed, 3131 deletions(-)
 delete mode 100644 examples/with-postgres/medicare/data/1111/2011/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2011.fts
 delete mode 100644 examples/with-postgres/medicare/data/1111/2011/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2011.fts
 delete mode 100644 examples/with-postgres/medicare/data/1111/2011/medpar_all_file_resXXXXXXXX_reqXXXXXX_2011.fts
 delete mode 100644 examples/with-postgres/medicare/data/1111/2012/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2012.fts
 delete mode 100644 examples/with-postgres/medicare/data/1111/2012/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2012.fts
 delete mode 100644 examples/with-postgres/medicare/data/1111/2012/medpar_all_file_resXXXXXXXX_reqXXXXXX_2012.fts
 delete mode 100644 examples/with-postgres/medicare/data/2222/2013/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2013.fts
 delete mode 100644 examples/with-postgres/medicare/data/2222/2013/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2013.fts
 delete mode 100644 examples/with-postgres/medicare/data/2222/2013/medpar_all_file_resXXXXXXXX_reqXXXXXX_2013.fts
 delete mode 100644 examples/with-postgres/medicare/data/3333/2014/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2014.fts
 delete mode 100644 examples/with-postgres/medicare/data/3333/2014/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2014.fts
 delete mode 100644 examples/with-postgres/medicare/data/3333/2014/medpar_all_file_resXXXXXXXX_reqXXXXXX_2014.fts
 delete mode 100644 examples/with-postgres/medicare/data/4444/2016/mbsf_abcd_summary_resXXXXXXXX_reqXXXXXX_2016.fts
 delete mode 100644 examples/with-postgres/medicare/data/4444/2016/medpar_all_file_resXXXXXXXX_reqXXXXXX_2016.fts

diff --git a/examples/with-postgres/medicare/data/1111/2011/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2011.fts b/examples/with-postgres/medicare/data/1111/2011/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2011.fts
deleted file mode 100644
index bc51ff07a..000000000
--- a/examples/with-postgres/medicare/data/1111/2011/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2011.fts
+++ /dev/null
@@ -1,91 +0,0 @@
-CMS CCW Extract File Summary
-
-Researcher: 012345678 - XXXXXXXXX
-
-Request #: 999999 - Statistical Models for Estimating Health Impact
-
-File Description: MBSF PART A/B ELIGIBILITY SUMMARY SEGMENT
-
-Actual File Name: mbsf_ab_summary_resXXXXXXXX_reqXXXXXXXX_2011.dat
-
-Date Extracted: 01JAN99
-
-Format: Fixed Column ASCII
-
-Columns in File: 51
-
-Exact File Quantity (Rows): 1000000,717,260
-
-Exact File Record Length (Bytes in Variable Block): 119
-
-Exact File Size in Bytes with 512 Blocksize: 1000000,206,071,200
-
-SAS v8.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v8.sas
-
-SAS v6.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v6.sas
-
-Standard Layout Attached with Data Formatting:
-
-Help: cmsdata@gdit.com, 1-888-888-8888
-
-Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
-
-     Field                            Field                            Field         Fld.
-Fld. Long                             Short                            Generic Start Len. Field
-No.  Name                             Name                             Format  Col.  w.d  Description
----- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
-   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID (Unique Key)
-   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16    4 Beneficiary Enrollment Reference Year
-   3 FIVE_PERCENT_FLAG                FIVEPCT                          CHAR       20    1 Strict 5% Flag
-   4 ENHANCED_FIVE_PERCENT_FLAG       EFIVEPCT                         CHAR       21    1 Enhanced 5% Flag
-   5 COVSTART                         COVSTART                         DATE       22    8 Medicare Coverage Start Date
-   6 CRNT_BIC_CD                      CRNT_BIC                         CHAR       30    2 Beneficiary Identification Code
-   7 STATE_CODE                       STATE_CD                         CHAR       32    2 State Code
-   8 BENE_COUNTY_CD                   CNTY_CD                          CHAR       34    3 County Code
-   9 BENE_ZIP_CD                      BENE_ZIP                         CHAR       37    9 Zip Code of Residence
-  10 BENE_AGE_AT_END_REF_YR           AGE                              NUM        46    3 Age at End of Reference Year
-  11 BENE_BIRTH_DT                    BENE_DOB                         DATE       49    8 Date of Birth
-  12 BENE_VALID_DEATH_DT_SW           V_DOD_SW                         CHAR       57    1 Valid Date of Death Switch
-  13 BENE_DEATH_DT                    DEATH_DT                         DATE       58    8 Date of Death
-  14 NDI_DEATH_DT                     NDI_DEATH_DT                     DATE       66    8 NDI Date of Death
-  15 BENE_SEX_IDENT_CD                SEX                              CHAR       74    1 Sex
-  16 BENE_RACE_CD                     RACE                             CHAR       75    1 Beneficiary Race Code
-  17 RTI_RACE_CD                      RTI_RACE_CD                      CHAR       76    1 Research Triangle Institute (RTI) Race Code
-  18 BENE_ENTLMT_RSN_ORIG             OREC                             CHAR       77    1 Original Reason for Entitlement Code
-  19 BENE_ENTLMT_RSN_CURR             CREC                             CHAR       78    1 Current Reason for Entitlement Code
-  20 BENE_ESRD_IND                    ESRD_IND                         CHAR       79    1 ESRD Indicator
-  21 BENE_MDCR_STATUS_CD              MS_CD                            CHAR       80    2 Medicare Status Code
-  22 BENE_PTA_TRMNTN_CD               A_TRM_CD                         CHAR       82    1 Part A Termination Code
-  23 BENE_PTB_TRMNTN_CD               B_TRM_CD                         CHAR       83    1 Part B Termination Code
-  24 BENE_HI_CVRAGE_TOT_MONS          A_MO_CNT                         NUM        84    3 HI Coverage Count
-  25 BENE_SMI_CVRAGE_TOT_MONS         B_MO_CNT                         NUM        87    3 SMI Coverage Count
-  26 BENE_STATE_BUYIN_TOT_MONS        BUYIN_MO                         NUM        90    3 State Buy-In Coverage Count
-  27 BENE_HMO_CVRAGE_TOT_MONS         HMO_MO                           NUM        93    3 HMO Coverage Count
-  28 BENE_MDCR_ENTLMT_BUYIN_IND_01    BUYIN01                          CHAR       96    1 Medicare Entitlement/Buy-In Indicator I
-  29 BENE_MDCR_ENTLMT_BUYIN_IND_02    BUYIN02                          CHAR       97    1 Medicare Entitlement/Buy-In Indicator II
-  30 BENE_MDCR_ENTLMT_BUYIN_IND_03    BUYIN03                          CHAR       98    1 Medicare Entitlement/Buy-In Indicator III
-  31 BENE_MDCR_ENTLMT_BUYIN_IND_04    BUYIN04                          CHAR       99    1 Medicare Entitlement/Buy-In Indicator IV
-  32 BENE_MDCR_ENTLMT_BUYIN_IND_05    BUYIN05                          CHAR      100    1 Medicare Entitlement/Buy-In Indicator V
-  33 BENE_MDCR_ENTLMT_BUYIN_IND_06    BUYIN06                          CHAR      101    1 Medicare Entitlement/Buy-In Indicator VI
-  34 BENE_MDCR_ENTLMT_BUYIN_IND_07    BUYIN07                          CHAR      102    1 Medicare Entitlement/Buy-In Indicator VII
-  35 BENE_MDCR_ENTLMT_BUYIN_IND_08    BUYIN08                          CHAR      103    1 Medicare Entitlement/Buy-In Indicator VIII
-  36 BENE_MDCR_ENTLMT_BUYIN_IND_09    BUYIN09                          CHAR      104    1 Medicare Entitlement/Buy-In Indicator IX
-  37 BENE_MDCR_ENTLMT_BUYIN_IND_10    BUYIN10                          CHAR      105    1 Medicare Entitlement/Buy-In Indicator X
-  38 BENE_MDCR_ENTLMT_BUYIN_IND_11    BUYIN11                          CHAR      106    1 Medicare Entitlement/Buy-In Indicator XI
-  39 BENE_MDCR_ENTLMT_BUYIN_IND_12    BUYIN12                          CHAR      107    1 Medicare Entitlement/Buy-In Indicator XII
-  40 BENE_HMO_IND_01                  HMOIND01                         CHAR      108    1 HMO Indicator I
-  41 BENE_HMO_IND_02                  HMOIND02                         CHAR      109    1 HMO Indicator II
-  42 BENE_HMO_IND_03                  HMOIND03                         CHAR      110    1 HMO Indicator III
-  43 BENE_HMO_IND_04                  HMOIND04                         CHAR      111    1 HMO Indicator IV
-  44 BENE_HMO_IND_05                  HMOIND05                         CHAR      112    1 HMO Indicator V
-  45 BENE_HMO_IND_06                  HMOIND06                         CHAR      113    1 HMO Indicator VI
-  46 BENE_HMO_IND_07                  HMOIND07                         CHAR      114    1 HMO Indicator VII
-  47 BENE_HMO_IND_08                  HMOIND08                         CHAR      115    1 HMO Indicator VIII
-  48 BENE_HMO_IND_09                  HMOIND09                         CHAR      116    1 HMO Indicator IX
-  49 BENE_HMO_IND_10                  HMOIND10                         CHAR      117    1 HMO Indicator X
-  50 BENE_HMO_IND_11                  HMOIND11                         CHAR      118    1 HMO Indicator XI
-  51 BENE_HMO_IND_12                  HMOIND12                         CHAR      119    1 HMO Indicator XII
-
-Note: All DATE fields are written out in CCYYMMDD format.
-
-- End of Document
diff --git a/examples/with-postgres/medicare/data/1111/2011/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2011.fts b/examples/with-postgres/medicare/data/1111/2011/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2011.fts
deleted file mode 100644
index 14ca0acf4..000000000
--- a/examples/with-postgres/medicare/data/1111/2011/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2011.fts
+++ /dev/null
@@ -1,116 +0,0 @@
-CMS CCW Extract File Summary
-
-Researcher: 012345678 - XXXXXXXXX
-
-Request #: 999999 - Statistical Models for Estimating Health Impact
-
-File Description: MBSF PART D ELIGIBILITY COMPONENTS SEGMENT
-
-Actual File Name: mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXXXX_2011.dat
-
-Date Extracted: 01JAN99
-
-Format: Fixed Column ASCII
-
-Columns in File: 78
-
-Exact File Quantity (Rows): 1000000,717,260
-
-Exact File Record Length (Bytes in Variable Block): 218
-
-Exact File Size in Bytes with 512 Blocksize: 1000000,326,079,940
-
-SAS v8.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v8.sas
-
-SAS v6.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v6.sas
-
-Standard Layout Attached with Data Formatting:
-
-Help: cmsdata@gdit.com, 1-888-888-8888
-
-Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
-
-     Field                            Field                            Field         Fld.
-Fld. Long                             Short                            Generic Start Len. Field
-No.  Name                             Name                             Format  Col.  w.d  Description
----- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
-   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID (Unique Key)
-   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16    4 Beneficiary Enrollment Reference Year
-   3 CRDTBL_CVRG_SW                   CRDCOVSW                         CHAR       20    1 Creditable Coverage Switch
-   4 PLAN_CVRG_MOS_NUM                PLNCOVMO                         CHAR       21    2 Plan Coverage Months Number
-   5 RDS_CVRG_MOS_NUM                 RDSCOVMO                         CHAR       23    2 Retiree Drug Subsidy Coverage Months Number
-   6 DUAL_ELGBL_MOS_NUM               DUAL_MO                          CHAR       25    2 Dual Eligible Months Number
-   7 PTD_CNTRCT_ID_01                 CNTRCT01                         CHAR       27    5 Jan. Contract ID
-   8 PTD_CNTRCT_ID_02                 CNTRCT02                         CHAR       32    5 Feb. Contract ID
-   9 PTD_CNTRCT_ID_03                 CNTRCT03                         CHAR       37    5 Mar. Contract ID
-  10 PTD_CNTRCT_ID_04                 CNTRCT04                         CHAR       42    5 Apr. Contract ID
-  11 PTD_CNTRCT_ID_05                 CNTRCT05                         CHAR       47    5 May Contract ID
-  12 PTD_CNTRCT_ID_06                 CNTRCT06                         CHAR       52    5 Jun. Contract ID
-  13 PTD_CNTRCT_ID_07                 CNTRCT07                         CHAR       57    5 Jul. Contract ID
-  14 PTD_CNTRCT_ID_08                 CNTRCT08                         CHAR       62    5 Aug. Contract ID
-  15 PTD_CNTRCT_ID_09                 CNTRCT09                         CHAR       67    5 Sep. Contract ID
-  16 PTD_CNTRCT_ID_10                 CNTRCT10                         CHAR       72    5 Oct. Contract ID
-  17 PTD_CNTRCT_ID_11                 CNTRCT11                         CHAR       77    5 Nov. Contract ID
-  18 PTD_CNTRCT_ID_12                 CNTRCT12                         CHAR       82    5 Dec. Contract ID
-  19 PTD_PBP_ID_01                    PBPID01                          CHAR       87    3 Jan. Plan Benefit Package ID
-  20 PTD_PBP_ID_02                    PBPID02                          CHAR       90    3 Feb. Plan Benefit Package ID
-  21 PTD_PBP_ID_03                    PBPID03                          CHAR       93    3 Mar. Plan Benefit Package ID
-  22 PTD_PBP_ID_04                    PBPID04                          CHAR       96    3 Apr. Plan Benefit Package ID
-  23 PTD_PBP_ID_05                    PBPID05                          CHAR       99    3 May Plan Benefit Package ID
-  24 PTD_PBP_ID_06                    PBPID06                          CHAR      102    3 Jun. Plan Benefit Package ID
-  25 PTD_PBP_ID_07                    PBPID07                          CHAR      105    3 Jul. Plan Benefit Package ID
-  26 PTD_PBP_ID_08                    PBPID08                          CHAR      108    3 Aug. Plan Benefit Package ID
-  27 PTD_PBP_ID_09                    PBPID09                          CHAR      111    3 Sep. Plan Benefit Package ID
-  28 PTD_PBP_ID_10                    PBPID10                          CHAR      114    3 Oct. Plan Benefit Package ID
-  29 PTD_PBP_ID_11                    PBPID11                          CHAR      117    3 Nov. Plan Benefit Package ID
-  30 PTD_PBP_ID_12                    PBPID12                          CHAR      120    3 Dec. Plan Benefit Package ID
-  31 PTD_SGMT_ID_01                   SGMTID01                         CHAR      123    3 Jan. Segment ID
-  32 PTD_SGMT_ID_02                   SGMTID02                         CHAR      126    3 Feb. Segment ID
-  33 PTD_SGMT_ID_03                   SGMTID03                         CHAR      129    3 Mar. Segment ID
-  34 PTD_SGMT_ID_04                   SGMTID04                         CHAR      132    3 Apr. Segment ID
-  35 PTD_SGMT_ID_05                   SGMTID05                         CHAR      135    3 May Segment ID
-  36 PTD_SGMT_ID_06                   SGMTID06                         CHAR      138    3 Jun. Segment ID
-  37 PTD_SGMT_ID_07                   SGMTID07                         CHAR      141    3 Jul. Segment ID
-  38 PTD_SGMT_ID_08                   SGMTID08                         CHAR      144    3 Aug. Segment ID
-  39 PTD_SGMT_ID_09                   SGMTID09                         CHAR      147    3 Sep. Segment ID
-  40 PTD_SGMT_ID_10                   SGMTID10                         CHAR      150    3 Oct. Segment ID
-  41 PTD_SGMT_ID_11                   SGMTID11                         CHAR      153    3 Nov. Segment ID
-  42 PTD_SGMT_ID_12                   SGMTID12                         CHAR      156    3 Dec. Segment ID
-  43 CST_SHR_GRP_CD_01                CSTSHR01                         CHAR      159    2 Jan. Cost Share Group Code
-  44 CST_SHR_GRP_CD_02                CSTSHR02                         CHAR      161    2 Feb. Cost Share Group Code
-  45 CST_SHR_GRP_CD_03                CSTSHR03                         CHAR      163    2 Mar. Cost Share Group Code
-  46 CST_SHR_GRP_CD_04                CSTSHR04                         CHAR      165    2 Apr. Cost Share Group Code
-  47 CST_SHR_GRP_CD_05                CSTSHR05                         CHAR      167    2 May Cost Share Group Code
-  48 CST_SHR_GRP_CD_06                CSTSHR06                         CHAR      169    2 Jun. Cost Share Group Code
-  49 CST_SHR_GRP_CD_07                CSTSHR07                         CHAR      171    2 Jul. Cost Share Group Code
-  50 CST_SHR_GRP_CD_08                CSTSHR08                         CHAR      173    2 Aug. Cost Share Group Code
-  51 CST_SHR_GRP_CD_09                CSTSHR09                         CHAR      175    2 Sep. Cost Share Group Code
-  52 CST_SHR_GRP_CD_10                CSTSHR10                         CHAR      177    2 Oct. Cost Share Group Code
-  53 CST_SHR_GRP_CD_11                CSTSHR11                         CHAR      179    2 Nov. Cost Share Group Code
-  54 CST_SHR_GRP_CD_12                CSTSHR12                         CHAR      181    2 Dec. Cost Share Group Code
-  55 RDS_IND_01                       RDSIND01                         CHAR      183    1 Jan. RDS Code - Retiree Drug Subsidy Code
-  56 RDS_IND_02                       RDSIND02                         CHAR      184    1 Feb. RDS Code - Retiree Drug Subsidy Code
-  57 RDS_IND_03                       RDSIND03                         CHAR      185    1 Mar. RDS Code - Retiree Drug Subsidy Code
-  58 RDS_IND_04                       RDSIND04                         CHAR      186    1 Apr. RDS Code - Retiree Drug Subsidy Code
-  59 RDS_IND_05                       RDSIND05                         CHAR      187    1 May RDS Code - Retiree Drug Subsidy Code
-  60 RDS_IND_06                       RDSIND06                         CHAR      188    1 Jun. RDS Code - Retiree Drug Subsidy Code
-  61 RDS_IND_07                       RDSIND07                         CHAR      189    1 Jul. RDS Code - Retiree Drug Subsidy Code
-  62 RDS_IND_08                       RDSIND08                         CHAR      190    1 Aug. RDS Code - Retiree Drug Subsidy Code
-  63 RDS_IND_09                       RDSIND09                         CHAR      191    1 Sep. RDS Code - Retiree Drug Subsidy Code
-  64 RDS_IND_10                       RDSIND10                         CHAR      192    1 Oct. RDS Code - Retiree Drug Subsidy Code
-  65 RDS_IND_11                       RDSIND11                         CHAR      193    1 Nov. RDS Code - Retiree Drug Subsidy Code
-  66 RDS_IND_12                       RDSIND12                         CHAR      194    1 Dec. RDS Code - Retiree Drug Subsidy Code
-  67 DUAL_STUS_CD_01                  DUAL_01                          CHAR      195    2 Jan. Dual Status Code
-  68 DUAL_STUS_CD_02                  DUAL_02                          CHAR      197    2 Feb. Dual Status Code
-  69 DUAL_STUS_CD_03                  DUAL_03                          CHAR      199    2 Mar. Dual Status Code
-  70 DUAL_STUS_CD_04                  DUAL_04                          CHAR      201    2 Apr. Dual Status Code
-  71 DUAL_STUS_CD_05                  DUAL_05                          CHAR      203    2 May Dual Status Code
-  72 DUAL_STUS_CD_06                  DUAL_06                          CHAR      205    2 Jun. Dual Status Code
-  73 DUAL_STUS_CD_07                  DUAL_07                          CHAR      207    2 Jul. Dual Status Code
-  74 DUAL_STUS_CD_08                  DUAL_08                          CHAR      209    2 Aug. Dual Status Code
-  75 DUAL_STUS_CD_09                  DUAL_09                          CHAR      211    2 Sep. Dual Status Code
-  76 DUAL_STUS_CD_10                  DUAL_10                          CHAR      213    2 Oct. Dual Status Code
-  77 DUAL_STUS_CD_11                  DUAL_11                          CHAR      215    2 Nov. Dual Status Code
-  78 DUAL_STUS_CD_12                  DUAL_12                          CHAR      217    2 Dec. Dual Status Code
-
-- End of Document
diff --git a/examples/with-postgres/medicare/data/1111/2011/medpar_all_file_resXXXXXXXX_reqXXXXXX_2011.fts b/examples/with-postgres/medicare/data/1111/2011/medpar_all_file_resXXXXXXXX_reqXXXXXX_2011.fts
deleted file mode 100644
index 9c275063c..000000000
--- a/examples/with-postgres/medicare/data/1111/2011/medpar_all_file_resXXXXXXXX_reqXXXXXX_2011.fts
+++ /dev/null
@@ -1,405 +0,0 @@
-CMS CCW Extract File Summary
-
-Researcher: 012345678 - XXXXXXXXX
-
-Request #: 999999 - Statistical Models for Estimating Health Impact
-
-File Description: MEDPAR ALL FILE
-
-Actual File Name: medpar_all_file_resXXXXXXXX_reqXXXXXXXX_2011.dat
-
-Date Extracted: 01JAN99
-
-Format: Fixed Column ASCII
-
-Columns in File: 365
-
-Exact File Quantity (Rows): 1000000,150,407
-
-Exact File Record Length (Bytes in Variable Block): 1837
-
-Exact File Size in Bytes with 512 Blocksize: 1000000,522,448,066
-
-SAS v8.x or Greater Compatible Read-In Program: medpar_all_file_read_v8.sas
-
-SAS v6.x or Greater Compatible Read-In Program: medpar_all_file_read_v6.sas
-
-Standard Layout Attached with Data Formatting:
-
-Help: cmsdata@gdit.com, 1-888-888-8888
-
-Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
-
-     Field                            Field                            Field         Fld.
-Fld. Long                             Short                            Generic Start Len. Field
-No.  Name                             Name                             Format  Col.  w.d  Description
----- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
-   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID
-   2 MEDPAR_ID                        MEDPARID                         CHAR       16   15 Unique Key for CCW MedPAR Table
-   3 MEDPAR_YR_NUM                    MEDPAR_YR_NUM                    CHAR       31    4 Year of MedPAR Record
-   4 NCH_CLM_TYPE_CD                  CLM_TYPE                         CHAR       35    2 NCH Claim Type Code
-   5 BENE_IDENT_CD                    BIC                              CHAR       37    2 BIC reported on first claim included in stay
-   6 EQTBL_BIC_CD                     EQ_BIC                           CHAR       39    2 Equated BIC
-   7 BENE_AGE_CNT                     AGE_CNT                          NUM        41    4 Age as of Date of Admission.
-   8 BENE_SEX_CD                      SEX                              CHAR       45    1 Sex of Beneficiary
-   9 BENE_RACE_CD                     RACE                             CHAR       46    1 Race of Beneficiary
-  10 BENE_MDCR_STUS_CD                MS_CD                            CHAR       47    2 Reason for entitlement to Medicare benefits as of CLM_THRU_DT
-  11 BENE_RSDNC_SSA_STATE_CD          STATE_CD                         CHAR       49    2 SSA standard state code of a beneficiarys residence.
-  12 BENE_RSDNC_SSA_CNTY_CD           CNTY_CD                          CHAR       51    3 SSA standard county code of a beneficiarys residence.
-  13 BENE_MLG_CNTCT_ZIP_CD            BENE_ZIP                         CHAR       54    5 Zip code of the mailing address where the beneficiary may be contacted.
-  14 BENE_DSCHRG_STUS_CD              DSCHRGCD                         CHAR       59    1 Code identifying status of patient as of CLM_THRU_DT
-  15 FICARR_IDENT_NUM                 FICARR                           CHAR       60    5 Intermediary processor identification
-  16 WRNG_IND_CD                      WRNGCD                           CHAR       65   18 Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay prcss
-  17 GHO_PD_CD                        GHOPDCD                          CHAR       83    1 Code indicating whether or not GHO has paid provider for claim(s)
-  18 PPS_IND_CD                       PPS_IND                          CHAR       84    1 Code indicating whether or not facility is being paid under PPS
-  19 ORG_NPI_NUM                      ORGNPINM                         CHAR       85   10 Organization NPI Number
-  20 PRVDR_NUM                        PRVDRNUM                         CHAR       95   10 MEDPAR Provider Number
-  21 PRVDR_NUM_SPCL_UNIT_CD           SPCLUNIT                         CHAR      105    1 Special num system code for hosp units that are PPS/SNF SB dsgntn excl.
-  22 SS_LS_SNF_IND_CD                 SSLSSNF                          CHAR      106    1 Code indicating whether stay is short stay, long stay, or SNF
-  23 ACTV_XREF_IND                    ACTV_XREF_IND                    CHAR      107    1 Active Cross-Refference Indicator
-  24 SLCT_RSN_CD                      SLCT_RSN_CD                      CHAR      108    1 Specifies whether this record is a case or control record.
-  25 STAY_FINL_ACTN_CLM_CNT           FACLMCNT                         NUM       109    5 Claims (final action) included in stay
-  26 LTST_CLM_ACRTN_DT                ACRTNDT                          DATE      114    8 Date latest claim incl in stay accreted to bene mstr rec at the CWF host
-  27 BENE_MDCR_BNFT_EXHST_DT          EXHST_DT                         DATE      122    8 Last date beneficiary had Medicare coverage
-  28 SNF_QUALN_FROM_DT                QLFYFROM                         DATE      130    8 Beginning date of beneficiarys qualifying stay
-  29 SNF_QUALN_THRU_DT                QLFYTHRU                         DATE      138    8 Ending date of beneficiarys qualifying stay
-  30 SRC_IP_ADMSN_CD                  SRC_ADMS                         CHAR      146    1 Admssn to an Inp facility or, for newborn admssn, type of delivery code
-  31 IP_ADMSN_TYPE_CD                 TYPE_ADM                         CHAR      147    1 Type and priority of benes admission to facility for Inp hosp stay code
-  32 ADMSN_DAY_CD                     ADMSNDAY                         CHAR      148    1 Code indicating day of week beneficiary was admitted to facility.
-  33 ADMSN_DT                         ADMSNDT                          DATE      149    8 Date beneficiary admitted for Inpatient care or date care started
-  34 DSCHRG_DT                        DSCHRGDT                         DATE      157    8 Date beneficiary was discharged or died
-  35 DSCHRG_DSTNTN_CD                 DSTNTNCD                         CHAR      165    2 Destination upon discharge from facility code
-  36 CVRD_LVL_CARE_THRU_DT            CVRLVLDT                         DATE      167    8 Date covered level of care ended in a SNF
-  37 BENE_DEATH_DT                    DEATHDT                          DATE      175    8 Date beneficiary died
-  38 BENE_DEATH_DT_VRFY_CD            DEATHCD                          CHAR      183    1 Death Date Verification Code
-  39 ADMSN_DEATH_DAY_CNT              DEATHDAY                         NUM       184    7 Days from date admitted to facility to date of death
-  40 INTRNL_USE_SSI_IND_CD            SSICD                            CHAR      191    1 MEDPAR Internal Use SSI Indicator Code
-  41 INTRNL_USE_SSI_DAY_CNT           SSIDAY                           NUM       192    7 MEDPAR Internal Use SSI Day Count
-  42 INTRNL_USE_SSI_DATA              INTRNL_USE_SSI_DATA              CHAR      199    1 Internal Use SSI Data
-  43 INTRNL_USE_IPSB_CD               IPSBCD                           CHAR      200    3 For internal Use Only. IPSB Code
-  44 INTRNL_USE_FIL_DT_CD             FILDTCD                          CHAR      203    1 For internal use only.  Fiscal year/calendar year segments.
-  45 INTRNL_USE_SMPL_SIZE_CD          SMPLSIZE                         CHAR      204    1 For internal use.  MEDPAR sample size.
-  46 LOS_DAY_CNT                      LOSCNT                           NUM       205    7 Days of beneficiarys stay in a hospital/SNF
-  47 OUTLIER_DAY_CNT                  OUTLRDAY                         NUM       212    5 Days paid as outliers (either day or cost) under PPS beyond DRG threshld
-  48 UTLZTN_DAY_CNT                   UTIL_DAY                         NUM       217    7 Covered days of care chargeable to Medicare utilization for stay
-  49 TOT_COINSRNC_DAY_CNT             COIN_DAY                         NUM       224    5 MEDPAR Beneficiary Total Coinsurance Day Count
-  50 BENE_LRD_USE_CNT                 LRD_USE                          NUM       229    5 Lifetime reserve days (LRD) used by beneficiary for stay
-  51 BENE_PTA_COINSRNC_AMT            COIN_AMT                         NUM       234   10 Beneficiarys liability for part A coinsurance for stay ($)
-  52 BENE_IP_DDCTBL_AMT               DED_AMT                          NUM       244   10 Beneficiarys liability for stay ($)
-  53 BENE_BLOOD_DDCTBL_AMT            BLDDEDAM                         NUM       254   10 Beneficiarys liability for blood deductible for stay ($)
-  54 BENE_PRMRY_PYR_CD                PRPAY_CD                         CHAR      264    1 Primary payer responsibility code
-  55 BENE_PRMRY_PYR_AMT               PRPAYAMT                         NUM       265   10 Primry payer other than Medicare for covered Medicare chrgs for stay ($)
-  56 DRG_CD                           DRG_CD                           CHAR      275    3 DRG Code
-  57 DRG_OUTLIER_STAY_CD              OUTLR_CD                         CHAR      278    1 Cost or Day Outlier code
-  58 DRG_OUTLIER_PMT_AMT              OUTLRAMT                         NUM       279   10 Addtnl approved due to outlier situation over DRG allowance for stay ($)
-  59 DRG_PRICE_AMT                    DRGPRICE                         NUM       289   10 Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd ($)
-  60 IP_DSPRPRTNT_SHR_AMT             DISP_SHR                         NUM       299   10 Over the DRG amount for disproportionate share hospital for stay ($)
-  61 IME_AMT                          IME_AMT                          NUM       309   10 Additional payment made to teaching hospitals for IME for stay ($)
-  62 PASS_THRU_AMT                    PASSTHRU                         NUM       319   10 Total of all claim pass thru for stay ($)
-  63 TOT_PPS_CPTL_AMT                 PPS_CPTL                         NUM       329   10 Total payable for capital PPS ($)
-  64 IP_LOW_VOL_PYMT_AMT              IP_LOW_VOL_PYMT_AMT              NUM       339   10 Inpatient Low Volume Payment Amount.
-  65 TOT_CHRG_AMT                     TOTCHRG                          NUM       349   10 Total all charges for all srvcs provided to beneficiary for stay ($)
-  66 TOT_CVR_CHRG_AMT                 CVRCHRG                          NUM       359   10 Portion of total charges covered by Medicare for stay ($)
-  67 MDCR_PMT_AMT                     PMT_AMT                          NUM       369   10 Amt of payment from Medicare trust fund for srvcs covered by claim ($)
-  68 ACMDTNS_TOT_CHRG_AMT             ACMDTNS                          NUM       379   10 Total charge for all accommodations related to beneficiarys stay ($)
-  69 DPRTMNTL_TOT_CHRG_AMT            DPRTMNTL                         NUM       389   10 Total charge for all ancillary depts related to beneficiarys stay ($)
-  70 PRVT_ROOM_DAY_CNT                PRVTDAY                          NUM       399    5 Private room days used by beneficiary for stay
-  71 SEMIPRVT_ROOM_DAY_CNT            SPRVTDAY                         NUM       404    5 Semi-private room days used by beneficiary for stay
-  72 WARD_DAY_CNT                     WARDDAY                          NUM       409    5 Ward days used by beneficiary for stay
-  73 INTNSV_CARE_DAY_CNT              ICARECNT                         NUM       414    5 Intensive care days used by beneficiary for stay
-  74 CRNRY_CARE_DAY_CNT               CRNRYDAY                         NUM       419    5 Coronary care days used by beneficiary for stay
-  75 PRVT_ROOM_CHRG_AMT               PRVTAMT                          NUM       424   10 Private room accommodations related to beneficiarys stay ($)
-  76 SEMIPRVT_ROOM_CHRG_AMT           SPRVTAMT                         NUM       434   10 Semi-private room accommodations related to beneficiarys stay ($)
-  77 WARD_CHRG_AMT                    WARDAMT                          NUM       444   10 Ward accommodations related to beneficiarys stay ($)
-  78 INTNSV_CARE_CHRG_AMT             ICAREAMT                         NUM       454   10 Intensive care accommodations related to beneficiarys stay ($)
-  79 CRNRY_CARE_CHRG_AMT              CRNRYAMT                         NUM       464   10 Coronary care accommodations related to beneficiarys stay ($)
-  80 OTHR_SRVC_CHRG_AMT               OTHRAMT                          NUM       474   10 Other services related to beneficiarys stay ($)
-  81 PHRMCY_CHRG_AMT                  PHRMCAMT                         NUM       484   10 Pharmaceutical costs related to beneficiarys stay ($)
-  82 MDCL_SUPLY_CHRG_AMT              SUPLYAMT                         NUM       494   10 Medical/surgical supplies related to beneficiarys stay ($)
-  83 DME_CHRG_AMT                     DME_AMT                          NUM       504   10 DME related to beneficiarys stay ($)
-  84 USED_DME_CHRG_AMT                UDME_AMT                         NUM       514   10 Used DME related to beneficiarys stay ($)
-  85 PHYS_THRPY_CHRG_AMT              PHYTHAMT                         NUM       524   10 Physical therapy services provided during beneficiarys stay ($)
-  86 OCPTNL_THRPY_CHRG_AMT            OCPTLAMT                         NUM       534   10 Occupational therapy services provided during beneficiarys stay ($)
-  87 SPCH_PTHLGY_CHRG_AMT             SPCH_AMT                         NUM       544   10 Speech pathology services provided during beneficiarys stay ($)
-  88 INHLTN_THRPY_CHRG_AMT            INHLTAMT                         NUM       554   10 Inhalation therapy services provided during beneficiarys stay ($)
-  89 BLOOD_CHRG_AMT                   BLOODAMT                         NUM       564   10 Blood provided during beneficiarys stay ($)
-  90 BLOOD_ADMIN_CHRG_AMT             BLDADMIN                         NUM       574   10 Blood storage and processing related to beneficiarys stay ($)
-  91 BLOOD_PT_FRNSH_QTY               BLDFRNSH                         NUM       584    5 Quantity of blood (whole pints) furnished to beneficiary during stay
-  92 OPRTG_ROOM_CHRG_AMT              OROOMAMT                         NUM       589   10 OR, recovery rm, and labor rm delivery used by bene during stay ($)
-  93 LTHTRPSY_CHRG_AMT                LTHTRPSY                         NUM       599   10 Lithotripsy services provided during beneficiarys stay ($)
-  94 CRDLGY_CHRG_AMT                  CRDLGY                           NUM       609   10 Cardiology services and ECG(s) provided during beneficiarys stay ($)
-  95 ANSTHSA_CHRG_AMT                 ANSTHSA                          NUM       619   10 Anesthesia services provided during beneficiarys stay ($)
-  96 LAB_CHRG_AMT                     LAB_AMT                          NUM       629   10 Laboratory costs related to beneficiarys stay ($)
-  97 RDLGY_CHRG_AMT                   RDLGYAMT                         NUM       639   10 Radiology costs (excluding MRI) related to a beneficiarys stay ($)
-  98 MRI_CHRG_AMT                     MRI_AMT                          NUM       649   10 MRI services provided during beneficiarys stay ($)
-  99 OP_SRVC_CHRG_AMT                 OPSRVC                           NUM       659   10 Outpatient services provided during beneficiarys stay ($)
- 100 ER_CHRG_AMT                      ER_AMT                           NUM       669   10 Emergency room services provided during beneficiarys stay ($)
- 101 AMBLNC_CHRG_AMT                  AMBLNC                           NUM       679   10 Ambulance services related to beneficiarys stay ($)
- 102 PROFNL_FEES_CHRG_AMT             PROFFEES                         NUM       689   10 Professional fees related to beneficiarys stay ($)
- 103 ORGN_ACQSTN_CHRG_AMT             ORGNAMT                          NUM       699   10 Organ acquisition or oth donor bank srvcs related to benes stay ($)
- 104 ESRD_REV_SETG_CHRG_AMT           ESRDSETG                         NUM       709   10 ESRD services related to beneficiarys stay ($)
- 105 CLNC_VISIT_CHRG_AMT              CLNC_AMT                         NUM       719   10 Clinic visits related to beneficiarys stay ($)
- 106 ICU_IND_CD                       ICUINDCD                         CHAR      729    1 ICU type code
- 107 CRNRY_CARE_IND_CD                CRNRY_CD                         CHAR      730    1 Coronary care unit type code
- 108 PHRMCY_IND_CD                    PHRMCYCD                         CHAR      731    1 Drugs type code
- 109 TRNSPLNT_IND_CD                  TRNSPLNT                         CHAR      732    1 Organ transplant code
- 110 RDLGY_ONCLGY_IND_SW              ONCLGYSW                         CHAR      733    1 Radiology oncology services indicator
- 111 RDLGY_DGNSTC_IND_SW              DGNSTCSW                         CHAR      734    1 Radiology diagnostic services indicator
- 112 RDLGY_THRPTC_IND_SW              THRPTCSW                         CHAR      735    1 Radiology therapeutic services indicator
- 113 RDLGY_NUCLR_MDCN_IND_SW          NUCLR_SW                         CHAR      736    1 Radiology nuclear medicine services indicator
- 114 RDLGY_CT_SCAN_IND_SW             CTSCANSW                         CHAR      737    1 Radiology computed tomographic (CT) scan services indicator
- 115 RDLGY_OTHR_IMGNG_IND_SW          IMGNG_SW                         CHAR      738    1 Radiology other imaging services indicator
- 116 OP_SRVC_IND_CD                   OPSRVCCD                         CHAR      739    1 Outpatient services/ambulatory surgical care code
- 117 ORGN_ACQSTN_IND_CD               ORGNCD                           CHAR      740    2 Organ acquisition type code
- 118 ESRD_COND_CD                     ESRD_CD                          CHAR      742    2 ESRD condition code
- 119 ESRD_SETG_IND_1_CD               ESRDSTG1                         CHAR      744    2 Dialysis type code I
- 120 ESRD_SETG_IND_2_CD               ESRDSTG2                         CHAR      746    2 Dialysis type code II
- 121 ESRD_SETG_IND_3_CD               ESRDSTG3                         CHAR      748    2 Dialysis type code III
- 122 ESRD_SETG_IND_4_CD               ESRDSTG4                         CHAR      750    2 Dialysis type code IV
- 123 ESRD_SETG_IND_5_CD               ESRDSTG5                         CHAR      752    2 Dialysis type code V
- 124 ADMTG_DGNS_CD                    AD_DGNS                          CHAR      754    7 Initial diagnosis at time of admission
- 125 ADMTG_DGNS_VRSN_CD               ADMTG_DGNS_VRSN_CD               CHAR      761    1 MEDPAR Admitting Diagnosis Version Code
- 126 DGNS_CD_CNT                      DGNSCNT                          NUM       762    3 Diagnosis codes included in stay
- 127 DGNS_VRSN_CD                     DGNS_VRSN_CD                     CHAR      765    1 Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier Ve
- 128 DGNS_VRSN_CD_1                   DGNS_VRSN_CD_1                   CHAR      766    1 Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 129 DGNS_VRSN_CD_2                   DGNS_VRSN_CD_2                   CHAR      767    1 Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 130 DGNS_VRSN_CD_3                   DGNS_VRSN_CD_3                   CHAR      768    1 Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 131 DGNS_VRSN_CD_4                   DGNS_VRSN_CD_4                   CHAR      769    1 Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 132 DGNS_VRSN_CD_5                   DGNS_VRSN_CD_5                   CHAR      770    1 Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 133 DGNS_VRSN_CD_6                   DGNS_VRSN_CD_6                   CHAR      771    1 Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 134 DGNS_VRSN_CD_7                   DGNS_VRSN_CD_7                   CHAR      772    1 Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 135 DGNS_VRSN_CD_8                   DGNS_VRSN_CD_8                   CHAR      773    1 Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 136 DGNS_VRSN_CD_9                   DGNS_VRSN_CD_9                   CHAR      774    1 Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 137 DGNS_VRSN_CD_10                  DGNS_VRSN_CD_10                  CHAR      775    1 Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 138 DGNS_VRSN_CD_11                  DGNS_VRSN_CD_11                  CHAR      776    1 Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 139 DGNS_VRSN_CD_12                  DGNS_VRSN_CD_12                  CHAR      777    1 Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 140 DGNS_VRSN_CD_13                  DGNS_VRSN_CD_13                  CHAR      778    1 Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 141 DGNS_VRSN_CD_14                  DGNS_VRSN_CD_14                  CHAR      779    1 Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 142 DGNS_VRSN_CD_15                  DGNS_VRSN_CD_15                  CHAR      780    1 Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 143 DGNS_VRSN_CD_16                  DGNS_VRSN_CD_16                  CHAR      781    1 Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 144 DGNS_VRSN_CD_17                  DGNS_VRSN_CD_17                  CHAR      782    1 Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 145 DGNS_VRSN_CD_18                  DGNS_VRSN_CD_18                  CHAR      783    1 Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 146 DGNS_VRSN_CD_19                  DGNS_VRSN_CD_19                  CHAR      784    1 Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 147 DGNS_VRSN_CD_20                  DGNS_VRSN_CD_20                  CHAR      785    1 Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 148 DGNS_VRSN_CD_21                  DGNS_VRSN_CD_21                  CHAR      786    1 Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 149 DGNS_VRSN_CD_22                  DGNS_VRSN_CD_22                  CHAR      787    1 Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 150 DGNS_VRSN_CD_23                  DGNS_VRSN_CD_23                  CHAR      788    1 Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 151 DGNS_VRSN_CD_24                  DGNS_VRSN_CD_24                  CHAR      789    1 Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 152 DGNS_VRSN_CD_25                  DGNS_VRSN_CD_25                  CHAR      790    1 Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 153 DGNS_1_CD                        DGNSCD1                          CHAR      791    7 Primary ICD-9-CM code
- 154 DGNS_2_CD                        DGNSCD2                          CHAR      798    7 ICD-9-CM Diagnosis code II
- 155 DGNS_3_CD                        DGNSCD3                          CHAR      805    7 ICD-9-CM Diagnosis code III
- 156 DGNS_4_CD                        DGNSCD4                          CHAR      812    7 ICD-9-CM Diagnosis code IV
- 157 DGNS_5_CD                        DGNSCD5                          CHAR      819    7 ICD-9-CM Diagnosis code V
- 158 DGNS_6_CD                        DGNSCD6                          CHAR      826    7 ICD-9-CM Diagnosis code VI
- 159 DGNS_7_CD                        DGNSCD7                          CHAR      833    7 ICD-9-CM Diagnosis code VII
- 160 DGNS_8_CD                        DGNSCD8                          CHAR      840    7 ICD-9-CM Diagnosis code VIII
- 161 DGNS_9_CD                        DGNSCD9                          CHAR      847    7 ICD-9-CM Diagnosis code IX
- 162 DGNS_10_CD                       DGNSCD10                         CHAR      854    7 ICD-9-CM Diagnosis code X
- 163 DGNS_11_CD                       DGNSCD11                         CHAR      861    7 ICD-9-CM Diagnosis code XI
- 164 DGNS_12_CD                       DGNSCD12                         CHAR      868    7 ICD-9-CM Diagnosis code XII
- 165 DGNS_13_CD                       DGNSCD13                         CHAR      875    7 ICD-9-CM Diagnosis code XIII
- 166 DGNS_14_CD                       DGNSCD14                         CHAR      882    7 ICD-9-CM Diagnosis code XIV
- 167 DGNS_15_CD                       DGNSCD15                         CHAR      889    7 ICD-9-CM Diagnosis code XV
- 168 DGNS_16_CD                       DGNSCD16                         CHAR      896    7 ICD-9-CM Diagnosis code XVI
- 169 DGNS_17_CD                       DGNSCD17                         CHAR      903    7 ICD-9-CM Diagnosis code XVII
- 170 DGNS_18_CD                       DGNSCD18                         CHAR      910    7 ICD-9-CM Diagnosis code XVIII
- 171 DGNS_19_CD                       DGNSCD19                         CHAR      917    7 ICD-9-CM Diagnosis code XIX
- 172 DGNS_20_CD                       DGNSCD20                         CHAR      924    7 ICD-9-CM Diagnosis code XX
- 173 DGNS_21_CD                       DGNSCD21                         CHAR      931    7 ICD-9-CM Diagnosis code XXI
- 174 DGNS_22_CD                       DGNSCD22                         CHAR      938    7 ICD-9-CM Diagnosis code XXII
- 175 DGNS_23_CD                       DGNSCD23                         CHAR      945    7 ICD-9-CM Diagnosis code XXIII
- 176 DGNS_24_CD                       DGNSCD24                         CHAR      952    7 ICD-9-CM Diagnosis code XXIV
- 177 DGNS_25_CD                       DGNSCD25                         CHAR      959    7 ICD-9-CM Diagnosis code XXV
- 178 DGNS_POA_CD                      DGNS_POA                         CHAR      966   10 Diagnosis Code POA Array
- 179 POA_DGNS_CD_CNT                  POA_DGNS_CD_CNT                  NUM       976    3 MEDPAR Claim Present on Admission Diagnosis Code Count
- 180 POA_DGNS_1_IND_CD                POA_DGNS_1_IND_CD                CHAR      979    1 Diagnosis Present on Admission Indicator 1
- 181 POA_DGNS_2_IND_CD                POA_DGNS_2_IND_CD                CHAR      980    1 Diagnosis Present on Admission Indicator 2
- 182 POA_DGNS_3_IND_CD                POA_DGNS_3_IND_CD                CHAR      981    1 Diagnosis Present on Admission Indicator 3
- 183 POA_DGNS_4_IND_CD                POA_DGNS_4_IND_CD                CHAR      982    1 Diagnosis Present on Admission Indicator 4
- 184 POA_DGNS_5_IND_CD                POA_DGNS_5_IND_CD                CHAR      983    1 Diagnosis Present on Admission Indicator 5
- 185 POA_DGNS_6_IND_CD                POA_DGNS_6_IND_CD                CHAR      984    1 Diagnosis Present on Admission Indicator 6
- 186 POA_DGNS_7_IND_CD                POA_DGNS_7_IND_CD                CHAR      985    1 Diagnosis Present on Admission Indicator 7
- 187 POA_DGNS_8_IND_CD                POA_DGNS_8_IND_CD                CHAR      986    1 Diagnosis Present on Admission Indicator 8
- 188 POA_DGNS_9_IND_CD                POA_DGNS_9_IND_CD                CHAR      987    1 Diagnosis Present on Admission Indicator 9
- 189 POA_DGNS_10_IND_CD               POA_DGNS_10_IND_CD               CHAR      988    1 Diagnosis Present on Admission Indicator 10
- 190 POA_DGNS_11_IND_CD               POA_DGNS_11_IND_CD               CHAR      989    1 Diagnosis Present on Admission Indicator 11
- 191 POA_DGNS_12_IND_CD               POA_DGNS_12_IND_CD               CHAR      990    1 Diagnosis Present on Admission Indicator 12
- 192 POA_DGNS_13_IND_CD               POA_DGNS_13_IND_CD               CHAR      991    1 Diagnosis Present on Admission Indicator 13
- 193 POA_DGNS_14_IND_CD               POA_DGNS_14_IND_CD               CHAR      992    1 Diagnosis Present on Admission Indicator 14
- 194 POA_DGNS_15_IND_CD               POA_DGNS_15_IND_CD               CHAR      993    1 Diagnosis Present on Admission Indicator 15
- 195 POA_DGNS_16_IND_CD               POA_DGNS_16_IND_CD               CHAR      994    1 Diagnosis Present on Admission Indicator 16
- 196 POA_DGNS_17_IND_CD               POA_DGNS_17_IND_CD               CHAR      995    1 Diagnosis Present on Admission Indicator 17
- 197 POA_DGNS_18_IND_CD               POA_DGNS_18_IND_CD               CHAR      996    1 Diagnosis Present on Admission Indicator 18
- 198 POA_DGNS_19_IND_CD               POA_DGNS_19_IND_CD               CHAR      997    1 Diagnosis Present on Admission Indicator 19
- 199 POA_DGNS_20_IND_CD               POA_DGNS_20_IND_CD               CHAR      998    1 Diagnosis Present on Admission Indicator 20
- 200 POA_DGNS_21_IND_CD               POA_DGNS_21_IND_CD               CHAR      999    1 Diagnosis Present on Admission Indicator 21
- 201 POA_DGNS_22_IND_CD               POA_DGNS_22_IND_CD               CHAR     1000    1 Diagnosis Present on Admission Indicator 22
- 202 POA_DGNS_23_IND_CD               POA_DGNS_23_IND_CD               CHAR     1001    1 Diagnosis Present on Admission Indicator 23
