diff --git a/311-data/CSV_files/DataLoading_Script.ipynb b/311-data/CSV_files/DataLoading_Script.ipynb
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@@ -0,0 +1,1807 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Introduction:\n",
+ "The objective of this project is to extract 311 data from a specified URL and organize it into manageable chunks by year and month. This data extraction process is necessary to ensure that each subset of the data is under 100MB, allowing us to host an append-only data warehouse on GitHub. \n",
+ "\n",
+ "Action Items:\n",
+ "1. Obtain cleaning rules from the 311-data repository and provide a link to these rules in the \"Resources\" section below.\n",
+ "2. Retrieve city data from the specified URL.\n",
+ "3. Split the data by year and further partition it by month.\n",
+ "4. Document the data cleaning procedures within the Jupyter notebook.\n",
+ "5. Create a Jupyter notebook to access and manipulate the data, including detailed notes on the applied cleaning rules.\n",
+ "6. Develop a website, preferably using GitHub Pages (ghpages), to showcase the Jupyter notebook. This website will enable users to view and interact with the data without the need to download or install any additional software.\n",
+ "\n",
+ "By following these action items, we aim to streamline the process of accessing, cleaning, and presenting the 311 data, ultimately facilitating its use for analysis and exploration."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Steps to achive intial objectives\n",
+ "1. **Data Acquisition**: Obtain 311 data from the specified URL.\n",
+ "2. **Data Cleaning**: Implement cleaning rules to standardize the data\n",
+ "3. **Data Exploration**: Create a Jupyter notebook to explore and document the data cleaning process.\n",
+ "4. **Data Splitting**: Divide the dataset into smaller subsets by year and month.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Importing the necessary library \n",
+ "import requests\n",
+ "import pandas as pd\n",
+ "\n",
+ "import numpy as np\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "import geopandas as gpd\n",
+ "from shapely.geometry import Point\n",
+ "from matplotlib.colors import LogNorm\n",
+ "\n",
+ "import warnings \n",
+ "# Ignore warnings\n",
+ "warnings.filterwarnings('ignore')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Data Access from URL"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# URL of the CSV file to download\n",
+ "url=\"https://data.lacity.org/api/views/b7dx-7gc3/rows.csv?accessType=DOWNLOAD\"\n",
+ "\n",
+ "#print(url)\n",
+ "\n",
+ "# Sending a GET request to the specified URL and storing the response\n",