- 203 POA_DGNS_24_IND_CD               POA_DGNS_24_IND_CD               CHAR     1002    1 Diagnosis Present on Admission Indicator 24
- 204 POA_DGNS_25_IND_CD               POA_DGNS_25_IND_CD               CHAR     1003    1 Diagnosis Present on Admission Indicator 25
- 205 DGNS_E_CD_CNT                    DGNS_E_CD_CNT                    NUM      1004    3 MEDPAR Diagnosis E Code Count
- 206 DGNS_E_VRSN_CD                   DGNS_E_VRSN_CD                   CHAR     1007    1 MEDPAR Diagnosis E Version Code (Earlier Version)
- 207 DGNS_E_VRSN_CD_1                 DGNS_E_VRSN_CD_1                 CHAR     1008    1 MEDPAR Diagnosis E Version Code 01
- 208 DGNS_E_VRSN_CD_2                 DGNS_E_VRSN_CD_2                 CHAR     1009    1 MEDPAR Diagnosis E Version Code 02
- 209 DGNS_E_VRSN_CD_3                 DGNS_E_VRSN_CD_3                 CHAR     1010    1 MEDPAR Diagnosis E Version Code 03
- 210 DGNS_E_VRSN_CD_4                 DGNS_E_VRSN_CD_4                 CHAR     1011    1 MEDPAR Diagnosis E Version Code 04
- 211 DGNS_E_VRSN_CD_5                 DGNS_E_VRSN_CD_5                 CHAR     1012    1 MEDPAR Diagnosis E Version Code 05
- 212 DGNS_E_VRSN_CD_6                 DGNS_E_VRSN_CD_6                 CHAR     1013    1 MEDPAR Diagnosis E Version Code 06
- 213 DGNS_E_VRSN_CD_7                 DGNS_E_VRSN_CD_7                 CHAR     1014    1 MEDPAR Diagnosis E Version Code 07
- 214 DGNS_E_VRSN_CD_8                 DGNS_E_VRSN_CD_8                 CHAR     1015    1 MEDPAR Diagnosis E Version Code 08
- 215 DGNS_E_VRSN_CD_9                 DGNS_E_VRSN_CD_9                 CHAR     1016    1 MEDPAR Diagnosis E Version Code 09
- 216 DGNS_E_VRSN_CD_10                DGNS_E_VRSN_CD_10                CHAR     1017    1 MEDPAR Diagnosis E Version Code 10
- 217 DGNS_E_VRSN_CD_11                DGNS_E_VRSN_CD_11                CHAR     1018    1 MEDPAR Diagnosis E Version Code 11
- 218 DGNS_E_VRSN_CD_12                DGNS_E_VRSN_CD_12                CHAR     1019    1 MEDPAR Diagnosis E Version Code 12
- 219 DGNS_E_1_CD                      DGNS_E_1_CD                      CHAR     1020    7 E Diagnosis Code  1 - Extrnl cause of injury, poisoning, or oth adverse
- 220 DGNS_E_2_CD                      DGNS_E_2_CD                      CHAR     1027    7 E Diagnosis Code  2 - Extrnl cause of injury, poisoning, or oth adverse
- 221 DGNS_E_3_CD                      DGNS_E_3_CD                      CHAR     1034    7 E Diagnosis Code  3 - Extrnl cause of injury, poisoning, or oth adverse
- 222 DGNS_E_4_CD                      DGNS_E_4_CD                      CHAR     1041    7 E Diagnosis Code  4 - Extrnl cause of injury, poisoning, or oth adverse
- 223 DGNS_E_5_CD                      DGNS_E_5_CD                      CHAR     1048    7 E Diagnosis Code  5 - Extrnl cause of injury, poisoning, or oth adverse
- 224 DGNS_E_6_CD                      DGNS_E_6_CD                      CHAR     1055    7 E Diagnosis Code  6 - Extrnl cause of injury, poisoning, or oth adverse
- 225 DGNS_E_7_CD                      DGNS_E_7_CD                      CHAR     1062    7 E Diagnosis Code  7 - Extrnl cause of injury, poisoning, or oth adverse
- 226 DGNS_E_8_CD                      DGNS_E_8_CD                      CHAR     1069    7 E Diagnosis Code  8 - Extrnl cause of injury, poisoning, or oth adverse
- 227 DGNS_E_9_CD                      DGNS_E_9_CD                      CHAR     1076    7 E Diagnosis Code  9 - Extrnl cause of injury, poisoning, or oth adverse
- 228 DGNS_E_10_CD                     DGNS_E_10_CD                     CHAR     1083    7 E Diagnosis Code  10 - Extrnl cause of injury, poisoning, or oth adverse
- 229 DGNS_E_11_CD                     DGNS_E_11_CD                     CHAR     1090    7 E Diagnosis Code  11 - Extrnl cause of injury, poisoning, or oth adverse
- 230 DGNS_E_12_CD                     DGNS_E_12_CD                     CHAR     1097    7 E Diagnosis Code  12 - Extrnl cause of injury, poisoning, or oth adverse
- 231 POA_DGNS_E_CD_CNT                POA_DGNS_E_CD_CNT                NUM      1104    3 MEDPAR Claim Present on Admission Diagnosis E Code Count
- 232 POA_DGNS_E_1_IND_CD              POA_DGNS_E_1_IND_CD              CHAR     1107    1 Diagnosis E Code Present on Admission Indicator 1
- 233 POA_DGNS_E_2_IND_CD              POA_DGNS_E_2_IND_CD              CHAR     1108    1 Diagnosis E Code Present on Admission Indicator 2
- 234 POA_DGNS_E_3_IND_CD              POA_DGNS_E_3_IND_CD              CHAR     1109    1 Diagnosis E Code Present on Admission Indicator 3
- 235 POA_DGNS_E_4_IND_CD              POA_DGNS_E_4_IND_CD              CHAR     1110    1 Diagnosis E Code Present on Admission Indicator 4
- 236 POA_DGNS_E_5_IND_CD              POA_DGNS_E_5_IND_CD              CHAR     1111    1 Diagnosis E Code Present on Admission Indicator 5
- 237 POA_DGNS_E_6_IND_CD              POA_DGNS_E_6_IND_CD              CHAR     1112    1 Diagnosis E Code Present on Admission Indicator 6
- 238 POA_DGNS_E_7_IND_CD              POA_DGNS_E_7_IND_CD              CHAR     1113    1 Diagnosis E Code Present on Admission Indicator 7
- 239 POA_DGNS_E_8_IND_CD              POA_DGNS_E_8_IND_CD              CHAR     1114    1 Diagnosis E Code Present on Admission Indicator 8
- 240 POA_DGNS_E_9_IND_CD              POA_DGNS_E_9_IND_CD              CHAR     1115    1 Diagnosis E Code Present on Admission Indicator 9
- 241 POA_DGNS_E_10_IND_CD             POA_DGNS_E_10_IND_CD             CHAR     1116    1 Diagnosis E Code Present on Admission Indicator 10
- 242 POA_DGNS_E_11_IND_CD             POA_DGNS_E_11_IND_CD             CHAR     1117    1 Diagnosis E Code Present on Admission Indicator 11
- 243 POA_DGNS_E_12_IND_CD             POA_DGNS_E_12_IND_CD             CHAR     1118    1 Diagnosis E Code Present on Admission Indicator 12
- 244 SRGCL_PRCDR_IND_SW               PRCDRSW                          CHAR     1119    1 Surgical procedures indicator
- 245 SRGCL_PRCDR_CD_CNT               PRCDRCNT                         NUM      1120    3 Surgical procedure codes included in stay
- 246 SRGCL_PRCDR_VRSN_CD              SRGCL_PRCDR_VRSN_CD              CHAR     1123    1 MEDPAR Surgical Procedure Version Code  (Earlier Version)
- 247 SRGCL_PRCDR_VRSN_CD_1            SRGCL_PRCDR_VRSN_CD_1            CHAR     1124    1 MEDPAR Surgical Procedure Version Code 01
- 248 SRGCL_PRCDR_VRSN_CD_2            SRGCL_PRCDR_VRSN_CD_2            CHAR     1125    1 MEDPAR Surgical Procedure Version Code 02
- 249 SRGCL_PRCDR_VRSN_CD_3            SRGCL_PRCDR_VRSN_CD_3            CHAR     1126    1 MEDPAR Surgical Procedure Version Code 03
- 250 SRGCL_PRCDR_VRSN_CD_4            SRGCL_PRCDR_VRSN_CD_4            CHAR     1127    1 MEDPAR Surgical Procedure Version Code 04
- 251 SRGCL_PRCDR_VRSN_CD_5            SRGCL_PRCDR_VRSN_CD_5            CHAR     1128    1 MEDPAR Surgical Procedure Version Code 05
- 252 SRGCL_PRCDR_VRSN_CD_6            SRGCL_PRCDR_VRSN_CD_6            CHAR     1129    1 MEDPAR Surgical Procedure Version Code 06
- 253 SRGCL_PRCDR_VRSN_CD_7            SRGCL_PRCDR_VRSN_CD_7            CHAR     1130    1 MEDPAR Surgical Procedure Version Code 07
- 254 SRGCL_PRCDR_VRSN_CD_8            SRGCL_PRCDR_VRSN_CD_8            CHAR     1131    1 MEDPAR Surgical Procedure Version Code 08
- 255 SRGCL_PRCDR_VRSN_CD_9            SRGCL_PRCDR_VRSN_CD_9            CHAR     1132    1 MEDPAR Surgical Procedure Version Code 09
- 256 SRGCL_PRCDR_VRSN_CD_10           SRGCL_PRCDR_VRSN_CD_10           CHAR     1133    1 MEDPAR Surgical Procedure Version Code 10
- 257 SRGCL_PRCDR_VRSN_CD_11           SRGCL_PRCDR_VRSN_CD_11           CHAR     1134    1 MEDPAR Surgical Procedure Version Code 11
- 258 SRGCL_PRCDR_VRSN_CD_12           SRGCL_PRCDR_VRSN_CD_12           CHAR     1135    1 MEDPAR Surgical Procedure Version Code 12
- 259 SRGCL_PRCDR_VRSN_CD_13           SRGCL_PRCDR_VRSN_CD_13           CHAR     1136    1 MEDPAR Surgical Procedure Version Code 13
- 260 SRGCL_PRCDR_VRSN_CD_14           SRGCL_PRCDR_VRSN_CD_14           CHAR     1137    1 MEDPAR Surgical Procedure Version Code 14
- 261 SRGCL_PRCDR_VRSN_CD_15           SRGCL_PRCDR_VRSN_CD_15           CHAR     1138    1 MEDPAR Surgical Procedure Version Code 15
- 262 SRGCL_PRCDR_VRSN_CD_16           SRGCL_PRCDR_VRSN_CD_16           CHAR     1139    1 MEDPAR Surgical Procedure Version Code 16
- 263 SRGCL_PRCDR_VRSN_CD_17           SRGCL_PRCDR_VRSN_CD_17           CHAR     1140    1 MEDPAR Surgical Procedure Version Code 17
- 264 SRGCL_PRCDR_VRSN_CD_18           SRGCL_PRCDR_VRSN_CD_18           CHAR     1141    1 MEDPAR Surgical Procedure Version Code 18
- 265 SRGCL_PRCDR_VRSN_CD_19           SRGCL_PRCDR_VRSN_CD_19           CHAR     1142    1 MEDPAR Surgical Procedure Version Code 19
- 266 SRGCL_PRCDR_VRSN_CD_20           SRGCL_PRCDR_VRSN_CD_20           CHAR     1143    1 MEDPAR Surgical Procedure Version Code 20
- 267 SRGCL_PRCDR_VRSN_CD_21           SRGCL_PRCDR_VRSN_CD_21           CHAR     1144    1 MEDPAR Surgical Procedure Version Code 21
- 268 SRGCL_PRCDR_VRSN_CD_22           SRGCL_PRCDR_VRSN_CD_22           CHAR     1145    1 MEDPAR Surgical Procedure Version Code 22
- 269 SRGCL_PRCDR_VRSN_CD_23           SRGCL_PRCDR_VRSN_CD_23           CHAR     1146    1 MEDPAR Surgical Procedure Version Code 23
- 270 SRGCL_PRCDR_VRSN_CD_24           SRGCL_PRCDR_VRSN_CD_24           CHAR     1147    1 MEDPAR Surgical Procedure Version Code 24
- 271 SRGCL_PRCDR_VRSN_CD_25           SRGCL_PRCDR_VRSN_CD_25           CHAR     1148    1 MEDPAR Surgical Procedure Version Code 25
- 272 SRGCL_PRCDR_1_CD                 PRCDRCD1                         CHAR     1149    7 Principal Procedure code
- 273 SRGCL_PRCDR_2_CD                 PRCDRCD2                         CHAR     1156    7 Procedure Code II
- 274 SRGCL_PRCDR_3_CD                 PRCDRCD3                         CHAR     1163    7 Procedure Code III
- 275 SRGCL_PRCDR_4_CD                 PRCDRCD4                         CHAR     1170    7 Procedure Code IV
- 276 SRGCL_PRCDR_5_CD                 PRCDRCD5                         CHAR     1177    7 Procedure Code V
- 277 SRGCL_PRCDR_6_CD                 PRCDRCD6                         CHAR     1184    7 Procedure Code VI
- 278 SRGCL_PRCDR_7_CD                 PRCDRCD7                         CHAR     1191    7 Procedure Code VII
- 279 SRGCL_PRCDR_8_CD                 PRCDRCD8                         CHAR     1198    7 Procedure Code VIII
- 280 SRGCL_PRCDR_9_CD                 PRCDRCD9                         CHAR     1205    7 Procedure Code IX
- 281 SRGCL_PRCDR_10_CD                PRCDRCD10                        CHAR     1212    7 Procedure Code X
- 282 SRGCL_PRCDR_11_CD                PRCDRCD11                        CHAR     1219    7 Procedure Code XI
- 283 SRGCL_PRCDR_12_CD                PRCDRCD12                        CHAR     1226    7 Procedure Code XII
- 284 SRGCL_PRCDR_13_CD                PRCDRCD13                        CHAR     1233    7 Procedure Code XIII
- 285 SRGCL_PRCDR_14_CD                PRCDRCD14                        CHAR     1240    7 Procedure Code XIV
- 286 SRGCL_PRCDR_15_CD                PRCDRCD15                        CHAR     1247    7 Procedure Code XV
- 287 SRGCL_PRCDR_16_CD                PRCDRCD16                        CHAR     1254    7 Procedure Code XVI
- 288 SRGCL_PRCDR_17_CD                PRCDRCD17                        CHAR     1261    7 Procedure Code XVII
- 289 SRGCL_PRCDR_18_CD                PRCDRCD18                        CHAR     1268    7 Procedure Code XVIII
- 290 SRGCL_PRCDR_19_CD                PRCDRCD19                        CHAR     1275    7 Procedure Code XIX
- 291 SRGCL_PRCDR_20_CD                PRCDRCD20                        CHAR     1282    7 Procedure Code XX
- 292 SRGCL_PRCDR_21_CD                PRCDRCD21                        CHAR     1289    7 Procedure Code XXI
- 293 SRGCL_PRCDR_22_CD                PRCDRCD22                        CHAR     1296    7 Procedure Code XXII
- 294 SRGCL_PRCDR_23_CD                PRCDRCD23                        CHAR     1303    7 Procedure Code XXIII
- 295 SRGCL_PRCDR_24_CD                PRCDRCD24                        CHAR     1310    7 Procedure Code XXIV
- 296 SRGCL_PRCDR_25_CD                PRCDRCD25                        CHAR     1317    7 Procedure Code XXV
- 297 SRGCL_PRCDR_DT_CNT               PRCDTCNT                         NUM      1324    3 Dates associated with surgical procedures included in stay
- 298 SRGCL_PRCDR_PRFRM_1_DT           PRCDRDT1                         DATE     1327    8 Principal Procedure Date
- 299 SRGCL_PRCDR_PRFRM_2_DT           PRCDRDT2                         DATE     1335    8 Procedure Date II
- 300 SRGCL_PRCDR_PRFRM_3_DT           PRCDRDT3                         DATE     1343    8 Procedure Date III
- 301 SRGCL_PRCDR_PRFRM_4_DT           PRCDRDT4                         DATE     1351    8 Procedure Date IV
- 302 SRGCL_PRCDR_PRFRM_5_DT           PRCDRDT5                         DATE     1359    8 Procedure Date V
- 303 SRGCL_PRCDR_PRFRM_6_DT           PRCDRDT6                         DATE     1367    8 Procedure Date VI
- 304 SRGCL_PRCDR_PRFRM_7_DT           PRCDRDT7                         DATE     1375    8 Procedure Date VII
- 305 SRGCL_PRCDR_PRFRM_8_DT           PRCDRDT8                         DATE     1383    8 Procedure Date VIII
- 306 SRGCL_PRCDR_PRFRM_9_DT           PRCDRDT9                         DATE     1391    8 Procedure Date IX
- 307 SRGCL_PRCDR_PRFRM_10_DT          PRCDRDT10                        DATE     1399    8 Procedure Date X
- 308 SRGCL_PRCDR_PRFRM_11_DT          PRCDRDT11                        DATE     1407    8 Procedure Date XI
- 309 SRGCL_PRCDR_PRFRM_12_DT          PRCDRDT12                        DATE     1415    8 Procedure Date XII
- 310 SRGCL_PRCDR_PRFRM_13_DT          PRCDRDT13                        DATE     1423    8 Procedure Date XIII
- 311 SRGCL_PRCDR_PRFRM_14_DT          PRCDRDT14                        DATE     1431    8 Procedure Date XIV
- 312 SRGCL_PRCDR_PRFRM_15_DT          PRCDRDT15                        DATE     1439    8 Procedure Date XV
- 313 SRGCL_PRCDR_PRFRM_16_DT          PRCDRDT16                        DATE     1447    8 Procedure Date XVI
- 314 SRGCL_PRCDR_PRFRM_17_DT          PRCDRDT17                        DATE     1455    8 Procedure Date XVII
- 315 SRGCL_PRCDR_PRFRM_18_DT          PRCDRDT18                        DATE     1463    8 Procedure Date XVIII
- 316 SRGCL_PRCDR_PRFRM_19_DT          PRCDRDT19                        DATE     1471    8 Procedure Date XIX
- 317 SRGCL_PRCDR_PRFRM_20_DT          PRCDRDT20                        DATE     1479    8 Procedure Date XX
- 318 SRGCL_PRCDR_PRFRM_21_DT          PRCDRDT21                        DATE     1487    8 Procedure Date XXI
- 319 SRGCL_PRCDR_PRFRM_22_DT          PRCDRDT22                        DATE     1495    8 Procedure Date XXII
- 320 SRGCL_PRCDR_PRFRM_23_DT          PRCDRDT23                        DATE     1503    8 Procedure Date XXIII
- 321 SRGCL_PRCDR_PRFRM_24_DT          PRCDRDT24                        DATE     1511    8 Procedure Date XXIV
- 322 SRGCL_PRCDR_PRFRM_25_DT          PRCDRDT25                        DATE     1519    8 Procedure Date XXV
- 323 CLM_PTNT_RLTNSHP_CD              CLM_PTNT_RLTNSHP_CD              CHAR     1527    2 Claim Patient Relationship Code
- 324 CARE_IMPRVMT_MODEL_1_CD          CARE_IMPRVMT_MODEL_1_CD          CHAR     1529    2 Care Improvement Model 1 Code
- 325 CARE_IMPRVMT_MODEL_2_CD          CARE_IMPRVMT_MODEL_2_CD          CHAR     1531    2 Care Improvement Model 2 Code
- 326 CARE_IMPRVMT_MODEL_3_CD          CARE_IMPRVMT_MODEL_3_CD          CHAR     1533    2 Care Improvement Model 3 Code
- 327 CARE_IMPRVMT_MODEL_4_CD          CARE_IMPRVMT_MODEL_4_CD          CHAR     1535    2 Care Improvement Model 4 Code
- 328 VBP_PRTCPNT_IND_CD               VBP_PRTCPNT_IND_CD               CHAR     1537    1 VBP Participant Indicator Code
- 329 HRR_PRTCPNT_IND_CD               HRR_PRTCPNT_IND_CD               CHAR     1538    1 HRR Participant Indicator Code
- 330 BNDLD_MODEL_DSCNT_PCT            BNDLD_MODEL_DSCNT_PCT            NUM      1539 4.2  Bundled Model Discount Percent
- 331 VBP_ADJSTMT_PCT                  VBP_ADJSTMT_PCT                  NUM      1543 13.1 VBP Adjustment Percent
- 332 HRR_ADJSTMT_PCT                  HRR_ADJSTMT_PCT                  NUM      1556 6.4  HRR Adjustment Percent
- 333 INFRMTL_ENCTR_IND_SW             INFRMTL_ENCTR_IND_SW             CHAR     1562    1 Informational Encounter Indicator Switch
- 334 MA_TCHNG_IND_SW                  MA_TCHNG_IND_SW                  CHAR     1563    1 MA Teaching Indicator Switch
- 335 PROD_RPLCMT_LIFECYC_SW           PROD_RPLCMT_LIFECYC_SW           CHAR     1564    1 Prod Replacement Lifecycle Switch
- 336 PROD_RPLCMT_RCLL_SW              PROD_RPLCMT_RCLL_SW              CHAR     1565    1 Prod Replacement Recall Switch
- 337 CRED_RCVD_RPLCD_DVC_SW           CRED_RCVD_RPLCD_DVC_SW           CHAR     1566    1 Credit Received Replaced Device Switch
- 338 OBSRVTN_SW                       OBSRVTN_SW                       CHAR     1567    1 Observation Switch
- 339 NEW_TCHNLGY_ADD_ON_AMT           NEW_TCHNLGY_ADD_ON_AMT           NUM      1568   10 New Technology Add-On Amount
- 340 BASE_OPRTG_DRG_AMT               BASE_OPRTG_DRG_AMT               NUM      1578   10 Base Operating DRG Amount
- 341 OPRTG_HSP_AMT                    OPRTG_HSP_AMT                    NUM      1588   10 Operating Hospital Amount
- 342 MDCL_SRGCL_GNRL_AMT              MDCL_SRGCL_GNRL_AMT              NUM      1598   10 Medical/Surgical General Amount
- 343 MDCL_SRGCL_NSTRL_AMT             MDCL_SRGCL_NSTRL_AMT             NUM      1608   10 Medical/Surgical Non-Sterile Amount
- 344 MDCL_SRGCL_STRL_AMT              MDCL_SRGCL_STRL_AMT              NUM      1618   10 Medical/Surgical Sterile Amount
- 345 TAKE_HOME_AMT                    TAKE_HOME_AMT                    NUM      1628   10 Take Home Amount
- 346 PRSTHTC_ORTHTC_AMT               PRSTHTC_ORTHTC_AMT               NUM      1638   10 Prosthetic Orthotic Amount
- 347 MDCL_SRGCL_PCMKR_AMT             MDCL_SRGCL_PCMKR_AMT             NUM      1648   10 Medical/Surgical Pacemaker Amount
- 348 INTRAOCULAR_LENS_AMT             INTRAOCULAR_LENS_AMT             NUM      1658   10 Intraocular Lens Amount
- 349 OXYGN_TAKE_HOME_AMT              OXYGN_TAKE_HOME_AMT              NUM      1668   10 Oxygen Take Home Amount
- 350 OTHR_IMPLANTS_AMT                OTHR_IMPLANTS_AMT                NUM      1678   10 Other Implants Amount
- 351 OTHR_SUPLIES_DVC_AMT             OTHR_SUPLIES_DVC_AMT             NUM      1688   10 Other Supplies Device Amount
- 352 INCDNT_RDLGY_AMT                 INCDNT_RDLGY_AMT                 NUM      1698   10 Incident Radiology Amount
- 353 INCDNT_DGNSTC_SRVCS_AMT          INCDNT_DGNSTC_SRVCS_AMT          NUM      1708   10 Incident Diagnostic Services Amount
- 354 MDCL_SRGCL_DRSNG_AMT             MDCL_SRGCL_DRSNG_AMT             NUM      1718   10 Medical/Surgical Dressing Amount
- 355 INVSTGTNL_DVC_AMT                INVSTGTNL_DVC_AMT                NUM      1728   10 Investigational Device Amount
- 356 MDCL_SRGCL_MISC_AMT              MDCL_SRGCL_MISC_AMT              NUM      1738   10 Medical/Surgical Miscellaneous Amount
- 357 RDLGY_ONCOLOGY_AMT               RDLGY_ONCOLOGY_AMT               NUM      1748   10 Radiology/Oncology Amount
- 358 RDLGY_DGNSTC_AMT                 RDLGY_DGNSTC_AMT                 NUM      1758   10 Radiology Diagnostic Amount
- 359 RDLGY_THRPTC_AMT                 RDLGY_THRPTC_AMT                 NUM      1768   10 Radiology Therapeutic Amount
- 360 RDLGY_NUCLR_MDCN_AMT             RDLGY_NUCLR_MDCN_AMT             NUM      1778   10 Radiology Nuclear Medicine Amount
- 361 RDLGY_CT_SCAN_AMT                RDLGY_CT_SCAN_AMT                NUM      1788   10 Radiology CT Scan Amount
- 362 RDLGY_OTHR_IMGNG_AMT             RDLGY_OTHR_IMGNG_AMT             NUM      1798   10 Radiology Other Imaging Amount
- 363 OPRTG_ROOM_AMT                   OPRTG_ROOM_AMT                   NUM      1808   10 Operating Room Amount
- 364 OR_LABOR_DLVRY_AMT               OR_LABOR_DLVRY_AMT               NUM      1818   10 O/R Labor Delivery Amount
- 365 CRDC_CATHRZTN_AMT                CRDC_CATHRZTN_AMT                NUM      1828   10 Cardiac Catheterization Amount
-
-Note: All DATE fields are written out in CCYYMMDD format.
-
-- End of Document
diff --git a/examples/with-postgres/medicare/data/1111/2012/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2012.fts b/examples/with-postgres/medicare/data/1111/2012/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2012.fts
deleted file mode 100644
index 711ce8d24..000000000
--- a/examples/with-postgres/medicare/data/1111/2012/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2012.fts
+++ /dev/null
@@ -1,91 +0,0 @@
-CMS CCW Extract File Summary
-
-Researcher: 012345678 - XXXXXXXXX
-
-Request #: 999999 - Statistical Models for Estimating Health Impact
-
-File Description: MBSF PART A/B ELIGIBILITY SUMMARY SEGMENT
-
-Actual File Name: mbsf_ab_summary_resXXXXXXXX_reqXXXXXXXX_2012.dat
-
-Date Extracted: 01JAN99
-
-Format: Fixed Column ASCII
-
-Columns in File: 51
-
-Exact File Quantity (Rows): 1000000,597,183
-
-Exact File Record Length (Bytes in Variable Block): 119
-
-Exact File Size in Bytes with 512 Blocksize: 1000000,431,661,960
-
-SAS v8.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v8.sas
-
-SAS v6.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v6.sas
-
-Standard Layout Attached with Data Formatting:
-
-Help: cmsdata@gdit.com, 1-888-888-8888
-
-Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
-
-     Field                            Field                            Field         Fld.
-Fld. Long                             Short                            Generic Start Len. Field
-No.  Name                             Name                             Format  Col.  w.d  Description
----- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
-   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID (Unique Key)
-   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16    4 Beneficiary Enrollment Reference Year
-   3 FIVE_PERCENT_FLAG                FIVEPCT                          CHAR       20    1 Strict 5% Flag
-   4 ENHANCED_FIVE_PERCENT_FLAG       EFIVEPCT                         CHAR       21    1 Enhanced 5% Flag
-   5 COVSTART                         COVSTART                         DATE       22    8 Medicare Coverage Start Date
-   6 CRNT_BIC_CD                      CRNT_BIC                         CHAR       30    2 Beneficiary Identification Code
-   7 STATE_CODE                       STATE_CD                         CHAR       32    2 State Code
-   8 BENE_COUNTY_CD                   CNTY_CD                          CHAR       34    3 County Code
-   9 BENE_ZIP_CD                      BENE_ZIP                         CHAR       37    9 Zip Code of Residence
-  10 BENE_AGE_AT_END_REF_YR           AGE                              NUM        46    3 Age at End of Reference Year
-  11 BENE_BIRTH_DT                    BENE_DOB                         DATE       49    8 Date of Birth
-  12 BENE_VALID_DEATH_DT_SW           V_DOD_SW                         CHAR       57    1 Valid Date of Death Switch
-  13 BENE_DEATH_DT                    DEATH_DT                         DATE       58    8 Date of Death
-  14 NDI_DEATH_DT                     NDI_DEATH_DT                     DATE       66    8 NDI Date of Death
-  15 BENE_SEX_IDENT_CD                SEX                              CHAR       74    1 Sex
-  16 BENE_RACE_CD                     RACE                             CHAR       75    1 Beneficiary Race Code
-  17 RTI_RACE_CD                      RTI_RACE_CD                      CHAR       76    1 Research Triangle Institute (RTI) Race Code
-  18 BENE_ENTLMT_RSN_ORIG             OREC                             CHAR       77    1 Original Reason for Entitlement Code
-  19 BENE_ENTLMT_RSN_CURR             CREC                             CHAR       78    1 Current Reason for Entitlement Code
-  20 BENE_ESRD_IND                    ESRD_IND                         CHAR       79    1 ESRD Indicator
-  21 BENE_MDCR_STATUS_CD              MS_CD                            CHAR       80    2 Medicare Status Code
-  22 BENE_PTA_TRMNTN_CD               A_TRM_CD                         CHAR       82    1 Part A Termination Code
-  23 BENE_PTB_TRMNTN_CD               B_TRM_CD                         CHAR       83    1 Part B Termination Code
-  24 BENE_HI_CVRAGE_TOT_MONS          A_MO_CNT                         NUM        84    3 HI Coverage Count
-  25 BENE_SMI_CVRAGE_TOT_MONS         B_MO_CNT                         NUM        87    3 SMI Coverage Count
-  26 BENE_STATE_BUYIN_TOT_MONS        BUYIN_MO                         NUM        90    3 State Buy-In Coverage Count
-  27 BENE_HMO_CVRAGE_TOT_MONS         HMO_MO                           NUM        93    3 HMO Coverage Count
-  28 BENE_MDCR_ENTLMT_BUYIN_IND_01    BUYIN01                          CHAR       96    1 Medicare Entitlement/Buy-In Indicator I
-  29 BENE_MDCR_ENTLMT_BUYIN_IND_02    BUYIN02                          CHAR       97    1 Medicare Entitlement/Buy-In Indicator II
-  30 BENE_MDCR_ENTLMT_BUYIN_IND_03    BUYIN03                          CHAR       98    1 Medicare Entitlement/Buy-In Indicator III
-  31 BENE_MDCR_ENTLMT_BUYIN_IND_04    BUYIN04                          CHAR       99    1 Medicare Entitlement/Buy-In Indicator IV
-  32 BENE_MDCR_ENTLMT_BUYIN_IND_05    BUYIN05                          CHAR      100    1 Medicare Entitlement/Buy-In Indicator V
-  33 BENE_MDCR_ENTLMT_BUYIN_IND_06    BUYIN06                          CHAR      101    1 Medicare Entitlement/Buy-In Indicator VI
-  34 BENE_MDCR_ENTLMT_BUYIN_IND_07    BUYIN07                          CHAR      102    1 Medicare Entitlement/Buy-In Indicator VII
-  35 BENE_MDCR_ENTLMT_BUYIN_IND_08    BUYIN08                          CHAR      103    1 Medicare Entitlement/Buy-In Indicator VIII
-  36 BENE_MDCR_ENTLMT_BUYIN_IND_09    BUYIN09                          CHAR      104    1 Medicare Entitlement/Buy-In Indicator IX
-  37 BENE_MDCR_ENTLMT_BUYIN_IND_10    BUYIN10                          CHAR      105    1 Medicare Entitlement/Buy-In Indicator X
-  38 BENE_MDCR_ENTLMT_BUYIN_IND_11    BUYIN11                          CHAR      106    1 Medicare Entitlement/Buy-In Indicator XI
-  39 BENE_MDCR_ENTLMT_BUYIN_IND_12    BUYIN12                          CHAR      107    1 Medicare Entitlement/Buy-In Indicator XII
-  40 BENE_HMO_IND_01                  HMOIND01                         CHAR      108    1 HMO Indicator I
-  41 BENE_HMO_IND_02                  HMOIND02                         CHAR      109    1 HMO Indicator II
-  42 BENE_HMO_IND_03                  HMOIND03                         CHAR      110    1 HMO Indicator III
-  43 BENE_HMO_IND_04                  HMOIND04                         CHAR      111    1 HMO Indicator IV
-  44 BENE_HMO_IND_05                  HMOIND05                         CHAR      112    1 HMO Indicator V
-  45 BENE_HMO_IND_06                  HMOIND06                         CHAR      113    1 HMO Indicator VI
-  46 BENE_HMO_IND_07                  HMOIND07                         CHAR      114    1 HMO Indicator VII
-  47 BENE_HMO_IND_08                  HMOIND08                         CHAR      115    1 HMO Indicator VIII
-  48 BENE_HMO_IND_09                  HMOIND09                         CHAR      116    1 HMO Indicator IX
-  49 BENE_HMO_IND_10                  HMOIND10                         CHAR      117    1 HMO Indicator X
-  50 BENE_HMO_IND_11                  HMOIND11                         CHAR      118    1 HMO Indicator XI
-  51 BENE_HMO_IND_12                  HMOIND12                         CHAR      119    1 HMO Indicator XII
-
-Note: All DATE fields are written out in CCYYMMDD format.
-
-- End of Document
diff --git a/examples/with-postgres/medicare/data/1111/2012/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2012.fts b/examples/with-postgres/medicare/data/1111/2012/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2012.fts
deleted file mode 100644
index 188d72c67..000000000
--- a/examples/with-postgres/medicare/data/1111/2012/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2012.fts
+++ /dev/null
@@ -1,116 +0,0 @@
-CMS CCW Extract File Summary
-
-Researcher: 012345678 - XXXXXXXXX
-
-Request #: 999999 - Statistical Models for Estimating Health Impact
-
-File Description: MBSF PART D ELIGIBILITY COMPONENTS SEGMENT
-
-Actual File Name: mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXXXX_2012.dat
-
-Date Extracted: 01JAN99
-
-Format: Fixed Column ASCII
-
-Columns in File: 78
-
-Exact File Quantity (Rows): 1000000,597,183
-
-Exact File Record Length (Bytes in Variable Block): 218
-
-Exact File Size in Bytes with 512 Blocksize: 1000000,737,783,077
-
-SAS v8.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v8.sas
-
-SAS v6.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v6.sas
-
-Standard Layout Attached with Data Formatting:
-
-Help: cmsdata@gdit.com, 1-888-888-8888
-
-Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
-
-     Field                            Field                            Field         Fld.
-Fld. Long                             Short                            Generic Start Len. Field
-No.  Name                             Name                             Format  Col.  w.d  Description
----- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
-   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID (Unique Key)
-   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16    4 Beneficiary Enrollment Reference Year
-   3 CRDTBL_CVRG_SW                   CRDCOVSW                         CHAR       20    1 Creditable Coverage Switch
-   4 PLAN_CVRG_MOS_NUM                PLNCOVMO                         CHAR       21    2 Plan Coverage Months Number
-   5 RDS_CVRG_MOS_NUM                 RDSCOVMO                         CHAR       23    2 Retiree Drug Subsidy Coverage Months Number
-   6 DUAL_ELGBL_MOS_NUM               DUAL_MO                          CHAR       25    2 Dual Eligible Months Number
-   7 PTD_CNTRCT_ID_01                 CNTRCT01                         CHAR       27    5 Jan. Contract ID
-   8 PTD_CNTRCT_ID_02                 CNTRCT02                         CHAR       32    5 Feb. Contract ID
-   9 PTD_CNTRCT_ID_03                 CNTRCT03                         CHAR       37    5 Mar. Contract ID
-  10 PTD_CNTRCT_ID_04                 CNTRCT04                         CHAR       42    5 Apr. Contract ID
-  11 PTD_CNTRCT_ID_05                 CNTRCT05                         CHAR       47    5 May Contract ID
-  12 PTD_CNTRCT_ID_06                 CNTRCT06                         CHAR       52    5 Jun. Contract ID
-  13 PTD_CNTRCT_ID_07                 CNTRCT07                         CHAR       57    5 Jul. Contract ID
-  14 PTD_CNTRCT_ID_08                 CNTRCT08                         CHAR       62    5 Aug. Contract ID
-  15 PTD_CNTRCT_ID_09                 CNTRCT09                         CHAR       67    5 Sep. Contract ID
-  16 PTD_CNTRCT_ID_10                 CNTRCT10                         CHAR       72    5 Oct. Contract ID
-  17 PTD_CNTRCT_ID_11                 CNTRCT11                         CHAR       77    5 Nov. Contract ID
-  18 PTD_CNTRCT_ID_12                 CNTRCT12                         CHAR       82    5 Dec. Contract ID
-  19 PTD_PBP_ID_01                    PBPID01                          CHAR       87    3 Jan. Plan Benefit Package ID
-  20 PTD_PBP_ID_02                    PBPID02                          CHAR       90    3 Feb. Plan Benefit Package ID
-  21 PTD_PBP_ID_03                    PBPID03                          CHAR       93    3 Mar. Plan Benefit Package ID
-  22 PTD_PBP_ID_04                    PBPID04                          CHAR       96    3 Apr. Plan Benefit Package ID
-  23 PTD_PBP_ID_05                    PBPID05                          CHAR       99    3 May Plan Benefit Package ID
-  24 PTD_PBP_ID_06                    PBPID06                          CHAR      102    3 Jun. Plan Benefit Package ID
-  25 PTD_PBP_ID_07                    PBPID07                          CHAR      105    3 Jul. Plan Benefit Package ID
-  26 PTD_PBP_ID_08                    PBPID08                          CHAR      108    3 Aug. Plan Benefit Package ID
-  27 PTD_PBP_ID_09                    PBPID09                          CHAR      111    3 Sep. Plan Benefit Package ID
-  28 PTD_PBP_ID_10                    PBPID10                          CHAR      114    3 Oct. Plan Benefit Package ID
-  29 PTD_PBP_ID_11                    PBPID11                          CHAR      117    3 Nov. Plan Benefit Package ID
-  30 PTD_PBP_ID_12                    PBPID12                          CHAR      120    3 Dec. Plan Benefit Package ID
-  31 PTD_SGMT_ID_01                   SGMTID01                         CHAR      123    3 Jan. Segment ID
-  32 PTD_SGMT_ID_02                   SGMTID02                         CHAR      126    3 Feb. Segment ID
-  33 PTD_SGMT_ID_03                   SGMTID03                         CHAR      129    3 Mar. Segment ID
-  34 PTD_SGMT_ID_04                   SGMTID04                         CHAR      132    3 Apr. Segment ID
-  35 PTD_SGMT_ID_05                   SGMTID05                         CHAR      135    3 May Segment ID
-  36 PTD_SGMT_ID_06                   SGMTID06                         CHAR      138    3 Jun. Segment ID
-  37 PTD_SGMT_ID_07                   SGMTID07                         CHAR      141    3 Jul. Segment ID
-  38 PTD_SGMT_ID_08                   SGMTID08                         CHAR      144    3 Aug. Segment ID
-  39 PTD_SGMT_ID_09                   SGMTID09                         CHAR      147    3 Sep. Segment ID
-  40 PTD_SGMT_ID_10                   SGMTID10                         CHAR      150    3 Oct. Segment ID
-  41 PTD_SGMT_ID_11                   SGMTID11                         CHAR      153    3 Nov. Segment ID
-  42 PTD_SGMT_ID_12                   SGMTID12                         CHAR      156    3 Dec. Segment ID
-  43 CST_SHR_GRP_CD_01                CSTSHR01                         CHAR      159    2 Jan. Cost Share Group Code
-  44 CST_SHR_GRP_CD_02                CSTSHR02                         CHAR      161    2 Feb. Cost Share Group Code
-  45 CST_SHR_GRP_CD_03                CSTSHR03                         CHAR      163    2 Mar. Cost Share Group Code
-  46 CST_SHR_GRP_CD_04                CSTSHR04                         CHAR      165    2 Apr. Cost Share Group Code
-  47 CST_SHR_GRP_CD_05                CSTSHR05                         CHAR      167    2 May Cost Share Group Code
-  48 CST_SHR_GRP_CD_06                CSTSHR06                         CHAR      169    2 Jun. Cost Share Group Code
-  49 CST_SHR_GRP_CD_07                CSTSHR07                         CHAR      171    2 Jul. Cost Share Group Code
-  50 CST_SHR_GRP_CD_08                CSTSHR08                         CHAR      173    2 Aug. Cost Share Group Code
-  51 CST_SHR_GRP_CD_09                CSTSHR09                         CHAR      175    2 Sep. Cost Share Group Code
-  52 CST_SHR_GRP_CD_10                CSTSHR10                         CHAR      177    2 Oct. Cost Share Group Code
-  53 CST_SHR_GRP_CD_11                CSTSHR11                         CHAR      179    2 Nov. Cost Share Group Code
-  54 CST_SHR_GRP_CD_12                CSTSHR12                         CHAR      181    2 Dec. Cost Share Group Code
-  55 RDS_IND_01                       RDSIND01                         CHAR      183    1 Jan. RDS Code - Retiree Drug Subsidy Code
-  56 RDS_IND_02                       RDSIND02                         CHAR      184    1 Feb. RDS Code - Retiree Drug Subsidy Code
-  57 RDS_IND_03                       RDSIND03                         CHAR      185    1 Mar. RDS Code - Retiree Drug Subsidy Code
-  58 RDS_IND_04                       RDSIND04                         CHAR      186    1 Apr. RDS Code - Retiree Drug Subsidy Code
-  59 RDS_IND_05                       RDSIND05                         CHAR      187    1 May RDS Code - Retiree Drug Subsidy Code
-  60 RDS_IND_06                       RDSIND06                         CHAR      188    1 Jun. RDS Code - Retiree Drug Subsidy Code
-  61 RDS_IND_07                       RDSIND07                         CHAR      189    1 Jul. RDS Code - Retiree Drug Subsidy Code
-  62 RDS_IND_08                       RDSIND08                         CHAR      190    1 Aug. RDS Code - Retiree Drug Subsidy Code
-  63 RDS_IND_09                       RDSIND09                         CHAR      191    1 Sep. RDS Code - Retiree Drug Subsidy Code
-  64 RDS_IND_10                       RDSIND10                         CHAR      192    1 Oct. RDS Code - Retiree Drug Subsidy Code
-  65 RDS_IND_11                       RDSIND11                         CHAR      193    1 Nov. RDS Code - Retiree Drug Subsidy Code
-  66 RDS_IND_12                       RDSIND12                         CHAR      194    1 Dec. RDS Code - Retiree Drug Subsidy Code
-  67 DUAL_STUS_CD_01                  DUAL_01                          CHAR      195    2 Jan. Dual Status Code
-  68 DUAL_STUS_CD_02                  DUAL_02                          CHAR      197    2 Feb. Dual Status Code
-  69 DUAL_STUS_CD_03                  DUAL_03                          CHAR      199    2 Mar. Dual Status Code
-  70 DUAL_STUS_CD_04                  DUAL_04                          CHAR      201    2 Apr. Dual Status Code
-  71 DUAL_STUS_CD_05                  DUAL_05                          CHAR      203    2 May Dual Status Code
-  72 DUAL_STUS_CD_06                  DUAL_06                          CHAR      205    2 Jun. Dual Status Code
-  73 DUAL_STUS_CD_07                  DUAL_07                          CHAR      207    2 Jul. Dual Status Code
-  74 DUAL_STUS_CD_08                  DUAL_08                          CHAR      209    2 Aug. Dual Status Code
-  75 DUAL_STUS_CD_09                  DUAL_09                          CHAR      211    2 Sep. Dual Status Code
-  76 DUAL_STUS_CD_10                  DUAL_10                          CHAR      213    2 Oct. Dual Status Code
-  77 DUAL_STUS_CD_11                  DUAL_11                          CHAR      215    2 Nov. Dual Status Code
-  78 DUAL_STUS_CD_12                  DUAL_12                          CHAR      217    2 Dec. Dual Status Code
-
-- End of Document
diff --git a/examples/with-postgres/medicare/data/1111/2012/medpar_all_file_resXXXXXXXX_reqXXXXXX_2012.fts b/examples/with-postgres/medicare/data/1111/2012/medpar_all_file_resXXXXXXXX_reqXXXXXX_2012.fts
deleted file mode 100644
index cbc9439a5..000000000
--- a/examples/with-postgres/medicare/data/1111/2012/medpar_all_file_resXXXXXXXX_reqXXXXXX_2012.fts
+++ /dev/null
@@ -1,405 +0,0 @@
-CMS CCW Extract File Summary
-
-Researcher: 012345678 - XXXXXXXXX
-
-Request #: 999999 - Statistical Models for Estimating Health Impact
-
-File Description: MEDPAR ALL FILE
-
-Actual File Name: medpar_all_file_resXXXXXXXX_reqXXXXXXXX_2012.dat
-
-Date Extracted: 01JAN99
-
-Format: Fixed Column ASCII
-
-Columns in File: 365
-
-Exact File Quantity (Rows): 1000000,803,776
-
-Exact File Record Length (Bytes in Variable Block): 1837
-
-Exact File Size in Bytes with 512 Blocksize: 1000000,885,340,288
-
-SAS v8.x or Greater Compatible Read-In Program: medpar_all_file_read_v8.sas
-
-SAS v6.x or Greater Compatible Read-In Program: medpar_all_file_read_v6.sas
-
-Standard Layout Attached with Data Formatting:
-
-Help: cmsdata@gdit.com, 1-888-888-8888
-
-Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
-
-     Field                            Field                            Field         Fld.
-Fld. Long                             Short                            Generic Start Len. Field
-No.  Name                             Name                             Format  Col.  w.d  Description
----- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
-   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID
-   2 MEDPAR_ID                        MEDPARID                         CHAR       16   15 Unique Key for CCW MedPAR Table
-   3 MEDPAR_YR_NUM                    MEDPAR_YR_NUM                    CHAR       31    4 Year of MedPAR Record
-   4 NCH_CLM_TYPE_CD                  CLM_TYPE                         CHAR       35    2 NCH Claim Type Code
-   5 BENE_IDENT_CD                    BIC                              CHAR       37    2 BIC reported on first claim included in stay
-   6 EQTBL_BIC_CD                     EQ_BIC                           CHAR       39    2 Equated BIC
-   7 BENE_AGE_CNT                     AGE_CNT                          NUM        41    4 Age as of Date of Admission.
-   8 BENE_SEX_CD                      SEX                              CHAR       45    1 Sex of Beneficiary
-   9 BENE_RACE_CD                     RACE                             CHAR       46    1 Race of Beneficiary
-  10 BENE_MDCR_STUS_CD                MS_CD                            CHAR       47    2 Reason for entitlement to Medicare benefits as of CLM_THRU_DT
-  11 BENE_RSDNC_SSA_STATE_CD          STATE_CD                         CHAR       49    2 SSA standard state code of a beneficiarys residence.
-  12 BENE_RSDNC_SSA_CNTY_CD           CNTY_CD                          CHAR       51    3 SSA standard county code of a beneficiarys residence.
-  13 BENE_MLG_CNTCT_ZIP_CD            BENE_ZIP                         CHAR       54    5 Zip code of the mailing address where the beneficiary may be contacted.
-  14 BENE_DSCHRG_STUS_CD              DSCHRGCD                         CHAR       59    1 Code identifying status of patient as of CLM_THRU_DT
-  15 FICARR_IDENT_NUM                 FICARR                           CHAR       60    5 Intermediary processor identification
-  16 WRNG_IND_CD                      WRNGCD                           CHAR       65   18 Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay prcss
-  17 GHO_PD_CD                        GHOPDCD                          CHAR       83    1 Code indicating whether or not GHO has paid provider for claim(s)
-  18 PPS_IND_CD                       PPS_IND                          CHAR       84    1 Code indicating whether or not facility is being paid under PPS
-  19 ORG_NPI_NUM                      ORGNPINM                         CHAR       85   10 Organization NPI Number
-  20 PRVDR_NUM                        PRVDRNUM                         CHAR       95   10 MEDPAR Provider Number
-  21 PRVDR_NUM_SPCL_UNIT_CD           SPCLUNIT                         CHAR      105    1 Special num system code for hosp units that are PPS/SNF SB dsgntn excl.
-  22 SS_LS_SNF_IND_CD                 SSLSSNF                          CHAR      106    1 Code indicating whether stay is short stay, long stay, or SNF
-  23 ACTV_XREF_IND                    ACTV_XREF_IND                    CHAR      107    1 Active Cross-Refference Indicator
-  24 SLCT_RSN_CD                      SLCT_RSN_CD                      CHAR      108    1 Specifies whether this record is a case or control record.
-  25 STAY_FINL_ACTN_CLM_CNT           FACLMCNT                         NUM       109    5 Claims (final action) included in stay
-  26 LTST_CLM_ACRTN_DT                ACRTNDT                          DATE      114    8 Date latest claim incl in stay accreted to bene mstr rec at the CWF host
-  27 BENE_MDCR_BNFT_EXHST_DT          EXHST_DT                         DATE      122    8 Last date beneficiary had Medicare coverage
-  28 SNF_QUALN_FROM_DT                QLFYFROM                         DATE      130    8 Beginning date of beneficiarys qualifying stay
-  29 SNF_QUALN_THRU_DT                QLFYTHRU                         DATE      138    8 Ending date of beneficiarys qualifying stay
-  30 SRC_IP_ADMSN_CD                  SRC_ADMS                         CHAR      146    1 Admssn to an Inp facility or, for newborn admssn, type of delivery code
-  31 IP_ADMSN_TYPE_CD                 TYPE_ADM                         CHAR      147    1 Type and priority of benes admission to facility for Inp hosp stay code
-  32 ADMSN_DAY_CD                     ADMSNDAY                         CHAR      148    1 Code indicating day of week beneficiary was admitted to facility.
-  33 ADMSN_DT                         ADMSNDT                          DATE      149    8 Date beneficiary admitted for Inpatient care or date care started
-  34 DSCHRG_DT                        DSCHRGDT                         DATE      157    8 Date beneficiary was discharged or died
-  35 DSCHRG_DSTNTN_CD                 DSTNTNCD                         CHAR      165    2 Destination upon discharge from facility code
-  36 CVRD_LVL_CARE_THRU_DT            CVRLVLDT                         DATE      167    8 Date covered level of care ended in a SNF
-  37 BENE_DEATH_DT                    DEATHDT                          DATE      175    8 Date beneficiary died
-  38 BENE_DEATH_DT_VRFY_CD            DEATHCD                          CHAR      183    1 Death Date Verification Code
-  39 ADMSN_DEATH_DAY_CNT              DEATHDAY                         NUM       184    7 Days from date admitted to facility to date of death
-  40 INTRNL_USE_SSI_IND_CD            SSICD                            CHAR      191    1 MEDPAR Internal Use SSI Indicator Code
-  41 INTRNL_USE_SSI_DAY_CNT           SSIDAY                           NUM       192    7 MEDPAR Internal Use SSI Day Count
-  42 INTRNL_USE_SSI_DATA              INTRNL_USE_SSI_DATA              CHAR      199    1 Internal Use SSI Data
-  43 INTRNL_USE_IPSB_CD               IPSBCD                           CHAR      200    3 For internal Use Only. IPSB Code
-  44 INTRNL_USE_FIL_DT_CD             FILDTCD                          CHAR      203    1 For internal use only.  Fiscal year/calendar year segments.
-  45 INTRNL_USE_SMPL_SIZE_CD          SMPLSIZE                         CHAR      204    1 For internal use.  MEDPAR sample size.
-  46 LOS_DAY_CNT                      LOSCNT                           NUM       205    7 Days of beneficiarys stay in a hospital/SNF
-  47 OUTLIER_DAY_CNT                  OUTLRDAY                         NUM       212    5 Days paid as outliers (either day or cost) under PPS beyond DRG threshld
-  48 UTLZTN_DAY_CNT                   UTIL_DAY                         NUM       217    7 Covered days of care chargeable to Medicare utilization for stay
-  49 TOT_COINSRNC_DAY_CNT             COIN_DAY                         NUM       224    5 MEDPAR Beneficiary Total Coinsurance Day Count
-  50 BENE_LRD_USE_CNT                 LRD_USE                          NUM       229    5 Lifetime reserve days (LRD) used by beneficiary for stay
-  51 BENE_PTA_COINSRNC_AMT            COIN_AMT                         NUM       234   10 Beneficiarys liability for part A coinsurance for stay ($)
-  52 BENE_IP_DDCTBL_AMT               DED_AMT                          NUM       244   10 Beneficiarys liability for stay ($)
-  53 BENE_BLOOD_DDCTBL_AMT            BLDDEDAM                         NUM       254   10 Beneficiarys liability for blood deductible for stay ($)
-  54 BENE_PRMRY_PYR_CD                PRPAY_CD                         CHAR      264    1 Primary payer responsibility code
-  55 BENE_PRMRY_PYR_AMT               PRPAYAMT                         NUM       265   10 Primry payer other than Medicare for covered Medicare chrgs for stay ($)
-  56 DRG_CD                           DRG_CD                           CHAR      275    3 DRG Code
-  57 DRG_OUTLIER_STAY_CD              OUTLR_CD                         CHAR      278    1 Cost or Day Outlier code
-  58 DRG_OUTLIER_PMT_AMT              OUTLRAMT                         NUM       279   10 Addtnl approved due to outlier situation over DRG allowance for stay ($)
-  59 DRG_PRICE_AMT                    DRGPRICE                         NUM       289   10 Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd ($)
-  60 IP_DSPRPRTNT_SHR_AMT             DISP_SHR                         NUM       299   10 Over the DRG amount for disproportionate share hospital for stay ($)
-  61 IME_AMT                          IME_AMT                          NUM       309   10 Additional payment made to teaching hospitals for IME for stay ($)
-  62 PASS_THRU_AMT                    PASSTHRU                         NUM       319   10 Total of all claim pass thru for stay ($)
-  63 TOT_PPS_CPTL_AMT                 PPS_CPTL                         NUM       329   10 Total payable for capital PPS ($)
-  64 IP_LOW_VOL_PYMT_AMT              IP_LOW_VOL_PYMT_AMT              NUM       339   10 Inpatient Low Volume Payment Amount.
-  65 TOT_CHRG_AMT                     TOTCHRG                          NUM       349   10 Total all charges for all srvcs provided to beneficiary for stay ($)
-  66 TOT_CVR_CHRG_AMT                 CVRCHRG                          NUM       359   10 Portion of total charges covered by Medicare for stay ($)
-  67 MDCR_PMT_AMT                     PMT_AMT                          NUM       369   10 Amt of payment from Medicare trust fund for srvcs covered by claim ($)
-  68 ACMDTNS_TOT_CHRG_AMT             ACMDTNS                          NUM       379   10 Total charge for all accommodations related to beneficiarys stay ($)
-  69 DPRTMNTL_TOT_CHRG_AMT            DPRTMNTL                         NUM       389   10 Total charge for all ancillary depts related to beneficiarys stay ($)
-  70 PRVT_ROOM_DAY_CNT                PRVTDAY                          NUM       399    5 Private room days used by beneficiary for stay
-  71 SEMIPRVT_ROOM_DAY_CNT            SPRVTDAY                         NUM       404    5 Semi-private room days used by beneficiary for stay
-  72 WARD_DAY_CNT                     WARDDAY                          NUM       409    5 Ward days used by beneficiary for stay
-  73 INTNSV_CARE_DAY_CNT              ICARECNT                         NUM       414    5 Intensive care days used by beneficiary for stay
-  74 CRNRY_CARE_DAY_CNT               CRNRYDAY                         NUM       419    5 Coronary care days used by beneficiary for stay
-  75 PRVT_ROOM_CHRG_AMT               PRVTAMT                          NUM       424   10 Private room accommodations related to beneficiarys stay ($)
-  76 SEMIPRVT_ROOM_CHRG_AMT           SPRVTAMT                         NUM       434   10 Semi-private room accommodations related to beneficiarys stay ($)
-  77 WARD_CHRG_AMT                    WARDAMT                          NUM       444   10 Ward accommodations related to beneficiarys stay ($)
-  78 INTNSV_CARE_CHRG_AMT             ICAREAMT                         NUM       454   10 Intensive care accommodations related to beneficiarys stay ($)
-  79 CRNRY_CARE_CHRG_AMT              CRNRYAMT                         NUM       464   10 Coronary care accommodations related to beneficiarys stay ($)
-  80 OTHR_SRVC_CHRG_AMT               OTHRAMT                          NUM       474   10 Other services related to beneficiarys stay ($)
-  81 PHRMCY_CHRG_AMT                  PHRMCAMT                         NUM       484   10 Pharmaceutical costs related to beneficiarys stay ($)
-  82 MDCL_SUPLY_CHRG_AMT              SUPLYAMT                         NUM       494   10 Medical/surgical supplies related to beneficiarys stay ($)
-  83 DME_CHRG_AMT                     DME_AMT                          NUM       504   10 DME related to beneficiarys stay ($)
-  84 USED_DME_CHRG_AMT                UDME_AMT                         NUM       514   10 Used DME related to beneficiarys stay ($)
-  85 PHYS_THRPY_CHRG_AMT              PHYTHAMT                         NUM       524   10 Physical therapy services provided during beneficiarys stay ($)
-  86 OCPTNL_THRPY_CHRG_AMT            OCPTLAMT                         NUM       534   10 Occupational therapy services provided during beneficiarys stay ($)
-  87 SPCH_PTHLGY_CHRG_AMT             SPCH_AMT                         NUM       544   10 Speech pathology services provided during beneficiarys stay ($)
-  88 INHLTN_THRPY_CHRG_AMT            INHLTAMT                         NUM       554   10 Inhalation therapy services provided during beneficiarys stay ($)
-  89 BLOOD_CHRG_AMT                   BLOODAMT                         NUM       564   10 Blood provided during beneficiarys stay ($)
-  90 BLOOD_ADMIN_CHRG_AMT             BLDADMIN                         NUM       574   10 Blood storage and processing related to beneficiarys stay ($)
-  91 BLOOD_PT_FRNSH_QTY               BLDFRNSH                         NUM       584    5 Quantity of blood (whole pints) furnished to beneficiary during stay
-  92 OPRTG_ROOM_CHRG_AMT              OROOMAMT                         NUM       589   10 OR, recovery rm, and labor rm delivery used by bene during stay ($)
-  93 LTHTRPSY_CHRG_AMT                LTHTRPSY                         NUM       599   10 Lithotripsy services provided during beneficiarys stay ($)
-  94 CRDLGY_CHRG_AMT                  CRDLGY                           NUM       609   10 Cardiology services and ECG(s) provided during beneficiarys stay ($)
-  95 ANSTHSA_CHRG_AMT                 ANSTHSA                          NUM       619   10 Anesthesia services provided during beneficiarys stay ($)
-  96 LAB_CHRG_AMT                     LAB_AMT                          NUM       629   10 Laboratory costs related to beneficiarys stay ($)
-  97 RDLGY_CHRG_AMT                   RDLGYAMT                         NUM       639   10 Radiology costs (excluding MRI) related to a beneficiarys stay ($)
-  98 MRI_CHRG_AMT                     MRI_AMT                          NUM       649   10 MRI services provided during beneficiarys stay ($)
-  99 OP_SRVC_CHRG_AMT                 OPSRVC                           NUM       659   10 Outpatient services provided during beneficiarys stay ($)
- 100 ER_CHRG_AMT                      ER_AMT                           NUM       669   10 Emergency room services provided during beneficiarys stay ($)
- 101 AMBLNC_CHRG_AMT                  AMBLNC                           NUM       679   10 Ambulance services related to beneficiarys stay ($)
- 102 PROFNL_FEES_CHRG_AMT             PROFFEES                         NUM       689   10 Professional fees related to beneficiarys stay ($)
- 103 ORGN_ACQSTN_CHRG_AMT             ORGNAMT                          NUM       699   10 Organ acquisition or oth donor bank srvcs related to benes stay ($)
- 104 ESRD_REV_SETG_CHRG_AMT           ESRDSETG                         NUM       709   10 ESRD services related to beneficiarys stay ($)
- 105 CLNC_VISIT_CHRG_AMT              CLNC_AMT                         NUM       719   10 Clinic visits related to beneficiarys stay ($)
- 106 ICU_IND_CD                       ICUINDCD                         CHAR      729    1 ICU type code
- 107 CRNRY_CARE_IND_CD                CRNRY_CD                         CHAR      730    1 Coronary care unit type code
- 108 PHRMCY_IND_CD                    PHRMCYCD                         CHAR      731    1 Drugs type code
- 109 TRNSPLNT_IND_CD                  TRNSPLNT                         CHAR      732    1 Organ transplant code
- 110 RDLGY_ONCLGY_IND_SW              ONCLGYSW                         CHAR      733    1 Radiology oncology services indicator
- 111 RDLGY_DGNSTC_IND_SW              DGNSTCSW                         CHAR      734    1 Radiology diagnostic services indicator
- 112 RDLGY_THRPTC_IND_SW              THRPTCSW                         CHAR      735    1 Radiology therapeutic services indicator
- 113 RDLGY_NUCLR_MDCN_IND_SW          NUCLR_SW                         CHAR      736    1 Radiology nuclear medicine services indicator
- 114 RDLGY_CT_SCAN_IND_SW             CTSCANSW                         CHAR      737    1 Radiology computed tomographic (CT) scan services indicator
- 115 RDLGY_OTHR_IMGNG_IND_SW          IMGNG_SW                         CHAR      738    1 Radiology other imaging services indicator
- 116 OP_SRVC_IND_CD                   OPSRVCCD                         CHAR      739    1 Outpatient services/ambulatory surgical care code
- 117 ORGN_ACQSTN_IND_CD               ORGNCD                           CHAR      740    2 Organ acquisition type code
- 118 ESRD_COND_CD                     ESRD_CD                          CHAR      742    2 ESRD condition code
- 119 ESRD_SETG_IND_1_CD               ESRDSTG1                         CHAR      744    2 Dialysis type code I
- 120 ESRD_SETG_IND_2_CD               ESRDSTG2                         CHAR      746    2 Dialysis type code II
- 121 ESRD_SETG_IND_3_CD               ESRDSTG3                         CHAR      748    2 Dialysis type code III
- 122 ESRD_SETG_IND_4_CD               ESRDSTG4                         CHAR      750    2 Dialysis type code IV
- 123 ESRD_SETG_IND_5_CD               ESRDSTG5                         CHAR      752    2 Dialysis type code V
- 124 ADMTG_DGNS_CD                    AD_DGNS                          CHAR      754    7 Initial diagnosis at time of admission
- 125 ADMTG_DGNS_VRSN_CD               ADMTG_DGNS_VRSN_CD               CHAR      761    1 MEDPAR Admitting Diagnosis Version Code
- 126 DGNS_CD_CNT                      DGNSCNT                          NUM       762    3 Diagnosis codes included in stay
- 127 DGNS_VRSN_CD                     DGNS_VRSN_CD                     CHAR      765    1 Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier Ve
- 128 DGNS_VRSN_CD_1                   DGNS_VRSN_CD_1                   CHAR      766    1 Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 129 DGNS_VRSN_CD_2                   DGNS_VRSN_CD_2                   CHAR      767    1 Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 130 DGNS_VRSN_CD_3                   DGNS_VRSN_CD_3                   CHAR      768    1 Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 131 DGNS_VRSN_CD_4                   DGNS_VRSN_CD_4                   CHAR      769    1 Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 132 DGNS_VRSN_CD_5                   DGNS_VRSN_CD_5                   CHAR      770    1 Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 133 DGNS_VRSN_CD_6                   DGNS_VRSN_CD_6                   CHAR      771    1 Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 134 DGNS_VRSN_CD_7                   DGNS_VRSN_CD_7                   CHAR      772    1 Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 135 DGNS_VRSN_CD_8                   DGNS_VRSN_CD_8                   CHAR      773    1 Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 136 DGNS_VRSN_CD_9                   DGNS_VRSN_CD_9                   CHAR      774    1 Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 137 DGNS_VRSN_CD_10                  DGNS_VRSN_CD_10                  CHAR      775    1 Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 138 DGNS_VRSN_CD_11                  DGNS_VRSN_CD_11                  CHAR      776    1 Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 139 DGNS_VRSN_CD_12                  DGNS_VRSN_CD_12                  CHAR      777    1 Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 140 DGNS_VRSN_CD_13                  DGNS_VRSN_CD_13                  CHAR      778    1 Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 141 DGNS_VRSN_CD_14                  DGNS_VRSN_CD_14                  CHAR      779    1 Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 142 DGNS_VRSN_CD_15                  DGNS_VRSN_CD_15                  CHAR      780    1 Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 143 DGNS_VRSN_CD_16                  DGNS_VRSN_CD_16                  CHAR      781    1 Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 144 DGNS_VRSN_CD_17                  DGNS_VRSN_CD_17                  CHAR      782    1 Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 145 DGNS_VRSN_CD_18                  DGNS_VRSN_CD_18                  CHAR      783    1 Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 146 DGNS_VRSN_CD_19                  DGNS_VRSN_CD_19                  CHAR      784    1 Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 147 DGNS_VRSN_CD_20                  DGNS_VRSN_CD_20                  CHAR      785    1 Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 148 DGNS_VRSN_CD_21                  DGNS_VRSN_CD_21                  CHAR      786    1 Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 149 DGNS_VRSN_CD_22                  DGNS_VRSN_CD_22                  CHAR      787    1 Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 150 DGNS_VRSN_CD_23                  DGNS_VRSN_CD_23                  CHAR      788    1 Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 151 DGNS_VRSN_CD_24                  DGNS_VRSN_CD_24                  CHAR      789    1 Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 152 DGNS_VRSN_CD_25                  DGNS_VRSN_CD_25                  CHAR      790    1 Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 153 DGNS_1_CD                        DGNSCD1                          CHAR      791    7 Primary ICD-9-CM code
- 154 DGNS_2_CD                        DGNSCD2                          CHAR      798    7 ICD-9-CM Diagnosis code II
- 155 DGNS_3_CD                        DGNSCD3                          CHAR      805    7 ICD-9-CM Diagnosis code III
- 156 DGNS_4_CD                        DGNSCD4                          CHAR      812    7 ICD-9-CM Diagnosis code IV
- 157 DGNS_5_CD                        DGNSCD5                          CHAR      819    7 ICD-9-CM Diagnosis code V
- 158 DGNS_6_CD                        DGNSCD6                          CHAR      826    7 ICD-9-CM Diagnosis code VI
- 159 DGNS_7_CD                        DGNSCD7                          CHAR      833    7 ICD-9-CM Diagnosis code VII
- 160 DGNS_8_CD                        DGNSCD8                          CHAR      840    7 ICD-9-CM Diagnosis code VIII
- 161 DGNS_9_CD                        DGNSCD9                          CHAR      847    7 ICD-9-CM Diagnosis code IX
- 162 DGNS_10_CD                       DGNSCD10                         CHAR      854    7 ICD-9-CM Diagnosis code X
- 163 DGNS_11_CD                       DGNSCD11                         CHAR      861    7 ICD-9-CM Diagnosis code XI
- 164 DGNS_12_CD                       DGNSCD12                         CHAR      868    7 ICD-9-CM Diagnosis code XII
- 165 DGNS_13_CD                       DGNSCD13                         CHAR      875    7 ICD-9-CM Diagnosis code XIII
- 166 DGNS_14_CD                       DGNSCD14                         CHAR      882    7 ICD-9-CM Diagnosis code XIV
- 167 DGNS_15_CD                       DGNSCD15                         CHAR      889    7 ICD-9-CM Diagnosis code XV
- 168 DGNS_16_CD                       DGNSCD16                         CHAR      896    7 ICD-9-CM Diagnosis code XVI
- 169 DGNS_17_CD                       DGNSCD17                         CHAR      903    7 ICD-9-CM Diagnosis code XVII
- 170 DGNS_18_CD                       DGNSCD18                         CHAR      910    7 ICD-9-CM Diagnosis code XVIII
- 171 DGNS_19_CD                       DGNSCD19                         CHAR      917    7 ICD-9-CM Diagnosis code XIX
- 172 DGNS_20_CD                       DGNSCD20                         CHAR      924    7 ICD-9-CM Diagnosis code XX
- 173 DGNS_21_CD                       DGNSCD21                         CHAR      931    7 ICD-9-CM Diagnosis code XXI
- 174 DGNS_22_CD                       DGNSCD22                         CHAR      938    7 ICD-9-CM Diagnosis code XXII
- 175 DGNS_23_CD                       DGNSCD23                         CHAR      945    7 ICD-9-CM Diagnosis code XXIII
- 176 DGNS_24_CD                       DGNSCD24                         CHAR      952    7 ICD-9-CM Diagnosis code XXIV
- 177 DGNS_25_CD                       DGNSCD25                         CHAR      959    7 ICD-9-CM Diagnosis code XXV
- 178 DGNS_POA_CD                      DGNS_POA                         CHAR      966   10 Diagnosis Code POA Array
- 179 POA_DGNS_CD_CNT                  POA_DGNS_CD_CNT                  NUM       976    3 MEDPAR Claim Present on Admission Diagnosis Code Count
- 180 POA_DGNS_1_IND_CD                POA_DGNS_1_IND_CD                CHAR      979    1 Diagnosis Present on Admission Indicator 1
- 181 POA_DGNS_2_IND_CD                POA_DGNS_2_IND_CD                CHAR      980    1 Diagnosis Present on Admission Indicator 2
- 182 POA_DGNS_3_IND_CD                POA_DGNS_3_IND_CD                CHAR      981    1 Diagnosis Present on Admission Indicator 3
- 183 POA_DGNS_4_IND_CD                POA_DGNS_4_IND_CD                CHAR      982    1 Diagnosis Present on Admission Indicator 4
- 184 POA_DGNS_5_IND_CD                POA_DGNS_5_IND_CD                CHAR      983    1 Diagnosis Present on Admission Indicator 5
- 185 POA_DGNS_6_IND_CD                POA_DGNS_6_IND_CD                CHAR      984    1 Diagnosis Present on Admission Indicator 6
- 186 POA_DGNS_7_IND_CD                POA_DGNS_7_IND_CD                CHAR      985    1 Diagnosis Present on Admission Indicator 7
- 187 POA_DGNS_8_IND_CD                POA_DGNS_8_IND_CD                CHAR      986    1 Diagnosis Present on Admission Indicator 8
- 188 POA_DGNS_9_IND_CD                POA_DGNS_9_IND_CD                CHAR      987    1 Diagnosis Present on Admission Indicator 9
- 189 POA_DGNS_10_IND_CD               POA_DGNS_10_IND_CD               CHAR      988    1 Diagnosis Present on Admission Indicator 10
- 190 POA_DGNS_11_IND_CD               POA_DGNS_11_IND_CD               CHAR      989    1 Diagnosis Present on Admission Indicator 11
- 191 POA_DGNS_12_IND_CD               POA_DGNS_12_IND_CD               CHAR      990    1 Diagnosis Present on Admission Indicator 12
- 192 POA_DGNS_13_IND_CD               POA_DGNS_13_IND_CD               CHAR      991    1 Diagnosis Present on Admission Indicator 13
- 193 POA_DGNS_14_IND_CD               POA_DGNS_14_IND_CD               CHAR      992    1 Diagnosis Present on Admission Indicator 14
- 194 POA_DGNS_15_IND_CD               POA_DGNS_15_IND_CD               CHAR      993    1 Diagnosis Present on Admission Indicator 15
- 195 POA_DGNS_16_IND_CD               POA_DGNS_16_IND_CD               CHAR      994    1 Diagnosis Present on Admission Indicator 16
- 196 POA_DGNS_17_IND_CD               POA_DGNS_17_IND_CD               CHAR      995    1 Diagnosis Present on Admission Indicator 17
- 197 POA_DGNS_18_IND_CD               POA_DGNS_18_IND_CD               CHAR      996    1 Diagnosis Present on Admission Indicator 18
- 198 POA_DGNS_19_IND_CD               POA_DGNS_19_IND_CD               CHAR      997    1 Diagnosis Present on Admission Indicator 19
- 199 POA_DGNS_20_IND_CD               POA_DGNS_20_IND_CD               CHAR      998    1 Diagnosis Present on Admission Indicator 20
- 200 POA_DGNS_21_IND_CD               POA_DGNS_21_IND_CD               CHAR      999    1 Diagnosis Present on Admission Indicator 21
- 201 POA_DGNS_22_IND_CD               POA_DGNS_22_IND_CD               CHAR     1000    1 Diagnosis Present on Admission Indicator 22
- 202 POA_DGNS_23_IND_CD               POA_DGNS_23_IND_CD               CHAR     1001    1 Diagnosis Present on Admission Indicator 23
- 203 POA_DGNS_24_IND_CD               POA_DGNS_24_IND_CD               CHAR     1002    1 Diagnosis Present on Admission Indicator 24
- 204 POA_DGNS_25_IND_CD               POA_DGNS_25_IND_CD               CHAR     1003    1 Diagnosis Present on Admission Indicator 25
- 205 DGNS_E_CD_CNT                    DGNS_E_CD_CNT                    NUM      1004    3 MEDPAR Diagnosis E Code Count
- 206 DGNS_E_VRSN_CD                   DGNS_E_VRSN_CD                   CHAR     1007    1 MEDPAR Diagnosis E Version Code (Earlier Version)
- 207 DGNS_E_VRSN_CD_1                 DGNS_E_VRSN_CD_1                 CHAR     1008    1 MEDPAR Diagnosis E Version Code 01
- 208 DGNS_E_VRSN_CD_2                 DGNS_E_VRSN_CD_2                 CHAR     1009    1 MEDPAR Diagnosis E Version Code 02
- 209 DGNS_E_VRSN_CD_3                 DGNS_E_VRSN_CD_3                 CHAR     1010    1 MEDPAR Diagnosis E Version Code 03
- 210 DGNS_E_VRSN_CD_4                 DGNS_E_VRSN_CD_4                 CHAR     1011    1 MEDPAR Diagnosis E Version Code 04
- 211 DGNS_E_VRSN_CD_5                 DGNS_E_VRSN_CD_5                 CHAR     1012    1 MEDPAR Diagnosis E Version Code 05
- 212 DGNS_E_VRSN_CD_6                 DGNS_E_VRSN_CD_6                 CHAR     1013    1 MEDPAR Diagnosis E Version Code 06
- 213 DGNS_E_VRSN_CD_7                 DGNS_E_VRSN_CD_7                 CHAR     1014    1 MEDPAR Diagnosis E Version Code 07
- 214 DGNS_E_VRSN_CD_8                 DGNS_E_VRSN_CD_8                 CHAR     1015    1 MEDPAR Diagnosis E Version Code 08
- 215 DGNS_E_VRSN_CD_9                 DGNS_E_VRSN_CD_9                 CHAR     1016    1 MEDPAR Diagnosis E Version Code 09
- 216 DGNS_E_VRSN_CD_10                DGNS_E_VRSN_CD_10                CHAR     1017    1 MEDPAR Diagnosis E Version Code 10
- 217 DGNS_E_VRSN_CD_11                DGNS_E_VRSN_CD_11                CHAR     1018    1 MEDPAR Diagnosis E Version Code 11
- 218 DGNS_E_VRSN_CD_12                DGNS_E_VRSN_CD_12                CHAR     1019    1 MEDPAR Diagnosis E Version Code 12
- 219 DGNS_E_1_CD                      DGNS_E_1_CD                      CHAR     1020    7 E Diagnosis Code  1 - Extrnl cause of injury, poisoning, or oth adverse
- 220 DGNS_E_2_CD                      DGNS_E_2_CD                      CHAR     1027    7 E Diagnosis Code  2 - Extrnl cause of injury, poisoning, or oth adverse
- 221 DGNS_E_3_CD                      DGNS_E_3_CD                      CHAR     1034    7 E Diagnosis Code  3 - Extrnl cause of injury, poisoning, or oth adverse
- 222 DGNS_E_4_CD                      DGNS_E_4_CD                      CHAR     1041    7 E Diagnosis Code  4 - Extrnl cause of injury, poisoning, or oth adverse
- 223 DGNS_E_5_CD                      DGNS_E_5_CD                      CHAR     1048    7 E Diagnosis Code  5 - Extrnl cause of injury, poisoning, or oth adverse
- 224 DGNS_E_6_CD                      DGNS_E_6_CD                      CHAR     1055    7 E Diagnosis Code  6 - Extrnl cause of injury, poisoning, or oth adverse
- 225 DGNS_E_7_CD                      DGNS_E_7_CD                      CHAR     1062    7 E Diagnosis Code  7 - Extrnl cause of injury, poisoning, or oth adverse
- 226 DGNS_E_8_CD                      DGNS_E_8_CD                      CHAR     1069    7 E Diagnosis Code  8 - Extrnl cause of injury, poisoning, or oth adverse
- 227 DGNS_E_9_CD                      DGNS_E_9_CD                      CHAR     1076    7 E Diagnosis Code  9 - Extrnl cause of injury, poisoning, or oth adverse
- 228 DGNS_E_10_CD                     DGNS_E_10_CD                     CHAR     1083    7 E Diagnosis Code  10 - Extrnl cause of injury, poisoning, or oth adverse
- 229 DGNS_E_11_CD                     DGNS_E_11_CD                     CHAR     1090    7 E Diagnosis Code  11 - Extrnl cause of injury, poisoning, or oth adverse
- 230 DGNS_E_12_CD                     DGNS_E_12_CD                     CHAR     1097    7 E Diagnosis Code  12 - Extrnl cause of injury, poisoning, or oth adverse
- 231 POA_DGNS_E_CD_CNT                POA_DGNS_E_CD_CNT                NUM      1104    3 MEDPAR Claim Present on Admission Diagnosis E Code Count
- 232 POA_DGNS_E_1_IND_CD              POA_DGNS_E_1_IND_CD              CHAR     1107    1 Diagnosis E Code Present on Admission Indicator 1
- 233 POA_DGNS_E_2_IND_CD              POA_DGNS_E_2_IND_CD              CHAR     1108    1 Diagnosis E Code Present on Admission Indicator 2
- 234 POA_DGNS_E_3_IND_CD              POA_DGNS_E_3_IND_CD              CHAR     1109    1 Diagnosis E Code Present on Admission Indicator 3
- 235 POA_DGNS_E_4_IND_CD              POA_DGNS_E_4_IND_CD              CHAR     1110    1 Diagnosis E Code Present on Admission Indicator 4
- 236 POA_DGNS_E_5_IND_CD              POA_DGNS_E_5_IND_CD              CHAR     1111    1 Diagnosis E Code Present on Admission Indicator 5
- 237 POA_DGNS_E_6_IND_CD              POA_DGNS_E_6_IND_CD              CHAR     1112    1 Diagnosis E Code Present on Admission Indicator 6
- 238 POA_DGNS_E_7_IND_CD              POA_DGNS_E_7_IND_CD              CHAR     1113    1 Diagnosis E Code Present on Admission Indicator 7
- 239 POA_DGNS_E_8_IND_CD              POA_DGNS_E_8_IND_CD              CHAR     1114    1 Diagnosis E Code Present on Admission Indicator 8
- 240 POA_DGNS_E_9_IND_CD              POA_DGNS_E_9_IND_CD              CHAR     1115    1 Diagnosis E Code Present on Admission Indicator 9
- 241 POA_DGNS_E_10_IND_CD             POA_DGNS_E_10_IND_CD             CHAR     1116    1 Diagnosis E Code Present on Admission Indicator 10
- 242 POA_DGNS_E_11_IND_CD             POA_DGNS_E_11_IND_CD             CHAR     1117    1 Diagnosis E Code Present on Admission Indicator 11
- 243 POA_DGNS_E_12_IND_CD             POA_DGNS_E_12_IND_CD             CHAR     1118    1 Diagnosis E Code Present on Admission Indicator 12
- 244 SRGCL_PRCDR_IND_SW               PRCDRSW                          CHAR     1119    1 Surgical procedures indicator
- 245 SRGCL_PRCDR_CD_CNT               PRCDRCNT                         NUM      1120    3 Surgical procedure codes included in stay
- 246 SRGCL_PRCDR_VRSN_CD              SRGCL_PRCDR_VRSN_CD              CHAR     1123    1 MEDPAR Surgical Procedure Version Code  (Earlier Version)
- 247 SRGCL_PRCDR_VRSN_CD_1            SRGCL_PRCDR_VRSN_CD_1            CHAR     1124    1 MEDPAR Surgical Procedure Version Code 01
- 248 SRGCL_PRCDR_VRSN_CD_2            SRGCL_PRCDR_VRSN_CD_2            CHAR     1125    1 MEDPAR Surgical Procedure Version Code 02
- 249 SRGCL_PRCDR_VRSN_CD_3            SRGCL_PRCDR_VRSN_CD_3            CHAR     1126    1 MEDPAR Surgical Procedure Version Code 03
- 250 SRGCL_PRCDR_VRSN_CD_4            SRGCL_PRCDR_VRSN_CD_4            CHAR     1127    1 MEDPAR Surgical Procedure Version Code 04
- 251 SRGCL_PRCDR_VRSN_CD_5            SRGCL_PRCDR_VRSN_CD_5            CHAR     1128    1 MEDPAR Surgical Procedure Version Code 05
- 252 SRGCL_PRCDR_VRSN_CD_6            SRGCL_PRCDR_VRSN_CD_6            CHAR     1129    1 MEDPAR Surgical Procedure Version Code 06
- 253 SRGCL_PRCDR_VRSN_CD_7            SRGCL_PRCDR_VRSN_CD_7            CHAR     1130    1 MEDPAR Surgical Procedure Version Code 07
- 254 SRGCL_PRCDR_VRSN_CD_8            SRGCL_PRCDR_VRSN_CD_8            CHAR     1131    1 MEDPAR Surgical Procedure Version Code 08
- 255 SRGCL_PRCDR_VRSN_CD_9            SRGCL_PRCDR_VRSN_CD_9            CHAR     1132    1 MEDPAR Surgical Procedure Version Code 09
- 256 SRGCL_PRCDR_VRSN_CD_10           SRGCL_PRCDR_VRSN_CD_10           CHAR     1133    1 MEDPAR Surgical Procedure Version Code 10
- 257 SRGCL_PRCDR_VRSN_CD_11           SRGCL_PRCDR_VRSN_CD_11           CHAR     1134    1 MEDPAR Surgical Procedure Version Code 11
- 258 SRGCL_PRCDR_VRSN_CD_12           SRGCL_PRCDR_VRSN_CD_12           CHAR     1135    1 MEDPAR Surgical Procedure Version Code 12
- 259 SRGCL_PRCDR_VRSN_CD_13           SRGCL_PRCDR_VRSN_CD_13           CHAR     1136    1 MEDPAR Surgical Procedure Version Code 13
- 260 SRGCL_PRCDR_VRSN_CD_14           SRGCL_PRCDR_VRSN_CD_14           CHAR     1137    1 MEDPAR Surgical Procedure Version Code 14
- 261 SRGCL_PRCDR_VRSN_CD_15           SRGCL_PRCDR_VRSN_CD_15           CHAR     1138    1 MEDPAR Surgical Procedure Version Code 15
- 262 SRGCL_PRCDR_VRSN_CD_16           SRGCL_PRCDR_VRSN_CD_16           CHAR     1139    1 MEDPAR Surgical Procedure Version Code 16
- 263 SRGCL_PRCDR_VRSN_CD_17           SRGCL_PRCDR_VRSN_CD_17           CHAR     1140    1 MEDPAR Surgical Procedure Version Code 17
- 264 SRGCL_PRCDR_VRSN_CD_18           SRGCL_PRCDR_VRSN_CD_18           CHAR     1141    1 MEDPAR Surgical Procedure Version Code 18
- 265 SRGCL_PRCDR_VRSN_CD_19           SRGCL_PRCDR_VRSN_CD_19           CHAR     1142    1 MEDPAR Surgical Procedure Version Code 19
- 266 SRGCL_PRCDR_VRSN_CD_20           SRGCL_PRCDR_VRSN_CD_20           CHAR     1143    1 MEDPAR Surgical Procedure Version Code 20
- 267 SRGCL_PRCDR_VRSN_CD_21           SRGCL_PRCDR_VRSN_CD_21           CHAR     1144    1 MEDPAR Surgical Procedure Version Code 21
- 268 SRGCL_PRCDR_VRSN_CD_22           SRGCL_PRCDR_VRSN_CD_22           CHAR     1145    1 MEDPAR Surgical Procedure Version Code 22
- 269 SRGCL_PRCDR_VRSN_CD_23           SRGCL_PRCDR_VRSN_CD_23           CHAR     1146    1 MEDPAR Surgical Procedure Version Code 23
- 270 SRGCL_PRCDR_VRSN_CD_24           SRGCL_PRCDR_VRSN_CD_24           CHAR     1147    1 MEDPAR Surgical Procedure Version Code 24
- 271 SRGCL_PRCDR_VRSN_CD_25           SRGCL_PRCDR_VRSN_CD_25           CHAR     1148    1 MEDPAR Surgical Procedure Version Code 25
- 272 SRGCL_PRCDR_1_CD                 PRCDRCD1                         CHAR     1149    7 Principal Procedure code
- 273 SRGCL_PRCDR_2_CD                 PRCDRCD2                         CHAR     1156    7 Procedure Code II
- 274 SRGCL_PRCDR_3_CD                 PRCDRCD3                         CHAR     1163    7 Procedure Code III
- 275 SRGCL_PRCDR_4_CD                 PRCDRCD4                         CHAR     1170    7 Procedure Code IV
- 276 SRGCL_PRCDR_5_CD                 PRCDRCD5                         CHAR     1177    7 Procedure Code V
- 277 SRGCL_PRCDR_6_CD                 PRCDRCD6                         CHAR     1184    7 Procedure Code VI
- 278 SRGCL_PRCDR_7_CD                 PRCDRCD7                         CHAR     1191    7 Procedure Code VII
- 279 SRGCL_PRCDR_8_CD                 PRCDRCD8                         CHAR     1198    7 Procedure Code VIII
- 280 SRGCL_PRCDR_9_CD                 PRCDRCD9                         CHAR     1205    7 Procedure Code IX
- 281 SRGCL_PRCDR_10_CD                PRCDRCD10                        CHAR     1212    7 Procedure Code X
- 282 SRGCL_PRCDR_11_CD                PRCDRCD11                        CHAR     1219    7 Procedure Code XI
- 283 SRGCL_PRCDR_12_CD                PRCDRCD12                        CHAR     1226    7 Procedure Code XII
- 284 SRGCL_PRCDR_13_CD                PRCDRCD13                        CHAR     1233    7 Procedure Code XIII
- 285 SRGCL_PRCDR_14_CD                PRCDRCD14                        CHAR     1240    7 Procedure Code XIV
- 286 SRGCL_PRCDR_15_CD                PRCDRCD15                        CHAR     1247    7 Procedure Code XV
- 287 SRGCL_PRCDR_16_CD                PRCDRCD16                        CHAR     1254    7 Procedure Code XVI
- 288 SRGCL_PRCDR_17_CD                PRCDRCD17                        CHAR     1261    7 Procedure Code XVII
- 289 SRGCL_PRCDR_18_CD                PRCDRCD18                        CHAR     1268    7 Procedure Code XVIII
- 290 SRGCL_PRCDR_19_CD                PRCDRCD19                        CHAR     1275    7 Procedure Code XIX
- 291 SRGCL_PRCDR_20_CD                PRCDRCD20                        CHAR     1282    7 Procedure Code XX
- 292 SRGCL_PRCDR_21_CD                PRCDRCD21                        CHAR     1289    7 Procedure Code XXI
- 293 SRGCL_PRCDR_22_CD                PRCDRCD22                        CHAR     1296    7 Procedure Code XXII
- 294 SRGCL_PRCDR_23_CD                PRCDRCD23                        CHAR     1303    7 Procedure Code XXIII
- 295 SRGCL_PRCDR_24_CD                PRCDRCD24                        CHAR     1310    7 Procedure Code XXIV
- 296 SRGCL_PRCDR_25_CD                PRCDRCD25                        CHAR     1317    7 Procedure Code XXV
- 297 SRGCL_PRCDR_DT_CNT               PRCDTCNT                         NUM      1324    3 Dates associated with surgical procedures included in stay
- 298 SRGCL_PRCDR_PRFRM_1_DT           PRCDRDT1                         DATE     1327    8 Principal Procedure Date
- 299 SRGCL_PRCDR_PRFRM_2_DT           PRCDRDT2                         DATE     1335    8 Procedure Date II
- 300 SRGCL_PRCDR_PRFRM_3_DT           PRCDRDT3                         DATE     1343    8 Procedure Date III
- 301 SRGCL_PRCDR_PRFRM_4_DT           PRCDRDT4                         DATE     1351    8 Procedure Date IV
- 302 SRGCL_PRCDR_PRFRM_5_DT           PRCDRDT5                         DATE     1359    8 Procedure Date V
- 303 SRGCL_PRCDR_PRFRM_6_DT           PRCDRDT6                         DATE     1367    8 Procedure Date VI
- 304 SRGCL_PRCDR_PRFRM_7_DT           PRCDRDT7                         DATE     1375    8 Procedure Date VII
- 305 SRGCL_PRCDR_PRFRM_8_DT           PRCDRDT8                         DATE     1383    8 Procedure Date VIII
- 306 SRGCL_PRCDR_PRFRM_9_DT           PRCDRDT9                         DATE     1391    8 Procedure Date IX
- 307 SRGCL_PRCDR_PRFRM_10_DT          PRCDRDT10                        DATE     1399    8 Procedure Date X
- 308 SRGCL_PRCDR_PRFRM_11_DT          PRCDRDT11                        DATE     1407    8 Procedure Date XI
- 309 SRGCL_PRCDR_PRFRM_12_DT          PRCDRDT12                        DATE     1415    8 Procedure Date XII
- 310 SRGCL_PRCDR_PRFRM_13_DT          PRCDRDT13                        DATE     1423    8 Procedure Date XIII
- 311 SRGCL_PRCDR_PRFRM_14_DT          PRCDRDT14                        DATE     1431    8 Procedure Date XIV
- 312 SRGCL_PRCDR_PRFRM_15_DT          PRCDRDT15                        DATE     1439    8 Procedure Date XV
- 313 SRGCL_PRCDR_PRFRM_16_DT          PRCDRDT16                        DATE     1447    8 Procedure Date XVI
- 314 SRGCL_PRCDR_PRFRM_17_DT          PRCDRDT17                        DATE     1455    8 Procedure Date XVII
- 315 SRGCL_PRCDR_PRFRM_18_DT          PRCDRDT18                        DATE     1463    8 Procedure Date XVIII
- 316 SRGCL_PRCDR_PRFRM_19_DT          PRCDRDT19                        DATE     1471    8 Procedure Date XIX
- 317 SRGCL_PRCDR_PRFRM_20_DT          PRCDRDT20                        DATE     1479    8 Procedure Date XX
- 318 SRGCL_PRCDR_PRFRM_21_DT          PRCDRDT21                        DATE     1487    8 Procedure Date XXI
- 319 SRGCL_PRCDR_PRFRM_22_DT          PRCDRDT22                        DATE     1495    8 Procedure Date XXII
- 320 SRGCL_PRCDR_PRFRM_23_DT          PRCDRDT23                        DATE     1503    8 Procedure Date XXIII
- 321 SRGCL_PRCDR_PRFRM_24_DT          PRCDRDT24                        DATE     1511    8 Procedure Date XXIV
- 322 SRGCL_PRCDR_PRFRM_25_DT          PRCDRDT25                        DATE     1519    8 Procedure Date XXV
- 323 CLM_PTNT_RLTNSHP_CD              CLM_PTNT_RLTNSHP_CD              CHAR     1527    2 Claim Patient Relationship Code
- 324 CARE_IMPRVMT_MODEL_1_CD          CARE_IMPRVMT_MODEL_1_CD          CHAR     1529    2 Care Improvement Model 1 Code
- 325 CARE_IMPRVMT_MODEL_2_CD          CARE_IMPRVMT_MODEL_2_CD          CHAR     1531    2 Care Improvement Model 2 Code
- 326 CARE_IMPRVMT_MODEL_3_CD          CARE_IMPRVMT_MODEL_3_CD          CHAR     1533    2 Care Improvement Model 3 Code
- 327 CARE_IMPRVMT_MODEL_4_CD          CARE_IMPRVMT_MODEL_4_CD          CHAR     1535    2 Care Improvement Model 4 Code
- 328 VBP_PRTCPNT_IND_CD               VBP_PRTCPNT_IND_CD               CHAR     1537    1 VBP Participant Indicator Code
- 329 HRR_PRTCPNT_IND_CD               HRR_PRTCPNT_IND_CD               CHAR     1538    1 HRR Participant Indicator Code
- 330 BNDLD_MODEL_DSCNT_PCT            BNDLD_MODEL_DSCNT_PCT            NUM      1539 4.2  Bundled Model Discount Percent
- 331 VBP_ADJSTMT_PCT                  VBP_ADJSTMT_PCT                  NUM      1543 13.1 VBP Adjustment Percent
- 332 HRR_ADJSTMT_PCT                  HRR_ADJSTMT_PCT                  NUM      1556 6.4  HRR Adjustment Percent
- 333 INFRMTL_ENCTR_IND_SW             INFRMTL_ENCTR_IND_SW             CHAR     1562    1 Informational Encounter Indicator Switch
- 334 MA_TCHNG_IND_SW                  MA_TCHNG_IND_SW                  CHAR     1563    1 MA Teaching Indicator Switch
- 335 PROD_RPLCMT_LIFECYC_SW           PROD_RPLCMT_LIFECYC_SW           CHAR     1564    1 Prod Replacement Lifecycle Switch
- 336 PROD_RPLCMT_RCLL_SW              PROD_RPLCMT_RCLL_SW              CHAR     1565    1 Prod Replacement Recall Switch
- 337 CRED_RCVD_RPLCD_DVC_SW           CRED_RCVD_RPLCD_DVC_SW           CHAR     1566    1 Credit Received Replaced Device Switch
- 338 OBSRVTN_SW                       OBSRVTN_SW                       CHAR     1567    1 Observation Switch
- 339 NEW_TCHNLGY_ADD_ON_AMT           NEW_TCHNLGY_ADD_ON_AMT           NUM      1568   10 New Technology Add-On Amount
- 340 BASE_OPRTG_DRG_AMT               BASE_OPRTG_DRG_AMT               NUM      1578   10 Base Operating DRG Amount
- 341 OPRTG_HSP_AMT                    OPRTG_HSP_AMT                    NUM      1588   10 Operating Hospital Amount
- 342 MDCL_SRGCL_GNRL_AMT              MDCL_SRGCL_GNRL_AMT              NUM      1598   10 Medical/Surgical General Amount
- 343 MDCL_SRGCL_NSTRL_AMT             MDCL_SRGCL_NSTRL_AMT             NUM      1608   10 Medical/Surgical Non-Sterile Amount
- 344 MDCL_SRGCL_STRL_AMT              MDCL_SRGCL_STRL_AMT              NUM      1618   10 Medical/Surgical Sterile Amount
- 345 TAKE_HOME_AMT                    TAKE_HOME_AMT                    NUM      1628   10 Take Home Amount
- 346 PRSTHTC_ORTHTC_AMT               PRSTHTC_ORTHTC_AMT               NUM      1638   10 Prosthetic Orthotic Amount
- 347 MDCL_SRGCL_PCMKR_AMT             MDCL_SRGCL_PCMKR_AMT             NUM      1648   10 Medical/Surgical Pacemaker Amount
- 348 INTRAOCULAR_LENS_AMT             INTRAOCULAR_LENS_AMT             NUM      1658   10 Intraocular Lens Amount
- 349 OXYGN_TAKE_HOME_AMT              OXYGN_TAKE_HOME_AMT              NUM      1668   10 Oxygen Take Home Amount
- 350 OTHR_IMPLANTS_AMT                OTHR_IMPLANTS_AMT                NUM      1678   10 Other Implants Amount
- 351 OTHR_SUPLIES_DVC_AMT             OTHR_SUPLIES_DVC_AMT             NUM      1688   10 Other Supplies Device Amount
- 352 INCDNT_RDLGY_AMT                 INCDNT_RDLGY_AMT                 NUM      1698   10 Incident Radiology Amount
- 353 INCDNT_DGNSTC_SRVCS_AMT          INCDNT_DGNSTC_SRVCS_AMT          NUM      1708   10 Incident Diagnostic Services Amount
- 354 MDCL_SRGCL_DRSNG_AMT             MDCL_SRGCL_DRSNG_AMT             NUM      1718   10 Medical/Surgical Dressing Amount
- 355 INVSTGTNL_DVC_AMT                INVSTGTNL_DVC_AMT                NUM      1728   10 Investigational Device Amount
- 356 MDCL_SRGCL_MISC_AMT              MDCL_SRGCL_MISC_AMT              NUM      1738   10 Medical/Surgical Miscellaneous Amount
- 357 RDLGY_ONCOLOGY_AMT               RDLGY_ONCOLOGY_AMT               NUM      1748   10 Radiology/Oncology Amount
- 358 RDLGY_DGNSTC_AMT                 RDLGY_DGNSTC_AMT                 NUM      1758   10 Radiology Diagnostic Amount
- 359 RDLGY_THRPTC_AMT                 RDLGY_THRPTC_AMT                 NUM      1768   10 Radiology Therapeutic Amount
- 360 RDLGY_NUCLR_MDCN_AMT             RDLGY_NUCLR_MDCN_AMT             NUM      1778   10 Radiology Nuclear Medicine Amount
- 361 RDLGY_CT_SCAN_AMT                RDLGY_CT_SCAN_AMT                NUM      1788   10 Radiology CT Scan Amount
- 362 RDLGY_OTHR_IMGNG_AMT             RDLGY_OTHR_IMGNG_AMT             NUM      1798   10 Radiology Other Imaging Amount
- 363 OPRTG_ROOM_AMT                   OPRTG_ROOM_AMT                   NUM      1808   10 Operating Room Amount
- 364 OR_LABOR_DLVRY_AMT               OR_LABOR_DLVRY_AMT               NUM      1818   10 O/R Labor Delivery Amount
- 365 CRDC_CATHRZTN_AMT                CRDC_CATHRZTN_AMT                NUM      1828   10 Cardiac Catheterization Amount
-
-Note: All DATE fields are written out in CCYYMMDD format.
-
-- End of Document
diff --git a/examples/with-postgres/medicare/data/2222/2013/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2013.fts b/examples/with-postgres/medicare/data/2222/2013/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2013.fts
deleted file mode 100644
index 598f48a97..000000000
--- a/examples/with-postgres/medicare/data/2222/2013/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2013.fts
+++ /dev/null
@@ -1,91 +0,0 @@
-CMS CCW Extract File Summary
-
-Researcher: 012345678 - XXXXXXXXX
-
-Request #: 999999 - Statistical Models For Estimating Health Impact
-
-File Description: MBSF PART A/B ELIGIBILITY SUMMARY SEGMENT
-
-Actual File Name: mbsf_ab_summary_resXXXXXXXX_reqXXXXXXXX_2013.dat
-
-Date Extracted: 01JAN99
-
-Format: Fixed Column ASCII
-
-Columns in File: 51
-
-Exact File Quantity (Rows): 1000000,277,442
-
-Exact File Record Length (Bytes in Variable Block): 119
-
-Exact File Size in Bytes with 512 Blocksize: 1000000,633,293,040
-
-SAS v8.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v8.sas
-
-SAS v6.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v6.sas
-
-Help: cmsdata@gdit.com, 1-888-888-8888
-
-Standard Layout Attached with Data Formatting:
-
-Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
-
-     Field                            Field                            Field         Fld.
-Fld. Long                             Short                            Generic Start Len. Field
-No.  Name                             Name                             Format  Col.  w.d  Description
----- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
-   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID (Unique Key)
-   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16    4 Beneficiary Enrollment Reference Year
-   3 FIVE_PERCENT_FLAG                FIVEPCT                          CHAR       20    1 Strict 5% Flag
-   4 ENHANCED_FIVE_PERCENT_FLAG       EFIVEPCT                         CHAR       21    1 Enhanced 5% Flag
-   5 COVSTART                         COVSTART                         DATE       22    8 Medicare Coverage Start Date
-   6 CRNT_BIC_CD                      CRNT_BIC                         CHAR       30    2 Beneficiary Identification Code
-   7 STATE_CODE                       STATE_CD                         CHAR       32    2 State Code
-   8 BENE_COUNTY_CD                   CNTY_CD                          CHAR       34    3 County Code
-   9 BENE_ZIP_CD                      BENE_ZIP                         CHAR       37    9 Zip Code of Residence
-  10 BENE_AGE_AT_END_REF_YR           AGE                              NUM        46    3 Age at End of Reference Year
-  11 BENE_BIRTH_DT                    BENE_DOB                         DATE       49    8 Date of Birth
-  12 BENE_VALID_DEATH_DT_SW           V_DOD_SW                         CHAR       57    1 Valid Date of Death Switch
-  13 BENE_DEATH_DT                    DEATH_DT                         DATE       58    8 Date of Death
-  14 NDI_DEATH_DT                     NDI_DEATH_DT                     DATE       66    8 NDI Date of Death
-  15 BENE_SEX_IDENT_CD                SEX                              CHAR       74    1 Sex
-  16 BENE_RACE_CD                     RACE                             CHAR       75    1 Beneficiary Race Code
-  17 RTI_RACE_CD                      RTI_RACE_CD                      CHAR       76    1 Research Triangle Institute (RTI) Race Code
-  18 BENE_ENTLMT_RSN_ORIG             OREC                             CHAR       77    1 Original Reason for Entitlement Code
-  19 BENE_ENTLMT_RSN_CURR             CREC                             CHAR       78    1 Current Reason for Entitlement Code
-  20 BENE_ESRD_IND                    ESRD_IND                         CHAR       79    1 ESRD Indicator
-  21 BENE_MDCR_STATUS_CD              MS_CD                            CHAR       80    2 Medicare Status Code
-  22 BENE_PTA_TRMNTN_CD               A_TRM_CD                         CHAR       82    1 Part A Termination Code
-  23 BENE_PTB_TRMNTN_CD               B_TRM_CD                         CHAR       83    1 Part B Termination Code
-  24 BENE_HI_CVRAGE_TOT_MONS          A_MO_CNT                         NUM        84    3 HI Coverage Count
-  25 BENE_SMI_CVRAGE_TOT_MONS         B_MO_CNT                         NUM        87    3 SMI Coverage Count
-  26 BENE_STATE_BUYIN_TOT_MONS        BUYIN_MO                         NUM        90    3 State Buy-In Coverage Count
-  27 BENE_HMO_CVRAGE_TOT_MONS         HMO_MO                           NUM        93    3 HMO Coverage Count
-  28 BENE_MDCR_ENTLMT_BUYIN_IND_01    BUYIN01                          CHAR       96    1 Medicare Entitlement/Buy-In Indicator I
-  29 BENE_MDCR_ENTLMT_BUYIN_IND_02    BUYIN02                          CHAR       97    1 Medicare Entitlement/Buy-In Indicator II
-  30 BENE_MDCR_ENTLMT_BUYIN_IND_03    BUYIN03                          CHAR       98    1 Medicare Entitlement/Buy-In Indicator III
-  31 BENE_MDCR_ENTLMT_BUYIN_IND_04    BUYIN04                          CHAR       99    1 Medicare Entitlement/Buy-In Indicator IV
-  32 BENE_MDCR_ENTLMT_BUYIN_IND_05    BUYIN05                          CHAR      100    1 Medicare Entitlement/Buy-In Indicator V
-  33 BENE_MDCR_ENTLMT_BUYIN_IND_06    BUYIN06                          CHAR      101    1 Medicare Entitlement/Buy-In Indicator VI
-  34 BENE_MDCR_ENTLMT_BUYIN_IND_07    BUYIN07                          CHAR      102    1 Medicare Entitlement/Buy-In Indicator VII
-  35 BENE_MDCR_ENTLMT_BUYIN_IND_08    BUYIN08                          CHAR      103    1 Medicare Entitlement/Buy-In Indicator VIII
-  36 BENE_MDCR_ENTLMT_BUYIN_IND_09    BUYIN09                          CHAR      104    1 Medicare Entitlement/Buy-In Indicator IX
-  37 BENE_MDCR_ENTLMT_BUYIN_IND_10    BUYIN10                          CHAR      105    1 Medicare Entitlement/Buy-In Indicator X
-  38 BENE_MDCR_ENTLMT_BUYIN_IND_11    BUYIN11                          CHAR      106    1 Medicare Entitlement/Buy-In Indicator XI
-  39 BENE_MDCR_ENTLMT_BUYIN_IND_12    BUYIN12                          CHAR      107    1 Medicare Entitlement/Buy-In Indicator XII
-  40 BENE_HMO_IND_01                  HMOIND01                         CHAR      108    1 HMO Indicator I
-  41 BENE_HMO_IND_02                  HMOIND02                         CHAR      109    1 HMO Indicator II
-  42 BENE_HMO_IND_03                  HMOIND03                         CHAR      110    1 HMO Indicator III
-  43 BENE_HMO_IND_04                  HMOIND04                         CHAR      111    1 HMO Indicator IV
-  44 BENE_HMO_IND_05                  HMOIND05                         CHAR      112    1 HMO Indicator V
-  45 BENE_HMO_IND_06                  HMOIND06                         CHAR      113    1 HMO Indicator VI
-  46 BENE_HMO_IND_07                  HMOIND07                         CHAR      114    1 HMO Indicator VII
-  47 BENE_HMO_IND_08                  HMOIND08                         CHAR      115    1 HMO Indicator VIII
-  48 BENE_HMO_IND_09                  HMOIND09                         CHAR      116    1 HMO Indicator IX
-  49 BENE_HMO_IND_10                  HMOIND10                         CHAR      117    1 HMO Indicator X
-  50 BENE_HMO_IND_11                  HMOIND11                         CHAR      118    1 HMO Indicator XI
-  51 BENE_HMO_IND_12                  HMOIND12                         CHAR      119    1 HMO Indicator XII
-
-Note: All DATE fields are written out in CCYYMMDD format.
-
-- End of Document
diff --git a/examples/with-postgres/medicare/data/2222/2013/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2013.fts b/examples/with-postgres/medicare/data/2222/2013/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2013.fts
deleted file mode 100644
index 8ba2e1263..000000000
--- a/examples/with-postgres/medicare/data/2222/2013/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2013.fts
+++ /dev/null
@@ -1,116 +0,0 @@
-CMS CCW Extract File Summary
-
-Researcher: 012345678 - XXXXXXXXX
-
-Request #: 999999 - Statistical Models For Estimating Health Impact
-
-File Description: MBSF PART D ELIGIBILITY COMPONENTS SEGMENT
-
-Actual File Name: mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXXXX_2013.dat
-
-Date Extracted: 01JAN99
-
-Format: Fixed Column ASCII
-
-Columns in File: 78
-
-Exact File Quantity (Rows): 1000000,277,442
-
-Exact File Record Length (Bytes in Variable Block): 218
-
-Exact File Size in Bytes with 512 Blocksize: 1000000,105,759,798
-
-SAS v8.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v8.sas
-
-SAS v6.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v6.sas
-
-Help: cmsdata@gdit.com, 1-888-888-8888
-
-Standard Layout Attached with Data Formatting:
-
-Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
-
-     Field                            Field                            Field         Fld.