+ "response=requests.get(url)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Output file path\n",
+ "output_file = \"./Data_csvfile/2024.csv\"\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Data saved successfully to ./Data_csvfile/2024.csv\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Check if request was successful\n",
+ "if response.status_code == 200:\n",
+ " # Open the output file in write-binary mode\n",
+ " with open(output_file, 'wb') as file:\n",
+ " # Write the fetched data to the file\n",
+ " file.write(response.content)\n",
+ " print(f\"Data saved successfully to {output_file}\")\n",
+ "else:\n",
+ " print(f\"Failed to fetch data from {url}. Status code: {response.status_code}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Read the output CSV file into a DataFrame\n",
+ "\n",
+ "df=pd.read_csv(output_file)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Inspect Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data=df.copy(deep=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " SRNumber \n",
+ " CreatedDate \n",
+ " UpdatedDate \n",
+ " ActionTaken \n",
+ " Owner \n",
+ " RequestType \n",
+ " Status \n",
+ " RequestSource \n",
+ " CreatedByUserOrganization \n",
+ " MobileOS \n",
+ " ... \n",
+ " Location \n",
+ " TBMPage \n",
+ " TBMColumn \n",
+ " TBMRow \n",
+ " APC \n",
+ " CD \n",
+ " CDMember \n",
+ " NC \n",
+ " NCName \n",
+ " PolicePrecinct \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 1-4601720641 \n",
+ " 01/01/2024 12:00:06 AM \n",
+ " 01/03/2024 10:37:51 AM \n",
+ " SR Created \n",
+ " LASAN \n",
+ " Bulky Items \n",
+ " Closed \n",
+ " Call \n",
+ " LASAN \n",
+ " NaN \n",
+ " ... \n",
+ " POINT (-118.342143549 34.0211832597) \n",
+ " 673.0 \n",
+ " D \n",
+ " 1.0 \n",
+ " South Los Angeles APC \n",
+ " 10.0 \n",
+ " Heather Hutt \n",
+ " 75.0 \n",
+ " West Adams \n",
+ " SOUTHWEST \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 1-4601721601 \n",
+ " 01/01/2024 12:05:06 AM \n",
+ " 01/01/2024 12:05:06 AM \n",
+ " SR Created \n",
+ " BSL \n",
+ " Multiple Streetlight Issue \n",
+ " Open \n",
+ " Self Service \n",
+ " Self Service \n",
+ " NaN \n",
+ " ... \n",
+ " POINT (-118.3036039481 33.789784475205) \n",
+ " 793.0 \n",
+ " J \n",
+ " 5.0 \n",
+ " Harbor APC \n",
+ " 15.0 \n",
+ " Tim McOsker \n",
+ " 92.0 \n",
+ " Harbor City \n",
+ " HARBOR \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 1-4601723091 \n",
+ " 01/01/2024 12:06:54 AM \n",
+ " 01/01/2024 12:06:56 AM \n",
+ " SR Created \n",
+ " BSL \n",
+ " Single Streetlight Issue \n",
+ " Open \n",
+ " Mobile App \n",
+ " Self Service \n",