-Fld. Long                             Short                            Generic Start Len. Field
-No.  Name                             Name                             Format  Col.  w.d  Description
----- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
-   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID (Unique Key)
-   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16    4 Beneficiary Enrollment Reference Year
-   3 CRDTBL_CVRG_SW                   CRDCOVSW                         CHAR       20    1 Creditable Coverage Switch
-   4 PLAN_CVRG_MOS_NUM                PLNCOVMO                         CHAR       21    2 Plan Coverage Months Number
-   5 RDS_CVRG_MOS_NUM                 RDSCOVMO                         CHAR       23    2 Retiree Drug Subsidy Coverage Months Number
-   6 DUAL_ELGBL_MOS_NUM               DUAL_MO                          CHAR       25    2 Dual Eligible Months Number
-   7 PTD_CNTRCT_ID_01                 CNTRCT01                         CHAR       27    5 Jan. Contract ID
-   8 PTD_CNTRCT_ID_02                 CNTRCT02                         CHAR       32    5 Feb. Contract ID
-   9 PTD_CNTRCT_ID_03                 CNTRCT03                         CHAR       37    5 Mar. Contract ID
-  10 PTD_CNTRCT_ID_04                 CNTRCT04                         CHAR       42    5 Apr. Contract ID
-  11 PTD_CNTRCT_ID_05                 CNTRCT05                         CHAR       47    5 May Contract ID
-  12 PTD_CNTRCT_ID_06                 CNTRCT06                         CHAR       52    5 Jun. Contract ID
-  13 PTD_CNTRCT_ID_07                 CNTRCT07                         CHAR       57    5 Jul. Contract ID
-  14 PTD_CNTRCT_ID_08                 CNTRCT08                         CHAR       62    5 Aug. Contract ID
-  15 PTD_CNTRCT_ID_09                 CNTRCT09                         CHAR       67    5 Sep. Contract ID
-  16 PTD_CNTRCT_ID_10                 CNTRCT10                         CHAR       72    5 Oct. Contract ID
-  17 PTD_CNTRCT_ID_11                 CNTRCT11                         CHAR       77    5 Nov. Contract ID
-  18 PTD_CNTRCT_ID_12                 CNTRCT12                         CHAR       82    5 Dec. Contract ID
-  19 PTD_PBP_ID_01                    PBPID01                          CHAR       87    3 Jan. Plan Benefit Package ID
-  20 PTD_PBP_ID_02                    PBPID02                          CHAR       90    3 Feb. Plan Benefit Package ID
-  21 PTD_PBP_ID_03                    PBPID03                          CHAR       93    3 Mar. Plan Benefit Package ID
-  22 PTD_PBP_ID_04                    PBPID04                          CHAR       96    3 Apr. Plan Benefit Package ID
-  23 PTD_PBP_ID_05                    PBPID05                          CHAR       99    3 May Plan Benefit Package ID
-  24 PTD_PBP_ID_06                    PBPID06                          CHAR      102    3 Jun. Plan Benefit Package ID
-  25 PTD_PBP_ID_07                    PBPID07                          CHAR      105    3 Jul. Plan Benefit Package ID
-  26 PTD_PBP_ID_08                    PBPID08                          CHAR      108    3 Aug. Plan Benefit Package ID
-  27 PTD_PBP_ID_09                    PBPID09                          CHAR      111    3 Sep. Plan Benefit Package ID
-  28 PTD_PBP_ID_10                    PBPID10                          CHAR      114    3 Oct. Plan Benefit Package ID
-  29 PTD_PBP_ID_11                    PBPID11                          CHAR      117    3 Nov. Plan Benefit Package ID
-  30 PTD_PBP_ID_12                    PBPID12                          CHAR      120    3 Dec. Plan Benefit Package ID
-  31 PTD_SGMT_ID_01                   SGMTID01                         CHAR      123    3 Jan. Segment ID
-  32 PTD_SGMT_ID_02                   SGMTID02                         CHAR      126    3 Feb. Segment ID
-  33 PTD_SGMT_ID_03                   SGMTID03                         CHAR      129    3 Mar. Segment ID
-  34 PTD_SGMT_ID_04                   SGMTID04                         CHAR      132    3 Apr. Segment ID
-  35 PTD_SGMT_ID_05                   SGMTID05                         CHAR      135    3 May Segment ID
-  36 PTD_SGMT_ID_06                   SGMTID06                         CHAR      138    3 Jun. Segment ID
-  37 PTD_SGMT_ID_07                   SGMTID07                         CHAR      141    3 Jul. Segment ID
-  38 PTD_SGMT_ID_08                   SGMTID08                         CHAR      144    3 Aug. Segment ID
-  39 PTD_SGMT_ID_09                   SGMTID09                         CHAR      147    3 Sep. Segment ID
-  40 PTD_SGMT_ID_10                   SGMTID10                         CHAR      150    3 Oct. Segment ID
-  41 PTD_SGMT_ID_11                   SGMTID11                         CHAR      153    3 Nov. Segment ID
-  42 PTD_SGMT_ID_12                   SGMTID12                         CHAR      156    3 Dec. Segment ID
-  43 CST_SHR_GRP_CD_01                CSTSHR01                         CHAR      159    2 Jan. Cost Share Group Code
-  44 CST_SHR_GRP_CD_02                CSTSHR02                         CHAR      161    2 Feb. Cost Share Group Code
-  45 CST_SHR_GRP_CD_03                CSTSHR03                         CHAR      163    2 Mar. Cost Share Group Code
-  46 CST_SHR_GRP_CD_04                CSTSHR04                         CHAR      165    2 Apr. Cost Share Group Code
-  47 CST_SHR_GRP_CD_05                CSTSHR05                         CHAR      167    2 May Cost Share Group Code
-  48 CST_SHR_GRP_CD_06                CSTSHR06                         CHAR      169    2 Jun. Cost Share Group Code
-  49 CST_SHR_GRP_CD_07                CSTSHR07                         CHAR      171    2 Jul. Cost Share Group Code
-  50 CST_SHR_GRP_CD_08                CSTSHR08                         CHAR      173    2 Aug. Cost Share Group Code
-  51 CST_SHR_GRP_CD_09                CSTSHR09                         CHAR      175    2 Sep. Cost Share Group Code
-  52 CST_SHR_GRP_CD_10                CSTSHR10                         CHAR      177    2 Oct. Cost Share Group Code
-  53 CST_SHR_GRP_CD_11                CSTSHR11                         CHAR      179    2 Nov. Cost Share Group Code
-  54 CST_SHR_GRP_CD_12                CSTSHR12                         CHAR      181    2 Dec. Cost Share Group Code
-  55 RDS_IND_01                       RDSIND01                         CHAR      183    1 Jan. RDS Code - Retiree Drug Subsidy Code
-  56 RDS_IND_02                       RDSIND02                         CHAR      184    1 Feb. RDS Code - Retiree Drug Subsidy Code
-  57 RDS_IND_03                       RDSIND03                         CHAR      185    1 Mar. RDS Code - Retiree Drug Subsidy Code
-  58 RDS_IND_04                       RDSIND04                         CHAR      186    1 Apr. RDS Code - Retiree Drug Subsidy Code
-  59 RDS_IND_05                       RDSIND05                         CHAR      187    1 May RDS Code - Retiree Drug Subsidy Code
-  60 RDS_IND_06                       RDSIND06                         CHAR      188    1 Jun. RDS Code - Retiree Drug Subsidy Code
-  61 RDS_IND_07                       RDSIND07                         CHAR      189    1 Jul. RDS Code - Retiree Drug Subsidy Code
-  62 RDS_IND_08                       RDSIND08                         CHAR      190    1 Aug. RDS Code - Retiree Drug Subsidy Code
-  63 RDS_IND_09                       RDSIND09                         CHAR      191    1 Sep. RDS Code - Retiree Drug Subsidy Code
-  64 RDS_IND_10                       RDSIND10                         CHAR      192    1 Oct. RDS Code - Retiree Drug Subsidy Code
-  65 RDS_IND_11                       RDSIND11                         CHAR      193    1 Nov. RDS Code - Retiree Drug Subsidy Code
-  66 RDS_IND_12                       RDSIND12                         CHAR      194    1 Dec. RDS Code - Retiree Drug Subsidy Code
-  67 DUAL_STUS_CD_01                  DUAL_01                          CHAR      195    2 Jan. Dual Status Code
-  68 DUAL_STUS_CD_02                  DUAL_02                          CHAR      197    2 Feb. Dual Status Code
-  69 DUAL_STUS_CD_03                  DUAL_03                          CHAR      199    2 Mar. Dual Status Code
-  70 DUAL_STUS_CD_04                  DUAL_04                          CHAR      201    2 Apr. Dual Status Code
-  71 DUAL_STUS_CD_05                  DUAL_05                          CHAR      203    2 May Dual Status Code
-  72 DUAL_STUS_CD_06                  DUAL_06                          CHAR      205    2 Jun. Dual Status Code
-  73 DUAL_STUS_CD_07                  DUAL_07                          CHAR      207    2 Jul. Dual Status Code
-  74 DUAL_STUS_CD_08                  DUAL_08                          CHAR      209    2 Aug. Dual Status Code
-  75 DUAL_STUS_CD_09                  DUAL_09                          CHAR      211    2 Sep. Dual Status Code
-  76 DUAL_STUS_CD_10                  DUAL_10                          CHAR      213    2 Oct. Dual Status Code
-  77 DUAL_STUS_CD_11                  DUAL_11                          CHAR      215    2 Nov. Dual Status Code
-  78 DUAL_STUS_CD_12                  DUAL_12                          CHAR      217    2 Dec. Dual Status Code
-
-- End of Document
diff --git a/examples/with-postgres/medicare/data/2222/2013/medpar_all_file_resXXXXXXXX_reqXXXXXX_2013.fts b/examples/with-postgres/medicare/data/2222/2013/medpar_all_file_resXXXXXXXX_reqXXXXXX_2013.fts
deleted file mode 100644
index 62d6730d4..000000000
--- a/examples/with-postgres/medicare/data/2222/2013/medpar_all_file_resXXXXXXXX_reqXXXXXX_2013.fts
+++ /dev/null
@@ -1,410 +0,0 @@
-CMS CCW Extract File Summary
-
-Researcher: 012345678 - XXXXXXXXX
-
-Request #: 999999 - Statistical Models For Estimating Health Impact
-
-File Description: MEDPAR ALL FILE
-
-Actual File Name: medpar_all_file_resXXXXXXXX_reqXXXXXXXX_2013.dat
-
-Date Extracted: 01JAN99
-
-Format: Fixed Column ASCII
-
-Columns in File: 370
-
-Exact File Quantity (Rows): 1000000,502,990
-
-Exact File Record Length (Bytes in Variable Block): 1887
-
-Exact File Size in Bytes with 512 Blocksize: 1000000,157,645,120
-
-SAS v8.x or Greater Compatible Read-In Program: medpar_all_file_read_v8.sas
-
-SAS v6.x or Greater Compatible Read-In Program: medpar_all_file_read_v6.sas
-
-Help: cmsdata@gdit.com, 1-888-888-8888
-
-Standard Layout Attached with Data Formatting:
-
-Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
-
-     Field                            Field                            Field         Fld.
-Fld. Long                             Short                            Generic Start Len. Field
-No.  Name                             Name                             Format  Col.  w.d  Description
----- -------------------------------- -------------------------------- ------- ----- ---- --------------------------------------------------------------------
-   1 BENE_ID                          BENE_ID                          CHAR        1   15 Encrypted 723 Beneficiary ID
-   2 MEDPAR_ID                        MEDPARID                         CHAR       16   15 Unique Key for CCW MedPAR Table
-   3 MEDPAR_YR_NUM                    MEDPAR_YR_NUM                    CHAR       31    4 Year of MedPAR Record
-   4 NCH_CLM_TYPE_CD                  CLM_TYPE                         CHAR       35    2 NCH Claim Type Code
-   5 BENE_IDENT_CD                    BIC                              CHAR       37    2 BIC reported on first claim included in stay
-   6 EQTBL_BIC_CD                     EQ_BIC                           CHAR       39    2 Equated BIC
-   7 BENE_AGE_CNT                     AGE_CNT                          NUM        41    4 Age as of Date of Admission.
-   8 BENE_SEX_CD                      SEX                              CHAR       45    1 Sex of Beneficiary
-   9 BENE_RACE_CD                     RACE                             CHAR       46    1 Race of Beneficiary
-  10 BENE_MDCR_STUS_CD                MS_CD                            CHAR       47    2 Reason for entitlement to Medicare benefits as of CLM_THRU_DT
-  11 BENE_RSDNC_SSA_STATE_CD          STATE_CD                         CHAR       49    2 SSA standard state code of a beneficiarys residence.
-  12 BENE_RSDNC_SSA_CNTY_CD           CNTY_CD                          CHAR       51    3 SSA standard county code of a beneficiarys residence.
-  13 BENE_MLG_CNTCT_ZIP_CD            BENE_ZIP                         CHAR       54    5 Zip code of the mailing address where the beneficiary may be contacted.
-  14 BENE_DSCHRG_STUS_CD              DSCHRGCD                         CHAR       59    1 Code identifying status of patient as of CLM_THRU_DT
-  15 FICARR_IDENT_NUM                 FICARR                           CHAR       60    5 Intermediary processor identification
-  16 WRNG_IND_CD                      WRNGCD                           CHAR       65   18 Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay prcss
-  17 GHO_PD_CD                        GHOPDCD                          CHAR       83    1 Code indicating whether or not GHO has paid provider for claim(s)
-  18 PPS_IND_CD                       PPS_IND                          CHAR       84    1 Code indicating whether or not facility is being paid under PPS
-  19 ORG_NPI_NUM                      ORGNPINM                         CHAR       85   10 Organization NPI Number
-  20 PRVDR_NUM                        PRVDRNUM                         CHAR       95   10 MEDPAR Provider Number
-  21 PRVDR_NUM_SPCL_UNIT_CD           SPCLUNIT                         CHAR      105    1 Special num system code for hosp units that are PPS/SNF SB dsgntn excl.
-  22 SS_LS_SNF_IND_CD                 SSLSSNF                          CHAR      106    1 Code indicating whether stay is short stay, long stay, or SNF
-  23 ACTV_XREF_IND                    ACTV_XREF_IND                    CHAR      107    1 Active Cross-Refference Indicator
-  24 SLCT_RSN_CD                      SLCT_RSN_CD                      CHAR      108    1 Specifies whether this record is a case or control record.
-  25 STAY_FINL_ACTN_CLM_CNT           FACLMCNT                         NUM       109    5 Claims (final action) included in stay
-  26 LTST_CLM_ACRTN_DT                ACRTNDT                          DATE      114    8 Date latest claim incl in stay accreted to bene mstr rec at the CWF host
-  27 BENE_MDCR_BNFT_EXHST_DT          EXHST_DT                         DATE      122    8 Last date beneficiary had Medicare coverage
-  28 SNF_QUALN_FROM_DT                QLFYFROM                         DATE      130    8 Beginning date of beneficiarys qualifying stay
-  29 SNF_QUALN_THRU_DT                QLFYTHRU                         DATE      138    8 Ending date of beneficiarys qualifying stay
-  30 SRC_IP_ADMSN_CD                  SRC_ADMS                         CHAR      146    1 Admssn to an Inp facility or, for newborn admssn, type of delivery code
-  31 IP_ADMSN_TYPE_CD                 TYPE_ADM                         CHAR      147    1 Type and priority of benes admission to facility for Inp hosp stay code
-  32 ADMSN_DAY_CD                     ADMSNDAY                         CHAR      148    1 Code indicating day of week beneficiary was admitted to facility.
-  33 ADMSN_DT                         ADMSNDT                          DATE      149    8 Date beneficiary admitted for Inpatient care or date care started
-  34 DSCHRG_DT                        DSCHRGDT                         DATE      157    8 Date beneficiary was discharged or died
-  35 DSCHRG_DSTNTN_CD                 DSTNTNCD                         CHAR      165    2 Destination upon discharge from facility code
-  36 CVRD_LVL_CARE_THRU_DT            CVRLVLDT                         DATE      167    8 Date covered level of care ended in a SNF
-  37 BENE_DEATH_DT                    DEATHDT                          DATE      175    8 Date beneficiary died
-  38 BENE_DEATH_DT_VRFY_CD            DEATHCD                          CHAR      183    1 Death Date Verification Code
-  39 ADMSN_DEATH_DAY_CNT              DEATHDAY                         NUM       184    7 Days from date admitted to facility to date of death
-  40 INTRNL_USE_SSI_IND_CD            SSICD                            CHAR      191    1 MEDPAR Internal Use SSI Indicator Code
-  41 INTRNL_USE_SSI_DAY_CNT           SSIDAY                           NUM       192    7 MEDPAR Internal Use SSI Day Count
-  42 INTRNL_USE_SSI_DATA              INTRNL_USE_SSI_DATA              CHAR      199    1 Internal Use SSI Data
-  43 INTRNL_USE_IPSB_CD               IPSBCD                           CHAR      200    3 For internal Use Only. IPSB Code
-  44 INTRNL_USE_FIL_DT_CD             FILDTCD                          CHAR      203    1 For internal use only.  Fiscal year/calendar year segments.
-  45 INTRNL_USE_SMPL_SIZE_CD          SMPLSIZE                         CHAR      204    1 For internal use.  MEDPAR sample size.
-  46 LOS_DAY_CNT                      LOSCNT                           NUM       205    7 Days of beneficiarys stay in a hospital/SNF
-  47 OUTLIER_DAY_CNT                  OUTLRDAY                         NUM       212    5 Days paid as outliers (either day or cost) under PPS beyond DRG threshld
-  48 UTLZTN_DAY_CNT                   UTIL_DAY                         NUM       217    7 Covered days of care chargeable to Medicare utilization for stay
-  49 TOT_COINSRNC_DAY_CNT             COIN_DAY                         NUM       224    5 MEDPAR Beneficiary Total Coinsurance Day Count
-  50 BENE_LRD_USE_CNT                 LRD_USE                          NUM       229    5 Lifetime reserve days (LRD) used by beneficiary for stay
-  51 BENE_PTA_COINSRNC_AMT            COIN_AMT                         NUM       234   10 Beneficiarys liability for part A coinsurance for stay ($)
-  52 BENE_IP_DDCTBL_AMT               DED_AMT                          NUM       244   10 Beneficiarys liability for stay ($)
-  53 BENE_BLOOD_DDCTBL_AMT            BLDDEDAM                         NUM       254   10 Beneficiarys liability for blood deductible for stay ($)
-  54 BENE_PRMRY_PYR_CD                PRPAY_CD                         CHAR      264    1 Primary payer responsibility code
-  55 BENE_PRMRY_PYR_AMT               PRPAYAMT                         NUM       265   10 Primry payer other than Medicare for covered Medicare chrgs for stay ($)
-  56 DRG_CD                           DRG_CD                           CHAR      275    3 DRG Code
-  57 DRG_OUTLIER_STAY_CD              OUTLR_CD                         CHAR      278    1 Cost or Day Outlier code
-  58 DRG_OUTLIER_PMT_AMT              OUTLRAMT                         NUM       279   10 Addtnl approved due to outlier situation over DRG allowance for stay ($)
-  59 DRG_PRICE_AMT                    DRGPRICE                         NUM       289   10 Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd ($)
-  60 IP_DSPRPRTNT_SHR_AMT             DISP_SHR                         NUM       299   10 Over the DRG amount for disproportionate share hospital for stay ($)
-  61 IME_AMT                          IME_AMT                          NUM       309   10 Additional payment made to teaching hospitals for IME for stay ($)
-  62 PASS_THRU_AMT                    PASSTHRU                         NUM       319   10 Total of all claim pass thru for stay ($)
-  63 TOT_PPS_CPTL_AMT                 PPS_CPTL                         NUM       329   10 Total payable for capital PPS ($)
-  64 IP_LOW_VOL_PYMT_AMT              IP_LOW_VOL_PYMT_AMT              NUM       339   10 Inpatient Low Volume Payment Amount.
-  65 TOT_CHRG_AMT                     TOTCHRG                          NUM       349   10 Total all charges for all srvcs provided to beneficiary for stay ($)
-  66 TOT_CVR_CHRG_AMT                 CVRCHRG                          NUM       359   10 Portion of total charges covered by Medicare for stay ($)
-  67 MDCR_PMT_AMT                     PMT_AMT                          NUM       369   10 Amt of payment from Medicare trust fund for srvcs covered by claim ($)
-  68 ACMDTNS_TOT_CHRG_AMT             ACMDTNS                          NUM       379   10 Total charge for all accommodations related to beneficiarys stay ($)
-  69 DPRTMNTL_TOT_CHRG_AMT            DPRTMNTL                         NUM       389   10 Total charge for all ancillary depts related to beneficiarys stay ($)
-  70 PRVT_ROOM_DAY_CNT                PRVTDAY                          NUM       399    5 Private room days used by beneficiary for stay
-  71 SEMIPRVT_ROOM_DAY_CNT            SPRVTDAY                         NUM       404    5 Semi-private room days used by beneficiary for stay
-  72 WARD_DAY_CNT                     WARDDAY                          NUM       409    5 Ward days used by beneficiary for stay
-  73 INTNSV_CARE_DAY_CNT              ICARECNT                         NUM       414    5 Intensive care days used by beneficiary for stay
-  74 CRNRY_CARE_DAY_CNT               CRNRYDAY                         NUM       419    5 Coronary care days used by beneficiary for stay
-  75 PRVT_ROOM_CHRG_AMT               PRVTAMT                          NUM       424   10 Private room accommodations related to beneficiarys stay ($)
-  76 SEMIPRVT_ROOM_CHRG_AMT           SPRVTAMT                         NUM       434   10 Semi-private room accommodations related to beneficiarys stay ($)
-  77 WARD_CHRG_AMT                    WARDAMT                          NUM       444   10 Ward accommodations related to beneficiarys stay ($)
-  78 INTNSV_CARE_CHRG_AMT             ICAREAMT                         NUM       454   10 Intensive care accommodations related to beneficiarys stay ($)
-  79 CRNRY_CARE_CHRG_AMT              CRNRYAMT                         NUM       464   10 Coronary care accommodations related to beneficiarys stay ($)
-  80 OTHR_SRVC_CHRG_AMT               OTHRAMT                          NUM       474   10 Other services related to beneficiarys stay ($)
-  81 PHRMCY_CHRG_AMT                  PHRMCAMT                         NUM       484   10 Pharmaceutical costs related to beneficiarys stay ($)
-  82 MDCL_SUPLY_CHRG_AMT              SUPLYAMT                         NUM       494   10 Medical/surgical supplies related to beneficiarys stay ($)
-  83 DME_CHRG_AMT                     DME_AMT                          NUM       504   10 DME related to beneficiarys stay ($)
-  84 USED_DME_CHRG_AMT                UDME_AMT                         NUM       514   10 Used DME related to beneficiarys stay ($)
-  85 PHYS_THRPY_CHRG_AMT              PHYTHAMT                         NUM       524   10 Physical therapy services provided during beneficiarys stay ($)
-  86 OCPTNL_THRPY_CHRG_AMT            OCPTLAMT                         NUM       534   10 Occupational therapy services provided during beneficiarys stay ($)
-  87 SPCH_PTHLGY_CHRG_AMT             SPCH_AMT                         NUM       544   10 Speech pathology services provided during beneficiarys stay ($)
-  88 INHLTN_THRPY_CHRG_AMT            INHLTAMT                         NUM       554   10 Inhalation therapy services provided during beneficiarys stay ($)
-  89 BLOOD_CHRG_AMT                   BLOODAMT                         NUM       564   10 Blood provided during beneficiarys stay ($)
-  90 BLOOD_ADMIN_CHRG_AMT             BLDADMIN                         NUM       574   10 Blood storage and processing related to beneficiarys stay ($)
-  91 BLOOD_PT_FRNSH_QTY               BLDFRNSH                         NUM       584    5 Quantity of blood (whole pints) furnished to beneficiary during stay
-  92 OPRTG_ROOM_CHRG_AMT              OROOMAMT                         NUM       589   10 OR, recovery rm, and labor rm delivery used by bene during stay ($)
-  93 LTHTRPSY_CHRG_AMT                LTHTRPSY                         NUM       599   10 Lithotripsy services provided during beneficiarys stay ($)
-  94 CRDLGY_CHRG_AMT                  CRDLGY                           NUM       609   10 Cardiology services and ECG(s) provided during beneficiarys stay ($)
-  95 ANSTHSA_CHRG_AMT                 ANSTHSA                          NUM       619   10 Anesthesia services provided during beneficiarys stay ($)
-  96 LAB_CHRG_AMT                     LAB_AMT                          NUM       629   10 Laboratory costs related to beneficiarys stay ($)
-  97 RDLGY_CHRG_AMT                   RDLGYAMT                         NUM       639   10 Radiology costs (excluding MRI) related to a beneficiarys stay ($)
-  98 MRI_CHRG_AMT                     MRI_AMT                          NUM       649   10 MRI services provided during beneficiarys stay ($)
-  99 OP_SRVC_CHRG_AMT                 OPSRVC                           NUM       659   10 Outpatient services provided during beneficiarys stay ($)
- 100 ER_CHRG_AMT                      ER_AMT                           NUM       669   10 Emergency room services provided during beneficiarys stay ($)
- 101 AMBLNC_CHRG_AMT                  AMBLNC                           NUM       679   10 Ambulance services related to beneficiarys stay ($)
- 102 PROFNL_FEES_CHRG_AMT             PROFFEES                         NUM       689   10 Professional fees related to beneficiarys stay ($)
- 103 ORGN_ACQSTN_CHRG_AMT             ORGNAMT                          NUM       699   10 Organ acquisition or oth donor bank srvcs related to benes stay ($)
- 104 ESRD_REV_SETG_CHRG_AMT           ESRDSETG                         NUM       709   10 ESRD services related to beneficiarys stay ($)
- 105 CLNC_VISIT_CHRG_AMT              CLNC_AMT                         NUM       719   10 Clinic visits related to beneficiarys stay ($)
- 106 ICU_IND_CD                       ICUINDCD                         CHAR      729    1 ICU type code
- 107 CRNRY_CARE_IND_CD                CRNRY_CD                         CHAR      730    1 Coronary care unit type code
- 108 PHRMCY_IND_CD                    PHRMCYCD                         CHAR      731    1 Drugs type code
- 109 TRNSPLNT_IND_CD                  TRNSPLNT                         CHAR      732    1 Organ transplant code
- 110 RDLGY_ONCLGY_IND_SW              ONCLGYSW                         CHAR      733    1 Radiology oncology services indicator
- 111 RDLGY_DGNSTC_IND_SW              DGNSTCSW                         CHAR      734    1 Radiology diagnostic services indicator
- 112 RDLGY_THRPTC_IND_SW              THRPTCSW                         CHAR      735    1 Radiology therapeutic services indicator
- 113 RDLGY_NUCLR_MDCN_IND_SW          NUCLR_SW                         CHAR      736    1 Radiology nuclear medicine services indicator
- 114 RDLGY_CT_SCAN_IND_SW             CTSCANSW                         CHAR      737    1 Radiology computed tomographic (CT) scan services indicator
- 115 RDLGY_OTHR_IMGNG_IND_SW          IMGNG_SW                         CHAR      738    1 Radiology other imaging services indicator
- 116 OP_SRVC_IND_CD                   OPSRVCCD                         CHAR      739    1 Outpatient services/ambulatory surgical care code
- 117 ORGN_ACQSTN_IND_CD               ORGNCD                           CHAR      740    2 Organ acquisition type code
- 118 ESRD_COND_CD                     ESRD_CD                          CHAR      742    2 ESRD condition code
- 119 ESRD_SETG_IND_1_CD               ESRDSTG1                         CHAR      744    2 Dialysis type code I
- 120 ESRD_SETG_IND_2_CD               ESRDSTG2                         CHAR      746    2 Dialysis type code II
- 121 ESRD_SETG_IND_3_CD               ESRDSTG3                         CHAR      748    2 Dialysis type code III
- 122 ESRD_SETG_IND_4_CD               ESRDSTG4                         CHAR      750    2 Dialysis type code IV
- 123 ESRD_SETG_IND_5_CD               ESRDSTG5                         CHAR      752    2 Dialysis type code V
- 124 ADMTG_DGNS_CD                    AD_DGNS                          CHAR      754    7 Initial diagnosis at time of admission
- 125 ADMTG_DGNS_VRSN_CD               ADMTG_DGNS_VRSN_CD               CHAR      761    1 MEDPAR Admitting Diagnosis Version Code
- 126 DGNS_CD_CNT                      DGNSCNT                          NUM       762    3 Diagnosis codes included in stay
- 127 DGNS_VRSN_CD                     DGNS_VRSN_CD                     CHAR      765    1 Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier Ve
- 128 DGNS_VRSN_CD_1                   DGNS_VRSN_CD_1                   CHAR      766    1 Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 129 DGNS_VRSN_CD_2                   DGNS_VRSN_CD_2                   CHAR      767    1 Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 130 DGNS_VRSN_CD_3                   DGNS_VRSN_CD_3                   CHAR      768    1 Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 131 DGNS_VRSN_CD_4                   DGNS_VRSN_CD_4                   CHAR      769    1 Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 132 DGNS_VRSN_CD_5                   DGNS_VRSN_CD_5                   CHAR      770    1 Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 133 DGNS_VRSN_CD_6                   DGNS_VRSN_CD_6                   CHAR      771    1 Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 134 DGNS_VRSN_CD_7                   DGNS_VRSN_CD_7                   CHAR      772    1 Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 135 DGNS_VRSN_CD_8                   DGNS_VRSN_CD_8                   CHAR      773    1 Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 136 DGNS_VRSN_CD_9                   DGNS_VRSN_CD_9                   CHAR      774    1 Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 137 DGNS_VRSN_CD_10                  DGNS_VRSN_CD_10                  CHAR      775    1 Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 138 DGNS_VRSN_CD_11                  DGNS_VRSN_CD_11                  CHAR      776    1 Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 139 DGNS_VRSN_CD_12                  DGNS_VRSN_CD_12                  CHAR      777    1 Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 140 DGNS_VRSN_CD_13                  DGNS_VRSN_CD_13                  CHAR      778    1 Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 141 DGNS_VRSN_CD_14                  DGNS_VRSN_CD_14                  CHAR      779    1 Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 142 DGNS_VRSN_CD_15                  DGNS_VRSN_CD_15                  CHAR      780    1 Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 143 DGNS_VRSN_CD_16                  DGNS_VRSN_CD_16                  CHAR      781    1 Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 144 DGNS_VRSN_CD_17                  DGNS_VRSN_CD_17                  CHAR      782    1 Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 145 DGNS_VRSN_CD_18                  DGNS_VRSN_CD_18                  CHAR      783    1 Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 146 DGNS_VRSN_CD_19                  DGNS_VRSN_CD_19                  CHAR      784    1 Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 147 DGNS_VRSN_CD_20                  DGNS_VRSN_CD_20                  CHAR      785    1 Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 148 DGNS_VRSN_CD_21                  DGNS_VRSN_CD_21                  CHAR      786    1 Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 149 DGNS_VRSN_CD_22                  DGNS_VRSN_CD_22                  CHAR      787    1 Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 150 DGNS_VRSN_CD_23                  DGNS_VRSN_CD_23                  CHAR      788    1 Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 151 DGNS_VRSN_CD_24                  DGNS_VRSN_CD_24                  CHAR      789    1 Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 152 DGNS_VRSN_CD_25                  DGNS_VRSN_CD_25                  CHAR      790    1 Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 153 DGNS_1_CD                        DGNSCD1                          CHAR      791    7 Primary ICD-9-CM code
- 154 DGNS_2_CD                        DGNSCD2                          CHAR      798    7 ICD-9-CM Diagnosis code II
- 155 DGNS_3_CD                        DGNSCD3                          CHAR      805    7 ICD-9-CM Diagnosis code III
- 156 DGNS_4_CD                        DGNSCD4                          CHAR      812    7 ICD-9-CM Diagnosis code IV
- 157 DGNS_5_CD                        DGNSCD5                          CHAR      819    7 ICD-9-CM Diagnosis code V
- 158 DGNS_6_CD                        DGNSCD6                          CHAR      826    7 ICD-9-CM Diagnosis code VI
- 159 DGNS_7_CD                        DGNSCD7                          CHAR      833    7 ICD-9-CM Diagnosis code VII
- 160 DGNS_8_CD                        DGNSCD8                          CHAR      840    7 ICD-9-CM Diagnosis code VIII
- 161 DGNS_9_CD                        DGNSCD9                          CHAR      847    7 ICD-9-CM Diagnosis code IX
- 162 DGNS_10_CD                       DGNSCD10                         CHAR      854    7 ICD-9-CM Diagnosis code X
- 163 DGNS_11_CD                       DGNSCD11                         CHAR      861    7 ICD-9-CM Diagnosis code XI
- 164 DGNS_12_CD                       DGNSCD12                         CHAR      868    7 ICD-9-CM Diagnosis code XII
- 165 DGNS_13_CD                       DGNSCD13                         CHAR      875    7 ICD-9-CM Diagnosis code XIII
- 166 DGNS_14_CD                       DGNSCD14                         CHAR      882    7 ICD-9-CM Diagnosis code XIV
- 167 DGNS_15_CD                       DGNSCD15                         CHAR      889    7 ICD-9-CM Diagnosis code XV
- 168 DGNS_16_CD                       DGNSCD16                         CHAR      896    7 ICD-9-CM Diagnosis code XVI
- 169 DGNS_17_CD                       DGNSCD17                         CHAR      903    7 ICD-9-CM Diagnosis code XVII
- 170 DGNS_18_CD                       DGNSCD18                         CHAR      910    7 ICD-9-CM Diagnosis code XVIII
- 171 DGNS_19_CD                       DGNSCD19                         CHAR      917    7 ICD-9-CM Diagnosis code XIX
- 172 DGNS_20_CD                       DGNSCD20                         CHAR      924    7 ICD-9-CM Diagnosis code XX
- 173 DGNS_21_CD                       DGNSCD21                         CHAR      931    7 ICD-9-CM Diagnosis code XXI
- 174 DGNS_22_CD                       DGNSCD22                         CHAR      938    7 ICD-9-CM Diagnosis code XXII
- 175 DGNS_23_CD                       DGNSCD23                         CHAR      945    7 ICD-9-CM Diagnosis code XXIII
- 176 DGNS_24_CD                       DGNSCD24                         CHAR      952    7 ICD-9-CM Diagnosis code XXIV
- 177 DGNS_25_CD                       DGNSCD25                         CHAR      959    7 ICD-9-CM Diagnosis code XXV
- 178 DGNS_POA_CD                      DGNS_POA                         CHAR      966   10 Diagnosis Code POA Array
- 179 POA_DGNS_CD_CNT                  POA_DGNS_CD_CNT                  NUM       976    3 MEDPAR Claim Present on Admission Diagnosis Code Count
- 180 POA_DGNS_1_IND_CD                POA_DGNS_1_IND_CD                CHAR      979    1 Diagnosis Present on Admission Indicator 1
- 181 POA_DGNS_2_IND_CD                POA_DGNS_2_IND_CD                CHAR      980    1 Diagnosis Present on Admission Indicator 2
- 182 POA_DGNS_3_IND_CD                POA_DGNS_3_IND_CD                CHAR      981    1 Diagnosis Present on Admission Indicator 3
- 183 POA_DGNS_4_IND_CD                POA_DGNS_4_IND_CD                CHAR      982    1 Diagnosis Present on Admission Indicator 4
- 184 POA_DGNS_5_IND_CD                POA_DGNS_5_IND_CD                CHAR      983    1 Diagnosis Present on Admission Indicator 5
- 185 POA_DGNS_6_IND_CD                POA_DGNS_6_IND_CD                CHAR      984    1 Diagnosis Present on Admission Indicator 6
- 186 POA_DGNS_7_IND_CD                POA_DGNS_7_IND_CD                CHAR      985    1 Diagnosis Present on Admission Indicator 7
- 187 POA_DGNS_8_IND_CD                POA_DGNS_8_IND_CD                CHAR      986    1 Diagnosis Present on Admission Indicator 8
- 188 POA_DGNS_9_IND_CD                POA_DGNS_9_IND_CD                CHAR      987    1 Diagnosis Present on Admission Indicator 9
- 189 POA_DGNS_10_IND_CD               POA_DGNS_10_IND_CD               CHAR      988    1 Diagnosis Present on Admission Indicator 10
- 190 POA_DGNS_11_IND_CD               POA_DGNS_11_IND_CD               CHAR      989    1 Diagnosis Present on Admission Indicator 11
- 191 POA_DGNS_12_IND_CD               POA_DGNS_12_IND_CD               CHAR      990    1 Diagnosis Present on Admission Indicator 12
- 192 POA_DGNS_13_IND_CD               POA_DGNS_13_IND_CD               CHAR      991    1 Diagnosis Present on Admission Indicator 13
- 193 POA_DGNS_14_IND_CD               POA_DGNS_14_IND_CD               CHAR      992    1 Diagnosis Present on Admission Indicator 14
- 194 POA_DGNS_15_IND_CD               POA_DGNS_15_IND_CD               CHAR      993    1 Diagnosis Present on Admission Indicator 15
- 195 POA_DGNS_16_IND_CD               POA_DGNS_16_IND_CD               CHAR      994    1 Diagnosis Present on Admission Indicator 16
- 196 POA_DGNS_17_IND_CD               POA_DGNS_17_IND_CD               CHAR      995    1 Diagnosis Present on Admission Indicator 17
- 197 POA_DGNS_18_IND_CD               POA_DGNS_18_IND_CD               CHAR      996    1 Diagnosis Present on Admission Indicator 18
- 198 POA_DGNS_19_IND_CD               POA_DGNS_19_IND_CD               CHAR      997    1 Diagnosis Present on Admission Indicator 19
- 199 POA_DGNS_20_IND_CD               POA_DGNS_20_IND_CD               CHAR      998    1 Diagnosis Present on Admission Indicator 20
- 200 POA_DGNS_21_IND_CD               POA_DGNS_21_IND_CD               CHAR      999    1 Diagnosis Present on Admission Indicator 21
- 201 POA_DGNS_22_IND_CD               POA_DGNS_22_IND_CD               CHAR     1000    1 Diagnosis Present on Admission Indicator 22
- 202 POA_DGNS_23_IND_CD               POA_DGNS_23_IND_CD               CHAR     1001    1 Diagnosis Present on Admission Indicator 23
- 203 POA_DGNS_24_IND_CD               POA_DGNS_24_IND_CD               CHAR     1002    1 Diagnosis Present on Admission Indicator 24
- 204 POA_DGNS_25_IND_CD               POA_DGNS_25_IND_CD               CHAR     1003    1 Diagnosis Present on Admission Indicator 25
- 205 DGNS_E_CD_CNT                    DGNS_E_CD_CNT                    NUM      1004    3 MEDPAR Diagnosis E Code Count
- 206 DGNS_E_VRSN_CD                   DGNS_E_VRSN_CD                   CHAR     1007    1 MEDPAR Diagnosis E Version Code (Earlier Version)
- 207 DGNS_E_VRSN_CD_1                 DGNS_E_VRSN_CD_1                 CHAR     1008    1 MEDPAR Diagnosis E Version Code 01
- 208 DGNS_E_VRSN_CD_2                 DGNS_E_VRSN_CD_2                 CHAR     1009    1 MEDPAR Diagnosis E Version Code 02
- 209 DGNS_E_VRSN_CD_3                 DGNS_E_VRSN_CD_3                 CHAR     1010    1 MEDPAR Diagnosis E Version Code 03
- 210 DGNS_E_VRSN_CD_4                 DGNS_E_VRSN_CD_4                 CHAR     1011    1 MEDPAR Diagnosis E Version Code 04
- 211 DGNS_E_VRSN_CD_5                 DGNS_E_VRSN_CD_5                 CHAR     1012    1 MEDPAR Diagnosis E Version Code 05
- 212 DGNS_E_VRSN_CD_6                 DGNS_E_VRSN_CD_6                 CHAR     1013    1 MEDPAR Diagnosis E Version Code 06
- 213 DGNS_E_VRSN_CD_7                 DGNS_E_VRSN_CD_7                 CHAR     1014    1 MEDPAR Diagnosis E Version Code 07
- 214 DGNS_E_VRSN_CD_8                 DGNS_E_VRSN_CD_8                 CHAR     1015    1 MEDPAR Diagnosis E Version Code 08
- 215 DGNS_E_VRSN_CD_9                 DGNS_E_VRSN_CD_9                 CHAR     1016    1 MEDPAR Diagnosis E Version Code 09
- 216 DGNS_E_VRSN_CD_10                DGNS_E_VRSN_CD_10                CHAR     1017    1 MEDPAR Diagnosis E Version Code 10
- 217 DGNS_E_VRSN_CD_11                DGNS_E_VRSN_CD_11                CHAR     1018    1 MEDPAR Diagnosis E Version Code 11
- 218 DGNS_E_VRSN_CD_12                DGNS_E_VRSN_CD_12                CHAR     1019    1 MEDPAR Diagnosis E Version Code 12
- 219 DGNS_E_1_CD                      DGNS_E_1_CD                      CHAR     1020    7 E Diagnosis Code  1 - Extrnl cause of injury, poisoning, or oth adverse
- 220 DGNS_E_2_CD                      DGNS_E_2_CD                      CHAR     1027    7 E Diagnosis Code  2 - Extrnl cause of injury, poisoning, or oth adverse
- 221 DGNS_E_3_CD                      DGNS_E_3_CD                      CHAR     1034    7 E Diagnosis Code  3 - Extrnl cause of injury, poisoning, or oth adverse
- 222 DGNS_E_4_CD                      DGNS_E_4_CD                      CHAR     1041    7 E Diagnosis Code  4 - Extrnl cause of injury, poisoning, or oth adverse
- 223 DGNS_E_5_CD                      DGNS_E_5_CD                      CHAR     1048    7 E Diagnosis Code  5 - Extrnl cause of injury, poisoning, or oth adverse
- 224 DGNS_E_6_CD                      DGNS_E_6_CD                      CHAR     1055    7 E Diagnosis Code  6 - Extrnl cause of injury, poisoning, or oth adverse
- 225 DGNS_E_7_CD                      DGNS_E_7_CD                      CHAR     1062    7 E Diagnosis Code  7 - Extrnl cause of injury, poisoning, or oth adverse
- 226 DGNS_E_8_CD                      DGNS_E_8_CD                      CHAR     1069    7 E Diagnosis Code  8 - Extrnl cause of injury, poisoning, or oth adverse
- 227 DGNS_E_9_CD                      DGNS_E_9_CD                      CHAR     1076    7 E Diagnosis Code  9 - Extrnl cause of injury, poisoning, or oth adverse
- 228 DGNS_E_10_CD                     DGNS_E_10_CD                     CHAR     1083    7 E Diagnosis Code  10 - Extrnl cause of injury, poisoning, or oth adverse
- 229 DGNS_E_11_CD                     DGNS_E_11_CD                     CHAR     1090    7 E Diagnosis Code  11 - Extrnl cause of injury, poisoning, or oth adverse
- 230 DGNS_E_12_CD                     DGNS_E_12_CD                     CHAR     1097    7 E Diagnosis Code  12 - Extrnl cause of injury, poisoning, or oth adverse
- 231 POA_DGNS_E_CD_CNT                POA_DGNS_E_CD_CNT                NUM      1104    3 MEDPAR Claim Present on Admission Diagnosis E Code Count
- 232 POA_DGNS_E_1_IND_CD              POA_DGNS_E_1_IND_CD              CHAR     1107    1 Diagnosis E Code Present on Admission Indicator 1
- 233 POA_DGNS_E_2_IND_CD              POA_DGNS_E_2_IND_CD              CHAR     1108    1 Diagnosis E Code Present on Admission Indicator 2
- 234 POA_DGNS_E_3_IND_CD              POA_DGNS_E_3_IND_CD              CHAR     1109    1 Diagnosis E Code Present on Admission Indicator 3
- 235 POA_DGNS_E_4_IND_CD              POA_DGNS_E_4_IND_CD              CHAR     1110    1 Diagnosis E Code Present on Admission Indicator 4
- 236 POA_DGNS_E_5_IND_CD              POA_DGNS_E_5_IND_CD              CHAR     1111    1 Diagnosis E Code Present on Admission Indicator 5
- 237 POA_DGNS_E_6_IND_CD              POA_DGNS_E_6_IND_CD              CHAR     1112    1 Diagnosis E Code Present on Admission Indicator 6
- 238 POA_DGNS_E_7_IND_CD              POA_DGNS_E_7_IND_CD              CHAR     1113    1 Diagnosis E Code Present on Admission Indicator 7
- 239 POA_DGNS_E_8_IND_CD              POA_DGNS_E_8_IND_CD              CHAR     1114    1 Diagnosis E Code Present on Admission Indicator 8
- 240 POA_DGNS_E_9_IND_CD              POA_DGNS_E_9_IND_CD              CHAR     1115    1 Diagnosis E Code Present on Admission Indicator 9
- 241 POA_DGNS_E_10_IND_CD             POA_DGNS_E_10_IND_CD             CHAR     1116    1 Diagnosis E Code Present on Admission Indicator 10
- 242 POA_DGNS_E_11_IND_CD             POA_DGNS_E_11_IND_CD             CHAR     1117    1 Diagnosis E Code Present on Admission Indicator 11
- 243 POA_DGNS_E_12_IND_CD             POA_DGNS_E_12_IND_CD             CHAR     1118    1 Diagnosis E Code Present on Admission Indicator 12
- 244 SRGCL_PRCDR_IND_SW               PRCDRSW                          CHAR     1119    1 Surgical procedures indicator
- 245 SRGCL_PRCDR_CD_CNT               PRCDRCNT                         NUM      1120    3 Surgical procedure codes included in stay
- 246 SRGCL_PRCDR_VRSN_CD              SRGCL_PRCDR_VRSN_CD              CHAR     1123    1 MEDPAR Surgical Procedure Version Code  (Earlier Version)
- 247 SRGCL_PRCDR_VRSN_CD_1            SRGCL_PRCDR_VRSN_CD_1            CHAR     1124    1 MEDPAR Surgical Procedure Version Code 01
- 248 SRGCL_PRCDR_VRSN_CD_2            SRGCL_PRCDR_VRSN_CD_2            CHAR     1125    1 MEDPAR Surgical Procedure Version Code 02
- 249 SRGCL_PRCDR_VRSN_CD_3            SRGCL_PRCDR_VRSN_CD_3            CHAR     1126    1 MEDPAR Surgical Procedure Version Code 03
- 250 SRGCL_PRCDR_VRSN_CD_4            SRGCL_PRCDR_VRSN_CD_4            CHAR     1127    1 MEDPAR Surgical Procedure Version Code 04
- 251 SRGCL_PRCDR_VRSN_CD_5            SRGCL_PRCDR_VRSN_CD_5            CHAR     1128    1 MEDPAR Surgical Procedure Version Code 05
- 252 SRGCL_PRCDR_VRSN_CD_6            SRGCL_PRCDR_VRSN_CD_6            CHAR     1129    1 MEDPAR Surgical Procedure Version Code 06
- 253 SRGCL_PRCDR_VRSN_CD_7            SRGCL_PRCDR_VRSN_CD_7            CHAR     1130    1 MEDPAR Surgical Procedure Version Code 07
- 254 SRGCL_PRCDR_VRSN_CD_8            SRGCL_PRCDR_VRSN_CD_8            CHAR     1131    1 MEDPAR Surgical Procedure Version Code 08
- 255 SRGCL_PRCDR_VRSN_CD_9            SRGCL_PRCDR_VRSN_CD_9            CHAR     1132    1 MEDPAR Surgical Procedure Version Code 09
- 256 SRGCL_PRCDR_VRSN_CD_10           SRGCL_PRCDR_VRSN_CD_10           CHAR     1133    1 MEDPAR Surgical Procedure Version Code 10
- 257 SRGCL_PRCDR_VRSN_CD_11           SRGCL_PRCDR_VRSN_CD_11           CHAR     1134    1 MEDPAR Surgical Procedure Version Code 11
- 258 SRGCL_PRCDR_VRSN_CD_12           SRGCL_PRCDR_VRSN_CD_12           CHAR     1135    1 MEDPAR Surgical Procedure Version Code 12
- 259 SRGCL_PRCDR_VRSN_CD_13           SRGCL_PRCDR_VRSN_CD_13           CHAR     1136    1 MEDPAR Surgical Procedure Version Code 13
- 260 SRGCL_PRCDR_VRSN_CD_14           SRGCL_PRCDR_VRSN_CD_14           CHAR     1137    1 MEDPAR Surgical Procedure Version Code 14
- 261 SRGCL_PRCDR_VRSN_CD_15           SRGCL_PRCDR_VRSN_CD_15           CHAR     1138    1 MEDPAR Surgical Procedure Version Code 15
- 262 SRGCL_PRCDR_VRSN_CD_16           SRGCL_PRCDR_VRSN_CD_16           CHAR     1139    1 MEDPAR Surgical Procedure Version Code 16
- 263 SRGCL_PRCDR_VRSN_CD_17           SRGCL_PRCDR_VRSN_CD_17           CHAR     1140    1 MEDPAR Surgical Procedure Version Code 17
- 264 SRGCL_PRCDR_VRSN_CD_18           SRGCL_PRCDR_VRSN_CD_18           CHAR     1141    1 MEDPAR Surgical Procedure Version Code 18
- 265 SRGCL_PRCDR_VRSN_CD_19           SRGCL_PRCDR_VRSN_CD_19           CHAR     1142    1 MEDPAR Surgical Procedure Version Code 19
- 266 SRGCL_PRCDR_VRSN_CD_20           SRGCL_PRCDR_VRSN_CD_20           CHAR     1143    1 MEDPAR Surgical Procedure Version Code 20
- 267 SRGCL_PRCDR_VRSN_CD_21           SRGCL_PRCDR_VRSN_CD_21           CHAR     1144    1 MEDPAR Surgical Procedure Version Code 21
- 268 SRGCL_PRCDR_VRSN_CD_22           SRGCL_PRCDR_VRSN_CD_22           CHAR     1145    1 MEDPAR Surgical Procedure Version Code 22
- 269 SRGCL_PRCDR_VRSN_CD_23           SRGCL_PRCDR_VRSN_CD_23           CHAR     1146    1 MEDPAR Surgical Procedure Version Code 23
- 270 SRGCL_PRCDR_VRSN_CD_24           SRGCL_PRCDR_VRSN_CD_24           CHAR     1147    1 MEDPAR Surgical Procedure Version Code 24
- 271 SRGCL_PRCDR_VRSN_CD_25           SRGCL_PRCDR_VRSN_CD_25           CHAR     1148    1 MEDPAR Surgical Procedure Version Code 25
- 272 SRGCL_PRCDR_1_CD                 PRCDRCD1                         CHAR     1149    7 Principal Procedure code
- 273 SRGCL_PRCDR_2_CD                 PRCDRCD2                         CHAR     1156    7 Procedure Code II
- 274 SRGCL_PRCDR_3_CD                 PRCDRCD3                         CHAR     1163    7 Procedure Code III
- 275 SRGCL_PRCDR_4_CD                 PRCDRCD4                         CHAR     1170    7 Procedure Code IV
- 276 SRGCL_PRCDR_5_CD                 PRCDRCD5                         CHAR     1177    7 Procedure Code V
- 277 SRGCL_PRCDR_6_CD                 PRCDRCD6                         CHAR     1184    7 Procedure Code VI
- 278 SRGCL_PRCDR_7_CD                 PRCDRCD7                         CHAR     1191    7 Procedure Code VII
- 279 SRGCL_PRCDR_8_CD                 PRCDRCD8                         CHAR     1198    7 Procedure Code VIII
- 280 SRGCL_PRCDR_9_CD                 PRCDRCD9                         CHAR     1205    7 Procedure Code IX
- 281 SRGCL_PRCDR_10_CD                PRCDRCD10                        CHAR     1212    7 Procedure Code X
- 282 SRGCL_PRCDR_11_CD                PRCDRCD11                        CHAR     1219    7 Procedure Code XI
- 283 SRGCL_PRCDR_12_CD                PRCDRCD12                        CHAR     1226    7 Procedure Code XII
- 284 SRGCL_PRCDR_13_CD                PRCDRCD13                        CHAR     1233    7 Procedure Code XIII
- 285 SRGCL_PRCDR_14_CD                PRCDRCD14                        CHAR     1240    7 Procedure Code XIV
- 286 SRGCL_PRCDR_15_CD                PRCDRCD15                        CHAR     1247    7 Procedure Code XV
- 287 SRGCL_PRCDR_16_CD                PRCDRCD16                        CHAR     1254    7 Procedure Code XVI
- 288 SRGCL_PRCDR_17_CD                PRCDRCD17                        CHAR     1261    7 Procedure Code XVII
- 289 SRGCL_PRCDR_18_CD                PRCDRCD18                        CHAR     1268    7 Procedure Code XVIII
- 290 SRGCL_PRCDR_19_CD                PRCDRCD19                        CHAR     1275    7 Procedure Code XIX
- 291 SRGCL_PRCDR_20_CD                PRCDRCD20                        CHAR     1282    7 Procedure Code XX
- 292 SRGCL_PRCDR_21_CD                PRCDRCD21                        CHAR     1289    7 Procedure Code XXI
- 293 SRGCL_PRCDR_22_CD                PRCDRCD22                        CHAR     1296    7 Procedure Code XXII
- 294 SRGCL_PRCDR_23_CD                PRCDRCD23                        CHAR     1303    7 Procedure Code XXIII
- 295 SRGCL_PRCDR_24_CD                PRCDRCD24                        CHAR     1310    7 Procedure Code XXIV
- 296 SRGCL_PRCDR_25_CD                PRCDRCD25                        CHAR     1317    7 Procedure Code XXV
- 297 SRGCL_PRCDR_DT_CNT               PRCDTCNT                         NUM      1324    3 Dates associated with surgical procedures included in stay
- 298 SRGCL_PRCDR_PRFRM_1_DT           PRCDRDT1                         DATE     1327    8 Principal Procedure Date
- 299 SRGCL_PRCDR_PRFRM_2_DT           PRCDRDT2                         DATE     1335    8 Procedure Date II
- 300 SRGCL_PRCDR_PRFRM_3_DT           PRCDRDT3                         DATE     1343    8 Procedure Date III
- 301 SRGCL_PRCDR_PRFRM_4_DT           PRCDRDT4                         DATE     1351    8 Procedure Date IV
- 302 SRGCL_PRCDR_PRFRM_5_DT           PRCDRDT5                         DATE     1359    8 Procedure Date V
- 303 SRGCL_PRCDR_PRFRM_6_DT           PRCDRDT6                         DATE     1367    8 Procedure Date VI
- 304 SRGCL_PRCDR_PRFRM_7_DT           PRCDRDT7                         DATE     1375    8 Procedure Date VII
- 305 SRGCL_PRCDR_PRFRM_8_DT           PRCDRDT8                         DATE     1383    8 Procedure Date VIII
- 306 SRGCL_PRCDR_PRFRM_9_DT           PRCDRDT9                         DATE     1391    8 Procedure Date IX
- 307 SRGCL_PRCDR_PRFRM_10_DT          PRCDRDT10                        DATE     1399    8 Procedure Date X
- 308 SRGCL_PRCDR_PRFRM_11_DT          PRCDRDT11                        DATE     1407    8 Procedure Date XI
- 309 SRGCL_PRCDR_PRFRM_12_DT          PRCDRDT12                        DATE     1415    8 Procedure Date XII
- 310 SRGCL_PRCDR_PRFRM_13_DT          PRCDRDT13                        DATE     1423    8 Procedure Date XIII
- 311 SRGCL_PRCDR_PRFRM_14_DT          PRCDRDT14                        DATE     1431    8 Procedure Date XIV
- 312 SRGCL_PRCDR_PRFRM_15_DT          PRCDRDT15                        DATE     1439    8 Procedure Date XV
- 313 SRGCL_PRCDR_PRFRM_16_DT          PRCDRDT16                        DATE     1447    8 Procedure Date XVI
- 314 SRGCL_PRCDR_PRFRM_17_DT          PRCDRDT17                        DATE     1455    8 Procedure Date XVII
- 315 SRGCL_PRCDR_PRFRM_18_DT          PRCDRDT18                        DATE     1463    8 Procedure Date XVIII
- 316 SRGCL_PRCDR_PRFRM_19_DT          PRCDRDT19                        DATE     1471    8 Procedure Date XIX
- 317 SRGCL_PRCDR_PRFRM_20_DT          PRCDRDT20                        DATE     1479    8 Procedure Date XX
- 318 SRGCL_PRCDR_PRFRM_21_DT          PRCDRDT21                        DATE     1487    8 Procedure Date XXI
- 319 SRGCL_PRCDR_PRFRM_22_DT          PRCDRDT22                        DATE     1495    8 Procedure Date XXII
- 320 SRGCL_PRCDR_PRFRM_23_DT          PRCDRDT23                        DATE     1503    8 Procedure Date XXIII
- 321 SRGCL_PRCDR_PRFRM_24_DT          PRCDRDT24                        DATE     1511    8 Procedure Date XXIV
- 322 SRGCL_PRCDR_PRFRM_25_DT          PRCDRDT25                        DATE     1519    8 Procedure Date XXV
- 323 CLM_PTNT_RLTNSHP_CD              CLM_PTNT_RLTNSHP_CD              CHAR     1527    2 Claim Patient Relationship Code
- 324 CARE_IMPRVMT_MODEL_1_CD          CARE_IMPRVMT_MODEL_1_CD          CHAR     1529    2 Care Improvement Model 1 Code
- 325 CARE_IMPRVMT_MODEL_2_CD          CARE_IMPRVMT_MODEL_2_CD          CHAR     1531    2 Care Improvement Model 2 Code
- 326 CARE_IMPRVMT_MODEL_3_CD          CARE_IMPRVMT_MODEL_3_CD          CHAR     1533    2 Care Improvement Model 3 Code
- 327 CARE_IMPRVMT_MODEL_4_CD          CARE_IMPRVMT_MODEL_4_CD          CHAR     1535    2 Care Improvement Model 4 Code
- 328 VBP_PRTCPNT_IND_CD               VBP_PRTCPNT_IND_CD               CHAR     1537    1 VBP Participant Indicator Code
- 329 HRR_PRTCPNT_IND_CD               HRR_PRTCPNT_IND_CD               CHAR     1538    1 HRR Participant Indicator Code
- 330 BNDLD_MODEL_DSCNT_PCT            BNDLD_MODEL_DSCNT_PCT            NUM      1539 4.2  Bundled Model Discount Percent
- 331 VBP_ADJSTMT_PCT                  VBP_ADJSTMT_PCT                  NUM      1543 13.1 VBP Adjustment Percent
- 332 HRR_ADJSTMT_PCT                  HRR_ADJSTMT_PCT                  NUM      1556 6.4  HRR Adjustment Percent
- 333 INFRMTL_ENCTR_IND_SW             INFRMTL_ENCTR_IND_SW             CHAR     1562    1 Informational Encounter Indicator Switch
- 334 MA_TCHNG_IND_SW                  MA_TCHNG_IND_SW                  CHAR     1563    1 MA Teaching Indicator Switch
- 335 PROD_RPLCMT_LIFECYC_SW           PROD_RPLCMT_LIFECYC_SW           CHAR     1564    1 Prod Replacement Lifecycle Switch
- 336 PROD_RPLCMT_RCLL_SW              PROD_RPLCMT_RCLL_SW              CHAR     1565    1 Prod Replacement Recall Switch
- 337 CRED_RCVD_RPLCD_DVC_SW           CRED_RCVD_RPLCD_DVC_SW           CHAR     1566    1 Credit Received Replaced Device Switch
- 338 OBSRVTN_SW                       OBSRVTN_SW                       CHAR     1567    1 Observation Switch
- 339 NEW_TCHNLGY_ADD_ON_AMT           NEW_TCHNLGY_ADD_ON_AMT           NUM      1568   10 New Technology Add-On Amount
- 340 BASE_OPRTG_DRG_AMT               BASE_OPRTG_DRG_AMT               NUM      1578   10 Base Operating DRG Amount
- 341 OPRTG_HSP_AMT                    OPRTG_HSP_AMT                    NUM      1588   10 Operating Hospital Amount
- 342 MDCL_SRGCL_GNRL_AMT              MDCL_SRGCL_GNRL_AMT              NUM      1598   10 Medical/Surgical General Amount
- 343 MDCL_SRGCL_NSTRL_AMT             MDCL_SRGCL_NSTRL_AMT             NUM      1608   10 Medical/Surgical Non-Sterile Amount
- 344 MDCL_SRGCL_STRL_AMT              MDCL_SRGCL_STRL_AMT              NUM      1618   10 Medical/Surgical Sterile Amount
- 345 TAKE_HOME_AMT                    TAKE_HOME_AMT                    NUM      1628   10 Take Home Amount
- 346 PRSTHTC_ORTHTC_AMT               PRSTHTC_ORTHTC_AMT               NUM      1638   10 Prosthetic Orthotic Amount
- 347 MDCL_SRGCL_PCMKR_AMT             MDCL_SRGCL_PCMKR_AMT             NUM      1648   10 Medical/Surgical Pacemaker Amount
- 348 INTRAOCULAR_LENS_AMT             INTRAOCULAR_LENS_AMT             NUM      1658   10 Intraocular Lens Amount
- 349 OXYGN_TAKE_HOME_AMT              OXYGN_TAKE_HOME_AMT              NUM      1668   10 Oxygen Take Home Amount
- 350 OTHR_IMPLANTS_AMT                OTHR_IMPLANTS_AMT                NUM      1678   10 Other Implants Amount
- 351 OTHR_SUPLIES_DVC_AMT             OTHR_SUPLIES_DVC_AMT             NUM      1688   10 Other Supplies Device Amount
- 352 INCDNT_RDLGY_AMT                 INCDNT_RDLGY_AMT                 NUM      1698   10 Incident Radiology Amount
- 353 INCDNT_DGNSTC_SRVCS_AMT          INCDNT_DGNSTC_SRVCS_AMT          NUM      1708   10 Incident Diagnostic Services Amount
- 354 MDCL_SRGCL_DRSNG_AMT             MDCL_SRGCL_DRSNG_AMT             NUM      1718   10 Medical/Surgical Dressing Amount
- 355 INVSTGTNL_DVC_AMT                INVSTGTNL_DVC_AMT                NUM      1728   10 Investigational Device Amount
- 356 MDCL_SRGCL_MISC_AMT              MDCL_SRGCL_MISC_AMT              NUM      1738   10 Medical/Surgical Miscellaneous Amount
- 357 RDLGY_ONCOLOGY_AMT               RDLGY_ONCOLOGY_AMT               NUM      1748   10 Radiology/Oncology Amount
- 358 RDLGY_DGNSTC_AMT                 RDLGY_DGNSTC_AMT                 NUM      1758   10 Radiology Diagnostic Amount
- 359 RDLGY_THRPTC_AMT                 RDLGY_THRPTC_AMT                 NUM      1768   10 Radiology Therapeutic Amount
- 360 RDLGY_NUCLR_MDCN_AMT             RDLGY_NUCLR_MDCN_AMT             NUM      1778   10 Radiology Nuclear Medicine Amount
- 361 RDLGY_CT_SCAN_AMT                RDLGY_CT_SCAN_AMT                NUM      1788   10 Radiology CT Scan Amount
- 362 RDLGY_OTHR_IMGNG_AMT             RDLGY_OTHR_IMGNG_AMT             NUM      1798   10 Radiology Other Imaging Amount
- 363 OPRTG_ROOM_AMT                   OPRTG_ROOM_AMT                   NUM      1808   10 Operating Room Amount
- 364 OR_LABOR_DLVRY_AMT               OR_LABOR_DLVRY_AMT               NUM      1818   10 O/R Labor Delivery Amount
- 365 CRDC_CATHRZTN_AMT                CRDC_CATHRZTN_AMT                NUM      1828   10 Cardiac Catheterization Amount
- 366 SQSTRTN_RDCTN_AMT                SQSTRTN_RDCTN_AMT                NUM      1838   10 Sequestration Reduction Amount
- 367 UNCOMPD_CARE_PYMT_AMT            UNCOMPD_CARE_PYMT_AMT            NUM      1848   10 Uncompensated Care Payment Amount
- 368 BNDLD_ADJSTMT_AMT                BNDLD_ADJSTMT_AMT                NUM      1858   10 Bundled Adjustment Amount
- 369 VBP_ADJSTMT_AMT                  VBP_ADJSTMT_AMT                  NUM      1868   10 Hospital Value Based Purchasing (VBP) Amount
- 370 HRR_ADJSTMT_AMT                  HRR_ADJSTMT_AMT                  NUM      1878   10 Hospital Readmission Reduction (HRR) Adjustment Amount
-
-Note: All DATE fields are written out in CCYYMMDD format.