+ " iOS \n",
+ " ... \n",
+ " POINT (-118.36056718 34.0858735) \n",
+ " 593.0 \n",
+ " B \n",
+ " 6.0 \n",
+ " Central APC \n",
+ " 5.0 \n",
+ " Katy Yaroslavsky \n",
+ " 58.0 \n",
+ " Mid-City West \n",
+ " WILSHIRE \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 1-4601721751 \n",
+ " 01/01/2024 12:11:45 AM \n",
+ " 01/02/2024 07:01:31 PM \n",
+ " SR Created \n",
+ " LASAN \n",
+ " Bulky Items \n",
+ " Closed \n",
+ " Mobile App \n",
+ " Self Service \n",
+ " Android \n",
+ " ... \n",
+ " POINT (-118.533785604 34.2067120073) \n",
+ " 530.0 \n",
+ " J \n",
+ " 4.0 \n",
+ " South Valley APC \n",
+ " 4.0 \n",
+ " Nithya Raman \n",
+ " 15.0 \n",
+ " Reseda \n",
+ " WEST VALLEY \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 1-4601723281 \n",
+ " 01/01/2024 12:18:03 AM \n",
+ " 01/29/2024 09:06:38 AM \n",
+ " SR Created \n",
+ " OCB \n",
+ " Graffiti Removal \n",
+ " Closed \n",
+ " Mobile App \n",
+ " Self Service \n",
+ " iOS \n",
+ " ... \n",
+ " POINT (-118.28067055 34.0423584867) \n",
+ " 634.0 \n",
+ " B \n",
+ " 5.0 \n",
+ " Central APC \n",
+ " 1.0 \n",
+ " Eunisses Hernandez \n",
+ " 76.0 \n",
+ " Pico Union \n",
+ " RAMPART \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
5 rows × 34 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " SRNumber CreatedDate UpdatedDate ActionTaken \\\n",
+ "0 1-4601720641 01/01/2024 12:00:06 AM 01/03/2024 10:37:51 AM SR Created \n",
+ "1 1-4601721601 01/01/2024 12:05:06 AM 01/01/2024 12:05:06 AM SR Created \n",
+ "2 1-4601723091 01/01/2024 12:06:54 AM 01/01/2024 12:06:56 AM SR Created \n",
+ "3 1-4601721751 01/01/2024 12:11:45 AM 01/02/2024 07:01:31 PM SR Created \n",
+ "4 1-4601723281 01/01/2024 12:18:03 AM 01/29/2024 09:06:38 AM SR Created \n",
+ "\n",
+ " Owner RequestType Status RequestSource \\\n",
+ "0 LASAN Bulky Items Closed Call \n",
+ "1 BSL Multiple Streetlight Issue Open Self Service \n",
+ "2 BSL Single Streetlight Issue Open Mobile App \n",
+ "3 LASAN Bulky Items Closed Mobile App \n",
+ "4 OCB Graffiti Removal Closed Mobile App \n",
+ "\n",
+ " CreatedByUserOrganization MobileOS ... \\\n",
+ "0 LASAN NaN ... \n",
+ "1 Self Service NaN ... \n",
+ "2 Self Service iOS ... \n",
+ "3 Self Service Android ... \n",
+ "4 Self Service iOS ... \n",
+ "\n",
+ " Location TBMPage TBMColumn TBMRow \\\n",
+ "0 POINT (-118.342143549 34.0211832597) 673.0 D 1.0 \n",
+ "1 POINT (-118.3036039481 33.789784475205) 793.0 J 5.0 \n",
+ "2 POINT (-118.36056718 34.0858735) 593.0 B 6.0 \n",
+ "3 POINT (-118.533785604 34.2067120073) 530.0 J 4.0 \n",
+ "4 POINT (-118.28067055 34.0423584867) 634.0 B 5.0 \n",
+ "\n",
+ " APC CD CDMember NC NCName \\\n",
+ "0 South Los Angeles APC 10.0 Heather Hutt 75.0 West Adams \n",
+ "1 Harbor APC 15.0 Tim McOsker 92.0 Harbor City \n",
+ "2 Central APC 5.0 Katy Yaroslavsky 58.0 Mid-City West \n",
+ "3 South Valley APC 4.0 Nithya Raman 15.0 Reseda \n",
+ "4 Central APC 1.0 Eunisses Hernandez 76.0 Pico Union \n",
+ "\n",
+ " PolicePrecinct \n",
+ "0 SOUTHWEST \n",
+ "1 HARBOR \n",
+ "2 WILSHIRE \n",
+ "3 WEST VALLEY \n",
+ "4 RAMPART \n",
+ "\n",
+ "[5 rows x 34 columns]"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Display the first few rows of the dataset for initial examination\n",
+ "\n",
+ "data.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 901503 entries, 0 to 901502\n",
+ "Data columns (total 34 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 SRNumber 901503 non-null object \n",
+ " 1 CreatedDate 901503 non-null object \n",
+ " 2 UpdatedDate 901503 non-null object \n",
+ " 3 ActionTaken 901503 non-null object \n",
+ " 4 Owner 901503 non-null object \n",
+ " 5 RequestType 901503 non-null object \n",
+ " 6 Status 901503 non-null object \n",
+ " 7 RequestSource 901503 non-null object \n",
+ " 8 CreatedByUserOrganization 901503 non-null object \n",
+ " 9 MobileOS 311437 non-null object \n",
+ " 10 Anonymous 901503 non-null object \n",
+ " 11 AssignTo 892837 non-null object \n",
+ " 12 ServiceDate 830698 non-null object \n",
+ " 13 ClosedDate 830825 non-null object \n",
+ " 14 AddressVerified 901503 non-null object \n",
+ " 15 ApproximateAddress 535286 non-null object \n",
+ " 16 Address 901233 non-null object \n",
+ " 17 HouseNumber 771610 non-null float64\n",
+ " 18 Direction 841615 non-null object \n",
+ " 19 StreetName 771611 non-null object \n",
+ " 20 Suffix 830134 non-null object \n",
+ " 21 ZipCode 900304 non-null object \n",
+ " 22 Latitude 900434 non-null float64\n",
+ " 23 Longitude 900434 non-null float64\n",
+ " 24 Location 900434 non-null object \n",
+ " 25 TBMPage 900427 non-null float64\n",
+ " 26 TBMColumn 900427 non-null object \n",
+ " 27 TBMRow 900427 non-null float64\n",
+ " 28 APC 900373 non-null object \n",
+ " 29 CD 900431 non-null float64\n",
+ " 30 CDMember 821455 non-null object \n",
+ " 31 NC 888250 non-null float64\n",
+ " 32 NCName 888250 non-null object \n",
+ " 33 PolicePrecinct 900409 non-null object \n",
+ "dtypes: float64(7), object(27)\n",
+ "memory usage: 233.8+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Provide information about the dataset's structure, including data types and memory usage\n",
+ "\n",
+ "data.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " HouseNumber \n",
+ " Latitude \n",
+ " Longitude \n",
+ " TBMPage \n",