-
-- End of Document
diff --git a/examples/with-postgres/medicare/data/3333/2014/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2014.fts b/examples/with-postgres/medicare/data/3333/2014/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2014.fts
deleted file mode 100644
index 7b2d3dd7d..000000000
--- a/examples/with-postgres/medicare/data/3333/2014/mbsf_ab_summary_resXXXXXXXX_reqXXXXXX_2014.fts
+++ /dev/null
@@ -1,91 +0,0 @@
-CMS CCW Extract File Summary
-
-Researcher: 012345678 - XXXXXXXXX
-
-Request #: 999999 - Statistical Models for Estimating Health Impact
-
-File Description: MBSF PART A/B ELIGIBILITY SUMMARY SEGMENT
-
-Actual File Name: mbsf_ab_summary_resXXXXXXXX_reqXXXXXXXX_2014.dat
-
-Date Extracted: 01JAN99
-
-Format: Fixed Column ASCII
-
-Columns in File: 51
-
-Exact File Quantity (Rows): 1000000,867,603
-
-Exact File Record Length (Bytes in Variable Block): 119
-
-Exact File Size in Bytes with 512 Blocksize: 1000000,824,112,360
-
-SAS v8.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v8.sas
-
-SAS v6.x or Greater Compatible Read-In Program: mbsf_ab_summary_read_v6.sas
-
-Help: cmsdata@gdit.com, 1-888-888-8888
-
-Standard Layout Attached with Data Formatting:
-
-Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
-
-     Field                            Field                            Field         Fld.
-Fld. Long                             Short                            Generic Start Len.  Field
-No.  Name                             Name                             Format  Col.  w.d   Description
----- -------------------------------- -------------------------------- ------- ----- ----- --------------------------------------------------------------------------------
-   1 BENE_ID                          BENE_ID                          CHAR        1    15 Encrypted 723 Beneficiary ID (Unique Key)
-   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16     4 Beneficiary Enrollment Reference Year
-   3 FIVE_PERCENT_FLAG                FIVEPCT                          CHAR       20     1 Strict 5% Flag
-   4 ENHANCED_FIVE_PERCENT_FLAG       EFIVEPCT                         CHAR       21     1 Enhanced 5% Flag
-   5 COVSTART                         COVSTART                         DATE       22     8 Medicare Coverage Start Date
-   6 CRNT_BIC_CD                      CRNT_BIC                         CHAR       30     2 Beneficiary Identification Code
-   7 STATE_CODE                       STATE_CD                         CHAR       32     2 State Code
-   8 BENE_COUNTY_CD                   CNTY_CD                          CHAR       34     3 County Code
-   9 BENE_ZIP_CD                      BENE_ZIP                         CHAR       37     9 Zip Code of Residence
-  10 BENE_AGE_AT_END_REF_YR           AGE                              NUM        46     3 Age at End of Reference Year
-  11 BENE_BIRTH_DT                    BENE_DOB                         DATE       49     8 Date of Birth
-  12 BENE_VALID_DEATH_DT_SW           V_DOD_SW                         CHAR       57     1 Valid Date of Death Switch
-  13 BENE_DEATH_DT                    DEATH_DT                         DATE       58     8 Date of Death
-  14 NDI_DEATH_DT                     NDI_DEATH_DT                     DATE       66     8 NDI Date of Death
-  15 BENE_SEX_IDENT_CD                SEX                              CHAR       74     1 Sex
-  16 BENE_RACE_CD                     RACE                             CHAR       75     1 Beneficiary Race Code
-  17 RTI_RACE_CD                      RTI_RACE_CD                      CHAR       76     1 Research Triangle Institute (RTI) Race Code
-  18 BENE_ENTLMT_RSN_ORIG             OREC                             CHAR       77     1 Original Reason for Entitlement Code
-  19 BENE_ENTLMT_RSN_CURR             CREC                             CHAR       78     1 Current Reason for Entitlement Code
-  20 BENE_ESRD_IND                    ESRD_IND                         CHAR       79     1 ESRD Indicator
-  21 BENE_MDCR_STATUS_CD              MS_CD                            CHAR       80     2 Medicare Status Code
-  22 BENE_PTA_TRMNTN_CD               A_TRM_CD                         CHAR       82     1 Part A Termination Code
-  23 BENE_PTB_TRMNTN_CD               B_TRM_CD                         CHAR       83     1 Part B Termination Code
-  24 BENE_HI_CVRAGE_TOT_MONS          A_MO_CNT                         NUM        84     3 HI Coverage Count
-  25 BENE_SMI_CVRAGE_TOT_MONS         B_MO_CNT                         NUM        87     3 SMI Coverage Count
-  26 BENE_STATE_BUYIN_TOT_MONS        BUYIN_MO                         NUM        90     3 State Buy-In Coverage Count
-  27 BENE_HMO_CVRAGE_TOT_MONS         HMO_MO                           NUM        93     3 HMO Coverage Count
-  28 BENE_MDCR_ENTLMT_BUYIN_IND_01    BUYIN01                          CHAR       96     1 Medicare Entitlement/Buy-In Indicator I
-  29 BENE_MDCR_ENTLMT_BUYIN_IND_02    BUYIN02                          CHAR       97     1 Medicare Entitlement/Buy-In Indicator II
-  30 BENE_MDCR_ENTLMT_BUYIN_IND_03    BUYIN03                          CHAR       98     1 Medicare Entitlement/Buy-In Indicator III
-  31 BENE_MDCR_ENTLMT_BUYIN_IND_04    BUYIN04                          CHAR       99     1 Medicare Entitlement/Buy-In Indicator IV
-  32 BENE_MDCR_ENTLMT_BUYIN_IND_05    BUYIN05                          CHAR      100     1 Medicare Entitlement/Buy-In Indicator V
-  33 BENE_MDCR_ENTLMT_BUYIN_IND_06    BUYIN06                          CHAR      101     1 Medicare Entitlement/Buy-In Indicator VI
-  34 BENE_MDCR_ENTLMT_BUYIN_IND_07    BUYIN07                          CHAR      102     1 Medicare Entitlement/Buy-In Indicator VII
-  35 BENE_MDCR_ENTLMT_BUYIN_IND_08    BUYIN08                          CHAR      103     1 Medicare Entitlement/Buy-In Indicator VIII
-  36 BENE_MDCR_ENTLMT_BUYIN_IND_09    BUYIN09                          CHAR      104     1 Medicare Entitlement/Buy-In Indicator IX
-  37 BENE_MDCR_ENTLMT_BUYIN_IND_10    BUYIN10                          CHAR      105     1 Medicare Entitlement/Buy-In Indicator X
-  38 BENE_MDCR_ENTLMT_BUYIN_IND_11    BUYIN11                          CHAR      106     1 Medicare Entitlement/Buy-In Indicator XI
-  39 BENE_MDCR_ENTLMT_BUYIN_IND_12    BUYIN12                          CHAR      107     1 Medicare Entitlement/Buy-In Indicator XII
-  40 BENE_HMO_IND_01                  HMOIND01                         CHAR      108     1 HMO Indicator I
-  41 BENE_HMO_IND_02                  HMOIND02                         CHAR      109     1 HMO Indicator II
-  42 BENE_HMO_IND_03                  HMOIND03                         CHAR      110     1 HMO Indicator III
-  43 BENE_HMO_IND_04                  HMOIND04                         CHAR      111     1 HMO Indicator IV
-  44 BENE_HMO_IND_05                  HMOIND05                         CHAR      112     1 HMO Indicator V
-  45 BENE_HMO_IND_06                  HMOIND06                         CHAR      113     1 HMO Indicator VI
-  46 BENE_HMO_IND_07                  HMOIND07                         CHAR      114     1 HMO Indicator VII
-  47 BENE_HMO_IND_08                  HMOIND08                         CHAR      115     1 HMO Indicator VIII
-  48 BENE_HMO_IND_09                  HMOIND09                         CHAR      116     1 HMO Indicator IX
-  49 BENE_HMO_IND_10                  HMOIND10                         CHAR      117     1 HMO Indicator X
-  50 BENE_HMO_IND_11                  HMOIND11                         CHAR      118     1 HMO Indicator XI
-  51 BENE_HMO_IND_12                  HMOIND12                         CHAR      119     1 HMO Indicator XII
-
-Note: All DATE fields are written out in CCYYMMDD format.
-
-- End of Document
diff --git a/examples/with-postgres/medicare/data/3333/2014/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2014.fts b/examples/with-postgres/medicare/data/3333/2014/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2014.fts
deleted file mode 100644
index 46347e181..000000000
--- a/examples/with-postgres/medicare/data/3333/2014/mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXX_2014.fts
+++ /dev/null
@@ -1,116 +0,0 @@
-CMS CCW Extract File Summary
-
-Researcher: 012345678 - XXXXXXXXX
-
-Request #: 999999 - Statistical Models for Estimating Health Impact
-
-File Description: MBSF PART D ELIGIBILITY COMPONENTS SEGMENT
-
-Actual File Name: mbsf_d_cmpnts_resXXXXXXXX_reqXXXXXXXX_2014.dat
-
-Date Extracted: 01JAN99
-
-Format: Fixed Column ASCII
-
-Columns in File: 78
-
-Exact File Quantity (Rows): 1000000,867,603
-
-Exact File Record Length (Bytes in Variable Block): 218
-
-Exact File Size in Bytes with 512 Blocksize: 1000000,454,005,057
-
-SAS v8.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v8.sas
-
-SAS v6.x or Greater Compatible Read-In Program: mbsf_d_cmpnts_read_v6.sas
-
-Help: cmsdata@gdit.com, 1-888-888-8888
-
-Standard Layout Attached with Data Formatting:
-
-Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
-
-     Field                            Field                            Field         Fld.
-Fld. Long                             Short                            Generic Start Len.  Field
-No.  Name                             Name                             Format  Col.  w.d   Description
----- -------------------------------- -------------------------------- ------- ----- ----- --------------------------------------------------------------------------------
-   1 BENE_ID                          BENE_ID                          CHAR        1    15 Encrypted 723 Beneficiary ID (Unique Key)
-   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16     4 Beneficiary Enrollment Reference Year
-   3 CRDTBL_CVRG_SW                   CRDCOVSW                         CHAR       20     1 Creditable Coverage Switch
-   4 PLAN_CVRG_MOS_NUM                PLNCOVMO                         CHAR       21     2 Plan Coverage Months Number
-   5 RDS_CVRG_MOS_NUM                 RDSCOVMO                         CHAR       23     2 Retiree Drug Subsidy Coverage Months Number
-   6 DUAL_ELGBL_MOS_NUM               DUAL_MO                          CHAR       25     2 Dual Eligible Months Number
-   7 PTD_CNTRCT_ID_01                 CNTRCT01                         CHAR       27     5 Jan. Contract ID
-   8 PTD_CNTRCT_ID_02                 CNTRCT02                         CHAR       32     5 Feb. Contract ID
-   9 PTD_CNTRCT_ID_03                 CNTRCT03                         CHAR       37     5 Mar. Contract ID
-  10 PTD_CNTRCT_ID_04                 CNTRCT04                         CHAR       42     5 Apr. Contract ID
-  11 PTD_CNTRCT_ID_05                 CNTRCT05                         CHAR       47     5 May Contract ID
-  12 PTD_CNTRCT_ID_06                 CNTRCT06                         CHAR       52     5 Jun. Contract ID
-  13 PTD_CNTRCT_ID_07                 CNTRCT07                         CHAR       57     5 Jul. Contract ID
-  14 PTD_CNTRCT_ID_08                 CNTRCT08                         CHAR       62     5 Aug. Contract ID
-  15 PTD_CNTRCT_ID_09                 CNTRCT09                         CHAR       67     5 Sep. Contract ID
-  16 PTD_CNTRCT_ID_10                 CNTRCT10                         CHAR       72     5 Oct. Contract ID
-  17 PTD_CNTRCT_ID_11                 CNTRCT11                         CHAR       77     5 Nov. Contract ID
-  18 PTD_CNTRCT_ID_12                 CNTRCT12                         CHAR       82     5 Dec. Contract ID
-  19 PTD_PBP_ID_01                    PBPID01                          CHAR       87     3 Jan. Plan Benefit Package ID
-  20 PTD_PBP_ID_02                    PBPID02                          CHAR       90     3 Feb. Plan Benefit Package ID
-  21 PTD_PBP_ID_03                    PBPID03                          CHAR       93     3 Mar. Plan Benefit Package ID
-  22 PTD_PBP_ID_04                    PBPID04                          CHAR       96     3 Apr. Plan Benefit Package ID
-  23 PTD_PBP_ID_05                    PBPID05                          CHAR       99     3 May Plan Benefit Package ID
-  24 PTD_PBP_ID_06                    PBPID06                          CHAR      102     3 Jun. Plan Benefit Package ID
-  25 PTD_PBP_ID_07                    PBPID07                          CHAR      105     3 Jul. Plan Benefit Package ID
-  26 PTD_PBP_ID_08                    PBPID08                          CHAR      108     3 Aug. Plan Benefit Package ID
-  27 PTD_PBP_ID_09                    PBPID09                          CHAR      111     3 Sep. Plan Benefit Package ID
-  28 PTD_PBP_ID_10                    PBPID10                          CHAR      114     3 Oct. Plan Benefit Package ID
-  29 PTD_PBP_ID_11                    PBPID11                          CHAR      117     3 Nov. Plan Benefit Package ID
-  30 PTD_PBP_ID_12                    PBPID12                          CHAR      120     3 Dec. Plan Benefit Package ID
-  31 PTD_SGMT_ID_01                   SGMTID01                         CHAR      123     3 Jan. Segment ID
-  32 PTD_SGMT_ID_02                   SGMTID02                         CHAR      126     3 Feb. Segment ID
-  33 PTD_SGMT_ID_03                   SGMTID03                         CHAR      129     3 Mar. Segment ID
-  34 PTD_SGMT_ID_04                   SGMTID04                         CHAR      132     3 Apr. Segment ID
-  35 PTD_SGMT_ID_05                   SGMTID05                         CHAR      135     3 May Segment ID
-  36 PTD_SGMT_ID_06                   SGMTID06                         CHAR      138     3 Jun. Segment ID
-  37 PTD_SGMT_ID_07                   SGMTID07                         CHAR      141     3 Jul. Segment ID
-  38 PTD_SGMT_ID_08                   SGMTID08                         CHAR      144     3 Aug. Segment ID
-  39 PTD_SGMT_ID_09                   SGMTID09                         CHAR      147     3 Sep. Segment ID
-  40 PTD_SGMT_ID_10                   SGMTID10                         CHAR      150     3 Oct. Segment ID
-  41 PTD_SGMT_ID_11                   SGMTID11                         CHAR      153     3 Nov. Segment ID
-  42 PTD_SGMT_ID_12                   SGMTID12                         CHAR      156     3 Dec. Segment ID
-  43 CST_SHR_GRP_CD_01                CSTSHR01                         CHAR      159     2 Jan. Cost Share Group Code
-  44 CST_SHR_GRP_CD_02                CSTSHR02                         CHAR      161     2 Feb. Cost Share Group Code
-  45 CST_SHR_GRP_CD_03                CSTSHR03                         CHAR      163     2 Mar. Cost Share Group Code
-  46 CST_SHR_GRP_CD_04                CSTSHR04                         CHAR      165     2 Apr. Cost Share Group Code
-  47 CST_SHR_GRP_CD_05                CSTSHR05                         CHAR      167     2 May Cost Share Group Code
-  48 CST_SHR_GRP_CD_06                CSTSHR06                         CHAR      169     2 Jun. Cost Share Group Code
-  49 CST_SHR_GRP_CD_07                CSTSHR07                         CHAR      171     2 Jul. Cost Share Group Code
-  50 CST_SHR_GRP_CD_08                CSTSHR08                         CHAR      173     2 Aug. Cost Share Group Code
-  51 CST_SHR_GRP_CD_09                CSTSHR09                         CHAR      175     2 Sep. Cost Share Group Code
-  52 CST_SHR_GRP_CD_10                CSTSHR10                         CHAR      177     2 Oct. Cost Share Group Code
-  53 CST_SHR_GRP_CD_11                CSTSHR11                         CHAR      179     2 Nov. Cost Share Group Code
-  54 CST_SHR_GRP_CD_12                CSTSHR12                         CHAR      181     2 Dec. Cost Share Group Code
-  55 RDS_IND_01                       RDSIND01                         CHAR      183     1 Jan. RDS Code - Retiree Drug Subsidy Code
-  56 RDS_IND_02                       RDSIND02                         CHAR      184     1 Feb. RDS Code - Retiree Drug Subsidy Code
-  57 RDS_IND_03                       RDSIND03                         CHAR      185     1 Mar. RDS Code - Retiree Drug Subsidy Code
-  58 RDS_IND_04                       RDSIND04                         CHAR      186     1 Apr. RDS Code - Retiree Drug Subsidy Code
-  59 RDS_IND_05                       RDSIND05                         CHAR      187     1 May RDS Code - Retiree Drug Subsidy Code
-  60 RDS_IND_06                       RDSIND06                         CHAR      188     1 Jun. RDS Code - Retiree Drug Subsidy Code
-  61 RDS_IND_07                       RDSIND07                         CHAR      189     1 Jul. RDS Code - Retiree Drug Subsidy Code
-  62 RDS_IND_08                       RDSIND08                         CHAR      190     1 Aug. RDS Code - Retiree Drug Subsidy Code
-  63 RDS_IND_09                       RDSIND09                         CHAR      191     1 Sep. RDS Code - Retiree Drug Subsidy Code
-  64 RDS_IND_10                       RDSIND10                         CHAR      192     1 Oct. RDS Code - Retiree Drug Subsidy Code
-  65 RDS_IND_11                       RDSIND11                         CHAR      193     1 Nov. RDS Code - Retiree Drug Subsidy Code
-  66 RDS_IND_12                       RDSIND12                         CHAR      194     1 Dec. RDS Code - Retiree Drug Subsidy Code
-  67 DUAL_STUS_CD_01                  DUAL_01                          CHAR      195     2 Jan. Dual Status Code
-  68 DUAL_STUS_CD_02                  DUAL_02                          CHAR      197     2 Feb. Dual Status Code
-  69 DUAL_STUS_CD_03                  DUAL_03                          CHAR      199     2 Mar. Dual Status Code
-  70 DUAL_STUS_CD_04                  DUAL_04                          CHAR      201     2 Apr. Dual Status Code
-  71 DUAL_STUS_CD_05                  DUAL_05                          CHAR      203     2 May Dual Status Code
-  72 DUAL_STUS_CD_06                  DUAL_06                          CHAR      205     2 Jun. Dual Status Code
-  73 DUAL_STUS_CD_07                  DUAL_07                          CHAR      207     2 Jul. Dual Status Code
-  74 DUAL_STUS_CD_08                  DUAL_08                          CHAR      209     2 Aug. Dual Status Code
-  75 DUAL_STUS_CD_09                  DUAL_09                          CHAR      211     2 Sep. Dual Status Code
-  76 DUAL_STUS_CD_10                  DUAL_10                          CHAR      213     2 Oct. Dual Status Code
-  77 DUAL_STUS_CD_11                  DUAL_11                          CHAR      215     2 Nov. Dual Status Code
-  78 DUAL_STUS_CD_12                  DUAL_12                          CHAR      217     2 Dec. Dual Status Code
-
-- End of Document
diff --git a/examples/with-postgres/medicare/data/3333/2014/medpar_all_file_resXXXXXXXX_reqXXXXXX_2014.fts b/examples/with-postgres/medicare/data/3333/2014/medpar_all_file_resXXXXXXXX_reqXXXXXX_2014.fts
deleted file mode 100644
index 0f2f6f440..000000000
--- a/examples/with-postgres/medicare/data/3333/2014/medpar_all_file_resXXXXXXXX_reqXXXXXX_2014.fts
+++ /dev/null
@@ -1,421 +0,0 @@
-CMS CCW Extract File Summary
-
-Researcher: 012345678 - XXXXXXXXX
-
-Request #: 999999 - Statistical Models for Estimating Health Impact
-
-File Description: MEDPAR ALL FILE
-
-Actual File Name: medpar_all_file_resXXXXXXXX_reqXXXXXXXX_2014.dat
-
-Date Extracted: 01JAN99
-
-Format: Fixed Column ASCII
-
-Columns in File: 381
-
-Exact File Quantity (Rows): 1000000,482,215
-
-Exact File Record Length (Bytes in Variable Block): 1975
-
-Exact File Size in Bytes with 512 Blocksize: 1000000,568,856,840
-
-SAS v8.x or Greater Compatible Read-In Program: medpar_all_file_read_v8.sas
-
-SAS v6.x or Greater Compatible Read-In Program: medpar_all_file_read_v6.sas
-
-Help: cmsdata@gdit.com, 1-888-888-8888
-
-Standard Layout Attached with Data Formatting:
-
-Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
-
-     Field                            Field                            Field         Fld.
-Fld. Long                             Short                            Generic Start Len.  Field
-No.  Name                             Name                             Format  Col.  w.d   Description
----- -------------------------------- -------------------------------- ------- ----- ----- --------------------------------------------------------------------------------
-   1 BENE_ID                          BENE_ID                          CHAR        1    15 Encrypted 723 Beneficiary ID
-   2 MEDPAR_ID                        MEDPARID                         CHAR       16    15 Unique Key for CCW MedPAR Table
-   3 MEDPAR_YR_NUM                    MEDPAR_YR_NUM                    CHAR       31     4 Year of MedPAR Record
-   4 NCH_CLM_TYPE_CD                  CLM_TYPE                         CHAR       35     2 NCH Claim Type Code
-   5 BENE_IDENT_CD                    BIC                              CHAR       37     2 BIC reported on first claim included in stay
-   6 EQTBL_BIC_CD                     EQ_BIC                           CHAR       39     2 Equated BIC
-   7 BENE_AGE_CNT                     AGE_CNT                          NUM        41     4 Age as of Date of Admission.
-   8 BENE_SEX_CD                      SEX                              CHAR       45     1 Sex of Beneficiary
-   9 BENE_RACE_CD                     RACE                             CHAR       46     1 Race of Beneficiary
-  10 BENE_MDCR_STUS_CD                MS_CD                            CHAR       47     2 Reason for entitlement to Medicare benefits as of CLM_THRU_DT
-  11 BENE_RSDNC_SSA_STATE_CD          STATE_CD                         CHAR       49     2 SSA standard state code of a beneficiarys residence.
-  12 BENE_RSDNC_SSA_CNTY_CD           CNTY_CD                          CHAR       51     3 SSA standard county code of a beneficiarys residence.
-  13 BENE_MLG_CNTCT_ZIP_CD            BENE_ZIP                         CHAR       54     5 Zip code of the mailing address where the beneficiary may be contacted.
-  14 BENE_DSCHRG_STUS_CD              DSCHRGCD                         CHAR       59     1 Code identifying status of patient as of CLM_THRU_DT
-  15 FICARR_IDENT_NUM                 FICARR                           CHAR       60     5 Intermediary processor identification
-  16 WRNG_IND_CD                      WRNGCD                           CHAR       65    18 Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay prcss
-  17 GHO_PD_CD                        GHOPDCD                          CHAR       83     1 Code indicating whether or not GHO has paid provider for claim(s)
-  18 PPS_IND_CD                       PPS_IND                          CHAR       84     1 Code indicating whether or not facility is being paid under PPS
-  19 ORG_NPI_NUM                      ORGNPINM                         CHAR       85    10 Organization NPI Number
-  20 PRVDR_NUM                        PRVDRNUM                         CHAR       95    10 MEDPAR Provider Number
-  21 PRVDR_NUM_SPCL_UNIT_CD           SPCLUNIT                         CHAR      105     1 Special num system code for hosp units that are PPS/SNF SB dsgntn excl.
-  22 SS_LS_SNF_IND_CD                 SSLSSNF                          CHAR      106     1 Code indicating whether stay is short stay, long stay, or SNF
-  23 ACTV_XREF_IND                    ACTV_XREF_IND                    CHAR      107     1 Active Cross-Refference Indicator
-  24 SLCT_RSN_CD                      SLCT_RSN_CD                      CHAR      108     1 Specifies whether this record is a case or control record.
-  25 STAY_FINL_ACTN_CLM_CNT           FACLMCNT                         NUM       109     5 Claims (final action) included in stay
-  26 LTST_CLM_ACRTN_DT                ACRTNDT                          DATE      114     8 Date latest claim incl in stay accreted to bene mstr rec at the CWF host
-  27 BENE_MDCR_BNFT_EXHST_DT          EXHST_DT                         DATE      122     8 Last date beneficiary had Medicare coverage
-  28 SNF_QUALN_FROM_DT                QLFYFROM                         DATE      130     8 Beginning date of beneficiarys qualifying stay
-  29 SNF_QUALN_THRU_DT                QLFYTHRU                         DATE      138     8 Ending date of beneficiarys qualifying stay
-  30 SRC_IP_ADMSN_CD                  SRC_ADMS                         CHAR      146     1 Admssn to an Inp facility or, for newborn admssn, type of delivery code
-  31 IP_ADMSN_TYPE_CD                 TYPE_ADM                         CHAR      147     1 Type and priority of benes admission to facility for Inp hosp stay code
-  32 ADMSN_DAY_CD                     ADMSNDAY                         CHAR      148     1 Code indicating day of week beneficiary was admitted to facility.
-  33 ADMSN_DT                         ADMSNDT                          DATE      149     8 Date beneficiary admitted for Inpatient care or date care started
-  34 DSCHRG_DT                        DSCHRGDT                         DATE      157     8 Date beneficiary was discharged or died
-  35 DSCHRG_DSTNTN_CD                 DSTNTNCD                         CHAR      165     2 Destination upon discharge from facility code
-  36 CVRD_LVL_CARE_THRU_DT            CVRLVLDT                         DATE      167     8 Date covered level of care ended in a SNF
-  37 BENE_DEATH_DT                    DEATHDT                          DATE      175     8 Date beneficiary died
-  38 BENE_DEATH_DT_VRFY_CD            DEATHCD                          CHAR      183     1 Death Date Verification Code
-  39 ADMSN_DEATH_DAY_CNT              DEATHDAY                         NUM       184     7 Days from date admitted to facility to date of death
-  40 INTRNL_USE_SSI_IND_CD            SSICD                            CHAR      191     1 MEDPAR Internal Use SSI Indicator Code
-  41 INTRNL_USE_SSI_DAY_CNT           SSIDAY                           NUM       192     7 MEDPAR Internal Use SSI Day Count
-  42 INTRNL_USE_SSI_DATA              INTRNL_USE_SSI_DATA              CHAR      199     1 Internal Use SSI Data
-  43 INTRNL_USE_IPSB_CD               IPSBCD                           CHAR      200     3 For internal Use Only. IPSB Code
-  44 INTRNL_USE_FIL_DT_CD             FILDTCD                          CHAR      203     1 For internal use only.  Fiscal year/calendar year segments.
-  45 INTRNL_USE_SMPL_SIZE_CD          SMPLSIZE                         CHAR      204     1 For internal use.  MEDPAR sample size.
-  46 LOS_DAY_CNT                      LOSCNT                           NUM       205     7 Days of beneficiarys stay in a hospital/SNF
-  47 OUTLIER_DAY_CNT                  OUTLRDAY                         NUM       212     5 Days paid as outliers (either day or cost) under PPS beyond DRG threshld
-  48 UTLZTN_DAY_CNT                   UTIL_DAY                         NUM       217     7 Covered days of care chargeable to Medicare utilization for stay
-  49 TOT_COINSRNC_DAY_CNT             COIN_DAY                         NUM       224     5 MEDPAR Beneficiary Total Coinsurance Day Count
-  50 BENE_LRD_USE_CNT                 LRD_USE                          NUM       229     5 Lifetime reserve days (LRD) used by beneficiary for stay
-  51 BENE_PTA_COINSRNC_AMT            COIN_AMT                         NUM       234    10 Beneficiarys liability for part A coinsurance for stay ($)
-  52 BENE_IP_DDCTBL_AMT               DED_AMT                          NUM       244    10 Beneficiarys liability for stay ($)
-  53 BENE_BLOOD_DDCTBL_AMT            BLDDEDAM                         NUM       254    10 Beneficiarys liability for blood deductible for stay ($)
-  54 BENE_PRMRY_PYR_CD                PRPAY_CD                         CHAR      264     1 Primary payer responsibility code
-  55 BENE_PRMRY_PYR_AMT               PRPAYAMT                         NUM       265    10 Primry payer other than Medicare for covered Medicare chrgs for stay ($)
-  56 DRG_CD                           DRG_CD                           CHAR      275     3 DRG Code
-  57 DRG_OUTLIER_STAY_CD              OUTLR_CD                         CHAR      278     1 Cost or Day Outlier code
-  58 DRG_OUTLIER_PMT_AMT              OUTLRAMT                         NUM       279    10 Addtnl approved due to outlier situation over DRG allowance for stay ($)
-  59 DRG_PRICE_AMT                    DRGPRICE                         NUM       289    10 Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd ($)
-  60 IP_DSPRPRTNT_SHR_AMT             DISP_SHR                         NUM       299    10 Over the DRG amount for disproportionate share hospital for stay ($)
-  61 IME_AMT                          IME_AMT                          NUM       309    10 Additional payment made to teaching hospitals for IME for stay ($)
-  62 PASS_THRU_AMT                    PASSTHRU                         NUM       319    10 Total of all claim pass thru for stay ($)
-  63 TOT_PPS_CPTL_AMT                 PPS_CPTL                         NUM       329    10 Total payable for capital PPS ($)
-  64 IP_LOW_VOL_PYMT_AMT              IP_LOW_VOL_PYMT_AMT              NUM       339    10 Inpatient Low Volume Payment Amount.