+ " TBMRow \n",
+ " CD \n",
+ " NC \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " count \n",
+ " 771610.000000 \n",
+ " 900434.000000 \n",
+ " 900434.000000 \n",
+ " 900427.000000 \n",
+ " 900427.000000 \n",
+ " 900431.000000 \n",
+ " 888250.000000 \n",
+ " \n",
+ " \n",
+ " mean \n",
+ " 6354.359004 \n",
+ " 34.089489 \n",
+ " -118.362547 \n",
+ " 607.707364 \n",
+ " 4.084634 \n",
+ " 8.305534 \n",
+ " 57.209854 \n",
+ " \n",
+ " \n",
+ " std \n",
+ " 5842.249786 \n",
+ " 0.119788 \n",
+ " 0.110158 \n",
+ " 84.865823 \n",
+ " 1.928138 \n",
+ " 4.368453 \n",
+ " 34.748668 \n",
+ " \n",
+ " \n",
+ " min \n",
+ " 1.000000 \n",
+ " 33.706052 \n",
+ " -118.667841 \n",
+ " 480.000000 \n",
+ " 1.000000 \n",
+ " 1.000000 \n",
+ " 4.000000 \n",
+ " \n",
+ " \n",
+ " 25% \n",
+ " 1441.000000 \n",
+ " 34.024662 \n",
+ " -118.441957 \n",
+ " 532.000000 \n",
+ " 2.000000 \n",
+ " 5.000000 \n",
+ " 24.000000 \n",
+ " \n",
+ " \n",
+ " 50% \n",
+ " 4574.000000 \n",
+ " 34.077451 \n",
+ " -118.334628 \n",
+ " 595.000000 \n",
+ " 4.000000 \n",
+ " 8.000000 \n",
+ " 54.000000 \n",
+ " \n",
+ " \n",
+ " 75% \n",
+ " 10100.000000 \n",
+ " 34.188462 \n",
+ " -118.278891 \n",
+ " 671.000000 \n",
+ " 6.000000 \n",
+ " 12.000000 \n",
+ " 86.000000 \n",
+ " \n",
+ " \n",
+ " max \n",
+ " 29199.000000 \n",
+ " 34.334335 \n",
+ " -118.155792 \n",
+ " 4724.000000 \n",
+ " 7.000000 \n",
+ " 15.000000 \n",
+ " 128.000000 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
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+ ],
+ "text/plain": [
+ " HouseNumber Latitude Longitude TBMPage \\\n",
+ "count 771610.000000 900434.000000 900434.000000 900427.000000 \n",
+ "mean 6354.359004 34.089489 -118.362547 607.707364 \n",
+ "std 5842.249786 0.119788 0.110158 84.865823 \n",
+ "min 1.000000 33.706052 -118.667841 480.000000 \n",
+ "25% 1441.000000 34.024662 -118.441957 532.000000 \n",
+ "50% 4574.000000 34.077451 -118.334628 595.000000 \n",
+ "75% 10100.000000 34.188462 -118.278891 671.000000 \n",
+ "max 29199.000000 34.334335 -118.155792 4724.000000 \n",
+ "\n",
+ " TBMRow CD NC \n",
+ "count 900427.000000 900431.000000 888250.000000 \n",
+ "mean 4.084634 8.305534 57.209854 \n",
+ "std 1.928138 4.368453 34.748668 \n",
+ "min 1.000000 1.000000 4.000000 \n",
+ "25% 2.000000 5.000000 24.000000 \n",
+ "50% 4.000000 8.000000 54.000000 \n",
+ "75% 6.000000 12.000000 86.000000 \n",
+ "max 7.000000 15.000000 128.000000 "
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Compute and display summary statistics of numerical columns to understand the data distribution\n",
+ "data.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "SRNumber 0\n",