-  65 TOT_CHRG_AMT                     TOTCHRG                          NUM       349    10 Total all charges for all srvcs provided to beneficiary for stay ($)
-  66 TOT_CVR_CHRG_AMT                 CVRCHRG                          NUM       359    10 Portion of total charges covered by Medicare for stay ($)
-  67 MDCR_PMT_AMT                     PMT_AMT                          NUM       369    10 Amt of payment from Medicare trust fund for srvcs covered by claim ($)
-  68 ACMDTNS_TOT_CHRG_AMT             ACMDTNS                          NUM       379    10 Total charge for all accommodations related to beneficiarys stay ($)
-  69 DPRTMNTL_TOT_CHRG_AMT            DPRTMNTL                         NUM       389    10 Total charge for all ancillary depts related to beneficiarys stay ($)
-  70 PRVT_ROOM_DAY_CNT                PRVTDAY                          NUM       399     5 Private room days used by beneficiary for stay
-  71 SEMIPRVT_ROOM_DAY_CNT            SPRVTDAY                         NUM       404     5 Semi-private room days used by beneficiary for stay
-  72 WARD_DAY_CNT                     WARDDAY                          NUM       409     5 Ward days used by beneficiary for stay
-  73 INTNSV_CARE_DAY_CNT              ICARECNT                         NUM       414     5 Intensive care days used by beneficiary for stay
-  74 CRNRY_CARE_DAY_CNT               CRNRYDAY                         NUM       419     5 Coronary care days used by beneficiary for stay
-  75 PRVT_ROOM_CHRG_AMT               PRVTAMT                          NUM       424    10 Private room accommodations related to beneficiarys stay ($)
-  76 SEMIPRVT_ROOM_CHRG_AMT           SPRVTAMT                         NUM       434    10 Semi-private room accommodations related to beneficiarys stay ($)
-  77 WARD_CHRG_AMT                    WARDAMT                          NUM       444    10 Ward accommodations related to beneficiarys stay ($)
-  78 INTNSV_CARE_CHRG_AMT             ICAREAMT                         NUM       454    10 Intensive care accommodations related to beneficiarys stay ($)
-  79 CRNRY_CARE_CHRG_AMT              CRNRYAMT                         NUM       464    10 Coronary care accommodations related to beneficiarys stay ($)
-  80 OTHR_SRVC_CHRG_AMT               OTHRAMT                          NUM       474    10 Other services related to beneficiarys stay ($)
-  81 PHRMCY_CHRG_AMT                  PHRMCAMT                         NUM       484    10 Pharmaceutical costs related to beneficiarys stay ($)
-  82 MDCL_SUPLY_CHRG_AMT              SUPLYAMT                         NUM       494    10 Medical/surgical supplies related to beneficiarys stay ($)
-  83 DME_CHRG_AMT                     DME_AMT                          NUM       504    10 DME related to beneficiarys stay ($)
-  84 USED_DME_CHRG_AMT                UDME_AMT                         NUM       514    10 Used DME related to beneficiarys stay ($)
-  85 PHYS_THRPY_CHRG_AMT              PHYTHAMT                         NUM       524    10 Physical therapy services provided during beneficiarys stay ($)
-  86 OCPTNL_THRPY_CHRG_AMT            OCPTLAMT                         NUM       534    10 Occupational therapy services provided during beneficiarys stay ($)
-  87 SPCH_PTHLGY_CHRG_AMT             SPCH_AMT                         NUM       544    10 Speech pathology services provided during beneficiarys stay ($)
-  88 INHLTN_THRPY_CHRG_AMT            INHLTAMT                         NUM       554    10 Inhalation therapy services provided during beneficiarys stay ($)
-  89 BLOOD_CHRG_AMT                   BLOODAMT                         NUM       564    10 Blood provided during beneficiarys stay ($)
-  90 BLOOD_ADMIN_CHRG_AMT             BLDADMIN                         NUM       574    10 Blood storage and processing related to beneficiarys stay ($)
-  91 BLOOD_PT_FRNSH_QTY               BLDFRNSH                         NUM       584     5 Quantity of blood (whole pints) furnished to beneficiary during stay
-  92 OPRTG_ROOM_CHRG_AMT              OROOMAMT                         NUM       589    10 OR, recovery rm, and labor rm delivery used by bene during stay ($)
-  93 LTHTRPSY_CHRG_AMT                LTHTRPSY                         NUM       599    10 Lithotripsy services provided during beneficiarys stay ($)
-  94 CRDLGY_CHRG_AMT                  CRDLGY                           NUM       609    10 Cardiology services and ECG(s) provided during beneficiarys stay ($)
-  95 ANSTHSA_CHRG_AMT                 ANSTHSA                          NUM       619    10 Anesthesia services provided during beneficiarys stay ($)
-  96 LAB_CHRG_AMT                     LAB_AMT                          NUM       629    10 Laboratory costs related to beneficiarys stay ($)
-  97 RDLGY_CHRG_AMT                   RDLGYAMT                         NUM       639    10 Radiology costs (excluding MRI) related to a beneficiarys stay ($)
-  98 MRI_CHRG_AMT                     MRI_AMT                          NUM       649    10 MRI services provided during beneficiarys stay ($)
-  99 OP_SRVC_CHRG_AMT                 OPSRVC                           NUM       659    10 Outpatient services provided during beneficiarys stay ($)
- 100 ER_CHRG_AMT                      ER_AMT                           NUM       669    10 Emergency room services provided during beneficiarys stay ($)
- 101 AMBLNC_CHRG_AMT                  AMBLNC                           NUM       679    10 Ambulance services related to beneficiarys stay ($)
- 102 PROFNL_FEES_CHRG_AMT             PROFFEES                         NUM       689    10 Professional fees related to beneficiarys stay ($)
- 103 ORGN_ACQSTN_CHRG_AMT             ORGNAMT                          NUM       699    10 Organ acquisition or oth donor bank srvcs related to benes stay ($)
- 104 ESRD_REV_SETG_CHRG_AMT           ESRDSETG                         NUM       709    10 ESRD services related to beneficiarys stay ($)
- 105 CLNC_VISIT_CHRG_AMT              CLNC_AMT                         NUM       719    10 Clinic visits related to beneficiarys stay ($)
- 106 ICU_IND_CD                       ICUINDCD                         CHAR      729     1 ICU type code
- 107 CRNRY_CARE_IND_CD                CRNRY_CD                         CHAR      730     1 Coronary care unit type code
- 108 PHRMCY_IND_CD                    PHRMCYCD                         CHAR      731     1 Drugs type code
- 109 TRNSPLNT_IND_CD                  TRNSPLNT                         CHAR      732     1 Organ transplant code
- 110 RDLGY_ONCLGY_IND_SW              ONCLGYSW                         CHAR      733     1 Radiology oncology services indicator
- 111 RDLGY_DGNSTC_IND_SW              DGNSTCSW                         CHAR      734     1 Radiology diagnostic services indicator
- 112 RDLGY_THRPTC_IND_SW              THRPTCSW                         CHAR      735     1 Radiology therapeutic services indicator
- 113 RDLGY_NUCLR_MDCN_IND_SW          NUCLR_SW                         CHAR      736     1 Radiology nuclear medicine services indicator
- 114 RDLGY_CT_SCAN_IND_SW             CTSCANSW                         CHAR      737     1 Radiology computed tomographic (CT) scan services indicator
- 115 RDLGY_OTHR_IMGNG_IND_SW          IMGNG_SW                         CHAR      738     1 Radiology other imaging services indicator
- 116 OP_SRVC_IND_CD                   OPSRVCCD                         CHAR      739     1 Outpatient services/ambulatory surgical care code
- 117 ORGN_ACQSTN_IND_CD               ORGNCD                           CHAR      740     2 Organ acquisition type code
- 118 ESRD_COND_CD                     ESRD_CD                          CHAR      742     2 ESRD condition code
- 119 ESRD_SETG_IND_1_CD               ESRDSTG1                         CHAR      744     2 Dialysis type code I
- 120 ESRD_SETG_IND_2_CD               ESRDSTG2                         CHAR      746     2 Dialysis type code II
- 121 ESRD_SETG_IND_3_CD               ESRDSTG3                         CHAR      748     2 Dialysis type code III
- 122 ESRD_SETG_IND_4_CD               ESRDSTG4                         CHAR      750     2 Dialysis type code IV
- 123 ESRD_SETG_IND_5_CD               ESRDSTG5                         CHAR      752     2 Dialysis type code V
- 124 ADMTG_DGNS_CD                    AD_DGNS                          CHAR      754     7 Initial diagnosis at time of admission
- 125 ADMTG_DGNS_VRSN_CD               ADMTG_DGNS_VRSN_CD               CHAR      761     1 MEDPAR Admitting Diagnosis Version Code
- 126 DGNS_CD_CNT                      DGNSCNT                          NUM       762     3 Diagnosis codes included in stay
- 127 DGNS_VRSN_CD                     DGNS_VRSN_CD                     CHAR      765     1 Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier Version)
- 128 DGNS_VRSN_CD_1                   DGNS_VRSN_CD_1                   CHAR      766     1 Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 129 DGNS_VRSN_CD_2                   DGNS_VRSN_CD_2                   CHAR      767     1 Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 130 DGNS_VRSN_CD_3                   DGNS_VRSN_CD_3                   CHAR      768     1 Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 131 DGNS_VRSN_CD_4                   DGNS_VRSN_CD_4                   CHAR      769     1 Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 132 DGNS_VRSN_CD_5                   DGNS_VRSN_CD_5                   CHAR      770     1 Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 133 DGNS_VRSN_CD_6                   DGNS_VRSN_CD_6                   CHAR      771     1 Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 134 DGNS_VRSN_CD_7                   DGNS_VRSN_CD_7                   CHAR      772     1 Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 135 DGNS_VRSN_CD_8                   DGNS_VRSN_CD_8                   CHAR      773     1 Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 136 DGNS_VRSN_CD_9                   DGNS_VRSN_CD_9                   CHAR      774     1 Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 137 DGNS_VRSN_CD_10                  DGNS_VRSN_CD_10                  CHAR      775     1 Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 138 DGNS_VRSN_CD_11                  DGNS_VRSN_CD_11                  CHAR      776     1 Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 139 DGNS_VRSN_CD_12                  DGNS_VRSN_CD_12                  CHAR      777     1 Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 140 DGNS_VRSN_CD_13                  DGNS_VRSN_CD_13                  CHAR      778     1 Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 141 DGNS_VRSN_CD_14                  DGNS_VRSN_CD_14                  CHAR      779     1 Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 142 DGNS_VRSN_CD_15                  DGNS_VRSN_CD_15                  CHAR      780     1 Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 143 DGNS_VRSN_CD_16                  DGNS_VRSN_CD_16                  CHAR      781     1 Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 144 DGNS_VRSN_CD_17                  DGNS_VRSN_CD_17                  CHAR      782     1 Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 145 DGNS_VRSN_CD_18                  DGNS_VRSN_CD_18                  CHAR      783     1 Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 146 DGNS_VRSN_CD_19                  DGNS_VRSN_CD_19                  CHAR      784     1 Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 147 DGNS_VRSN_CD_20                  DGNS_VRSN_CD_20                  CHAR      785     1 Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 148 DGNS_VRSN_CD_21                  DGNS_VRSN_CD_21                  CHAR      786     1 Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 149 DGNS_VRSN_CD_22                  DGNS_VRSN_CD_22                  CHAR      787     1 Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 150 DGNS_VRSN_CD_23                  DGNS_VRSN_CD_23                  CHAR      788     1 Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 151 DGNS_VRSN_CD_24                  DGNS_VRSN_CD_24                  CHAR      789     1 Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 152 DGNS_VRSN_CD_25                  DGNS_VRSN_CD_25                  CHAR      790     1 Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 153 DGNS_1_CD                        DGNSCD1                          CHAR      791     7 Primary ICD-9-CM code
- 154 DGNS_2_CD                        DGNSCD2                          CHAR      798     7 ICD-9-CM Diagnosis code II
- 155 DGNS_3_CD                        DGNSCD3                          CHAR      805     7 ICD-9-CM Diagnosis code III
- 156 DGNS_4_CD                        DGNSCD4                          CHAR      812     7 ICD-9-CM Diagnosis code IV
- 157 DGNS_5_CD                        DGNSCD5                          CHAR      819     7 ICD-9-CM Diagnosis code V
- 158 DGNS_6_CD                        DGNSCD6                          CHAR      826     7 ICD-9-CM Diagnosis code VI
- 159 DGNS_7_CD                        DGNSCD7                          CHAR      833     7 ICD-9-CM Diagnosis code VII
- 160 DGNS_8_CD                        DGNSCD8                          CHAR      840     7 ICD-9-CM Diagnosis code VIII
- 161 DGNS_9_CD                        DGNSCD9                          CHAR      847     7 ICD-9-CM Diagnosis code IX
- 162 DGNS_10_CD                       DGNSCD10                         CHAR      854     7 ICD-9-CM Diagnosis code X
- 163 DGNS_11_CD                       DGNSCD11                         CHAR      861     7 ICD-9-CM Diagnosis code XI
- 164 DGNS_12_CD                       DGNSCD12                         CHAR      868     7 ICD-9-CM Diagnosis code XII
- 165 DGNS_13_CD                       DGNSCD13                         CHAR      875     7 ICD-9-CM Diagnosis code XIII
- 166 DGNS_14_CD                       DGNSCD14                         CHAR      882     7 ICD-9-CM Diagnosis code XIV
- 167 DGNS_15_CD                       DGNSCD15                         CHAR      889     7 ICD-9-CM Diagnosis code XV
- 168 DGNS_16_CD                       DGNSCD16                         CHAR      896     7 ICD-9-CM Diagnosis code XVI
- 169 DGNS_17_CD                       DGNSCD17                         CHAR      903     7 ICD-9-CM Diagnosis code XVII
- 170 DGNS_18_CD                       DGNSCD18                         CHAR      910     7 ICD-9-CM Diagnosis code XVIII
- 171 DGNS_19_CD                       DGNSCD19                         CHAR      917     7 ICD-9-CM Diagnosis code XIX
- 172 DGNS_20_CD                       DGNSCD20                         CHAR      924     7 ICD-9-CM Diagnosis code XX
- 173 DGNS_21_CD                       DGNSCD21                         CHAR      931     7 ICD-9-CM Diagnosis code XXI
- 174 DGNS_22_CD                       DGNSCD22                         CHAR      938     7 ICD-9-CM Diagnosis code XXII
- 175 DGNS_23_CD                       DGNSCD23                         CHAR      945     7 ICD-9-CM Diagnosis code XXIII
- 176 DGNS_24_CD                       DGNSCD24                         CHAR      952     7 ICD-9-CM Diagnosis code XXIV
- 177 DGNS_25_CD                       DGNSCD25                         CHAR      959     7 ICD-9-CM Diagnosis code XXV
- 178 DGNS_POA_CD                      DGNS_POA                         CHAR      966    10 Diagnosis Code POA Array
- 179 POA_DGNS_CD_CNT                  POA_DGNS_CD_CNT                  NUM       976     3 MEDPAR Claim Present on Admission Diagnosis Code Count
- 180 POA_DGNS_1_IND_CD                POA_DGNS_1_IND_CD                CHAR      979     1 Diagnosis Present on Admission Indicator 1
- 181 POA_DGNS_2_IND_CD                POA_DGNS_2_IND_CD                CHAR      980     1 Diagnosis Present on Admission Indicator 2
- 182 POA_DGNS_3_IND_CD                POA_DGNS_3_IND_CD                CHAR      981     1 Diagnosis Present on Admission Indicator 3
- 183 POA_DGNS_4_IND_CD                POA_DGNS_4_IND_CD                CHAR      982     1 Diagnosis Present on Admission Indicator 4
- 184 POA_DGNS_5_IND_CD                POA_DGNS_5_IND_CD                CHAR      983     1 Diagnosis Present on Admission Indicator 5
- 185 POA_DGNS_6_IND_CD                POA_DGNS_6_IND_CD                CHAR      984     1 Diagnosis Present on Admission Indicator 6
- 186 POA_DGNS_7_IND_CD                POA_DGNS_7_IND_CD                CHAR      985     1 Diagnosis Present on Admission Indicator 7
- 187 POA_DGNS_8_IND_CD                POA_DGNS_8_IND_CD                CHAR      986     1 Diagnosis Present on Admission Indicator 8
- 188 POA_DGNS_9_IND_CD                POA_DGNS_9_IND_CD                CHAR      987     1 Diagnosis Present on Admission Indicator 9
- 189 POA_DGNS_10_IND_CD               POA_DGNS_10_IND_CD               CHAR      988     1 Diagnosis Present on Admission Indicator 10
- 190 POA_DGNS_11_IND_CD               POA_DGNS_11_IND_CD               CHAR      989     1 Diagnosis Present on Admission Indicator 11
- 191 POA_DGNS_12_IND_CD               POA_DGNS_12_IND_CD               CHAR      990     1 Diagnosis Present on Admission Indicator 12
- 192 POA_DGNS_13_IND_CD               POA_DGNS_13_IND_CD               CHAR      991     1 Diagnosis Present on Admission Indicator 13
- 193 POA_DGNS_14_IND_CD               POA_DGNS_14_IND_CD               CHAR      992     1 Diagnosis Present on Admission Indicator 14
- 194 POA_DGNS_15_IND_CD               POA_DGNS_15_IND_CD               CHAR      993     1 Diagnosis Present on Admission Indicator 15
- 195 POA_DGNS_16_IND_CD               POA_DGNS_16_IND_CD               CHAR      994     1 Diagnosis Present on Admission Indicator 16
- 196 POA_DGNS_17_IND_CD               POA_DGNS_17_IND_CD               CHAR      995     1 Diagnosis Present on Admission Indicator 17
- 197 POA_DGNS_18_IND_CD               POA_DGNS_18_IND_CD               CHAR      996     1 Diagnosis Present on Admission Indicator 18
- 198 POA_DGNS_19_IND_CD               POA_DGNS_19_IND_CD               CHAR      997     1 Diagnosis Present on Admission Indicator 19
- 199 POA_DGNS_20_IND_CD               POA_DGNS_20_IND_CD               CHAR      998     1 Diagnosis Present on Admission Indicator 20
- 200 POA_DGNS_21_IND_CD               POA_DGNS_21_IND_CD               CHAR      999     1 Diagnosis Present on Admission Indicator 21
- 201 POA_DGNS_22_IND_CD               POA_DGNS_22_IND_CD               CHAR     1000     1 Diagnosis Present on Admission Indicator 22
- 202 POA_DGNS_23_IND_CD               POA_DGNS_23_IND_CD               CHAR     1001     1 Diagnosis Present on Admission Indicator 23
- 203 POA_DGNS_24_IND_CD               POA_DGNS_24_IND_CD               CHAR     1002     1 Diagnosis Present on Admission Indicator 24
- 204 POA_DGNS_25_IND_CD               POA_DGNS_25_IND_CD               CHAR     1003     1 Diagnosis Present on Admission Indicator 25
- 205 DGNS_E_CD_CNT                    DGNS_E_CD_CNT                    NUM      1004     3 MEDPAR Diagnosis E Code Count
- 206 DGNS_E_VRSN_CD                   DGNS_E_VRSN_CD                   CHAR     1007     1 MEDPAR Diagnosis E Version Code (Earlier Version)
- 207 DGNS_E_VRSN_CD_1                 DGNS_E_VRSN_CD_1                 CHAR     1008     1 MEDPAR Diagnosis E Version Code 01
- 208 DGNS_E_VRSN_CD_2                 DGNS_E_VRSN_CD_2                 CHAR     1009     1 MEDPAR Diagnosis E Version Code 02
- 209 DGNS_E_VRSN_CD_3                 DGNS_E_VRSN_CD_3                 CHAR     1010     1 MEDPAR Diagnosis E Version Code 03
- 210 DGNS_E_VRSN_CD_4                 DGNS_E_VRSN_CD_4                 CHAR     1011     1 MEDPAR Diagnosis E Version Code 04
- 211 DGNS_E_VRSN_CD_5                 DGNS_E_VRSN_CD_5                 CHAR     1012     1 MEDPAR Diagnosis E Version Code 05
- 212 DGNS_E_VRSN_CD_6                 DGNS_E_VRSN_CD_6                 CHAR     1013     1 MEDPAR Diagnosis E Version Code 06
- 213 DGNS_E_VRSN_CD_7                 DGNS_E_VRSN_CD_7                 CHAR     1014     1 MEDPAR Diagnosis E Version Code 07
- 214 DGNS_E_VRSN_CD_8                 DGNS_E_VRSN_CD_8                 CHAR     1015     1 MEDPAR Diagnosis E Version Code 08
- 215 DGNS_E_VRSN_CD_9                 DGNS_E_VRSN_CD_9                 CHAR     1016     1 MEDPAR Diagnosis E Version Code 09
- 216 DGNS_E_VRSN_CD_10                DGNS_E_VRSN_CD_10                CHAR     1017     1 MEDPAR Diagnosis E Version Code 10
- 217 DGNS_E_VRSN_CD_11                DGNS_E_VRSN_CD_11                CHAR     1018     1 MEDPAR Diagnosis E Version Code 11
- 218 DGNS_E_VRSN_CD_12                DGNS_E_VRSN_CD_12                CHAR     1019     1 MEDPAR Diagnosis E Version Code 12
- 219 DGNS_E_1_CD                      DGNS_E_1_CD                      CHAR     1020     7 E Diagnosis Code  1 - Extrnl cause of injury, poisoning, or oth adverse effect
- 220 DGNS_E_2_CD                      DGNS_E_2_CD                      CHAR     1027     7 E Diagnosis Code  2 - Extrnl cause of injury, poisoning, or oth adverse effect
- 221 DGNS_E_3_CD                      DGNS_E_3_CD                      CHAR     1034     7 E Diagnosis Code  3 - Extrnl cause of injury, poisoning, or oth adverse effect
- 222 DGNS_E_4_CD                      DGNS_E_4_CD                      CHAR     1041     7 E Diagnosis Code  4 - Extrnl cause of injury, poisoning, or oth adverse effect
- 223 DGNS_E_5_CD                      DGNS_E_5_CD                      CHAR     1048     7 E Diagnosis Code  5 - Extrnl cause of injury, poisoning, or oth adverse effect
- 224 DGNS_E_6_CD                      DGNS_E_6_CD                      CHAR     1055     7 E Diagnosis Code  6 - Extrnl cause of injury, poisoning, or oth adverse effect
- 225 DGNS_E_7_CD                      DGNS_E_7_CD                      CHAR     1062     7 E Diagnosis Code  7 - Extrnl cause of injury, poisoning, or oth adverse effect
- 226 DGNS_E_8_CD                      DGNS_E_8_CD                      CHAR     1069     7 E Diagnosis Code  8 - Extrnl cause of injury, poisoning, or oth adverse effect
- 227 DGNS_E_9_CD                      DGNS_E_9_CD                      CHAR     1076     7 E Diagnosis Code  9 - Extrnl cause of injury, poisoning, or oth adverse effect
- 228 DGNS_E_10_CD                     DGNS_E_10_CD                     CHAR     1083     7 E Diagnosis Code  10 - Extrnl cause of injury, poisoning, or oth adverse effect
- 229 DGNS_E_11_CD                     DGNS_E_11_CD                     CHAR     1090     7 E Diagnosis Code  11 - Extrnl cause of injury, poisoning, or oth adverse effect
- 230 DGNS_E_12_CD                     DGNS_E_12_CD                     CHAR     1097     7 E Diagnosis Code  12 - Extrnl cause of injury, poisoning, or oth adverse effect
- 231 POA_DGNS_E_CD_CNT                POA_DGNS_E_CD_CNT                NUM      1104     3 MEDPAR Claim Present on Admission Diagnosis E Code Count
- 232 POA_DGNS_E_1_IND_CD              POA_DGNS_E_1_IND_CD              CHAR     1107     1 Diagnosis E Code Present on Admission Indicator 1
- 233 POA_DGNS_E_2_IND_CD              POA_DGNS_E_2_IND_CD              CHAR     1108     1 Diagnosis E Code Present on Admission Indicator 2
- 234 POA_DGNS_E_3_IND_CD              POA_DGNS_E_3_IND_CD              CHAR     1109     1 Diagnosis E Code Present on Admission Indicator 3
- 235 POA_DGNS_E_4_IND_CD              POA_DGNS_E_4_IND_CD              CHAR     1110     1 Diagnosis E Code Present on Admission Indicator 4
- 236 POA_DGNS_E_5_IND_CD              POA_DGNS_E_5_IND_CD              CHAR     1111     1 Diagnosis E Code Present on Admission Indicator 5
- 237 POA_DGNS_E_6_IND_CD              POA_DGNS_E_6_IND_CD              CHAR     1112     1 Diagnosis E Code Present on Admission Indicator 6
- 238 POA_DGNS_E_7_IND_CD              POA_DGNS_E_7_IND_CD              CHAR     1113     1 Diagnosis E Code Present on Admission Indicator 7
- 239 POA_DGNS_E_8_IND_CD              POA_DGNS_E_8_IND_CD              CHAR     1114     1 Diagnosis E Code Present on Admission Indicator 8
- 240 POA_DGNS_E_9_IND_CD              POA_DGNS_E_9_IND_CD              CHAR     1115     1 Diagnosis E Code Present on Admission Indicator 9
- 241 POA_DGNS_E_10_IND_CD             POA_DGNS_E_10_IND_CD             CHAR     1116     1 Diagnosis E Code Present on Admission Indicator 10
- 242 POA_DGNS_E_11_IND_CD             POA_DGNS_E_11_IND_CD             CHAR     1117     1 Diagnosis E Code Present on Admission Indicator 11
- 243 POA_DGNS_E_12_IND_CD             POA_DGNS_E_12_IND_CD             CHAR     1118     1 Diagnosis E Code Present on Admission Indicator 12
- 244 SRGCL_PRCDR_IND_SW               PRCDRSW                          CHAR     1119     1 Surgical procedures indicator
- 245 SRGCL_PRCDR_CD_CNT               PRCDRCNT                         NUM      1120     3 Surgical procedure codes included in stay
- 246 SRGCL_PRCDR_VRSN_CD              SRGCL_PRCDR_VRSN_CD              CHAR     1123     1 MEDPAR Surgical Procedure Version Code  (Earlier Version)
- 247 SRGCL_PRCDR_VRSN_CD_1            SRGCL_PRCDR_VRSN_CD_1            CHAR     1124     1 MEDPAR Surgical Procedure Version Code 01
- 248 SRGCL_PRCDR_VRSN_CD_2            SRGCL_PRCDR_VRSN_CD_2            CHAR     1125     1 MEDPAR Surgical Procedure Version Code 02
- 249 SRGCL_PRCDR_VRSN_CD_3            SRGCL_PRCDR_VRSN_CD_3            CHAR     1126     1 MEDPAR Surgical Procedure Version Code 03
- 250 SRGCL_PRCDR_VRSN_CD_4            SRGCL_PRCDR_VRSN_CD_4            CHAR     1127     1 MEDPAR Surgical Procedure Version Code 04
- 251 SRGCL_PRCDR_VRSN_CD_5            SRGCL_PRCDR_VRSN_CD_5            CHAR     1128     1 MEDPAR Surgical Procedure Version Code 05
- 252 SRGCL_PRCDR_VRSN_CD_6            SRGCL_PRCDR_VRSN_CD_6            CHAR     1129     1 MEDPAR Surgical Procedure Version Code 06
- 253 SRGCL_PRCDR_VRSN_CD_7            SRGCL_PRCDR_VRSN_CD_7            CHAR     1130     1 MEDPAR Surgical Procedure Version Code 07
- 254 SRGCL_PRCDR_VRSN_CD_8            SRGCL_PRCDR_VRSN_CD_8            CHAR     1131     1 MEDPAR Surgical Procedure Version Code 08
- 255 SRGCL_PRCDR_VRSN_CD_9            SRGCL_PRCDR_VRSN_CD_9            CHAR     1132     1 MEDPAR Surgical Procedure Version Code 09
- 256 SRGCL_PRCDR_VRSN_CD_10           SRGCL_PRCDR_VRSN_CD_10           CHAR     1133     1 MEDPAR Surgical Procedure Version Code 10
- 257 SRGCL_PRCDR_VRSN_CD_11           SRGCL_PRCDR_VRSN_CD_11           CHAR     1134     1 MEDPAR Surgical Procedure Version Code 11
- 258 SRGCL_PRCDR_VRSN_CD_12           SRGCL_PRCDR_VRSN_CD_12           CHAR     1135     1 MEDPAR Surgical Procedure Version Code 12
- 259 SRGCL_PRCDR_VRSN_CD_13           SRGCL_PRCDR_VRSN_CD_13           CHAR     1136     1 MEDPAR Surgical Procedure Version Code 13
- 260 SRGCL_PRCDR_VRSN_CD_14           SRGCL_PRCDR_VRSN_CD_14           CHAR     1137     1 MEDPAR Surgical Procedure Version Code 14
- 261 SRGCL_PRCDR_VRSN_CD_15           SRGCL_PRCDR_VRSN_CD_15           CHAR     1138     1 MEDPAR Surgical Procedure Version Code 15
- 262 SRGCL_PRCDR_VRSN_CD_16           SRGCL_PRCDR_VRSN_CD_16           CHAR     1139     1 MEDPAR Surgical Procedure Version Code 16
- 263 SRGCL_PRCDR_VRSN_CD_17           SRGCL_PRCDR_VRSN_CD_17           CHAR     1140     1 MEDPAR Surgical Procedure Version Code 17
- 264 SRGCL_PRCDR_VRSN_CD_18           SRGCL_PRCDR_VRSN_CD_18           CHAR     1141     1 MEDPAR Surgical Procedure Version Code 18
- 265 SRGCL_PRCDR_VRSN_CD_19           SRGCL_PRCDR_VRSN_CD_19           CHAR     1142     1 MEDPAR Surgical Procedure Version Code 19
- 266 SRGCL_PRCDR_VRSN_CD_20           SRGCL_PRCDR_VRSN_CD_20           CHAR     1143     1 MEDPAR Surgical Procedure Version Code 20
- 267 SRGCL_PRCDR_VRSN_CD_21           SRGCL_PRCDR_VRSN_CD_21           CHAR     1144     1 MEDPAR Surgical Procedure Version Code 21
- 268 SRGCL_PRCDR_VRSN_CD_22           SRGCL_PRCDR_VRSN_CD_22           CHAR     1145     1 MEDPAR Surgical Procedure Version Code 22
- 269 SRGCL_PRCDR_VRSN_CD_23           SRGCL_PRCDR_VRSN_CD_23           CHAR     1146     1 MEDPAR Surgical Procedure Version Code 23
- 270 SRGCL_PRCDR_VRSN_CD_24           SRGCL_PRCDR_VRSN_CD_24           CHAR     1147     1 MEDPAR Surgical Procedure Version Code 24
- 271 SRGCL_PRCDR_VRSN_CD_25           SRGCL_PRCDR_VRSN_CD_25           CHAR     1148     1 MEDPAR Surgical Procedure Version Code 25
- 272 SRGCL_PRCDR_1_CD                 PRCDRCD1                         CHAR     1149     7 Principal Procedure code
- 273 SRGCL_PRCDR_2_CD                 PRCDRCD2                         CHAR     1156     7 Procedure Code II
- 274 SRGCL_PRCDR_3_CD                 PRCDRCD3                         CHAR     1163     7 Procedure Code III
- 275 SRGCL_PRCDR_4_CD                 PRCDRCD4                         CHAR     1170     7 Procedure Code IV
- 276 SRGCL_PRCDR_5_CD                 PRCDRCD5                         CHAR     1177     7 Procedure Code V
- 277 SRGCL_PRCDR_6_CD                 PRCDRCD6                         CHAR     1184     7 Procedure Code VI
- 278 SRGCL_PRCDR_7_CD                 PRCDRCD7                         CHAR     1191     7 Procedure Code VII
- 279 SRGCL_PRCDR_8_CD                 PRCDRCD8                         CHAR     1198     7 Procedure Code VIII
- 280 SRGCL_PRCDR_9_CD                 PRCDRCD9                         CHAR     1205     7 Procedure Code IX
- 281 SRGCL_PRCDR_10_CD                PRCDRCD10                        CHAR     1212     7 Procedure Code X
- 282 SRGCL_PRCDR_11_CD                PRCDRCD11                        CHAR     1219     7 Procedure Code XI
- 283 SRGCL_PRCDR_12_CD                PRCDRCD12                        CHAR     1226     7 Procedure Code XII
- 284 SRGCL_PRCDR_13_CD                PRCDRCD13                        CHAR     1233     7 Procedure Code XIII
- 285 SRGCL_PRCDR_14_CD                PRCDRCD14                        CHAR     1240     7 Procedure Code XIV
- 286 SRGCL_PRCDR_15_CD                PRCDRCD15                        CHAR     1247     7 Procedure Code XV
- 287 SRGCL_PRCDR_16_CD                PRCDRCD16                        CHAR     1254     7 Procedure Code XVI
- 288 SRGCL_PRCDR_17_CD                PRCDRCD17                        CHAR     1261     7 Procedure Code XVII
- 289 SRGCL_PRCDR_18_CD                PRCDRCD18                        CHAR     1268     7 Procedure Code XVIII
- 290 SRGCL_PRCDR_19_CD                PRCDRCD19                        CHAR     1275     7 Procedure Code XIX
- 291 SRGCL_PRCDR_20_CD                PRCDRCD20                        CHAR     1282     7 Procedure Code XX
- 292 SRGCL_PRCDR_21_CD                PRCDRCD21                        CHAR     1289     7 Procedure Code XXI
- 293 SRGCL_PRCDR_22_CD                PRCDRCD22                        CHAR     1296     7 Procedure Code XXII
- 294 SRGCL_PRCDR_23_CD                PRCDRCD23                        CHAR     1303     7 Procedure Code XXIII
- 295 SRGCL_PRCDR_24_CD                PRCDRCD24                        CHAR     1310     7 Procedure Code XXIV
- 296 SRGCL_PRCDR_25_CD                PRCDRCD25                        CHAR     1317     7 Procedure Code XXV
- 297 SRGCL_PRCDR_DT_CNT               PRCDTCNT                         NUM      1324     3 Dates associated with surgical procedures included in stay
- 298 SRGCL_PRCDR_PRFRM_1_DT           PRCDRDT1                         DATE     1327     8 Principal Procedure Date
- 299 SRGCL_PRCDR_PRFRM_2_DT           PRCDRDT2                         DATE     1335     8 Procedure Date II
- 300 SRGCL_PRCDR_PRFRM_3_DT           PRCDRDT3                         DATE     1343     8 Procedure Date III
- 301 SRGCL_PRCDR_PRFRM_4_DT           PRCDRDT4                         DATE     1351     8 Procedure Date IV
- 302 SRGCL_PRCDR_PRFRM_5_DT           PRCDRDT5                         DATE     1359     8 Procedure Date V
- 303 SRGCL_PRCDR_PRFRM_6_DT           PRCDRDT6                         DATE     1367     8 Procedure Date VI
- 304 SRGCL_PRCDR_PRFRM_7_DT           PRCDRDT7                         DATE     1375     8 Procedure Date VII
- 305 SRGCL_PRCDR_PRFRM_8_DT           PRCDRDT8                         DATE     1383     8 Procedure Date VIII
- 306 SRGCL_PRCDR_PRFRM_9_DT           PRCDRDT9                         DATE     1391     8 Procedure Date IX
- 307 SRGCL_PRCDR_PRFRM_10_DT          PRCDRDT10                        DATE     1399     8 Procedure Date X
- 308 SRGCL_PRCDR_PRFRM_11_DT          PRCDRDT11                        DATE     1407     8 Procedure Date XI
- 309 SRGCL_PRCDR_PRFRM_12_DT          PRCDRDT12                        DATE     1415     8 Procedure Date XII
- 310 SRGCL_PRCDR_PRFRM_13_DT          PRCDRDT13                        DATE     1423     8 Procedure Date XIII
- 311 SRGCL_PRCDR_PRFRM_14_DT          PRCDRDT14                        DATE     1431     8 Procedure Date XIV
- 312 SRGCL_PRCDR_PRFRM_15_DT          PRCDRDT15                        DATE     1439     8 Procedure Date XV
- 313 SRGCL_PRCDR_PRFRM_16_DT          PRCDRDT16                        DATE     1447     8 Procedure Date XVI
- 314 SRGCL_PRCDR_PRFRM_17_DT          PRCDRDT17                        DATE     1455     8 Procedure Date XVII
- 315 SRGCL_PRCDR_PRFRM_18_DT          PRCDRDT18                        DATE     1463     8 Procedure Date XVIII
- 316 SRGCL_PRCDR_PRFRM_19_DT          PRCDRDT19                        DATE     1471     8 Procedure Date XIX
- 317 SRGCL_PRCDR_PRFRM_20_DT          PRCDRDT20                        DATE     1479     8 Procedure Date XX
- 318 SRGCL_PRCDR_PRFRM_21_DT          PRCDRDT21                        DATE     1487     8 Procedure Date XXI
- 319 SRGCL_PRCDR_PRFRM_22_DT          PRCDRDT22                        DATE     1495     8 Procedure Date XXII
- 320 SRGCL_PRCDR_PRFRM_23_DT          PRCDRDT23                        DATE     1503     8 Procedure Date XXIII
- 321 SRGCL_PRCDR_PRFRM_24_DT          PRCDRDT24                        DATE     1511     8 Procedure Date XXIV
- 322 SRGCL_PRCDR_PRFRM_25_DT          PRCDRDT25                        DATE     1519     8 Procedure Date XXV
- 323 CLM_PTNT_RLTNSHP_CD              CLM_PTNT_RLTNSHP_CD              CHAR     1527     2 Claim Patient Relationship Code
- 324 CARE_IMPRVMT_MODEL_1_CD          CARE_IMPRVMT_MODEL_1_CD          CHAR     1529     2 Care Improvement Model 1 Code
- 325 CARE_IMPRVMT_MODEL_2_CD          CARE_IMPRVMT_MODEL_2_CD          CHAR     1531     2 Care Improvement Model 2 Code
- 326 CARE_IMPRVMT_MODEL_3_CD          CARE_IMPRVMT_MODEL_3_CD          CHAR     1533     2 Care Improvement Model 3 Code
- 327 CARE_IMPRVMT_MODEL_4_CD          CARE_IMPRVMT_MODEL_4_CD          CHAR     1535     2 Care Improvement Model 4 Code
- 328 VBP_PRTCPNT_IND_CD               VBP_PRTCPNT_IND_CD               CHAR     1537     1 VBP Participant Indicator Code
- 329 HRR_PRTCPNT_IND_CD               HRR_PRTCPNT_IND_CD               CHAR     1538     1 HRR Participant Indicator Code
- 330 BNDLD_MODEL_DSCNT_PCT            BNDLD_MODEL_DSCNT_PCT            NUM      1539   7.4 Bundled Model Discount Percent
- 331 VBP_ADJSTMT_PCT                  VBP_ADJSTMT_PCT                  NUM      1546 15.12 VBP Adjustment Percent
- 332 HRR_ADJSTMT_PCT                  HRR_ADJSTMT_PCT                  NUM      1561   8.5 HRR Adjustment Percent
- 333 INFRMTL_ENCTR_IND_SW             INFRMTL_ENCTR_IND_SW             CHAR     1569     1 Informational Encounter Indicator Switch
- 334 MA_TCHNG_IND_SW                  MA_TCHNG_IND_SW                  CHAR     1570     1 MA Teaching Indicator Switch
- 335 PROD_RPLCMT_LIFECYC_SW           PROD_RPLCMT_LIFECYC_SW           CHAR     1571     1 Prod Replacement Lifecycle Switch
- 336 PROD_RPLCMT_RCLL_SW              PROD_RPLCMT_RCLL_SW              CHAR     1572     1 Prod Replacement Recall Switch
- 337 CRED_RCVD_RPLCD_DVC_SW           CRED_RCVD_RPLCD_DVC_SW           CHAR     1573     1 Credit Received Replaced Device Switch
- 338 OBSRVTN_SW                       OBSRVTN_SW                       CHAR     1574     1 Observation Switch
- 339 NEW_TCHNLGY_ADD_ON_AMT           NEW_TCHNLGY_ADD_ON_AMT           NUM      1575    10 New Technology Add-On Amount
- 340 BASE_OPRTG_DRG_AMT               BASE_OPRTG_DRG_AMT               NUM      1585    10 Base Operating DRG Amount
- 341 OPRTG_HSP_AMT                    OPRTG_HSP_AMT                    NUM      1595    10 Operating Hospital Amount
- 342 MDCL_SRGCL_GNRL_AMT              MDCL_SRGCL_GNRL_AMT              NUM      1605    10 Medical/Surgical General Amount
- 343 MDCL_SRGCL_NSTRL_AMT             MDCL_SRGCL_NSTRL_AMT             NUM      1615    10 Medical/Surgical Non-Sterile Amount
- 344 MDCL_SRGCL_STRL_AMT              MDCL_SRGCL_STRL_AMT              NUM      1625    10 Medical/Surgical Sterile Amount
- 345 TAKE_HOME_AMT                    TAKE_HOME_AMT                    NUM      1635    10 Take Home Amount
- 346 PRSTHTC_ORTHTC_AMT               PRSTHTC_ORTHTC_AMT               NUM      1645    10 Prosthetic Orthotic Amount
- 347 MDCL_SRGCL_PCMKR_AMT             MDCL_SRGCL_PCMKR_AMT             NUM      1655    10 Medical/Surgical Pacemaker Amount
- 348 INTRAOCULAR_LENS_AMT             INTRAOCULAR_LENS_AMT             NUM      1665    10 Intraocular Lens Amount
- 349 OXYGN_TAKE_HOME_AMT              OXYGN_TAKE_HOME_AMT              NUM      1675    10 Oxygen Take Home Amount
- 350 OTHR_IMPLANTS_AMT                OTHR_IMPLANTS_AMT                NUM      1685    10 Other Implants Amount
- 351 OTHR_SUPLIES_DVC_AMT             OTHR_SUPLIES_DVC_AMT             NUM      1695    10 Other Supplies Device Amount
- 352 INCDNT_RDLGY_AMT                 INCDNT_RDLGY_AMT                 NUM      1705    10 Incident Radiology Amount
- 353 INCDNT_DGNSTC_SRVCS_AMT          INCDNT_DGNSTC_SRVCS_AMT          NUM      1715    10 Incident Diagnostic Services Amount
- 354 MDCL_SRGCL_DRSNG_AMT             MDCL_SRGCL_DRSNG_AMT             NUM      1725    10 Medical/Surgical Dressing Amount
- 355 INVSTGTNL_DVC_AMT                INVSTGTNL_DVC_AMT                NUM      1735    10 Investigational Device Amount
- 356 MDCL_SRGCL_MISC_AMT              MDCL_SRGCL_MISC_AMT              NUM      1745    10 Medical/Surgical Miscellaneous Amount
- 357 RDLGY_ONCOLOGY_AMT               RDLGY_ONCOLOGY_AMT               NUM      1755    10 Radiology/Oncology Amount
- 358 RDLGY_DGNSTC_AMT                 RDLGY_DGNSTC_AMT                 NUM      1765    10 Radiology Diagnostic Amount
- 359 RDLGY_THRPTC_AMT                 RDLGY_THRPTC_AMT                 NUM      1775    10 Radiology Therapeutic Amount
- 360 RDLGY_NUCLR_MDCN_AMT             RDLGY_NUCLR_MDCN_AMT             NUM      1785    10 Radiology Nuclear Medicine Amount
- 361 RDLGY_CT_SCAN_AMT                RDLGY_CT_SCAN_AMT                NUM      1795    10 Radiology CT Scan Amount
- 362 RDLGY_OTHR_IMGNG_AMT             RDLGY_OTHR_IMGNG_AMT             NUM      1805    10 Radiology Other Imaging Amount
- 363 OPRTG_ROOM_AMT                   OPRTG_ROOM_AMT                   NUM      1815    10 Operating Room Amount
- 364 OR_LABOR_DLVRY_AMT               OR_LABOR_DLVRY_AMT               NUM      1825    10 O/R Labor Delivery Amount
- 365 CRDC_CATHRZTN_AMT                CRDC_CATHRZTN_AMT                NUM      1835    10 Cardiac Catheterization Amount
- 366 SQSTRTN_RDCTN_AMT                SQSTRTN_RDCTN_AMT                NUM      1845    10 Sequestration Reduction Amount
- 367 UNCOMPD_CARE_PYMT_AMT            UNCOMPD_CARE_PYMT_AMT            NUM      1855    10 Uncompensated Care Payment Amount
- 368 BNDLD_ADJSTMT_AMT                BNDLD_ADJSTMT_AMT                NUM      1865    10 Bundled Adjustment Amount
- 369 VBP_ADJSTMT_AMT                  VBP_ADJSTMT_AMT                  NUM      1875    10 Hospital Value Based Purchasing (VBP) Amount
- 370 HRR_ADJSTMT_AMT                  HRR_ADJSTMT_AMT                  NUM      1885    10 Hospital Readmission Reduction (HRR) Adjustment Amount
- 371 EHR_PYMT_ADJSTMT_AMT             EHR_PYMT_ADJSTMT_AMT             NUM      1895    10 Electronic Health Record (EHR) Payment Adjustment Amount
- 372 PPS_STD_VAL_PYMT_AMT             PPS_STD_VAL_PYMT_AMT             NUM      1905    10 Claim PPS Standard Value Payment Amount
- 373 FINL_STD_AMT                     FINL_STD_AMT                     NUM      1915    10 Claim Final Standard Amount
- 374 IPPS_FLEX_PYMT_6_AMT             IPPS_FLEX_PYMT_6_AMT             NUM      1925    10 IPPS Flexible Payment Amount I
- 375 IPPS_FLEX_PYMT_7_AMT             IPPS_FLEX_PYMT_7_AMT             NUM      1935    10 IPPS Flexible Payment Amount II
- 376 PTNT_ADD_ON_PYMT_AMT             PTNT_ADD_ON_PYMT_AMT             NUM      1945    10 Revenue Center Patient/Initial Visit Add-On Amount
- 377 HAC_PGM_RDCTN_IND_SW             HAC_PGM_RDCTN_IND_SW             CHAR     1955     1 Hospital Acquired Conditions (HAC) Program Reduction Indicator Switch
- 378 PGM_RDCTN_IND_SW                 PGM_RDCTN_IND_SW                 CHAR     1956     1 Electronic Health Records (EHR) Program Reduction Indicator Switch
- 379 PA_IND_CD                        PA_IND_CD                        CHAR     1957     4 Claim Prior Authorization Indicator Code
- 380 UNIQ_TRKNG_NUM                   UNIQ_TRKNG_NUM                   CHAR     1961    14 Claim Unique Tracking Number
- 381 STAY_2_IND_SW                    STAY_2_IND_SW                    CHAR     1975     1 Stay 2 Indicator Switch
-
-Note: All DATE fields are written out in CCYYMMDD format.
-
-- End of Document
diff --git a/examples/with-postgres/medicare/data/4444/2016/mbsf_abcd_summary_resXXXXXXXX_reqXXXXXX_2016.fts b/examples/with-postgres/medicare/data/4444/2016/mbsf_abcd_summary_resXXXXXXXX_reqXXXXXX_2016.fts
deleted file mode 100644
index da30cdf85..000000000
--- a/examples/with-postgres/medicare/data/4444/2016/mbsf_abcd_summary_resXXXXXXXX_reqXXXXXX_2016.fts
+++ /dev/null
@@ -1,225 +0,0 @@
-CMS CCW Extract File Summary
-
-Researcher: 012345678 - XXXXXXXXX
-
-Request #: 999999 - Statistical Models for Estimating Health Impact
-
-File Description: MBSF PART A/B/C/D ELIGIBILITY SUMMARY SEGMENT
-
-Actual File Name: mbsf_abcd_summary_resXXXXXXXX_reqXXXXXXXX_2016.dat
-
-Date Extracted: 01JAN99
-
-Format: Fixed Column ASCII
-
-Columns in File: 185
-
-Exact File Quantity (Rows): 1000000,818,481
-
-Exact File Record Length (Bytes in Variable Block): 526
-
-Exact File Size in Bytes with 512 Blocksize: 1000000,524,339,487
-
-SAS v8.x or Greater Compatible Read-In Program: mbsf_abcd_summary_read_v8.sas
-
-SAS v6.x or Greater Compatible Read-In Program: mbsf_abcd_summary_read_v6.sas
-
-Help: cmsdata@gdit.com, 1-888-888-8888
-
-Standard Layout Attached with Data Formatting:
-
-Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
-
-     Field                            Field                            Field         Fld.
-Fld. Long                             Short                            Generic Start Len.  Field
-No.  Name                             Name                             Format  Col.  w.d   Description
----- -------------------------------- -------------------------------- ------- ----- ----- --------------------------------------------------------------------------------
-   1 BENE_ID                          BENE_ID                          CHAR        1    15 Encrypted 723 Beneficiary ID
-   2 BENE_ENROLLMT_REF_YR             RFRNC_YR                         NUM        16     4 Beneficiary Enrollment Reference Year
-   3 ENRL_SRC                         ENRL_SRC                         CHAR       20     3 Enrollment Source
-   4 SAMPLE_GROUP                     SAMPLE_GROUP                     CHAR       23     2 Medicare 1, 5, or 20% Strict Sample Group Indicator
-   5 ENHANCED_FIVE_PERCENT_FLAG       EFIVEPCT                         CHAR       25     1 Medicare Enhanced 5% Sample Indicator
-   6 CRNT_BIC_CD                      CRNT_BIC                         CHAR       26     2 Current Beneficiary Identification Code
-   7 STATE_CODE                       STATE_CD                         CHAR       28     2 SSA State Code
-   8 COUNTY_CD                        CNTY_CD                          CHAR       30     3 SSA County Code
-   9 ZIP_CD                           ZIP_CD                           CHAR       33     5 5-digit ZIP Code
-  10 STATE_CNTY_FIPS_CD_01            STATE_CNTY_FIPS_CD_01            CHAR       38     5 FIPS State-County Code: January
-  11 STATE_CNTY_FIPS_CD_02            STATE_CNTY_FIPS_CD_02            CHAR       43     5 FIPS State-County Code: February
-  12 STATE_CNTY_FIPS_CD_03            STATE_CNTY_FIPS_CD_03            CHAR       48     5 FIPS State-County Code: March
-  13 STATE_CNTY_FIPS_CD_04            STATE_CNTY_FIPS_CD_04            CHAR       53     5 FIPS State-County Code: April
-  14 STATE_CNTY_FIPS_CD_05            STATE_CNTY_FIPS_CD_05            CHAR       58     5 FIPS State-County Code: May
-  15 STATE_CNTY_FIPS_CD_06            STATE_CNTY_FIPS_CD_06            CHAR       63     5 FIPS State-County Code: June
-  16 STATE_CNTY_FIPS_CD_07            STATE_CNTY_FIPS_CD_07            CHAR       68     5 FIPS State-County Code: July
-  17 STATE_CNTY_FIPS_CD_08            STATE_CNTY_FIPS_CD_08            CHAR       73     5 FIPS State-County Code: August
-  18 STATE_CNTY_FIPS_CD_09            STATE_CNTY_FIPS_CD_09            CHAR       78     5 FIPS State-County Code: September
-  19 STATE_CNTY_FIPS_CD_10            STATE_CNTY_FIPS_CD_10            CHAR       83     5 FIPS State-County Code: October
-  20 STATE_CNTY_FIPS_CD_11            STATE_CNTY_FIPS_CD_11            CHAR       88     5 FIPS State-County Code: November
-  21 STATE_CNTY_FIPS_CD_12            STATE_CNTY_FIPS_CD_12            CHAR       93     5 FIPS State-County Code: December
-  22 AGE_AT_END_REF_YR                AGE                              NUM        98     3 Age at the End of the Reference Year
-  23 BENE_BIRTH_DT                    BENE_DOB                         DATE      101     8 Beneficiary Date of Birth
-  24 VALID_DEATH_DT_SW                V_DOD_SW                         CHAR      109     1 Valid Date of Death Switch
-  25 BENE_DEATH_DT                    DEATH_DT                         DATE      110     8 Beneficiary Date of Death
-  26 SEX_IDENT_CD                     SEX                              CHAR      118     1 Sex
-  27 BENE_RACE_CD                     RACE                             CHAR      119     1 Beneficiary Race Code
-  28 RTI_RACE_CD                      RTI_RACE_CD                      CHAR      120     1 Research Triangle Institute (RTI) Race Code
-  29 COVSTART                         COVSTART                         DATE      121     8 Medicare Coverage Start Date
-  30 ENTLMT_RSN_ORIG                  OREC                             CHAR      129     1 Original Reason for Entitlement Code
-  31 ENTLMT_RSN_CURR                  CREC                             CHAR      130     1 Current Reason for Entitlement Code
-  32 ESRD_IND                         ESRD_IND                         CHAR      131     1 End-Stage Renal Disease (ESRD) Indicator
-  33 MDCR_STATUS_CODE_01              MDCR_STUS_CD_01                  CHAR      132     2 Medicare Status Code: January
-  34 MDCR_STATUS_CODE_02              MDCR_STUS_CD_02                  CHAR      134     2 Medicare Status Code: February
-  35 MDCR_STATUS_CODE_03              MDCR_STUS_CD_03                  CHAR      136     2 Medicare Status Code: March
-  36 MDCR_STATUS_CODE_04              MDCR_STUS_CD_04                  CHAR      138     2 Medicare Status Code: April
-  37 MDCR_STATUS_CODE_05              MDCR_STUS_CD_05                  CHAR      140     2 Medicare Status Code: May
-  38 MDCR_STATUS_CODE_06              MDCR_STUS_CD_06                  CHAR      142     2 Medicare Status Code: June
-  39 MDCR_STATUS_CODE_07              MDCR_STUS_CD_07                  CHAR      144     2 Medicare Status Code: July
-  40 MDCR_STATUS_CODE_08              MDCR_STUS_CD_08                  CHAR      146     2 Medicare Status Code: August
-  41 MDCR_STATUS_CODE_09              MDCR_STUS_CD_09                  CHAR      148     2 Medicare Status Code: September
-  42 MDCR_STATUS_CODE_10              MDCR_STUS_CD_10                  CHAR      150     2 Medicare Status Code: October
-  43 MDCR_STATUS_CODE_11              MDCR_STUS_CD_11                  CHAR      152     2 Medicare Status Code: November
-  44 MDCR_STATUS_CODE_12              MDCR_STUS_CD_12                  CHAR      154     2 Medicare Status Code: December
-  45 BENE_PTA_TRMNTN_CD               A_TRM_CD                         CHAR      156     1 Part A Termination Code
-  46 BENE_PTB_TRMNTN_CD               B_TRM_CD                         CHAR      157     1 Part B Termination Code
-  47 BENE_HI_CVRAGE_TOT_MONS          A_MO_CNT                         NUM       158     3 Hospital Insurance (HI) Coverage Months Count
-  48 BENE_SMI_CVRAGE_TOT_MONS         B_MO_CNT                         NUM       161     3 Supplemental Medical Insurance (SMI) Coverage Months Count
-  49 BENE_STATE_BUYIN_TOT_MONS        BUYIN_MO                         NUM       164     3 State Buy-In (SBI) Coverage Months
-  50 BENE_HMO_CVRAGE_TOT_MONS         HMO_MO                           NUM       167     3 Health Maintenance Organization (HMO) Coverage Months
-  51 PTD_PLAN_CVRG_MONS               PTD_MO                           NUM       170     3 Part D Contract Plan Coverage Months
-  52 RDS_CVRG_MONS                    RDS_MO                           NUM       173     3 Retiree Drug Subsidy (RDS) Coverage Months
-  53 DUAL_ELGBL_MONS                  DUAL_MO                          NUM       176     3 Medicaid Dual Eligible Months
-  54 MDCR_ENTLMT_BUYIN_IND_01         BUYIN01                          CHAR      179     1 Medicare Entitlement/ Buy-In Indicator: January
-  55 MDCR_ENTLMT_BUYIN_IND_02         BUYIN02                          CHAR      180     1 Medicare Entitlement/ Buy-In Indicator: February
-  56 MDCR_ENTLMT_BUYIN_IND_03         BUYIN03                          CHAR      181     1 Medicare Entitlement/ Buy-In Indicator: March
-  57 MDCR_ENTLMT_BUYIN_IND_04         BUYIN04                          CHAR      182     1 Medicare Entitlement/ Buy-In Indicator: April
-  58 MDCR_ENTLMT_BUYIN_IND_05         BUYIN05                          CHAR      183     1 Medicare Entitlement/ Buy-In Indicator: May
-  59 MDCR_ENTLMT_BUYIN_IND_06         BUYIN06                          CHAR      184     1 Medicare Entitlement/ Buy-In Indicator: June
-  60 MDCR_ENTLMT_BUYIN_IND_07         BUYIN07                          CHAR      185     1 Medicare Entitlement/ Buy-In Indicator: July
-  61 MDCR_ENTLMT_BUYIN_IND_08         BUYIN08                          CHAR      186     1 Medicare Entitlement/ Buy-In Indicator: August
-  62 MDCR_ENTLMT_BUYIN_IND_09         BUYIN09                          CHAR      187     1 Medicare Entitlement/ Buy-In Indicator: September
-  63 MDCR_ENTLMT_BUYIN_IND_10         BUYIN10                          CHAR      188     1 Medicare Entitlement/ Buy-In Indicator: October
-  64 MDCR_ENTLMT_BUYIN_IND_11         BUYIN11                          CHAR      189     1 Medicare Entitlement/ Buy-In Indicator: November
-  65 MDCR_ENTLMT_BUYIN_IND_12         BUYIN12                          CHAR      190     1 Medicare Entitlement/ Buy-In Indicator: December
-  66 HMO_IND_01                       HMOIND01                         CHAR      191     1 HMO Indicator: January
-  67 HMO_IND_02                       HMOIND02                         CHAR      192     1 HMO Indicator: February
-  68 HMO_IND_03                       HMOIND03                         CHAR      193     1 HMO Indicator: March
-  69 HMO_IND_04                       HMOIND04                         CHAR      194     1 HMO Indicator: April
-  70 HMO_IND_05                       HMOIND05                         CHAR      195     1 HMO Indicator: May
-  71 HMO_IND_06                       HMOIND06                         CHAR      196     1 HMO Indicator: June
-  72 HMO_IND_07                       HMOIND07                         CHAR      197     1 HMO Indicator: July
-  73 HMO_IND_08                       HMOIND08                         CHAR      198     1 HMO Indicator: August
-  74 HMO_IND_09                       HMOIND09                         CHAR      199     1 HMO Indicator: September
-  75 HMO_IND_10                       HMOIND10                         CHAR      200     1 HMO Indicator: October
-  76 HMO_IND_11                       HMOIND11                         CHAR      201     1 HMO Indicator: November
-  77 HMO_IND_12                       HMOIND12                         CHAR      202     1 HMO Indicator: December
-  78 PTC_CNTRCT_ID_01                 PTC_CNTRCT_ID_01                 CHAR      203     5 Part C Contract ID: January
-  79 PTC_CNTRCT_ID_02                 PTC_CNTRCT_ID_02                 CHAR      208     5 Part C Contract ID: February
-  80 PTC_CNTRCT_ID_03                 PTC_CNTRCT_ID_03                 CHAR      213     5 Part C Contract ID: March
-  81 PTC_CNTRCT_ID_04                 PTC_CNTRCT_ID_04                 CHAR      218     5 Part C Contract ID: April
-  82 PTC_CNTRCT_ID_05                 PTC_CNTRCT_ID_05                 CHAR      223     5 Part C Contract ID: May
-  83 PTC_CNTRCT_ID_06                 PTC_CNTRCT_ID_06                 CHAR      228     5 Part C Contract ID: June
-  84 PTC_CNTRCT_ID_07                 PTC_CNTRCT_ID_07                 CHAR      233     5 Part C Contract ID: July
-  85 PTC_CNTRCT_ID_08                 PTC_CNTRCT_ID_08                 CHAR      238     5 Part C Contract ID: August
-  86 PTC_CNTRCT_ID_09                 PTC_CNTRCT_ID_09                 CHAR      243     5 Part C Contract ID: September
-  87 PTC_CNTRCT_ID_10                 PTC_CNTRCT_ID_10                 CHAR      248     5 Part C Contract ID: October
-  88 PTC_CNTRCT_ID_11                 PTC_CNTRCT_ID_11                 CHAR      253     5 Part C Contract ID: November
-  89 PTC_CNTRCT_ID_12                 PTC_CNTRCT_ID_12                 CHAR      258     5 Part C Contract ID: December
-  90 PTC_PBP_ID_01                    PTC_PBP_ID_01                    CHAR      263     3 Part C Plan Benefit Package ID: January
-  91 PTC_PBP_ID_02                    PTC_PBP_ID_02                    CHAR      266     3 Part C Plan Benefit Package ID: February
-  92 PTC_PBP_ID_03                    PTC_PBP_ID_03                    CHAR      269     3 Part C Plan Benefit Package ID: March
-  93 PTC_PBP_ID_04                    PTC_PBP_ID_04                    CHAR      272     3 Part C Plan Benefit Package ID: April
-  94 PTC_PBP_ID_05                    PTC_PBP_ID_05                    CHAR      275     3 Part C Plan Benefit Package ID: May
-  95 PTC_PBP_ID_06                    PTC_PBP_ID_06                    CHAR      278     3 Part C Plan Benefit Package ID: June
-  96 PTC_PBP_ID_07                    PTC_PBP_ID_07                    CHAR      281     3 Part C Plan Benefit Package ID: July
-  97 PTC_PBP_ID_08                    PTC_PBP_ID_08                    CHAR      284     3 Part C Plan Benefit Package ID: August
-  98 PTC_PBP_ID_09                    PTC_PBP_ID_09                    CHAR      287     3 Part C Plan Benefit Package ID: September
-  99 PTC_PBP_ID_10                    PTC_PBP_ID_10                    CHAR      290     3 Part C Plan Benefit Package ID: October
- 100 PTC_PBP_ID_11                    PTC_PBP_ID_11                    CHAR      293     3 Part C Plan Benefit Package ID: November
- 101 PTC_PBP_ID_12                    PTC_PBP_ID_12                    CHAR      296     3 Part C Plan Benefit Package ID: December
- 102 PTC_PLAN_TYPE_CD_01              PTC_PLAN_TYPE_CD_01              CHAR      299     3 Part C Plan Type Code: January
- 103 PTC_PLAN_TYPE_CD_02              PTC_PLAN_TYPE_CD_02              CHAR      302     3 Part C Plan Type Code: February
- 104 PTC_PLAN_TYPE_CD_03              PTC_PLAN_TYPE_CD_03              CHAR      305     3 Part C Plan Type Code: March
- 105 PTC_PLAN_TYPE_CD_04              PTC_PLAN_TYPE_CD_04              CHAR      308     3 Part C Plan Type Code: April
- 106 PTC_PLAN_TYPE_CD_05              PTC_PLAN_TYPE_CD_05              CHAR      311     3 Part C Plan Type Code: May
- 107 PTC_PLAN_TYPE_CD_06              PTC_PLAN_TYPE_CD_06              CHAR      314     3 Part C Plan Type Code: June
- 108 PTC_PLAN_TYPE_CD_07              PTC_PLAN_TYPE_CD_07              CHAR      317     3 Part C Plan Type Code: July
- 109 PTC_PLAN_TYPE_CD_08              PTC_PLAN_TYPE_CD_08              CHAR      320     3 Part C Plan Type Code: August
- 110 PTC_PLAN_TYPE_CD_09              PTC_PLAN_TYPE_CD_09              CHAR      323     3 Part C Plan Type Code: September
- 111 PTC_PLAN_TYPE_CD_10              PTC_PLAN_TYPE_CD_10              CHAR      326     3 Part C Plan Type Code: October
- 112 PTC_PLAN_TYPE_CD_11              PTC_PLAN_TYPE_CD_11              CHAR      329     3 Part C Plan Type Code: November
- 113 PTC_PLAN_TYPE_CD_12              PTC_PLAN_TYPE_CD_12              CHAR      332     3 Part C Plan Type Code: December
- 114 PTD_CNTRCT_ID_01                 PTDCNTRCT01                      CHAR      335     5 Part D Contract ID: January
- 115 PTD_CNTRCT_ID_02                 PTDCNTRCT02                      CHAR      340     5 Part D Contract ID: February
- 116 PTD_CNTRCT_ID_03                 PTDCNTRCT03                      CHAR      345     5 Part D Contract ID: March
- 117 PTD_CNTRCT_ID_04                 PTDCNTRCT04                      CHAR      350     5 Part D Contract ID: April
- 118 PTD_CNTRCT_ID_05                 PTDCNTRCT05                      CHAR      355     5 Part D Contract ID: May
- 119 PTD_CNTRCT_ID_06                 PTDCNTRCT06                      CHAR      360     5 Part D Contract ID: June
- 120 PTD_CNTRCT_ID_07                 PTDCNTRCT07                      CHAR      365     5 Part D Contract ID: July
- 121 PTD_CNTRCT_ID_08                 PTDCNTRCT08                      CHAR      370     5 Part D Contract ID: August
- 122 PTD_CNTRCT_ID_09                 PTDCNTRCT09                      CHAR      375     5 Part D Contract ID: September
- 123 PTD_CNTRCT_ID_10                 PTDCNTRCT10                      CHAR      380     5 Part D Contract ID: October
- 124 PTD_CNTRCT_ID_11                 PTDCNTRCT11                      CHAR      385     5 Part D Contract ID: November
- 125 PTD_CNTRCT_ID_12                 PTDCNTRCT12                      CHAR      390     5 Part D Contract ID: December
- 126 PTD_PBP_ID_01                    PTDPBPID01                       CHAR      395     3 Part D Plan Benefit Package ID: January
- 127 PTD_PBP_ID_02                    PTDPBPID02                       CHAR      398     3 Part D Plan Benefit Package ID: February
- 128 PTD_PBP_ID_03                    PTDPBPID03                       CHAR      401     3 Part D Plan Benefit Package ID: March
- 129 PTD_PBP_ID_04                    PTDPBPID04                       CHAR      404     3 Part D Plan Benefit Package ID: April
- 130 PTD_PBP_ID_05                    PTDPBPID05                       CHAR      407     3 Part D Plan Benefit Package ID: May
- 131 PTD_PBP_ID_06                    PTDPBPID06                       CHAR      410     3 Part D Plan Benefit Package ID: June
- 132 PTD_PBP_ID_07                    PTDPBPID07                       CHAR      413     3 Part D Plan Benefit Package ID: July
- 133 PTD_PBP_ID_08                    PTDPBPID08                       CHAR      416     3 Part D Plan Benefit Package ID: August
- 134 PTD_PBP_ID_09                    PTDPBPID09                       CHAR      419     3 Part D Plan Benefit Package ID: September
- 135 PTD_PBP_ID_10                    PTDPBPID10                       CHAR      422     3 Part D Plan Benefit Package ID: October
- 136 PTD_PBP_ID_11                    PTDPBPID11                       CHAR      425     3 Part D Plan Benefit Package ID: November
- 137 PTD_PBP_ID_12                    PTDPBPID12                       CHAR      428     3 Part D Plan Benefit Package ID: December
- 138 PTD_SGMT_ID_01                   SGMTID01                         CHAR      431     3 Part D Segment ID: January
- 139 PTD_SGMT_ID_02                   SGMTID02                         CHAR      434     3 Part D Segment ID: February
- 140 PTD_SGMT_ID_03                   SGMTID03                         CHAR      437     3 Part D Segment ID: March
- 141 PTD_SGMT_ID_04                   SGMTID04                         CHAR      440     3 Part D Segment ID: April
- 142 PTD_SGMT_ID_05                   SGMTID05                         CHAR      443     3 Part D Segment ID: May
- 143 PTD_SGMT_ID_06                   SGMTID06                         CHAR      446     3 Part D Segment ID: June
- 144 PTD_SGMT_ID_07                   SGMTID07                         CHAR      449     3 Part D Segment ID: July
- 145 PTD_SGMT_ID_08                   SGMTID08                         CHAR      452     3 Part D Segment ID: August
- 146 PTD_SGMT_ID_09                   SGMTID09                         CHAR      455     3 Part D Segment ID: September
- 147 PTD_SGMT_ID_10                   SGMTID10                         CHAR      458     3 Part D Segment ID: October
- 148 PTD_SGMT_ID_11                   SGMTID11                         CHAR      461     3 Part D Segment ID: November
- 149 PTD_SGMT_ID_12                   SGMTID12                         CHAR      464     3 Part D Segment ID: December
- 150 RDS_IND_01                       RDSIND01                         CHAR      467     1 Retiree Drug Subsidy Indicators: January
- 151 RDS_IND_02                       RDSIND02                         CHAR      468     1 Retiree Drug Subsidy Indicators: February
- 152 RDS_IND_03                       RDSIND03                         CHAR      469     1 Retiree Drug Subsidy Indicators: March
- 153 RDS_IND_04                       RDSIND04                         CHAR      470     1 Retiree Drug Subsidy Indicators: April
- 154 RDS_IND_05                       RDSIND05                         CHAR      471     1 Retiree Drug Subsidy Indicators: May
- 155 RDS_IND_06                       RDSIND06                         CHAR      472     1 Retiree Drug Subsidy Indicators: June
- 156 RDS_IND_07                       RDSIND07                         CHAR      473     1 Retiree Drug Subsidy Indicators: July
- 157 RDS_IND_08                       RDSIND08                         CHAR      474     1 Retiree Drug Subsidy Indicators: August
- 158 RDS_IND_09                       RDSIND09                         CHAR      475     1 Retiree Drug Subsidy Indicators: September
- 159 RDS_IND_10                       RDSIND10                         CHAR      476     1 Retiree Drug Subsidy Indicators: October
- 160 RDS_IND_11                       RDSIND11                         CHAR      477     1 Retiree Drug Subsidy Indicators: November
- 161 RDS_IND_12                       RDSIND12                         CHAR      478     1 Retiree Drug Subsidy Indicators: December
- 162 DUAL_STUS_CD_01                  DUAL_01                          CHAR      479     2 State Reported Dual Eligible Status Code: January
- 163 DUAL_STUS_CD_02                  DUAL_02                          CHAR      481     2 State Reported Dual Eligible Status Code: February
- 164 DUAL_STUS_CD_03                  DUAL_03                          CHAR      483     2 State Reported Dual Eligible Status Code: March
- 165 DUAL_STUS_CD_04                  DUAL_04                          CHAR      485     2 State Reported Dual Eligible Status Code: April
- 166 DUAL_STUS_CD_05                  DUAL_05                          CHAR      487     2 State Reported Dual Eligible Status Code: May
- 167 DUAL_STUS_CD_06                  DUAL_06                          CHAR      489     2 State Reported Dual Eligible Status Code: June
- 168 DUAL_STUS_CD_07                  DUAL_07                          CHAR      491     2 State Reported Dual Eligible Status Code: July
- 169 DUAL_STUS_CD_08                  DUAL_08                          CHAR      493     2 State Reported Dual Eligible Status Code: August
- 170 DUAL_STUS_CD_09                  DUAL_09                          CHAR      495     2 State Reported Dual Eligible Status Code: September
- 171 DUAL_STUS_CD_10                  DUAL_10                          CHAR      497     2 State Reported Dual Eligible Status Code: October
- 172 DUAL_STUS_CD_11                  DUAL_11                          CHAR      499     2 State Reported Dual Eligible Status Code: November
- 173 DUAL_STUS_CD_12                  DUAL_12                          CHAR      501     2 State Reported Dual Eligible Status Code: December
- 174 CST_SHR_GRP_CD_01                CSTSHR01                         CHAR      503     2 Cost Share Group Code: January
- 175 CST_SHR_GRP_CD_02                CSTSHR02                         CHAR      505     2 Cost Share Group Code: February
- 176 CST_SHR_GRP_CD_03                CSTSHR03                         CHAR      507     2 Cost Share Group Code: March
- 177 CST_SHR_GRP_CD_04                CSTSHR04                         CHAR      509     2 Cost Share Group Code: April
- 178 CST_SHR_GRP_CD_05                CSTSHR05                         CHAR      511     2 Cost Share Group Code: May
- 179 CST_SHR_GRP_CD_06                CSTSHR06                         CHAR      513     2 Cost Share Group Code: June
- 180 CST_SHR_GRP_CD_07                CSTSHR07                         CHAR      515     2 Cost Share Group Code: July
- 181 CST_SHR_GRP_CD_08                CSTSHR08                         CHAR      517     2 Cost Share Group Code: August
- 182 CST_SHR_GRP_CD_09                CSTSHR09                         CHAR      519     2 Cost Share Group Code: September
- 183 CST_SHR_GRP_CD_10                CSTSHR10                         CHAR      521     2 Cost Share Group Code: October
- 184 CST_SHR_GRP_CD_11                CSTSHR11                         CHAR      523     2 Cost Share Group Code: November
- 185 CST_SHR_GRP_CD_12                CSTSHR12                         CHAR      525     2 Cost Share Group Code: December
-
-Note: All DATE fields are written out in CCYYMMDD format.