+ "CreatedDate 0\n",
+ "UpdatedDate 0\n",
+ "ActionTaken 0\n",
+ "Owner 0\n",
+ "RequestType 0\n",
+ "Status 0\n",
+ "RequestSource 0\n",
+ "CreatedByUserOrganization 0\n",
+ "MobileOS 590066\n",
+ "Anonymous 0\n",
+ "AssignTo 8666\n",
+ "ServiceDate 70805\n",
+ "ClosedDate 70678\n",
+ "AddressVerified 0\n",
+ "ApproximateAddress 366217\n",
+ "Address 270\n",
+ "HouseNumber 129893\n",
+ "Direction 59888\n",
+ "StreetName 129892\n",
+ "Suffix 71369\n",
+ "ZipCode 1199\n",
+ "Latitude 1069\n",
+ "Longitude 1069\n",
+ "Location 1069\n",
+ "TBMPage 1076\n",
+ "TBMColumn 1076\n",
+ "TBMRow 1076\n",
+ "APC 1130\n",
+ "CD 1072\n",
+ "CDMember 80048\n",
+ "NC 13253\n",
+ "NCName 13253\n",
+ "PolicePrecinct 1094\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Identify missing values in the dataset and report the count of missing values for each column\n",
+ "data.isnull().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(901503, 34)"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Dimensions of the Dataset\n",
+ "data.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['SRNumber', 'CreatedDate', 'UpdatedDate', 'ActionTaken', 'Owner',\n",
+ " 'RequestType', 'Status', 'RequestSource', 'CreatedByUserOrganization',\n",
+ " 'MobileOS', 'Anonymous', 'AssignTo', 'ServiceDate', 'ClosedDate',\n",
+ " 'AddressVerified', 'ApproximateAddress', 'Address', 'HouseNumber',\n",
+ " 'Direction', 'StreetName', 'Suffix', 'ZipCode', 'Latitude', 'Longitude',\n",
+ " 'Location', 'TBMPage', 'TBMColumn', 'TBMRow', 'APC', 'CD', 'CDMember',\n",
+ " 'NC', 'NCName', 'PolicePrecinct'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Column Names in the Dataset\n",
+ "data.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "RequestType\n",
+ "Bulky Items 429298\n",
+ "Graffiti Removal 200149\n",
+ "Metal/Household Appliances 77049\n",
+ "Illegal Dumping Pickup 67886\n",
+ "Homeless Encampment 54559\n",
+ "Electronic Waste 24863\n",
+ "Dead Animal Removal 20651\n",
+ "Multiple Streetlight Issue 10115\n",
+ "Single Streetlight Issue 9031\n",
+ "Other 6181\n",
+ "Report Water Waste 961\n",
+ "Feedback 760\n",
+ "Name: count, dtype: int64\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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Vlez3v3nnzhNIbf+cH3I+HtfNu3FplCR9edjz6HFE3+GcpcadO/fSKEn68l/OW+xtzllqxN2+m0ZJ0pf/ct7ibt9OwyTpx39/rkWnUZL05b/9u3YzDZOkH//1uXb7uT1vTqn+2jPTL6VhkvSjQA8vsyM8cxL//hqG8chxFuPfRsAqNjZWmTNn1pIlS9SiRQvr8T59+ig0NFQbN25M8jUjRozQyJEjn2ZMAAAAAACSOHv2rPLmzfvQ+5lBkAJ///234uPj5eVl22h5eXkpIiIi2a95//331b9/f+vthIQEXb16VTly5JDFYnmieVMiKipK+fLl09mzZ+Xm5mZ2nHSD85ZynLPU4bylHOcsdThvKcc5Sx3OW8pxzlKH85ZynLPUsefzZhiGbt68KR8fn0eOoyBIhQff2BuG8dA3+87OznJ2drY5li1bticV7T9zc3OzuydzesB5SznOWepw3lKOc5Y6nLeU45ylDuct5ThnqcN5SznOWerY63lzd3f/1zEsUpgCOXPmlKOjY5LZApGRkUlmFQAAAAAAkJ5QEKSAk5OTKlSooDVr1tgcX7NmjapWrWpSKgAAAAAA/jsuMUih/v37KygoSBUrVlSVKlX0xRdfKDw8XN26dTM72n/i7Oys4cOHJ7kcAo/GeUs5zlnqcN5SjnOWOpy3lOOcpQ7nLeU4Z6nDeUs5zlnqPAvnjV0MUmH69OmaMGGCLl68qFKlSmnSpEmqUaOG2bEAAAAAAEg1CgIAAAAAAMAaBAAAAAAAgIIAAAAAAACIggAAAAAAAIiCAAAAAAAAiILguXXnzh3dvn3bevvMmTOaPHmyVq9ebWIqPIv27NmjAwcOWG//9NNPat68uT744APFxsaamCz9MAxDrCf773x9fXXlypUkx69fvy5fX18TEgFA2vjrr7+0atUq3blzR5J4TfgX9+7d05w5cxQREWF2lHQnNjZWR48e1b1798yOApOwi8Fzql69emrZsqW6deum69evq3jx4sqYMaP+/vtvBQcHq3v37mZHtBvlypWTxWJ5rLF79ux5wmnSn5deeknvvfeeXnvtNZ08eVIvvPCCWrRooZ07d6pRo0aaPHmy2RHt1tdff61Jkybp+PHjkqSiRYuqb9++euutt0xOZp8cHBwUEREhT09Pm+OXLl1S/vz5FRMTY1Iy+7d582bNmjVLJ06c0NKlS5UnTx7NmzdPhQoVUvXq1c2OZxdatmz52GN/+OGHJ5gkfZs3b55mzpypU6dOadu2bSpQoIAmT56sQoUKqVmzZmbHsztXrlxRq1attG7dOlksFh0/fly+vr7q3LmzsmXLpk8//dTsiHYrc+bMOnz4sAoUKGB2lHTh9u3b6tWrl+bMmSNJOnbsmHx9fdW7d2/5+PjovffeMzlh+nTnzh25uLiYHSNFMpgdAObYs2ePJk2aJElaunSpvLy8tHfvXn3//fcaNmwYBcE/NG/e3OwI6dqxY8f04osvSpKWLFmiGjVqaMGCBfrjjz/UunVrCoKHGDp0qCZNmqRevXqpSpUqkqRt27apX79+On36tEaPHm1yQvvx888/W/971apVcnd3t96Oj4/X2rVrVbBgQROSpQ/ff/+9goKC1KZNG+3du9dapNy8eVNjxozRr7/+anJC+/DP5xVSZ8aMGRo2bJj69u2rjz/+WPHx8ZKkbNmyafLkyRQEyejXr58yZMig8PBwlShRwnq8VatW6tevHwXBI1SqVEmhoaEUBI/p/fff1759+7RhwwY1aNDAerxOnToaPnw4BcEj9OzZU59//nmS49HR0WrUqJE2bNjw9EP9FwaeSy4uLsaZM2cMwzCMN954wxgxYoRhGIYRHh5uuLi4mBkNzxhXV1fj2LFjhmEYRp06dYzJkycbhmEYZ86cMTJlymRmNLuWI0cOY8GCBUmOL1iwwMiRI4cJieyXxWIxLBaL4eDgYP3vxD9OTk5GsWLFjF9++cXsmHbrxRdfNObMmWMYhmFkzZrVOHHihGEYhrF3717Dy8vLzGh4xpQoUcJYtmyZYRi2z7UDBw7w79pDeHl5GaGhoYZh2J6zkydPGlmyZDEzmt1bvHix4evra0ydOtXYunWrsW/fPps/sJU/f35j27ZthmHYPteOHz9uuLq6mhnN7hUpUsQYMmSIzbFbt24Z1atXN6pXr25SqtRjBsFzqkiRIvrxxx/VokULrVq1Sv369ZMkRUZGys3NzeR0eJZUrFhRo0ePVp06dbRx40bNmDFDknTq1Cl5eXmZnM5+xcfHq2LFikmOV6hQgesCH5CQkCBJKlSokHbu3KmcOXOanCh9OXr0qGrUqJHkuJubm65fv/70A+GZderUKZUrVy7JcWdnZ0VHR5uQyP5FR0crc+bMSY7//fffcnZ2NiFR+tGqVStJUu/eva3HLBaLDMOQxWKxzmDBfZcvX05yiZ50/zn4uJfaPq9Wr16t6tWrK0eOHOrXr59u3ryp+vXrK0OGDPrtt9/MjpdiFATPqWHDhikwMFD9+vVT7dq1rVOYV69eneyLN+6Lj4/XpEmTtHjxYoWHhydZZO/q1asmJbNfkydPVps2bfTjjz9qyJAhKlKkiKT7l7ZUrVrV5HT2q23btpoxY4aCg4Ntjn/xxRdq06aNSans26lTp8yOkC7lzp1bf/31V5LLMLZs2cLijo+wdOnSh74WsB5N8goVKpTslO/ffvtNJUuWNCmVfatRo4bmzp2rjz76SNL9N7gJCQn65JNPFBAQYHI6+8ZrQsq89NJLWrFihXr16iVJ1lLgyy+/tL5PQPIKFSqkVatWyd/fXw4ODlq0aJGcnZ21YsUKZcmSxex4KUZB8Jx6/fXXVb16dV28eFFly5a1Hq9du7ZatGhhYjL7NnLkSH311Vfq37+/hg4dqiFDhuj06dP68ccfNWzYMLPj2aUyZcrY7GKQ6JNPPpGjo6MJidKPr7/+WqtXr1blypUlSdu3b9fZs2fVrl079e/f3zruwRLhebZ27VqtXbtWkZGR1pkFib755huTUtm3rl