-
-- End of Document
diff --git a/examples/with-postgres/medicare/data/4444/2016/medpar_all_file_resXXXXXXXX_reqXXXXXX_2016.fts b/examples/with-postgres/medicare/data/4444/2016/medpar_all_file_resXXXXXXXX_reqXXXXXX_2016.fts
deleted file mode 100644
index 0f2859fd6..000000000
--- a/examples/with-postgres/medicare/data/4444/2016/medpar_all_file_resXXXXXXXX_reqXXXXXX_2016.fts
+++ /dev/null
@@ -1,437 +0,0 @@
-CMS CCW Extract File Summary
-
-Researcher: 012345678 - XXXXXXXXX
-
-Request #: 999999 - Statistical Models for Estimating Health Impact
-
-File Description: MEDPAR ALL FILE
-
-Actual File Name: medpar_all_file_resXXXXXXXX_reqXXXXXXXX_2016_001.dat (9,000,826 Rows)
-                  medpar_all_file_res000017155_req008183_2016_002.dat (9,000,825 Rows)
-
-Date Extracted: 01JAN99
-
-Format: Fixed Column ASCII
-
-Columns in File: 396
-
-Exact File Quantity (Rows): 1000000,001,651
-
-Exact File Record Length (Bytes in Variable Block): 2053
-
-Exact File Size in Bytes with 512 Blocksize: 1000000,975,391,154
-
-SAS v8.x or Greater Compatible Read-In Program: medpar_all_file_read_v8.sas
-
-SAS v6.x or Greater Compatible Read-In Program: medpar_all_file_read_v6.sas
-
-Help: cmsdata@gdit.com, 1-888-888-8888
-
-Standard Layout Attached with Data Formatting:
-
-Note: After 12/20/2010, no short names will be created for new variables.  Old short names will remain unchanged.
-
-     Field                            Field                            Field         Fld.
-Fld. Long                             Short                            Generic Start Len.  Field
-No.  Name                             Name                             Format  Col.  w.d   Description
----- -------------------------------- -------------------------------- ------- ----- ----- --------------------------------------------------------------------------------
-   1 BENE_ID                          BENE_ID                          CHAR        1    15 Encrypted 723 Beneficiary ID
-   2 MEDPAR_ID                        MEDPARID                         CHAR       16    15 Unique Key for CCW MedPAR Table
-   3 MEDPAR_YR_NUM                    MEDPAR_YR_NUM                    CHAR       31     4 Year of MedPAR Record
-   4 NCH_CLM_TYPE_CD                  CLM_TYPE                         CHAR       35     2 NCH Claim Type Code
-   5 BENE_IDENT_CD                    BIC                              CHAR       37     2 BIC reported on first claim included in stay
-   6 EQTBL_BIC_CD                     EQ_BIC                           CHAR       39     2 Equated BIC
-   7 BENE_AGE_CNT                     AGE_CNT                          NUM        41     4 Age as of Date of Admission.
-   8 BENE_SEX_CD                      SEX                              CHAR       45     1 Sex of Beneficiary
-   9 BENE_RACE_CD                     RACE                             CHAR       46     1 Race of Beneficiary
-  10 BENE_MDCR_STUS_CD                MS_CD                            CHAR       47     2 Reason for entitlement to Medicare benefits as of CLM_THRU_DT
-  11 BENE_RSDNC_SSA_STATE_CD          STATE_CD                         CHAR       49     2 SSA standard state code of a beneficiarys residence.
-  12 BENE_RSDNC_SSA_CNTY_CD           CNTY_CD                          CHAR       51     3 SSA standard county code of a beneficiarys residence.
-  13 BENE_MLG_CNTCT_ZIP_CD            BENE_ZIP                         CHAR       54     5 Zip code of the mailing address where the beneficiary may be contacted.
-  14 BENE_DSCHRG_STUS_CD              DSCHRGCD                         CHAR       59     1 Code identifying status of patient as of CLM_THRU_DT
-  15 FICARR_IDENT_NUM                 FICARR                           CHAR       60     5 Intermediary processor identification
-  16 WRNG_IND_CD                      WRNGCD                           CHAR       65    18 Warn ind spcfyng dtld billing info obtnd frm clms analyzd for stay prcss
-  17 GHO_PD_CD                        GHOPDCD                          CHAR       83     1 Code indicating whether or not GHO has paid provider for claim(s)
-  18 PPS_IND_CD                       PPS_IND                          CHAR       84     1 Code indicating whether or not facility is being paid under PPS
-  19 ORG_NPI_NUM                      ORGNPINM                         CHAR       85    10 Organization NPI Number
-  20 PRVDR_NUM                        PRVDRNUM                         CHAR       95    10 MEDPAR Provider Number
-  21 PRVDR_NUM_SPCL_UNIT_CD           SPCLUNIT                         CHAR      105     1 Special num system code for hosp units that are PPS/SNF SB dsgntn excl.
-  22 SS_LS_SNF_IND_CD                 SSLSSNF                          CHAR      106     1 Code indicating whether stay is short stay, long stay, or SNF
-  23 ACTV_XREF_IND                    ACTV_XREF_IND                    CHAR      107     1 Active Cross-Refference Indicator
-  24 SLCT_RSN_CD                      SLCT_RSN_CD                      CHAR      108     1 Specifies whether this record is a case or control record.
-  25 STAY_FINL_ACTN_CLM_CNT           FACLMCNT                         NUM       109     5 Claims (final action) included in stay
-  26 LTST_CLM_ACRTN_DT                ACRTNDT                          DATE      114     8 Date latest claim incl in stay accreted to bene mstr rec at the CWF host
-  27 BENE_MDCR_BNFT_EXHST_DT          EXHST_DT                         DATE      122     8 Last date beneficiary had Medicare coverage
-  28 SNF_QUALN_FROM_DT                QLFYFROM                         DATE      130     8 Beginning date of beneficiarys qualifying stay
-  29 SNF_QUALN_THRU_DT                QLFYTHRU                         DATE      138     8 Ending date of beneficiarys qualifying stay
-  30 SRC_IP_ADMSN_CD                  SRC_ADMS                         CHAR      146     1 Admssn to an Inp facility or, for newborn admssn, type of delivery code
-  31 IP_ADMSN_TYPE_CD                 TYPE_ADM                         CHAR      147     1 Type and priority of benes admission to facility for Inp hosp stay code
-  32 ADMSN_DAY_CD                     ADMSNDAY                         CHAR      148     1 Code indicating day of week beneficiary was admitted to facility.
-  33 ADMSN_DT                         ADMSNDT                          DATE      149     8 Date beneficiary admitted for Inpatient care or date care started
-  34 DSCHRG_DT                        DSCHRGDT                         DATE      157     8 Date beneficiary was discharged or died
-  35 DSCHRG_DSTNTN_CD                 DSTNTNCD                         CHAR      165     2 Destination upon discharge from facility code
-  36 CVRD_LVL_CARE_THRU_DT            CVRLVLDT                         DATE      167     8 Date covered level of care ended in a SNF
-  37 BENE_DEATH_DT                    DEATHDT                          DATE      175     8 Date beneficiary died
-  38 BENE_DEATH_DT_VRFY_CD            DEATHCD                          CHAR      183     1 Death Date Verification Code
-  39 ADMSN_DEATH_DAY_CNT              DEATHDAY                         NUM       184     7 Days from date admitted to facility to date of death
-  40 INTRNL_USE_SSI_IND_CD            SSICD                            CHAR      191     1 MEDPAR Internal Use SSI Indicator Code
-  41 INTRNL_USE_SSI_DAY_CNT           SSIDAY                           NUM       192     7 MEDPAR Internal Use SSI Day Count
-  42 INTRNL_USE_SSI_DATA              INTRNL_USE_SSI_DATA              CHAR      199     1 Internal Use SSI Data
-  43 INTRNL_USE_IPSB_CD               IPSBCD                           CHAR      200     3 For internal Use Only. IPSB Code
-  44 INTRNL_USE_FIL_DT_CD             FILDTCD                          CHAR      203     1 For internal use only. Fiscal year/calendar year segments.
-  45 INTRNL_USE_SMPL_SIZE_CD          SMPLSIZE                         CHAR      204     1 For internal use. MEDPAR sample size.
-  46 LOS_DAY_CNT                      LOSCNT                           NUM       205     7 Days of beneficiarys stay in a hospital/SNF
-  47 OUTLIER_DAY_CNT                  OUTLRDAY                         NUM       212     5 Days paid as outliers (either day or cost) under PPS beyond DRG threshld
-  48 UTLZTN_DAY_CNT                   UTIL_DAY                         NUM       217     7 Covered days of care chargeable to Medicare utilization for stay
-  49 TOT_COINSRNC_DAY_CNT             COIN_DAY                         NUM       224     5 MEDPAR Beneficiary Total Coinsurance Day Count
-  50 BENE_LRD_USE_CNT                 LRD_USE                          NUM       229     5 Lifetime reserve days (LRD) used by beneficiary for stay
-  51 BENE_PTA_COINSRNC_AMT            COIN_AMT                         NUM       234    10 Beneficiarys liability for part A coinsurance for stay ($)
-  52 BENE_IP_DDCTBL_AMT               DED_AMT                          NUM       244    10 Beneficiarys liability for stay ($)
-  53 BENE_BLOOD_DDCTBL_AMT            BLDDEDAM                         NUM       254    10 Beneficiarys liability for blood deductible for stay ($)
-  54 BENE_PRMRY_PYR_CD                PRPAY_CD                         CHAR      264     1 Primary payer responsibility code
-  55 BENE_PRMRY_PYR_AMT               PRPAYAMT                         NUM       265    10 Primry payer other than Medicare for covered Medicare chrgs for stay ($)
-  56 DRG_CD                           DRG_CD                           CHAR      275     3 DRG Code
-  57 DRG_OUTLIER_STAY_CD              OUTLR_CD                         CHAR      278     1 Cost or Day Outlier code
-  58 DRG_OUTLIER_PMT_AMT              OUTLRAMT                         NUM       279    10 Addtnl approved due to outlier situation over DRG allowance for stay ($)
-  59 DRG_PRICE_AMT                    DRGPRICE                         NUM       289    10 Wld hv bn pd if no dedctbls,coinsrnc,prmry payrs,otlrs were invlvd ($)
-  60 IP_DSPRPRTNT_SHR_AMT             DISP_SHR                         NUM       299    10 Over the DRG amount for disproportionate share hospital for stay ($)
-  61 IME_AMT                          IME_AMT                          NUM       309    10 Additional payment made to teaching hospitals for IME for stay ($)
-  62 PASS_THRU_AMT                    PASSTHRU                         NUM       319    10 Total of all claim pass thru for stay ($)
-  63 TOT_PPS_CPTL_AMT                 PPS_CPTL                         NUM       329    10 Total payable for capital PPS ($)
-  64 IP_LOW_VOL_PYMT_AMT              IP_LOW_VOL_PYMT_AMT              NUM       339    10 Inpatient Low Volume Payment Amount.
-  65 TOT_CHRG_AMT                     TOTCHRG                          NUM       349    10 Total all charges for all srvcs provided to beneficiary for stay ($)
-  66 TOT_CVR_CHRG_AMT                 CVRCHRG                          NUM       359    10 Portion of total charges covered by Medicare for stay ($)
-  67 MDCR_PMT_AMT                     PMT_AMT                          NUM       369    10 Amt of payment from Medicare trust fund for srvcs covered by claim ($)
-  68 ACMDTNS_TOT_CHRG_AMT             ACMDTNS                          NUM       379    10 Total charge for all accommodations related to beneficiarys stay ($)
-  69 DPRTMNTL_TOT_CHRG_AMT            DPRTMNTL                         NUM       389    10 Total charge for all ancillary depts related to beneficiarys stay ($)
-  70 PRVT_ROOM_DAY_CNT                PRVTDAY                          NUM       399     5 Private room days used by beneficiary for stay
-  71 SEMIPRVT_ROOM_DAY_CNT            SPRVTDAY                         NUM       404     5 Semi-private room days used by beneficiary for stay
-  72 WARD_DAY_CNT                     WARDDAY                          NUM       409     5 Ward days used by beneficiary for stay
-  73 INTNSV_CARE_DAY_CNT              ICARECNT                         NUM       414     5 Intensive care days used by beneficiary for stay
-  74 CRNRY_CARE_DAY_CNT               CRNRYDAY                         NUM       419     5 Coronary care days used by beneficiary for stay
-  75 PRVT_ROOM_CHRG_AMT               PRVTAMT                          NUM       424    10 Private room accommodations related to beneficiarys stay ($)
-  76 SEMIPRVT_ROOM_CHRG_AMT           SPRVTAMT                         NUM       434    10 Semi-private room accommodations related to beneficiarys stay ($)
-  77 WARD_CHRG_AMT                    WARDAMT                          NUM       444    10 Ward accommodations related to beneficiarys stay ($)
-  78 INTNSV_CARE_CHRG_AMT             ICAREAMT                         NUM       454    10 Intensive care accommodations related to beneficiarys stay ($)
-  79 CRNRY_CARE_CHRG_AMT              CRNRYAMT                         NUM       464    10 Coronary care accommodations related to beneficiarys stay ($)
-  80 OTHR_SRVC_CHRG_AMT               OTHRAMT                          NUM       474    10 Other services related to beneficiarys stay ($)
-  81 PHRMCY_CHRG_AMT                  PHRMCAMT                         NUM       484    10 Pharmaceutical costs related to beneficiarys stay ($)
-  82 MDCL_SUPLY_CHRG_AMT              SUPLYAMT                         NUM       494    10 Medical/surgical supplies related to beneficiarys stay ($)
-  83 DME_CHRG_AMT                     DME_AMT                          NUM       504    10 DME related to beneficiarys stay ($)
-  84 USED_DME_CHRG_AMT                UDME_AMT                         NUM       514    10 Used DME related to beneficiarys stay ($)
-  85 PHYS_THRPY_CHRG_AMT              PHYTHAMT                         NUM       524    10 Physical therapy services provided during beneficiarys stay ($)
-  86 OCPTNL_THRPY_CHRG_AMT            OCPTLAMT                         NUM       534    10 Occupational therapy services provided during beneficiarys stay ($)
-  87 SPCH_PTHLGY_CHRG_AMT             SPCH_AMT                         NUM       544    10 Speech pathology services provided during beneficiarys stay ($)
-  88 INHLTN_THRPY_CHRG_AMT            INHLTAMT                         NUM       554    10 Inhalation therapy services provided during beneficiarys stay ($)
-  89 BLOOD_CHRG_AMT                   BLOODAMT                         NUM       564    10 Blood provided during beneficiarys stay ($)
-  90 BLOOD_ADMIN_CHRG_AMT             BLDADMIN                         NUM       574    10 Blood storage and processing related to beneficiarys stay ($)
-  91 BLOOD_PT_FRNSH_QTY               BLDFRNSH                         NUM       584     5 Quantity of blood (whole pints) furnished to beneficiary during stay
-  92 OPRTG_ROOM_CHRG_AMT              OROOMAMT                         NUM       589    10 OR, recovery rm, and labor rm delivery used by bene during stay ($)
-  93 LTHTRPSY_CHRG_AMT                LTHTRPSY                         NUM       599    10 Lithotripsy services provided during beneficiarys stay ($)
-  94 CRDLGY_CHRG_AMT                  CRDLGY                           NUM       609    10 Cardiology services and ECG(s) provided during beneficiarys stay ($)
-  95 ANSTHSA_CHRG_AMT                 ANSTHSA                          NUM       619    10 Anesthesia services provided during beneficiarys stay ($)
-  96 LAB_CHRG_AMT                     LAB_AMT                          NUM       629    10 Laboratory costs related to beneficiarys stay ($)
-  97 RDLGY_CHRG_AMT                   RDLGYAMT                         NUM       639    10 Radiology costs (excluding MRI) related to a beneficiarys stay ($)
-  98 MRI_CHRG_AMT                     MRI_AMT                          NUM       649    10 MRI services provided during beneficiarys stay ($)
-  99 OP_SRVC_CHRG_AMT                 OPSRVC                           NUM       659    10 Outpatient services provided during beneficiarys stay ($)
- 100 ER_CHRG_AMT                      ER_AMT                           NUM       669    10 Emergency room services provided during beneficiarys stay ($)
- 101 AMBLNC_CHRG_AMT                  AMBLNC                           NUM       679    10 Ambulance services related to beneficiarys stay ($)
- 102 PROFNL_FEES_CHRG_AMT             PROFFEES                         NUM       689    10 Professional fees related to beneficiarys stay ($)
- 103 ORGN_ACQSTN_CHRG_AMT             ORGNAMT                          NUM       699    10 Organ acquisition or oth donor bank srvcs related to benes stay ($)
- 104 ESRD_REV_SETG_CHRG_AMT           ESRDSETG                         NUM       709    10 ESRD services related to beneficiarys stay ($)
- 105 CLNC_VISIT_CHRG_AMT              CLNC_AMT                         NUM       719    10 Clinic visits related to beneficiarys stay ($)
- 106 ICU_IND_CD                       ICUINDCD                         CHAR      729     1 ICU type code
- 107 CRNRY_CARE_IND_CD                CRNRY_CD                         CHAR      730     1 Coronary care unit type code
- 108 PHRMCY_IND_CD                    PHRMCYCD                         CHAR      731     1 Drugs type code
- 109 TRNSPLNT_IND_CD                  TRNSPLNT                         CHAR      732     1 Organ transplant code
- 110 RDLGY_ONCLGY_IND_SW              ONCLGYSW                         CHAR      733     1 Radiology oncology services indicator
- 111 RDLGY_DGNSTC_IND_SW              DGNSTCSW                         CHAR      734     1 Radiology diagnostic services indicator
- 112 RDLGY_THRPTC_IND_SW              THRPTCSW                         CHAR      735     1 Radiology therapeutic services indicator
- 113 RDLGY_NUCLR_MDCN_IND_SW          NUCLR_SW                         CHAR      736     1 Radiology nuclear medicine services indicator
- 114 RDLGY_CT_SCAN_IND_SW             CTSCANSW                         CHAR      737     1 Radiology computed tomographic (CT) scan services indicator
- 115 RDLGY_OTHR_IMGNG_IND_SW          IMGNG_SW                         CHAR      738     1 Radiology other imaging services indicator
- 116 OP_SRVC_IND_CD                   OPSRVCCD                         CHAR      739     1 Outpatient services/ambulatory surgical care code
- 117 ORGN_ACQSTN_IND_CD               ORGNCD                           CHAR      740     2 Organ acquisition type code
- 118 ESRD_COND_CD                     ESRD_CD                          CHAR      742     2 ESRD condition code
- 119 ESRD_SETG_IND_1_CD               ESRDSTG1                         CHAR      744     2 Dialysis type code I
- 120 ESRD_SETG_IND_2_CD               ESRDSTG2                         CHAR      746     2 Dialysis type code II
- 121 ESRD_SETG_IND_3_CD               ESRDSTG3                         CHAR      748     2 Dialysis type code III
- 122 ESRD_SETG_IND_4_CD               ESRDSTG4                         CHAR      750     2 Dialysis type code IV
- 123 ESRD_SETG_IND_5_CD               ESRDSTG5                         CHAR      752     2 Dialysis type code V
- 124 ADMTG_DGNS_CD                    AD_DGNS                          CHAR      754     7 Initial diagnosis at time of admission
- 125 ADMTG_DGNS_VRSN_CD               ADMTG_DGNS_VRSN_CD               CHAR      761     1 MEDPAR Admitting Diagnosis Version Code
- 126 DGNS_CD_CNT                      DGNSCNT                          NUM       762     3 Diagnosis codes included in stay
- 127 DGNS_VRSN_CD                     DGNS_VRSN_CD                     CHAR      765     1 Version Code - Indicate if diagnosis code is ICD-9 or ICD-10 (Earlier Version)
- 128 DGNS_VRSN_CD_1                   DGNS_VRSN_CD_1                   CHAR      766     1 Version Code 01 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 129 DGNS_VRSN_CD_2                   DGNS_VRSN_CD_2                   CHAR      767     1 Version Code 02 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 130 DGNS_VRSN_CD_3                   DGNS_VRSN_CD_3                   CHAR      768     1 Version Code 03 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 131 DGNS_VRSN_CD_4                   DGNS_VRSN_CD_4                   CHAR      769     1 Version Code 04 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 132 DGNS_VRSN_CD_5                   DGNS_VRSN_CD_5                   CHAR      770     1 Version Code 05 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 133 DGNS_VRSN_CD_6                   DGNS_VRSN_CD_6                   CHAR      771     1 Version Code 06 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 134 DGNS_VRSN_CD_7                   DGNS_VRSN_CD_7                   CHAR      772     1 Version Code 07 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 135 DGNS_VRSN_CD_8                   DGNS_VRSN_CD_8                   CHAR      773     1 Version Code 08 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 136 DGNS_VRSN_CD_9                   DGNS_VRSN_CD_9                   CHAR      774     1 Version Code 09 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 137 DGNS_VRSN_CD_10                  DGNS_VRSN_CD_10                  CHAR      775     1 Version Code 10 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 138 DGNS_VRSN_CD_11                  DGNS_VRSN_CD_11                  CHAR      776     1 Version Code 11 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 139 DGNS_VRSN_CD_12                  DGNS_VRSN_CD_12                  CHAR      777     1 Version Code 12 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 140 DGNS_VRSN_CD_13                  DGNS_VRSN_CD_13                  CHAR      778     1 Version Code 13 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 141 DGNS_VRSN_CD_14                  DGNS_VRSN_CD_14                  CHAR      779     1 Version Code 14 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 142 DGNS_VRSN_CD_15                  DGNS_VRSN_CD_15                  CHAR      780     1 Version Code 15 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 143 DGNS_VRSN_CD_16                  DGNS_VRSN_CD_16                  CHAR      781     1 Version Code 16 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 144 DGNS_VRSN_CD_17                  DGNS_VRSN_CD_17                  CHAR      782     1 Version Code 17 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 145 DGNS_VRSN_CD_18                  DGNS_VRSN_CD_18                  CHAR      783     1 Version Code 18 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 146 DGNS_VRSN_CD_19                  DGNS_VRSN_CD_19                  CHAR      784     1 Version Code 19 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 147 DGNS_VRSN_CD_20                  DGNS_VRSN_CD_20                  CHAR      785     1 Version Code 20 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 148 DGNS_VRSN_CD_21                  DGNS_VRSN_CD_21                  CHAR      786     1 Version Code 21 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 149 DGNS_VRSN_CD_22                  DGNS_VRSN_CD_22                  CHAR      787     1 Version Code 22 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 150 DGNS_VRSN_CD_23                  DGNS_VRSN_CD_23                  CHAR      788     1 Version Code 23 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 151 DGNS_VRSN_CD_24                  DGNS_VRSN_CD_24                  CHAR      789     1 Version Code 24 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 152 DGNS_VRSN_CD_25                  DGNS_VRSN_CD_25                  CHAR      790     1 Version Code 25 - Indicate if diagnosis code is ICD-9 or ICD-10.
- 153 DGNS_1_CD                        DGNSCD1                          CHAR      791     7 Primary ICD-9-CM code
- 154 DGNS_2_CD                        DGNSCD2                          CHAR      798     7 ICD-9-CM Diagnosis code II
- 155 DGNS_3_CD                        DGNSCD3                          CHAR      805     7 ICD-9-CM Diagnosis code III
- 156 DGNS_4_CD                        DGNSCD4                          CHAR      812     7 ICD-9-CM Diagnosis code IV
- 157 DGNS_5_CD                        DGNSCD5                          CHAR      819     7 ICD-9-CM Diagnosis code V
- 158 DGNS_6_CD                        DGNSCD6                          CHAR      826     7 ICD-9-CM Diagnosis code VI
- 159 DGNS_7_CD                        DGNSCD7                          CHAR      833     7 ICD-9-CM Diagnosis code VII
- 160 DGNS_8_CD                        DGNSCD8                          CHAR      840     7 ICD-9-CM Diagnosis code VIII
- 161 DGNS_9_CD                        DGNSCD9                          CHAR      847     7 ICD-9-CM Diagnosis code IX
- 162 DGNS_10_CD                       DGNSCD10                         CHAR      854     7 ICD-9-CM Diagnosis code X
- 163 DGNS_11_CD                       DGNSCD11                         CHAR      861     7 ICD-9-CM Diagnosis code XI
- 164 DGNS_12_CD                       DGNSCD12                         CHAR      868     7 ICD-9-CM Diagnosis code XII
- 165 DGNS_13_CD                       DGNSCD13                         CHAR      875     7 ICD-9-CM Diagnosis code XIII
- 166 DGNS_14_CD                       DGNSCD14                         CHAR      882     7 ICD-9-CM Diagnosis code XIV
- 167 DGNS_15_CD                       DGNSCD15                         CHAR      889     7 ICD-9-CM Diagnosis code XV
- 168 DGNS_16_CD                       DGNSCD16                         CHAR      896     7 ICD-9-CM Diagnosis code XVI
- 169 DGNS_17_CD                       DGNSCD17                         CHAR      903     7 ICD-9-CM Diagnosis code XVII
- 170 DGNS_18_CD                       DGNSCD18                         CHAR      910     7 ICD-9-CM Diagnosis code XVIII
- 171 DGNS_19_CD                       DGNSCD19                         CHAR      917     7 ICD-9-CM Diagnosis code XIX
- 172 DGNS_20_CD                       DGNSCD20                         CHAR      924     7 ICD-9-CM Diagnosis code XX
- 173 DGNS_21_CD                       DGNSCD21                         CHAR      931     7 ICD-9-CM Diagnosis code XXI
- 174 DGNS_22_CD                       DGNSCD22                         CHAR      938     7 ICD-9-CM Diagnosis code XXII
- 175 DGNS_23_CD                       DGNSCD23                         CHAR      945     7 ICD-9-CM Diagnosis code XXIII
- 176 DGNS_24_CD                       DGNSCD24                         CHAR      952     7 ICD-9-CM Diagnosis code XXIV
- 177 DGNS_25_CD                       DGNSCD25                         CHAR      959     7 ICD-9-CM Diagnosis code XXV
- 178 DGNS_POA_CD                      DGNS_POA                         CHAR      966    10 Diagnosis Code POA Array
- 179 POA_DGNS_CD_CNT                  POA_DGNS_CD_CNT                  NUM       976     3 MEDPAR Claim Present on Admission Diagnosis Code Count
- 180 POA_DGNS_1_IND_CD                POA_DGNS_1_IND_CD                CHAR      979     1 Diagnosis Present on Admission Indicator 1
- 181 POA_DGNS_2_IND_CD                POA_DGNS_2_IND_CD                CHAR      980     1 Diagnosis Present on Admission Indicator 2
- 182 POA_DGNS_3_IND_CD                POA_DGNS_3_IND_CD                CHAR      981     1 Diagnosis Present on Admission Indicator 3
- 183 POA_DGNS_4_IND_CD                POA_DGNS_4_IND_CD                CHAR      982     1 Diagnosis Present on Admission Indicator 4
- 184 POA_DGNS_5_IND_CD                POA_DGNS_5_IND_CD                CHAR      983     1 Diagnosis Present on Admission Indicator 5
- 185 POA_DGNS_6_IND_CD                POA_DGNS_6_IND_CD                CHAR      984     1 Diagnosis Present on Admission Indicator 6
- 186 POA_DGNS_7_IND_CD                POA_DGNS_7_IND_CD                CHAR      985     1 Diagnosis Present on Admission Indicator 7
- 187 POA_DGNS_8_IND_CD                POA_DGNS_8_IND_CD                CHAR      986     1 Diagnosis Present on Admission Indicator 8
- 188 POA_DGNS_9_IND_CD                POA_DGNS_9_IND_CD                CHAR      987     1 Diagnosis Present on Admission Indicator 9
- 189 POA_DGNS_10_IND_CD               POA_DGNS_10_IND_CD               CHAR      988     1 Diagnosis Present on Admission Indicator 10
- 190 POA_DGNS_11_IND_CD               POA_DGNS_11_IND_CD               CHAR      989     1 Diagnosis Present on Admission Indicator 11
- 191 POA_DGNS_12_IND_CD               POA_DGNS_12_IND_CD               CHAR      990     1 Diagnosis Present on Admission Indicator 12
- 192 POA_DGNS_13_IND_CD               POA_DGNS_13_IND_CD               CHAR      991     1 Diagnosis Present on Admission Indicator 13
- 193 POA_DGNS_14_IND_CD               POA_DGNS_14_IND_CD               CHAR      992     1 Diagnosis Present on Admission Indicator 14
- 194 POA_DGNS_15_IND_CD               POA_DGNS_15_IND_CD               CHAR      993     1 Diagnosis Present on Admission Indicator 15
- 195 POA_DGNS_16_IND_CD               POA_DGNS_16_IND_CD               CHAR      994     1 Diagnosis Present on Admission Indicator 16
- 196 POA_DGNS_17_IND_CD               POA_DGNS_17_IND_CD               CHAR      995     1 Diagnosis Present on Admission Indicator 17
- 197 POA_DGNS_18_IND_CD               POA_DGNS_18_IND_CD               CHAR      996     1 Diagnosis Present on Admission Indicator 18
- 198 POA_DGNS_19_IND_CD               POA_DGNS_19_IND_CD               CHAR      997     1 Diagnosis Present on Admission Indicator 19
- 199 POA_DGNS_20_IND_CD               POA_DGNS_20_IND_CD               CHAR      998     1 Diagnosis Present on Admission Indicator 20
- 200 POA_DGNS_21_IND_CD               POA_DGNS_21_IND_CD               CHAR      999     1 Diagnosis Present on Admission Indicator 21
- 201 POA_DGNS_22_IND_CD               POA_DGNS_22_IND_CD               CHAR     1000     1 Diagnosis Present on Admission Indicator 22
- 202 POA_DGNS_23_IND_CD               POA_DGNS_23_IND_CD               CHAR     1001     1 Diagnosis Present on Admission Indicator 23
- 203 POA_DGNS_24_IND_CD               POA_DGNS_24_IND_CD               CHAR     1002     1 Diagnosis Present on Admission Indicator 24
- 204 POA_DGNS_25_IND_CD               POA_DGNS_25_IND_CD               CHAR     1003     1 Diagnosis Present on Admission Indicator 25
- 205 DGNS_E_CD_CNT                    DGNS_E_CD_CNT                    NUM      1004     3 MEDPAR Diagnosis E Code Count
- 206 DGNS_E_VRSN_CD                   DGNS_E_VRSN_CD                   CHAR     1007     1 MEDPAR Diagnosis E Version Code (Earlier Version)
- 207 DGNS_E_VRSN_CD_1                 DGNS_E_VRSN_CD_1                 CHAR     1008     1 MEDPAR Diagnosis E Version Code 01
- 208 DGNS_E_VRSN_CD_2                 DGNS_E_VRSN_CD_2                 CHAR     1009     1 MEDPAR Diagnosis E Version Code 02
- 209 DGNS_E_VRSN_CD_3                 DGNS_E_VRSN_CD_3                 CHAR     1010     1 MEDPAR Diagnosis E Version Code 03
- 210 DGNS_E_VRSN_CD_4                 DGNS_E_VRSN_CD_4                 CHAR     1011     1 MEDPAR Diagnosis E Version Code 04
- 211 DGNS_E_VRSN_CD_5                 DGNS_E_VRSN_CD_5                 CHAR     1012     1 MEDPAR Diagnosis E Version Code 05
- 212 DGNS_E_VRSN_CD_6                 DGNS_E_VRSN_CD_6                 CHAR     1013     1 MEDPAR Diagnosis E Version Code 06
- 213 DGNS_E_VRSN_CD_7                 DGNS_E_VRSN_CD_7                 CHAR     1014     1 MEDPAR Diagnosis E Version Code 07
- 214 DGNS_E_VRSN_CD_8                 DGNS_E_VRSN_CD_8                 CHAR     1015     1 MEDPAR Diagnosis E Version Code 08
- 215 DGNS_E_VRSN_CD_9                 DGNS_E_VRSN_CD_9                 CHAR     1016     1 MEDPAR Diagnosis E Version Code 09
- 216 DGNS_E_VRSN_CD_10                DGNS_E_VRSN_CD_10                CHAR     1017     1 MEDPAR Diagnosis E Version Code 10
- 217 DGNS_E_VRSN_CD_11                DGNS_E_VRSN_CD_11                CHAR     1018     1 MEDPAR Diagnosis E Version Code 11
- 218 DGNS_E_VRSN_CD_12                DGNS_E_VRSN_CD_12                CHAR     1019     1 MEDPAR Diagnosis E Version Code 12
- 219 DGNS_E_1_CD                      DGNS_E_1_CD                      CHAR     1020     7 E Diagnosis Code 1 - Extrnl cause of injury, poisoning, or oth adverse effect
- 220 DGNS_E_2_CD                      DGNS_E_2_CD                      CHAR     1027     7 E Diagnosis Code 2 - Extrnl cause of injury, poisoning, or oth adverse effect
- 221 DGNS_E_3_CD                      DGNS_E_3_CD                      CHAR     1034     7 E Diagnosis Code 3 - Extrnl cause of injury, poisoning, or oth adverse effect
- 222 DGNS_E_4_CD                      DGNS_E_4_CD                      CHAR     1041     7 E Diagnosis Code 4 - Extrnl cause of injury, poisoning, or oth adverse effect
- 223 DGNS_E_5_CD                      DGNS_E_5_CD                      CHAR     1048     7 E Diagnosis Code 5 - Extrnl cause of injury, poisoning, or oth adverse effect
- 224 DGNS_E_6_CD                      DGNS_E_6_CD                      CHAR     1055     7 E Diagnosis Code 6 - Extrnl cause of injury, poisoning, or oth adverse effect
- 225 DGNS_E_7_CD                      DGNS_E_7_CD                      CHAR     1062     7 E Diagnosis Code 7 - Extrnl cause of injury, poisoning, or oth adverse effect
- 226 DGNS_E_8_CD                      DGNS_E_8_CD                      CHAR     1069     7 E Diagnosis Code 8 - Extrnl cause of injury, poisoning, or oth adverse effect
- 227 DGNS_E_9_CD                      DGNS_E_9_CD                      CHAR     1076     7 E Diagnosis Code 9 - Extrnl cause of injury, poisoning, or oth adverse effect
- 228 DGNS_E_10_CD                     DGNS_E_10_CD                     CHAR     1083     7 E Diagnosis Code 10 - Extrnl cause of injury, poisoning, or oth adverse effect
- 229 DGNS_E_11_CD                     DGNS_E_11_CD                     CHAR     1090     7 E Diagnosis Code 11 - Extrnl cause of injury, poisoning, or oth adverse effect
- 230 DGNS_E_12_CD                     DGNS_E_12_CD                     CHAR     1097     7 E Diagnosis Code 12 - Extrnl cause of injury, poisoning, or oth adverse effect
- 231 POA_DGNS_E_CD_CNT                POA_DGNS_E_CD_CNT                NUM      1104     3 MEDPAR Claim Present on Admission Diagnosis E Code Count
- 232 POA_DGNS_E_1_IND_CD              POA_DGNS_E_1_IND_CD              CHAR     1107     1 Diagnosis E Code Present on Admission Indicator 1
- 233 POA_DGNS_E_2_IND_CD              POA_DGNS_E_2_IND_CD              CHAR     1108     1 Diagnosis E Code Present on Admission Indicator 2
- 234 POA_DGNS_E_3_IND_CD              POA_DGNS_E_3_IND_CD              CHAR     1109     1 Diagnosis E Code Present on Admission Indicator 3
- 235 POA_DGNS_E_4_IND_CD              POA_DGNS_E_4_IND_CD              CHAR     1110     1 Diagnosis E Code Present on Admission Indicator 4
- 236 POA_DGNS_E_5_IND_CD              POA_DGNS_E_5_IND_CD              CHAR     1111     1 Diagnosis E Code Present on Admission Indicator 5
- 237 POA_DGNS_E_6_IND_CD              POA_DGNS_E_6_IND_CD              CHAR     1112     1 Diagnosis E Code Present on Admission Indicator 6
- 238 POA_DGNS_E_7_IND_CD              POA_DGNS_E_7_IND_CD              CHAR     1113     1 Diagnosis E Code Present on Admission Indicator 7
- 239 POA_DGNS_E_8_IND_CD              POA_DGNS_E_8_IND_CD              CHAR     1114     1 Diagnosis E Code Present on Admission Indicator 8
- 240 POA_DGNS_E_9_IND_CD              POA_DGNS_E_9_IND_CD              CHAR     1115     1 Diagnosis E Code Present on Admission Indicator 9
- 241 POA_DGNS_E_10_IND_CD             POA_DGNS_E_10_IND_CD             CHAR     1116     1 Diagnosis E Code Present on Admission Indicator 10
- 242 POA_DGNS_E_11_IND_CD             POA_DGNS_E_11_IND_CD             CHAR     1117     1 Diagnosis E Code Present on Admission Indicator 11
- 243 POA_DGNS_E_12_IND_CD             POA_DGNS_E_12_IND_CD             CHAR     1118     1 Diagnosis E Code Present on Admission Indicator 12
- 244 SRGCL_PRCDR_IND_SW               PRCDRSW                          CHAR     1119     1 Surgical procedures indicator
- 245 SRGCL_PRCDR_CD_CNT               PRCDRCNT                         NUM      1120     3 Surgical procedure codes included in stay
- 246 SRGCL_PRCDR_VRSN_CD              SRGCL_PRCDR_VRSN_CD              CHAR     1123     1 MEDPAR Surgical Procedure Version Code (Earlier Version)
- 247 SRGCL_PRCDR_VRSN_CD_1            SRGCL_PRCDR_VRSN_CD_1            CHAR     1124     1 MEDPAR Surgical Procedure Version Code 01
- 248 SRGCL_PRCDR_VRSN_CD_2            SRGCL_PRCDR_VRSN_CD_2            CHAR     1125     1 MEDPAR Surgical Procedure Version Code 02
- 249 SRGCL_PRCDR_VRSN_CD_3            SRGCL_PRCDR_VRSN_CD_3            CHAR     1126     1 MEDPAR Surgical Procedure Version Code 03
- 250 SRGCL_PRCDR_VRSN_CD_4            SRGCL_PRCDR_VRSN_CD_4            CHAR     1127     1 MEDPAR Surgical Procedure Version Code 04
- 251 SRGCL_PRCDR_VRSN_CD_5            SRGCL_PRCDR_VRSN_CD_5            CHAR     1128     1 MEDPAR Surgical Procedure Version Code 05
- 252 SRGCL_PRCDR_VRSN_CD_6            SRGCL_PRCDR_VRSN_CD_6            CHAR     1129     1 MEDPAR Surgical Procedure Version Code 06
- 253 SRGCL_PRCDR_VRSN_CD_7            SRGCL_PRCDR_VRSN_CD_7            CHAR     1130     1 MEDPAR Surgical Procedure Version Code 07
- 254 SRGCL_PRCDR_VRSN_CD_8            SRGCL_PRCDR_VRSN_CD_8            CHAR     1131     1 MEDPAR Surgical Procedure Version Code 08
- 255 SRGCL_PRCDR_VRSN_CD_9            SRGCL_PRCDR_VRSN_CD_9            CHAR     1132     1 MEDPAR Surgical Procedure Version Code 09
- 256 SRGCL_PRCDR_VRSN_CD_10           SRGCL_PRCDR_VRSN_CD_10           CHAR     1133     1 MEDPAR Surgical Procedure Version Code 10
- 257 SRGCL_PRCDR_VRSN_CD_11           SRGCL_PRCDR_VRSN_CD_11           CHAR     1134     1 MEDPAR Surgical Procedure Version Code 11
- 258 SRGCL_PRCDR_VRSN_CD_12           SRGCL_PRCDR_VRSN_CD_12           CHAR     1135     1 MEDPAR Surgical Procedure Version Code 12
- 259 SRGCL_PRCDR_VRSN_CD_13           SRGCL_PRCDR_VRSN_CD_13           CHAR     1136     1 MEDPAR Surgical Procedure Version Code 13
- 260 SRGCL_PRCDR_VRSN_CD_14           SRGCL_PRCDR_VRSN_CD_14           CHAR     1137     1 MEDPAR Surgical Procedure Version Code 14
- 261 SRGCL_PRCDR_VRSN_CD_15           SRGCL_PRCDR_VRSN_CD_15           CHAR     1138     1 MEDPAR Surgical Procedure Version Code 15
- 262 SRGCL_PRCDR_VRSN_CD_16           SRGCL_PRCDR_VRSN_CD_16           CHAR     1139     1 MEDPAR Surgical Procedure Version Code 16
- 263 SRGCL_PRCDR_VRSN_CD_17           SRGCL_PRCDR_VRSN_CD_17           CHAR     1140     1 MEDPAR Surgical Procedure Version Code 17
- 264 SRGCL_PRCDR_VRSN_CD_18           SRGCL_PRCDR_VRSN_CD_18           CHAR     1141     1 MEDPAR Surgical Procedure Version Code 18
- 265 SRGCL_PRCDR_VRSN_CD_19           SRGCL_PRCDR_VRSN_CD_19           CHAR     1142     1 MEDPAR Surgical Procedure Version Code 19
- 266 SRGCL_PRCDR_VRSN_CD_20           SRGCL_PRCDR_VRSN_CD_20           CHAR     1143     1 MEDPAR Surgical Procedure Version Code 20
- 267 SRGCL_PRCDR_VRSN_CD_21           SRGCL_PRCDR_VRSN_CD_21           CHAR     1144     1 MEDPAR Surgical Procedure Version Code 21
- 268 SRGCL_PRCDR_VRSN_CD_22           SRGCL_PRCDR_VRSN_CD_22           CHAR     1145     1 MEDPAR Surgical Procedure Version Code 22
- 269 SRGCL_PRCDR_VRSN_CD_23           SRGCL_PRCDR_VRSN_CD_23           CHAR     1146     1 MEDPAR Surgical Procedure Version Code 23
- 270 SRGCL_PRCDR_VRSN_CD_24           SRGCL_PRCDR_VRSN_CD_24           CHAR     1147     1 MEDPAR Surgical Procedure Version Code 24
- 271 SRGCL_PRCDR_VRSN_CD_25           SRGCL_PRCDR_VRSN_CD_25           CHAR     1148     1 MEDPAR Surgical Procedure Version Code 25
- 272 SRGCL_PRCDR_1_CD                 PRCDRCD1                         CHAR     1149     7 Principal Procedure code
- 273 SRGCL_PRCDR_2_CD                 PRCDRCD2                         CHAR     1156     7 Procedure Code II
- 274 SRGCL_PRCDR_3_CD                 PRCDRCD3                         CHAR     1163     7 Procedure Code III
- 275 SRGCL_PRCDR_4_CD                 PRCDRCD4                         CHAR     1170     7 Procedure Code IV
- 276 SRGCL_PRCDR_5_CD                 PRCDRCD5                         CHAR     1177     7 Procedure Code V
- 277 SRGCL_PRCDR_6_CD                 PRCDRCD6                         CHAR     1184     7 Procedure Code VI
- 278 SRGCL_PRCDR_7_CD                 PRCDRCD7                         CHAR     1191     7 Procedure Code VII
- 279 SRGCL_PRCDR_8_CD                 PRCDRCD8                         CHAR     1198     7 Procedure Code VIII
- 280 SRGCL_PRCDR_9_CD                 PRCDRCD9                         CHAR     1205     7 Procedure Code IX
- 281 SRGCL_PRCDR_10_CD                PRCDRCD10                        CHAR     1212     7 Procedure Code X
- 282 SRGCL_PRCDR_11_CD                PRCDRCD11                        CHAR     1219     7 Procedure Code XI
- 283 SRGCL_PRCDR_12_CD                PRCDRCD12                        CHAR     1226     7 Procedure Code XII
- 284 SRGCL_PRCDR_13_CD                PRCDRCD13                        CHAR     1233     7 Procedure Code XIII
- 285 SRGCL_PRCDR_14_CD                PRCDRCD14                        CHAR     1240     7 Procedure Code XIV
- 286 SRGCL_PRCDR_15_CD                PRCDRCD15                        CHAR     1247     7 Procedure Code XV
- 287 SRGCL_PRCDR_16_CD                PRCDRCD16                        CHAR     1254     7 Procedure Code XVI
- 288 SRGCL_PRCDR_17_CD                PRCDRCD17                        CHAR     1261     7 Procedure Code XVII
- 289 SRGCL_PRCDR_18_CD                PRCDRCD18                        CHAR     1268     7 Procedure Code XVIII
- 290 SRGCL_PRCDR_19_CD                PRCDRCD19                        CHAR     1275     7 Procedure Code XIX
- 291 SRGCL_PRCDR_20_CD                PRCDRCD20                        CHAR     1282     7 Procedure Code XX
- 292 SRGCL_PRCDR_21_CD                PRCDRCD21                        CHAR     1289     7 Procedure Code XXI
- 293 SRGCL_PRCDR_22_CD                PRCDRCD22                        CHAR     1296     7 Procedure Code XXII
- 294 SRGCL_PRCDR_23_CD                PRCDRCD23                        CHAR     1303     7 Procedure Code XXIII
- 295 SRGCL_PRCDR_24_CD                PRCDRCD24                        CHAR     1310     7 Procedure Code XXIV
- 296 SRGCL_PRCDR_25_CD                PRCDRCD25                        CHAR     1317     7 Procedure Code XXV
- 297 SRGCL_PRCDR_DT_CNT               PRCDTCNT                         NUM      1324     3 Dates associated with surgical procedures included in stay
- 298 SRGCL_PRCDR_PRFRM_1_DT           PRCDRDT1                         DATE     1327     8 Principal Procedure Date
- 299 SRGCL_PRCDR_PRFRM_2_DT           PRCDRDT2                         DATE     1335     8 Procedure Date II
- 300 SRGCL_PRCDR_PRFRM_3_DT           PRCDRDT3                         DATE     1343     8 Procedure Date III
- 301 SRGCL_PRCDR_PRFRM_4_DT           PRCDRDT4                         DATE     1351     8 Procedure Date IV
- 302 SRGCL_PRCDR_PRFRM_5_DT           PRCDRDT5                         DATE     1359     8 Procedure Date V
- 303 SRGCL_PRCDR_PRFRM_6_DT           PRCDRDT6                         DATE     1367     8 Procedure Date VI
- 304 SRGCL_PRCDR_PRFRM_7_DT           PRCDRDT7                         DATE     1375     8 Procedure Date VII
- 305 SRGCL_PRCDR_PRFRM_8_DT           PRCDRDT8                         DATE     1383     8 Procedure Date VIII
- 306 SRGCL_PRCDR_PRFRM_9_DT           PRCDRDT9                         DATE     1391     8 Procedure Date IX
- 307 SRGCL_PRCDR_PRFRM_10_DT          PRCDRDT10                        DATE     1399     8 Procedure Date X
- 308 SRGCL_PRCDR_PRFRM_11_DT          PRCDRDT11                        DATE     1407     8 Procedure Date XI
- 309 SRGCL_PRCDR_PRFRM_12_DT          PRCDRDT12                        DATE     1415     8 Procedure Date XII
- 310 SRGCL_PRCDR_PRFRM_13_DT          PRCDRDT13                        DATE     1423     8 Procedure Date XIII
- 311 SRGCL_PRCDR_PRFRM_14_DT          PRCDRDT14                        DATE     1431     8 Procedure Date XIV
- 312 SRGCL_PRCDR_PRFRM_15_DT          PRCDRDT15                        DATE     1439     8 Procedure Date XV
- 313 SRGCL_PRCDR_PRFRM_16_DT          PRCDRDT16                        DATE     1447     8 Procedure Date XVI
- 314 SRGCL_PRCDR_PRFRM_17_DT          PRCDRDT17                        DATE     1455     8 Procedure Date XVII
- 315 SRGCL_PRCDR_PRFRM_18_DT          PRCDRDT18                        DATE     1463     8 Procedure Date XVIII
- 316 SRGCL_PRCDR_PRFRM_19_DT          PRCDRDT19                        DATE     1471     8 Procedure Date XIX
- 317 SRGCL_PRCDR_PRFRM_20_DT          PRCDRDT20                        DATE     1479     8 Procedure Date XX
- 318 SRGCL_PRCDR_PRFRM_21_DT          PRCDRDT21                        DATE     1487     8 Procedure Date XXI
- 319 SRGCL_PRCDR_PRFRM_22_DT          PRCDRDT22                        DATE     1495     8 Procedure Date XXII
- 320 SRGCL_PRCDR_PRFRM_23_DT          PRCDRDT23                        DATE     1503     8 Procedure Date XXIII
- 321 SRGCL_PRCDR_PRFRM_24_DT          PRCDRDT24                        DATE     1511     8 Procedure Date XXIV
- 322 SRGCL_PRCDR_PRFRM_25_DT          PRCDRDT25                        DATE     1519     8 Procedure Date XXV
- 323 CLM_PTNT_RLTNSHP_CD              CLM_PTNT_RLTNSHP_CD              CHAR     1527     2 Claim Patient Relationship Code
- 324 CARE_IMPRVMT_MODEL_1_CD          CARE_IMPRVMT_MODEL_1_CD          CHAR     1529     2 Care Improvement Model 1 Code
- 325 CARE_IMPRVMT_MODEL_2_CD          CARE_IMPRVMT_MODEL_2_CD          CHAR     1531     2 Care Improvement Model 2 Code
- 326 CARE_IMPRVMT_MODEL_3_CD          CARE_IMPRVMT_MODEL_3_CD          CHAR     1533     2 Care Improvement Model 3 Code
- 327 CARE_IMPRVMT_MODEL_4_CD          CARE_IMPRVMT_MODEL_4_CD          CHAR     1535     2 Care Improvement Model 4 Code
- 328 VBP_PRTCPNT_IND_CD               VBP_PRTCPNT_IND_CD               CHAR     1537     1 VBP Participant Indicator Code
- 329 HRR_PRTCPNT_IND_CD               HRR_PRTCPNT_IND_CD               CHAR     1538     1 HRR Participant Indicator Code
- 330 BNDLD_MODEL_DSCNT_PCT            BNDLD_MODEL_DSCNT_PCT            NUM      1539   7.4 Bundled Model Discount Percent
- 331 VBP_ADJSTMT_PCT                  VBP_ADJSTMT_PCT                  NUM      1546 15.12 VBP Adjustment Percent
- 332 HRR_ADJSTMT_PCT                  HRR_ADJSTMT_PCT                  NUM      1561   8.5 HRR Adjustment Percent
- 333 INFRMTL_ENCTR_IND_SW             INFRMTL_ENCTR_IND_SW             CHAR     1569     1 Informational Encounter Indicator Switch
- 334 MA_TCHNG_IND_SW                  MA_TCHNG_IND_SW                  CHAR     1570     1 MA Teaching Indicator Switch
- 335 PROD_RPLCMT_LIFECYC_SW           PROD_RPLCMT_LIFECYC_SW           CHAR     1571     1 Prod Replacement Lifecycle Switch
- 336 PROD_RPLCMT_RCLL_SW              PROD_RPLCMT_RCLL_SW              CHAR     1572     1 Prod Replacement Recall Switch
- 337 CRED_RCVD_RPLCD_DVC_SW           CRED_RCVD_RPLCD_DVC_SW           CHAR     1573     1 Credit Received Replaced Device Switch
- 338 OBSRVTN_SW                       OBSRVTN_SW                       CHAR     1574     1 Observation Switch
- 339 NEW_TCHNLGY_ADD_ON_AMT           NEW_TCHNLGY_ADD_ON_AMT           NUM      1575    10 New Technology Add-On Amount
- 340 BASE_OPRTG_DRG_AMT               BASE_OPRTG_DRG_AMT               NUM      1585    10 Base Operating DRG Amount
- 341 OPRTG_HSP_AMT                    OPRTG_HSP_AMT                    NUM      1595    10 Operating Hospital Amount
- 342 MDCL_SRGCL_GNRL_AMT              MDCL_SRGCL_GNRL_AMT              NUM      1605    10 Medical/Surgical General Amount
- 343 MDCL_SRGCL_NSTRL_AMT             MDCL_SRGCL_NSTRL_AMT             NUM      1615    10 Medical/Surgical Non-Sterile Amount
- 344 MDCL_SRGCL_STRL_AMT              MDCL_SRGCL_STRL_AMT              NUM      1625    10 Medical/Surgical Sterile Amount
- 345 TAKE_HOME_AMT                    TAKE_HOME_AMT                    NUM      1635    10 Take Home Amount
- 346 PRSTHTC_ORTHTC_AMT               PRSTHTC_ORTHTC_AMT               NUM      1645    10 Prosthetic Orthotic Amount
- 347 MDCL_SRGCL_PCMKR_AMT             MDCL_SRGCL_PCMKR_AMT             NUM      1655    10 Medical/Surgical Pacemaker Amount
- 348 INTRAOCULAR_LENS_AMT             INTRAOCULAR_LENS_AMT             NUM      1665    10 Intraocular Lens Amount
- 349 OXYGN_TAKE_HOME_AMT              OXYGN_TAKE_HOME_AMT              NUM      1675    10 Oxygen Take Home Amount
- 350 OTHR_IMPLANTS_AMT                OTHR_IMPLANTS_AMT                NUM      1685    10 Other Implants Amount
- 351 OTHR_SUPLIES_DVC_AMT             OTHR_SUPLIES_DVC_AMT             NUM      1695    10 Other Supplies Device Amount
- 352 INCDNT_RDLGY_AMT                 INCDNT_RDLGY_AMT                 NUM      1705    10 Incident Radiology Amount
- 353 INCDNT_DGNSTC_SRVCS_AMT          INCDNT_DGNSTC_SRVCS_AMT          NUM      1715    10 Incident Diagnostic Services Amount
- 354 MDCL_SRGCL_DRSNG_AMT             MDCL_SRGCL_DRSNG_AMT             NUM      1725    10 Medical/Surgical Dressing Amount
- 355 INVSTGTNL_DVC_AMT                INVSTGTNL_DVC_AMT                NUM      1735    10 Investigational Device Amount
- 356 MDCL_SRGCL_MISC_AMT              MDCL_SRGCL_MISC_AMT              NUM      1745    10 Medical/Surgical Miscellaneous Amount
- 357 RDLGY_ONCOLOGY_AMT               RDLGY_ONCOLOGY_AMT               NUM      1755    10 Radiology/Oncology Amount
- 358 RDLGY_DGNSTC_AMT                 RDLGY_DGNSTC_AMT                 NUM      1765    10 Radiology Diagnostic Amount
- 359 RDLGY_THRPTC_AMT                 RDLGY_THRPTC_AMT                 NUM      1775    10 Radiology Therapeutic Amount
- 360 RDLGY_NUCLR_MDCN_AMT             RDLGY_NUCLR_MDCN_AMT             NUM      1785    10 Radiology Nuclear Medicine Amount
- 361 RDLGY_CT_SCAN_AMT                RDLGY_CT_SCAN_AMT                NUM      1795    10 Radiology CT Scan Amount
- 362 RDLGY_OTHR_IMGNG_AMT             RDLGY_OTHR_IMGNG_AMT             NUM      1805    10 Radiology Other Imaging Amount
- 363 OPRTG_ROOM_AMT                   OPRTG_ROOM_AMT                   NUM      1815    10 Operating Room Amount
- 364 OR_LABOR_DLVRY_AMT               OR_LABOR_DLVRY_AMT               NUM      1825    10 O/R Labor Delivery Amount
- 365 CRDC_CATHRZTN_AMT                CRDC_CATHRZTN_AMT                NUM      1835    10 Cardiac Catheterization Amount
- 366 SQSTRTN_RDCTN_AMT                SQSTRTN_RDCTN_AMT                NUM      1845    10 Sequestration Reduction Amount
- 367 UNCOMPD_CARE_PYMT_AMT            UNCOMPD_CARE_PYMT_AMT            NUM      1855    10 Uncompensated Care Payment Amount
- 368 BNDLD_ADJSTMT_AMT                BNDLD_ADJSTMT_AMT                NUM      1865    10 Bundled Adjustment Amount
- 369 VBP_ADJSTMT_AMT                  VBP_ADJSTMT_AMT                  NUM      1875    10 Hospital Value Based Purchasing (VBP) Amount
- 370 HRR_ADJSTMT_AMT                  HRR_ADJSTMT_AMT                  NUM      1885    10 Hospital Readmission Reduction (HRR) Adjustment Amount
- 371 EHR_PYMT_ADJSTMT_AMT             EHR_PYMT_ADJSTMT_AMT             NUM      1895    10 Electronic Health Record (EHR) Payment Adjustment Amount
- 372 PPS_STD_VAL_PYMT_AMT             PPS_STD_VAL_PYMT_AMT             NUM      1905    10 Claim PPS Standard Value Payment Amount
- 373 FINL_STD_AMT                     FINL_STD_AMT                     NUM      1915    10 Claim Final Standard Amount
- 374 HAC_RDCTN_PMT_AMT                HAC_RDCTN_PMT_AMT                NUM      1925    10 Hospital Acquired Conditions Reduction Payment Amount (IPPS_FLEX_PYMT_6_AMT)
- 375 IPPS_FLEX_PYMT_7_AMT             IPPS_FLEX_PYMT_7_AMT             NUM      1935    10 IPPS Flexible Payment Amount II
- 376 PTNT_ADD_ON_PYMT_AMT             PTNT_ADD_ON_PYMT_AMT             NUM      1945    10 Revenue Center Patient/Initial Visit Add-On Amount
- 377 HAC_PGM_RDCTN_IND_SW             HAC_PGM_RDCTN_IND_SW             CHAR     1955     1 Hospital Acquired Conditions (HAC) Program Reduction Indicator Switch
- 378 PGM_RDCTN_IND_SW                 PGM_RDCTN_IND_SW                 CHAR     1956     1 Electronic Health Records (EHR) Program Reduction Indicator Switch
- 379 PA_IND_CD                        PA_IND_CD                        CHAR     1957     4 Claim Prior Authorization Indicator Code
- 380 UNIQ_TRKNG_NUM                   UNIQ_TRKNG_NUM                   CHAR     1961    14 Claim Unique Tracking Number
- 381 STAY_2_IND_SW                    STAY_2_IND_SW                    CHAR     1975     1 Stay 2 Indicator Switch
- 382 CLM_SITE_NTRL_PYMT_CST_AMT       CLM_SITE_NTRL_PYMT_CST_AMT       NUM      1976    10 Claim Site Neutral Payment Based on Cost Amount
- 383 CLM_SITE_NTRL_PYMT_IPPS_AMT      CLM_SITE_NTRL_PYMT_IPPS_AMT      NUM      1986    10 Claim Site Neutral Payment Based on IPPS Amount
- 384 CLM_FULL_STD_PYMT_AMT            CLM_FULL_STD_PYMT_AMT            NUM      1996    10 Claim Full Standard Payment Amount
- 385 CLM_SS_OUTLIER_STD_PYMT_AMT      CLM_SS_OUTLIER_STD_PYMT_AMT      NUM      2006    10 Claim Short Stay Outlier (SSO) Standard Payment Amount
- 386 CLM_NGACO_IND_1_CD               CLM_NGACO_IND_1_CD               CHAR     2016     1 Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator Code 1
- 387 CLM_NGACO_IND_2_CD               CLM_NGACO_IND_2_CD               CHAR     2017     1 Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator Code 2
- 388 CLM_NGACO_IND_3_CD               CLM_NGACO_IND_3_CD               CHAR     2018     1 Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator Code 3
- 389 CLM_NGACO_IND_4_CD               CLM_NGACO_IND_4_CD               CHAR     2019     1 Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator Code 4
- 390 CLM_NGACO_IND_5_CD               CLM_NGACO_IND_5_CD               CHAR     2020     1 Claim Next Generation (NG) Accountable Care Organization (ACO) Indicator Code 5
- 391 CLM_RSDL_PYMT_IND_CD             CLM_RSDL_PYMT_IND_CD             CHAR     2021     1 Claim Residual Payment Indicator Code
- 392 CLM_RP_IND_CD                    CLM_RP_IND_CD                    CHAR     2022     1 Claim Representative Payee (RP) Indicator Code
- 393 RC_RP_IND_CD                     RC_RP_IND_CD                     CHAR     2023     1 Revenue Center Representative Payee (RP) Indicator Code
- 394 ACO_ID_NUM                       ACO_ID_NUM                       CHAR     2024    10 Accountable Care Organization (ACO) Identification Number
- 395 RC_ALLOGENEIC_STEM_CELL_AMT      RC_ALLOGENEIC_STEM_CELL_AMT      NUM      2034    10 Revenue Center Allogeneic Stem Cell Acquisition/Donor Services Amount
- 396 ISLET_ADD_ON_PYMT_AMT            ISLET_ADD_ON_PYMT_AMT            NUM      2044    10 Islet Add-On Payment Amount
-
-Note: All DATE fields are written out in CCYYMMDD format.
-
-- End of Document

From 8485752392cd067c81fdee225f6fff188a182e7f Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Tue, 18 Nov 2025 02:02:40 -0500
Subject: [PATCH 79/81] MAB     Cleaning up Data Dictionary Tool

---
 setup.py                                      |  2 +-
 src/python/dorieh/docutils/cwl2md.py          | 28 +++++++++++++++----
 .../platform/dictionary/domain_dictionary.py  |  2 +-
 .../dorieh/platform/dictionary/element.py     |  2 ++
 4 files changed, 26 insertions(+), 8 deletions(-)

diff --git a/setup.py b/setup.py
index c49d7cc65..ec9799290 100644
--- a/setup.py
+++ b/setup.py
@@ -7,7 +7,7 @@
 
 setup(
     name='dorieh',
-    version="0.4.3",
+    version="0.4.4",
     url='https://github.com/ForomePlatform/dorieh',
     license='Apache 2.0',
     author='Michael A Bouzinier',
diff --git a/src/python/dorieh/docutils/cwl2md.py b/src/python/dorieh/docutils/cwl2md.py
index 8d18d42c5..ba0c20451 100644
--- a/src/python/dorieh/docutils/cwl2md.py
+++ b/src/python/dorieh/docutils/cwl2md.py
@@ -38,13 +38,14 @@
 
 """
 
+
 cwl_src_template = """---
 orphan: true
 ---
 
 # {name}
 
-```{literalinclude} ../../src/cwl/{path}
+```{literalinclude} {path}
 :linenos:
 :language: yaml
 ```
@@ -109,9 +110,10 @@ def _add_title(self):
 
     def _add_source(self):
         of = self.output_file_path.replace(".md", "cwl_src.md")
-        inf = os.path.basename(self.input_file_path)
-        content = cwl_src_template.format(name=inf, path=inf,
-                                          literalinclude="{literalinclude}")
+        name = os.path.basename(self.input_file_path)
+        abs_path = os.path.abspath(self.input_file_path)
+        rel_path = os.path.relpath(abs_path, os.path.dirname(self.output_file_path))
+        content = cwl_src_template.format(name=name, path=rel_path, literalinclude="{literalinclude}")
         with open(of, "w") as out:
             out.write(content)
         self.md_file.add_text("\n [Source code]({}) \n".format(
@@ -134,6 +136,7 @@ def _find_title(content: str) -> Optional[str]:
         for line in content.splitlines():
             if line.startswith('###'):
                 return line.replace('###', '').strip()
+        return None
 
     @staticmethod
     def _get_filename(file_path: str) -> str:
@@ -229,6 +232,18 @@ def _add_outputs(self):
 
         self.md_file.add_table(data=data)
 
+    @classmethod
+    def find_run_uri(cls, run_target:str) -> str:
+        if run_target.startswith("https://raw.githubusercontent.com/ForomePlatform/dorieh/main/src/"):
+            workflow = os.path.basename(run_target)
+            workflow = os.path.splitext(workflow)[0]
+            uri = f"https://foromeplatform.github.io/dorieh/pipeline/{workflow}.html"
+        elif run_target.startswith("https:/"):
+            uri = run_target
+        else:
+            uri = run_target.replace('.cwl', '.md')
+        return uri
+
     def _add_steps(self):
         if 'steps' not in self.yaml_content:
             return
@@ -247,8 +262,9 @@ def _add_steps(self):
             doc = arg.get('doc', ' ').replace('\n', ' ')
             runs = arg['run']
             if isinstance(runs, str):
-                ref_uri = runs.replace('.cwl', '.md')
-                target = f'[{runs}]({ref_uri})'
+                ref_uri = self.find_run_uri(runs)
+                runs_name = os.path.basename(runs)
+                target = f'[{runs_name}]({ref_uri})'
             elif runs.get('class').lower() == 'workflow':
                 file_name = self._handle_sub_workflow(name, runs)
                 target = f"[sub-workflow]({file_name})"
diff --git a/src/python/dorieh/platform/dictionary/domain_dictionary.py b/src/python/dorieh/platform/dictionary/domain_dictionary.py
index cbb7e3b10..d462c429d 100644
--- a/src/python/dorieh/platform/dictionary/domain_dictionary.py
+++ b/src/python/dorieh/platform/dictionary/domain_dictionary.py
@@ -39,7 +39,7 @@ def __init__(self, of: str, options: Dict):
         self.of = of
         self.basedir = os.path.dirname(os.path.abspath(of))
         self.options = options
-        self.link = self.options.get("fmt") in ["svg"]
+        self.link = True # self.options.get("fmt") in ["svg"]
         self.mode = RenderMode(options["mode"])
 
     def add(self, path):
diff --git a/src/python/dorieh/platform/dictionary/element.py b/src/python/dorieh/platform/dictionary/element.py
index c999ba4d9..6f0c352c8 100644
--- a/src/python/dorieh/platform/dictionary/element.py
+++ b/src/python/dorieh/platform/dictionary/element.py
@@ -135,6 +135,8 @@ def print_group(self, group_id, file, indent: int, max_h = 4):
 
 
 def fqn(schema: str, name: str) -> str:
+    if schema is None:
+        return name
     return schema + '.' + name
 
 

From b8e352a07e217462f4d10b06d5de7abe7f24d55f Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Wed, 17 Dec 2025 01:27:27 -0500
Subject: [PATCH 80/81] MAB     Adding a figure illustrating a data preparation
 pipeline for the book

---
 doc/pipeline-by-claude.dot | 202 +++++++++++++++++++++++++++++++++++++
 doc/pipeline.dot           |  57 +++++++++++
 2 files changed, 259 insertions(+)
 create mode 100644 doc/pipeline-by-claude.dot
 create mode 100644 doc/pipeline.dot

diff --git a/doc/pipeline-by-claude.dot b/doc/pipeline-by-claude.dot
new file mode 100644
index 000000000..41e3d1706
--- /dev/null
+++ b/doc/pipeline-by-claude.dot
@@ -0,0 +1,202 @@
+digraph medicare_pipeline {
+    // Global graph settings
+    rankdir=TB;
+    splines=ortho;
+    nodesep=0.7;
+    ranksep=1.2;
+    bgcolor="#FAFAFA";
+    fontname="Helvetica";
+
+    // Edge defaults
+    edge [penwidth=2.5, arrowsize=0.8];
+
+    // ========== RAW DATA SOURCES ==========
+    subgraph cluster_sources {
+        label=<<B>📦 Raw Data Sources</B>>;
+        style="rounded,filled";
+        color="#B71C1C";
+        fillcolor="#FFEBEE";
+        penwidth=2;
+        fontsize=16;
+        margin=20;
+
+        node [shape=cylinder, style="filled", fillcolor="#EF5350",
+              fontcolor=white, color="#C62828", penwidth=2, height=0.8];
+
+        ey1 [label="Enrollments\n2019"];
+        ey2 [label="Enrollments\n2020"];
+        ey3 [label="Enrollments\n2021"];
+        ay1 [label="Admissions\n2019"];
+        ay2 [label="Admissions\n2020"];
+        ay3 [label="Admissions\n2021"];
+    }
+
+    // ========== BRONZE LAYER ==========
+    subgraph cluster_bronze {
+        label=<<B>🥉 Bronze Layer: Raw Ingestion</B>>;
+        style="rounded,filled";
+        color="#E65100";
+        fillcolor="#FFF3E0";
+        penwidth=2;
+        fontsize=16;
+        margin=20;
+
+        node [shape=box, style="rounded,filled,bold", fillcolor="#FFB74D",
+              color="#F57C00", penwidth=2, fontsize=11];
+
+        bronzee1 [label="📥 Ingest"];
+        bronzee2 [label="📥 Ingest"];
+        bronzee3 [label="📥 Ingest"];
+        bronzea1 [label="📥 Ingest"];
+        bronzea2 [label="📥 Ingest"];
+        bronzea3 [label="📥 Ingest"];
+    }
+
+    // ========== HARMONIZATION LAYER ==========
+    subgraph cluster_harmonize {
+        label=<<B>🔧 Harmonization: Schema Alignment</B>>;
+        style="rounded,filled";
+        color="#F57F17";
+        fillcolor="#FFFDE7";
+        penwidth=2;
+        fontsize=16;
+        margin=20;
+
+        node [shape=hexagon, style="filled", fillcolor="#FFF59D",
+              color="#F9A825", penwidth=2, fontsize=11];
+
+        harmonizee1 [label="⚙️ Harmonize"];
+        harmonizee2 [label="⚙️ Harmonize"];
+        harmonizee3 [label="⚙️ Harmonize"];
+        harmonizea1 [label="⚙️ Harmonize"];
+        harmonizea2 [label="⚙️ Harmonize"];
+        harmonizea3 [label="⚙️ Harmonize"];
+    }
+
+    // ========== CONSOLIDATION ==========
+    node [shape=diamond, style="filled,bold", fillcolor="#81C784",
+          color="#388E3C", penwidth=3, fontsize=12, width=2, height=1.2];
+
+    consoledatee [label="🔗 Consolidate\nEnrollments"];
+    consoledatea [label="🔗 Consolidate\nAdmissions"];
+
+    // ========== SILVER LAYER ==========
+    subgraph cluster_silver {
+        label=<<B>🥈 Silver Layer: Curated and Validated</B>>;
+        style="rounded,filled";
+        color="#455A64";
+        fillcolor="#ECEFF1";
+        penwidth=3;
+        fontsize=16;
+        margin=25;
+
+        // Normalization nodes
+        node [shape=parallelogram, style="filled,bold", fillcolor="#90CAF9",
+              color="#1976D2", penwidth=2, fontsize=11, skew=0.3];
+
+        normalizee [label="📊 Normalize\nEnrollments"];
+        normalizea [label="📊 Normalize\nAdmissions"];
+
+        // Master index - special node
+        node [shape=octagon, style="filled,bold", fillcolor="#CE93D8",
+              color="#7B1FA2", penwidth=3, fontsize=12, width=2.2];
+
+        build_master_bene [label="🔑 Master\nBeneficiaries\nIndex"];
+
+        // Cleansing nodes
+        node [shape=component, style="filled,rounded", fillcolor="#80DEEA",
+              color="#00838F", penwidth=2, fontsize=11];
+
+        cleanse_enrollments [label="🧹 Cleanse\nEnrollments"];
+        cleanse_admissions [label="🧹 Cleanse\nAdmissions"];
+
+        // Build nodes
+        node [shape=folder, style="filled,rounded,bold", fillcolor="#A5D6A7",
+              color="#2E7D32", penwidth=2, fontsize=11];
+
+        build_enrollments [label="✅ Build\nEnrollments\nTable"];
+        build_admissions [label="✅ Build\nAdmissions\nTable"];
+    }
+
+    // ========== GOLD LAYER ==========
+    node [shape=star, style="filled,bold", fillcolor="#FFD54F",
+          color="#F57F17", penwidth=4, fontsize=13, width=2.5, height=2.5];
+
+    build_gold1 [label="⭐ Gold:\nAdmissions\nQC Metrics"];
+
+    // ========== EDGES: Raw to Bronze ==========
+    edge [color="#E53935", penwidth=2, style=solid, arrowhead=normal];
+    ey1 -> bronzee1;
+    ey2 -> bronzee2;
+    ey3 -> bronzee3;
+    ay1 -> bronzea1;
+    ay2 -> bronzea2;
+    ay3 -> bronzea3;
+
+    // ========== EDGES: Bronze to Harmonize ==========
+    edge [color="#FB8C00", penwidth=2, style=solid, arrowhead=vee];
+    bronzee1 -> harmonizee1;
+    bronzee2 -> harmonizee2;
+    bronzee3 -> harmonizee3;
+    bronzea1 -> harmonizea1;
+    bronzea2 -> harmonizea2;
+    bronzea3 -> harmonizea3;
+
+    // ========== EDGES: Harmonize to Consolidate ==========
+    edge [color="#FDD835", penwidth=2.5, style=bold, arrowhead=diamond];
+    harmonizee1 -> consoledatee;
+    harmonizee2 -> consoledatee;
+    harmonizee3 -> consoledatee;
+    harmonizea1 -> consoledatea;
+    harmonizea2 -> consoledatea;
+    harmonizea3 -> consoledatea;
+
+    // ========== EDGES: Enrollments Silver Path ==========
+    edge [color="#1976D2", penwidth=3, style=solid, arrowhead=normal];
+    consoledatee -> normalizee;
+    normalizee -> build_master_bene;
+    build_master_bene -> cleanse_enrollments;
+    cleanse_enrollments -> build_enrollments;
+
+    // ========== EDGES: Admissions Silver Path ==========
+    edge [color="#00838F", penwidth=3, style=solid, arrowhead=normal];
+    consoledatea -> normalizea;
+    normalizea -> cleanse_admissions;
+    cleanse_admissions -> build_admissions;
+
+    // ========== EDGES: Cross-Dependencies (CRITICAL) ==========
+    edge [color="#D32F2F", penwidth=4, style=dashed, arrowhead=normal, constraint=false];
+    build_master_bene -> cleanse_admissions [xlabel="referential\nintegrity", fontsize=9, fontcolor="#D32F2F"];
+    build_enrollments -> cleanse_admissions [xlabel="referential\nintegrity", fontsize=9, fontcolor="#D32F2F"];
+
+    // ========== EDGES: Silver to Gold ==========
+    edge [color="#F9A825", penwidth=4, style=bold, arrowhead=odiamond];
+    build_admissions -> build_gold1;
+
+    // ========== LEGEND ==========
+    subgraph cluster_legend {
+        label=<<B>📖 Legend</B>>;
+        style="rounded,filled";
+        color="#757575";
+        fillcolor="#FFFFFF";
+        penwidth=2;
+        fontsize=12;
+        margin=15;
+
+        node [shape=plaintext, fontsize=10];
+        legend [label=<<TABLE BORDER="0" CELLBORDER="0" CELLSPACING="4">
+            <TR><TD ALIGN="LEFT">🔴 Raw Data Flow</TD></TR>
+            <TR><TD ALIGN="LEFT">🟠 Ingestion and Harmonization</TD></TR>
+            <TR><TD ALIGN="LEFT">🔵 Silver Processing</TD></TR>
+            <TR><TD ALIGN="LEFT">🔴⚠️ Critical Dependencies</TD></TR>
+            <TR><TD ALIGN="LEFT">🟡 Gold Analytics</TD></TR>
+            <TR><TD ALIGN="LEFT"></TD></TR>
+            <TR><TD ALIGN="LEFT"><B>Shapes:</B></TD></TR>
+            <TR><TD ALIGN="LEFT">🗄️ Cylinder = Data Source</TD></TR>
+            <TR><TD ALIGN="LEFT">⬢ Hexagon = Transformation</TD></TR>
+            <TR><TD ALIGN="LEFT">💎 Diamond = Merge/Union</TD></TR>
+            <TR><TD ALIGN="LEFT">🔑 Octagon = Master Index</TD></TR>
+            <TR><TD ALIGN="LEFT">⭐ Star = Final Output</TD></TR>
+        </TABLE>>];
+    }
+}
\ No newline at end of file
diff --git a/doc/pipeline.dot b/doc/pipeline.dot
new file mode 100644
index 000000000..e537f2d10
--- /dev/null
+++ b/doc/pipeline.dot
@@ -0,0 +1,57 @@
+digraph {
+    ey1 [label = "Enrollments Data for YEAR1"];
+    ey2 [label = "Enrollments Data for YEAR2"];
+    ey3 [label = "Enrollments Data for YEAR3"];
+
+    ay1 [label = "Inpatient Admissions Data for YEAR1"];
+    ay2 [label = "Inpatient Admissions Data for YEAR2"];
+    ay3 [label = "Inpatient Admissions Data for YEAR3"];
+
+    bronzee1  [label = "Ingest into Bronze Layer"];
+    bronzee2  [label = "Ingest into Bronze Layer"];
+    bronzee3  [label = "Ingest into Bronze Layer"];
+
+    bronzea1  [label = "Ingest into Bronze Layer"];
+    bronzea2  [label = "Ingest into Bronze Layer"];
+    bronzea3  [label = "Ingest into Bronze Layer"];
+
+    harmonizee1 [label = "Harmonize Data"];
+    harmonizee2 [label = "Harmonize Data"];
+    harmonizee3 [label = "Harmonize Data"];
+    harmonizea1 [label = "Harmonize Data"];
+    harmonizea2 [label = "Harmonize Data"];
+    harmonizea3 [label = "Harmonize Data"];
+
+    consoledatee [label = "Consolidate Enrollments Data"];
+    consoledatea [label = "Consolidate Admissions Data"];
+
+    normalizee  [label = "Normalize Data"];
+    normalizea  [label = "Normalize Data"];
+
+    build_master_bene [label = "Aggregate and build Master Beneficiaries Index"];
+    cleanse_enrollments [label = "Cleanse Enrollments Data"];
+    build_enrollments [label = "Build Enrollments Silver Layer"];
+
+    cleanse_admissions [label = "Cleanse Admissions Data"];
+    build_admissions [label = "Build Admissions Silver Layer"];
+
+    build_gold1 [label = "Build Gold Layer: Admissions QC"];
+
+    ey1 -> bronzee1 -> harmonizee1 -> consoledatee;
+    ey2 -> bronzee2 -> harmonizee2 -> consoledatee;
+    ey3 -> bronzee3 -> harmonizee3 -> consoledatee;
+
+    consoledatee -> normalizee -> build_master_bene -> cleanse_enrollments -> build_enrollments;
+
+    ay1 -> bronzea1 -> harmonizea1 -> consoledatea;
+    ay2 -> bronzea2 -> harmonizea2 -> consoledatea;
+    ay3 -> bronzea3 -> harmonizea3 -> consoledatea;
+
+    consoledatea -> normalizea;
+    normalizea -> cleanse_admissions;
+    build_master_bene -> cleanse_admissions;
+    build_enrollments -> cleanse_admissions;
+    cleanse_admissions -> build_admissions;
+
+    build_admissions -> build_gold1;
+}
\ No newline at end of file

From 206173ba643f7b7fd8d6091a490e2625ee47b6c9 Mon Sep 17 00:00:00 2001
From: mmcentre <michael.bouzinier@kvitneset.com>
Date: Sun, 21 Dec 2025 17:14:15 -0500
Subject: [PATCH 81/81] MAB   Writing the Pipeline Building Tutorial

---
 doc/Example-climate-workflow.md               |   5 +
 doc/index.md                                  |   1 +
 .../climate/building-climate-pipeline.md      | 286 ++++++++++++++++++
 doc/tutorial/{ => climate}/example1.cwl       |   0
 doc/tutorial/{ => climate}/example1_model.yml |   0
 doc/tutorial/climate/steps/step1/example1.cwl |  24 ++
 .../climate/steps/step2/example1-1.cwl        |  31 ++
 .../climate/steps/step2/example1-2.cwl        |  43 +++
 .../climate/steps/step2/example1-3.cwl        |  46 +++
 .../climate/steps/step2/example1-4.cwl        |  79 +++++
 doc/tutorial/climate/steps/step3/example1.cwl |  89 ++++++
 11 files changed, 604 insertions(+)
 create mode 100644 doc/tutorial/climate/building-climate-pipeline.md
 rename doc/tutorial/{ => climate}/example1.cwl (100%)
 rename doc/tutorial/{ => climate}/example1_model.yml (100%)
 create mode 100644 doc/tutorial/climate/steps/step1/example1.cwl
 create mode 100644 doc/tutorial/climate/steps/step2/example1-1.cwl
 create mode 100644 doc/tutorial/climate/steps/step2/example1-2.cwl
 create mode 100644 doc/tutorial/climate/steps/step2/example1-3.cwl
 create mode 100644 doc/tutorial/climate/steps/step2/example1-4.cwl
 create mode 100644 doc/tutorial/climate/steps/step3/example1.cwl

diff --git a/doc/Example-climate-workflow.md b/doc/Example-climate-workflow.md
index 6e6761a79..1e79af34a 100644
--- a/doc/Example-climate-workflow.md
+++ b/doc/Example-climate-workflow.md
@@ -6,6 +6,11 @@ local:
 ---
 ```
 
+``{seealso}
+[Tutorial: Building a Bronze–Silver–Gold Climate Pipeline with Dorieh](tutorial/climate/building-climate-pipeline.md)
+```
+
+
 
 ## What the sample workflow is doing: aggregating a climate variable
 
diff --git a/doc/index.md b/doc/index.md
index c3865aeba..e7e079845 100644
--- a/doc/index.md
+++ b/doc/index.md
@@ -12,6 +12,7 @@ pipelines
 Python Packages <packages>
 Datamodels
 examples
+Tutorial: Building a Data preparation Workflow <tutorial/climate/building-climate-pipeline.md>
 guts
 DBT
 Adding more data <adding_data>
diff --git a/doc/tutorial/climate/building-climate-pipeline.md b/doc/tutorial/climate/building-climate-pipeline.md
new file mode 100644
index 000000000..f0288e1d3
--- /dev/null
+++ b/doc/tutorial/climate/building-climate-pipeline.md
@@ -0,0 +1,286 @@
+# Tutorial: Building a Bronze–Silver–Gold Climate Pipeline with Dorieh
+
+```{contents}
+---
+local:
+---
+```
+
+```{seealso}
+[Example: aggregating a climate variable](../../Example-climate-workflow.md)
+```
+            
+## Introduction: 
+
+This tutorial walks you through building a small, but complete, 
+Dorieh‑based data processing workflow. It attempts to model a realistic 
+process of incrementally adding features to a workflow, keeping the 
+workflow runnable at every step but with the ultimate goal of producing 
+a production-ready dataset.
+
+The eventual pipeline:
+
+* Downloads gridded daily climate data.
+* Aggregates it over ZIP Code Tabulation Areas (ZCTAs).
+* Loads the result into PostgreSQL.
+* Builds Bronze, Silver, and Gold layers using the Dorieh data‑modeling DSL.
+* Generates documentation and data lineage diagrams.
+
+The same design patterns apply directly to health and claims data 
+pipelines; here we use open climate data so anyone can reproduce the 
+example.   
+
+The concepts in this tutorial are used in the "Data Provenance for 
+Secondary Use of Health Data through Dataflow Programming" book 
+in the chapter named “Sample Application: Building ML‑Ready Datasets”.
+
+
+## Prerequisites
+
+You will need:
+
+* A Unix‑like environment (Linux or macOS).
+* Python 3.9+.
+* A CWL runner, e.g.:
+  * toil-cwl-runner (used in examples), 
+  * or cwltool.
+* PostgreSQL or Docker to use the provided container image
+* graphviz (for lineage diagrams) and pandoc (optional, for HTML docs).
+
+Dorieh must be installed as described in the 
+[Example](../../Example-climate-workflow.md#prepare-to-run-a-workflow).
+
+For convenience, the full list of commands is also provided below:
+
+```bash
+# Create a virtual environment and activate it.
+python3 -m venv $path
+source $path/bin/activate
+
+# Install Toil and its dependencies.
+pip install "toil[cwl,aws]"
+
+# Install Dorieh and its dependencies.
+pip install dorieh
+```
+
+## Design overview
+We briefly outline the pipeline design before touching any code.
+
+### Inputs
+
+* Climate variable: daily maximum temperature (tmmx) from a gridded 
+dataset (e.g., GRIDMET / TerraClimate via Google Earth Engine / NKN).
+
+```{Important}
+As we will be progressing with the building of the workflow we 
+will see that we also need an additional input: shapefile with 
+ZIP Code Tabulation Areas (ZCTAs).
+```
+
+### Outputs
+* **File output**: a compressed CSV with columns: date, zcta, and tmmx 
+(Kelvin).
+* **Database outputs**:
+  * Bronze table: bronze_temperature(date, zcta, tmmx).
+  * Silver view: silver_temperature with:
+     * temperature_in_C, temperature_in_F
+     * us_state, city
+  * Gold materialized view: gold_temperature_by_state with:
+     *mean temperature and temperature span per state/day.
+
+### Architecture
+We will:
+
+* Use **CWL** to orchestrate:
+  * climate download → shape download → spatial aggregation → DB init 
+   → ingestion → Silver/Gold creation.
+* Use the **Dorieh data‑modeling DSL (YAML)** to define:
+  * Bronze/Silver/Gold schema and transformations.
+* Use Dorieh utilities to generate:
+  * Workflow documentation (from CWL).
+  * Data dictionaries and lineage diagrams (from YAML).
+
+
+## Directory layout
+
+Create a working directory for this tutorial, for example:
+
+```bash
+cd tmp
+mkdir -p dorieh/tutorials/climate
+cd dorieh/tutorials/climate
+```
+We will place:
+
+* example1.cwl – the CWL workflow.
+* example1_model.yml – the domain definition for Bronze/Silver/Gold.
+* (Optionally) a local database.ini if you need to adjust it for your 
+   environment.
+                                        
+## Step 1. Create a minimal CWL workflow skeleton
+
+We will start with a minimal CWL workflow definition containing the 
+main steps—data acquisition, shape file retrieval, and aggregation. 
+At this stage, placeholders can be used for inputs and outputs; 
+these will be filled in as more details on the required tool 
+parameters are gathered.    
+
+Dorieh provides a library of prebuilt CWL tool definitions, 
+streamlining common steps such as downloading remote files and 
+running aggregations. Corresponding tools are:
+
+* [download.cwl](../../pipeline/download.md)
+* [aggregate.cwl](../../pipeline/aggregate_daily.md)
+
+
+
+The initial workflow skeleton can look like:
+
+```{literalinclude} steps/step1/example1.cwl```
+
+This skeleton is not yet runnable. It defines three steps but no 
+inputs, outputs, or wiring.                
+
+## Step 2. Iteratively Defining Steps and Parameters
+
+At this implementation step we need to:
+
+* For each workflow step, consult the underlying tool’s 
+  documentation or CWL file to determine:
+  * Required input parameters
+  * Output files and directory structure
+* Incrementally add inputs (e.g., band, year, geography), outputs, 
+  and wiring between steps (using CWL’s in and out sections).
+
+Dorieh’s cwl_collect_outputs utility helps automating extraction of 
+output specifications and minimizing errors. 
+
+To illustrate the process, we will first look at the download step.
+The tool we are using is 
+[Dorieh download.cwl](../../pipeline/download.md)
+
+We see that it takes 3 input parameters: 
+
+* proxy settings, 
+* year, for which we will be performing data aggregation 
+* meteorological band or variable that we would like to aggregate. 
+
+If you are using a system with direct access to the Internet, you 
+probably do not need a proxy. However, we need to take care of 
+‘year’ and ‘band’.    
+
+After adding these two input parameters to the ‘ inputs ’ section and 
+‘download’ step, the workflow file will look like:  
+
+```{literalinclude} steps/step2/example1-1.cwl```
+
+Though we have now defined the inputs for the first step, the 
+workflow is still not runnable because we have not yet defined the 
+outputs. As mentioned, Dorieh’s cwl_collect_outputs utility assists 
+with this task. You can run: 
+                             
+```bash
+python -m dorieh.platform.util.cwl_collect_outputs download https://raw.githubusercontent.com/ForomePlatform/dorieh/refs/heads/main/src/cwl/download.cwl
+```
+
+The command should produce the following output:
+
+```text
+    out:
+      - log
+      - data
+      - errors
+## Generated by dorieh.platform.util.cwl_collect_outputs from download.cwl:
+  download_log:
+    type: File?
+    outputSource: download/log
+  download_data:
+    type: File?
+    outputSource: download/data
+  download_errors:
+    type: File
+    outputSource: download/errors
+```
+
+From the standard output of this command, copy the “out” section to 
+the step and the rest to the “outputs” section. You can exclude the 
+outputs you want to ignore. The resulting workflow file should look 
+like:    
+
+```{literalinclude} steps/step2/example1-2.cwl```
+
+Now we will repeat the process for the `aggregate` step. Looking at the 
+tool we are using 
+[aggregate.cwl](../../pipeline/aggregate_daily.md).
+we notice that besides the input parameters we already discussed, it
+also requires Shapefiles. Dorieh provides another CWL tool to 
+download the shapefiles for US geographies (ZCTAs and counties) from 
+the US Census website: [get_shapes.cwl](../../pipeline/get_shapes.md).  
+
+Therefore, we need to add a third step to the 
+existing two:
+
+```yaml
+  get_shapes:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/get_shapes.cwl
+```
+                        
+Which will bring us to the following workflow definition:
+
+```{literalinclude} steps/step2/example1-3.cwl```
+
+After repeating the process described above for the remaining two steps 
+(`get_shapes` and `aggregate`) we finally have a runnable workflow 
+definition:
+
+```{literalinclude} steps/step2/example1-4.cwl```
+
+At this point, the workflow can aggregate a full year of data, but 
+that is slow for development. Next we add a “toy slice” mode. 
+
+If you prefer to test the current workflow and do not afraid to wait 
+hours for its completion, you can run it with the following command:
+
+```shell
+toil-cwl-runner --retryCount 3 --cleanWorkDir never --outdir outputs example1.cwl --workDir . --band tmmx --year 2019 --geography zcta
+
+```
+
+## Step 3 – Parameterize for a single day (“toy” run)
+
+To speed up development and debugging, we can parameterize the 
+workflow so that it can run on “toy” datasets—for example, filtering 
+a single day (e.g., 2019-01-15) instead of an entire year. Running 
+your pipeline on a minimal dataset ensures quick feedback, uncovers 
+errors early, and avoids wasting compute resources.     
+
+Such parametrization often requires additional input transformations 
+(e.g., extracting year from a date); hence, we need to insert 
+transformation steps, chaining outputs via CWL’s valueFrom mechanism.       
+
+In our case, to allow the workflow to run on a toy dataset, we will 
+first replace the input parameter `year` with `date`. Our downstream 
+steps, however, require a year, e.g., to download the right shape 
+file. Hence, we will add an additional step to extract the year from 
+the date:        
+                
+```yaml
+  extract_year:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/parse_date.cwl
+    in:
+      date: date
+    out:
+      - year
+```
+
+With this step in place, the workflow is now:
+
+```{literalinclude} steps/step3/example1.cwl```
+
+It can be run with the following command:
+
+```shell
+toil-cwl-runner --retryCount 3 --cleanWorkDir never --outdir outputs example1.cwl --workDir . --band tmmx --date 2019-01-15 --geography zcta
+```
+
diff --git a/doc/tutorial/example1.cwl b/doc/tutorial/climate/example1.cwl
similarity index 100%
rename from doc/tutorial/example1.cwl
rename to doc/tutorial/climate/example1.cwl
diff --git a/doc/tutorial/example1_model.yml b/doc/tutorial/climate/example1_model.yml
similarity index 100%
rename from doc/tutorial/example1_model.yml
rename to doc/tutorial/climate/example1_model.yml
diff --git a/doc/tutorial/climate/steps/step1/example1.cwl b/doc/tutorial/climate/steps/step1/example1.cwl
new file mode 100644
index 000000000..e4eff083b
--- /dev/null
+++ b/doc/tutorial/climate/steps/step1/example1.cwl
@@ -0,0 +1,24 @@
+#!/usr/bin/env cwl-runner
+
+cwlVersion: v1.2
+class: Workflow
+
+requirements:
+  SubworkflowFeatureRequirement: {}
+  StepInputExpressionRequirement: {}
+  InlineJavascriptRequirement: {}
+  ScatterFeatureRequirement: {}
+  MultipleInputFeatureRequirement: {}
+  NetworkAccess:
+    networkAccess: True
+
+inputs: {}
+
+steps:
+  download:
+    run: https://raw.githubusercontent.com/ForomePlatform/dorieh/main/src/cwl/download.cwl
+
+  aggregate:
+    run: https://raw.githubusercontent.com/ForomePlatform/dorieh/main/src/cwl/aggregate_daily.cwl
+
+outputs: {}
diff --git a/doc/tutorial/climate/steps/step2/example1-1.cwl b/doc/tutorial/climate/steps/step2/example1-1.cwl
new file mode 100644
index 000000000..36ab11522
--- /dev/null
+++ b/doc/tutorial/climate/steps/step2/example1-1.cwl
@@ -0,0 +1,31 @@
+#!/usr/bin/env cwl-runner
+
+cwlVersion: v1.2
+class: Workflow
+
+requirements:
+  SubworkflowFeatureRequirement: {}
+  StepInputExpressionRequirement: {}
+  InlineJavascriptRequirement: {}
+  ScatterFeatureRequirement: {}
+  MultipleInputFeatureRequirement: {}
+  NetworkAccess:
+    networkAccess: True
+
+inputs:
+  band:
+    type: string
+  year:
+    type: string
+
+steps:
+  download:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/download.cwl
+    in:
+      year: year
+      band: band
+
+  aggregate:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/aggregate_daily.cwl
+
+Outputs: {}
diff --git a/doc/tutorial/climate/steps/step2/example1-2.cwl b/doc/tutorial/climate/steps/step2/example1-2.cwl
new file mode 100644
index 000000000..3cc8df90d
--- /dev/null
+++ b/doc/tutorial/climate/steps/step2/example1-2.cwl
@@ -0,0 +1,43 @@
+cwlVersion: v1.2
+class: Workflow
+
+requirements:
+  SubworkflowFeatureRequirement: {}
+  StepInputExpressionRequirement: {}
+  InlineJavascriptRequirement: {}
+  ScatterFeatureRequirement: {}
+  MultipleInputFeatureRequirement: {}
+  NetworkAccess:
+    networkAccess: True
+inputs:
+  band:
+    type: string
+  year:
+    type: string
+
+steps:
+  download:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/download.cwl
+    in:
+      year: year
+      band: band
+    out:
+      - log
+      - data
+      - errors
+
+  aggregate:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/aggregate_daily.cwl
+
+outputs:
+  ## Generated by dorieh.platform.util.cwl_collect_outputs from download.cwl:
+  download_log:
+    type: File?
+    outputSource: download/log
+  download_data:
+    type: File?
+    outputSource: download/data
+  download_errors:
+    type: File
+    outputSource: download/errors
+
diff --git a/doc/tutorial/climate/steps/step2/example1-3.cwl b/doc/tutorial/climate/steps/step2/example1-3.cwl
new file mode 100644
index 000000000..e58029e38
--- /dev/null
+++ b/doc/tutorial/climate/steps/step2/example1-3.cwl
@@ -0,0 +1,46 @@
+cwlVersion: v1.2
+class: Workflow
+
+requirements:
+  SubworkflowFeatureRequirement: {}
+  StepInputExpressionRequirement: {}
+  InlineJavascriptRequirement: {}
+  ScatterFeatureRequirement: {}
+  MultipleInputFeatureRequirement: {}
+  NetworkAccess:
+    networkAccess: True
+inputs:
+  band:
+    type: string
+  year:
+    type: string
+
+steps:
+  download:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/download.cwl
+    in:
+      year: year
+      band: band
+    out:
+      - log
+      - data
+      - errors
+
+  get_shapes:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/get_shapes.cwl
+
+  aggregate:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/aggregate_daily.cwl
+
+outputs:
+  ## Generated by dorieh.platform.util.cwl_collect_outputs from download.cwl:
+  download_log:
+    type: File?
+    outputSource: download/log
+  download_data:
+    type: File?
+    outputSource: download/data
+  download_errors:
+    type: File
+    outputSource: download/errors
+
diff --git a/doc/tutorial/climate/steps/step2/example1-4.cwl b/doc/tutorial/climate/steps/step2/example1-4.cwl
new file mode 100644
index 000000000..687f7fe6d
--- /dev/null
+++ b/doc/tutorial/climate/steps/step2/example1-4.cwl
@@ -0,0 +1,79 @@
+#!/usr/bin/env cwl-runner
+
+cwlVersion: v1.2
+class: Workflow
+
+requirements:
+  SubworkflowFeatureRequirement: {}
+  StepInputExpressionRequirement: {}
+  InlineJavascriptRequirement: {}
+  ScatterFeatureRequirement: {}
+  MultipleInputFeatureRequirement: {}
+  NetworkAccess:
+    networkAccess: True
+inputs:
+  band:
+    type: string
+  year:
+    type: string
+  geography:
+    type: string
+
+steps:
+  download:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/download.cwl
+    in:
+      year: year
+      band: band
+    out:
+      - log
+      - data
+      - errors
+
+  get_shapes:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/get_shapes.cwl
+    in:
+      geo: geography
+      year: year
+    out:
+      - shape_files
+
+  aggregate:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/aggregate_daily.cwl
+    in:
+      geography: geography
+      year: year
+      band: band
+      input: download/data
+      shape_files: get_shapes/shape_files
+    out:
+      - log
+      - data
+      - errors
+
+outputs:
+  ## Generated by dorieh.platform.util.cwl_collect_outputs from download.cwl:
+  download_log:
+    type: File?
+    outputSource: download/log
+  download_data:
+    type: File?
+    outputSource: download/data
+  download_errors:
+    type: File
+    outputSource: download/errors
+  ## Generated by dorieh.platform.util.cwl_collect_outputs from get_shapes.cwl:
+  get_shapes_shape_files:
+    type: File[]
+    outputSource: get_shapes/shape_files
+  ## Generated by dorieh.platform.util.cwl_collect_outputs from aggregate_daily.cwl:
+  aggregate_log:
+    type: File?
+    outputSource: aggregate/log
+  aggregate_data:
+    type: File?
+    outputSource: aggregate/data
+  aggregate_errors:
+    type: File
+    outputSource: aggregate/errors
+
diff --git a/doc/tutorial/climate/steps/step3/example1.cwl b/doc/tutorial/climate/steps/step3/example1.cwl
new file mode 100644
index 000000000..cfa7a9625
--- /dev/null
+++ b/doc/tutorial/climate/steps/step3/example1.cwl
@@ -0,0 +1,89 @@
+#!/usr/bin/env cwl-runner
+
+cwlVersion: v1.2
+class: Workflow
+
+requirements:
+  SubworkflowFeatureRequirement: {}
+  StepInputExpressionRequirement: {}
+  InlineJavascriptRequirement: {}
+  ScatterFeatureRequirement: {}
+  MultipleInputFeatureRequirement: {}
+  NetworkAccess:
+    networkAccess: True
+inputs:
+  band:
+    type: string
+  date:
+    type: string
+  geography:
+    type: string
+
+steps:
+  extract_year:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/parse_date.cwl
+    in:
+      date: date
+    out:
+      - year
+
+  download:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/download.cwl
+    in:
+      year: extract_year/year
+      band: band
+    out:
+      - log
+      - data
+      - errors
+
+  get_shapes:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/get_shapes.cwl
+    in:
+      geo: geography
+      year: extract_year/year
+    out:
+      - shape_files
+
+  aggregate:
+    run: https://raw.githubusercontent.com/NSAPH-Data-Platform/dorieh/main/src/cwl/aggregate_daily.cwl
+    in:
+      geography: geography
+      year: extract_year/year
+      dates: date
+      band: band
+      input: download/data
+      shape_files: get_shapes/shape_files
+      strategy:
+        valueFrom: default
+    out:
+      - log
+      - data
+      - errors
+
+outputs:
+  ## Generated by dorieh.platform.util.cwl_collect_outputs from download.cwl:
+  download_log:
+    type: File?
+    outputSource: download/log
+  download_data:
+    type: File?
+    outputSource: download/data
+  download_errors:
+    type: File
+    outputSource: download/errors
+  ## Generated by dorieh.platform.util.cwl_collect_outputs from get_shapes.cwl:
+  get_shapes_shape_files:
+    type: File[]
+    outputSource: get_shapes/shape_files
+  ## Generated by dorieh.platform.util.cwl_collect_outputs from aggregate_daily.cwl:
+  aggregate_log:
+    type: File?
+    outputSource: aggregate/log
+  aggregate_data:
+    type: File?
+    outputSource: aggregate/data
+  aggregate_errors:
+    type: File
+    outputSource: aggregate/errors
+