27qk+fPvrmm29ksVh04cIFbdu2TQMHDuTftYeYMmWKhgwZovbt2+unn35Sx44ddeLECe3cuVM9e/Y0O57devfdd9WzZ0/dvXtXhmFox44dWrhwocaOHauvvvrK7Hh26ZNPPpG/v7927dql2NhYDRo0SAcPHtTVq1f1xx9/mB3PrrH2QMqMHTtWDRo00KFDh3Tv3j199tlnOnjwoLZt26aNGzeaHc/ulSpVSsuXL1edOnVUqVIlLV++PN0tTpiIXQyAFChcuLCmTJmiRo0aydXVVaGhodZj27dv14IFC8yOaJeuX7+upUuX6sSJE3r33XeVPXt27dmzR15eXsqTJ4/Z8ezS434yZLFYtG7duiecJn0YOXKkRo0apYoVKyp37txJpkQuW7bMpGT2b8iQIZo0aZLu3r0r6f6U74EDB1o/tYSt4sWLa/jw4fq///s/ubq6at++ffL19dWwYcN09epVTZs2zeyIduvLL7/U6NGjdfbsWUlSnjx5NGLECHXu3NnkZPYrIiJCM2bM0O7du5WQkKDy5curZ8+eyp07t9nR7B67ZqTMgQMHNHHiRJvn2uDBg1W6dGmzo9mdh+1ydubMGXl6etqUA+ltVhkFwXPq7t27mjp1qtavX5/sJ23p7Yn8tGTJkkWHDx9W/vz5lTt3bq1YsULly5fXyZMnVa5cOd24ccPsiHZn//79ql27trJly6bTp0/r6NGj8vX11dChQ3XmzBnNnTvX7Ih4RuTOnVsTJkxQUFCQ2VHSpdu3b+vQoUNKSEhQyZIllTVrVrMj2a1/bp/m6empNWvWqGzZsjp+/LgqV66sK1eumB3R7v39999KSEhI9ppnIC08uGtGWFiYfH19NXv2bM2ZM0fr1683OyLSsZEjRz722OHDhz/BJGmPSwyeU506ddKaNWv0+uuv6+WXX2bxkceUN29eXbx4Ufnz51eRIkW0evVqlS9fXjt37mSxoIfo37+/OnbsqAkTJsjV1dV6/NVXX1VgYKCJyfCsiY2NZV2LVOjUqZM+++wzubq62iyMGR0drV69enFpRjK8vb115coVFShQQAUKFND27dtVtmxZnTp1Snzu8nhYTPTxbNq06ZH3J7fAKO6bOnWqvvzySzVv3lzjxo2zHq9YsaIGDhxoYjL75OjoqIsXLyYp7a5cuSJPT08WdXxAenvTnxIUBM+pFStW6Ndff1W1atXMjpKutGjRQmvXrlWlSpXUp08f/d///Z++/vprhYeHW3eCgK2dO3dq1qxZSY7nyZNHERERJiRKHwICAh5Z3HFZQVJvvfWWFixYoKFDh5odJV2ZM2eOxo0bZ1PgSdKdO3c0d+5cCoJk1KpVS7/88ovKly+vzp07q1+/flq6dKl27dqlli1bmh3PbhUqVOiR/66dPHnyKaZJH/z9/ZMc++c55E3bw7FrRso8rNyMiYmRk5PTU06TvuzcuVMJCQmqVKmSzfE///xTjo6Oye5KZc8oCJ5TefLkSfLLIP7dPxvo119/Xfny5dMff/yhIkWKqGnTpiYms1+ZMmVSVFRUkuNHjx5Vrly5TEiUPrz44os2t+Pi4hQaGqqwsDC1b9/enFB27u7du/riiy/0+++/q0yZMsqYMaPN/SzmaCsqKkqGYcgwDN28eVOZMmWy3hcfH69ff/2V6d8P8cUXX1gvzevWrZuyZ8+uLVu2qEmTJurWrZvJ6exX3759bW7HxcVp7969Wrlypd59911zQtm5a9eu2dxOPGdDhw7Vxx9/bFKq9IFdMx7PlClTJN0vnr766iuby8vi4+O1adMmFS9e3Kx46ULPnj01aNCgJAXB+fPnNX78eP35558mJUsd1iB4Tv3222+aMmWKZs6cySqvKXD79u1k9yPGw7399tu6fPmyFi9erOzZs2v//v1ydHRU8+bNVaNGDU2ePNnsiOnKiBEjdOvWLU2cONHsKHbnUQs7sphjUg4ODo/8NNdisWjkyJEaMmTIU0yF59Hnn3+uXbt2KSQkxOwo6camTZvUr18/7d692+wodiskJERDhw7Vp59+qs6dO+urr77SiRMnrLtmtG7d2uyIdqFQoUKS7i+ulzdvXpsdppycnFSwYEGNGjUqyZtf/E/WrFm1f//+JFsDnzp1SmXKlNHNmzdNSpY6FATPqcuXL+vNN9/Upk2blDlz5iSftF29etWkZPYta9asat68uYKCglS3bl05ODiYHcnuRUVFqWHDhjp48KBu3rwpHx8fRUREqEqVKvr111/T5f6wZvrrr7/08ssv83cU/9nGjRtlGIZq1aql77//XtmzZ7fe5+TkpAIFCsjHx8fEhParUKFCatu2rdq0acMna2ng5MmTevHFF5OdbYbkHT58WC+99JJu3bpldhS7xq4Zjy8gIEA//PCDPDw8zI6S7uTIkUPLly9XlSpVbI5v3bpVjRo1SjITyN5REDyn6tSpo/DwcHXu3FleXl5JPkViCnPyfvjhBy1cuFArVqyQm5ubWrVqpbZt2+qll14yO5rdW7dunfbs2WPdNqdOnTpmR0qX5s2bp8GDB+vChQtmR7Fbf/31l06cOKEaNWrIxcVFhmGwEOsjnDlzRvnz5+ccpUBwcLAWLlyo3bt3q1y5cgoKClKrVq3Ydi6VJkyYoOnTp+v06dNmR7E7+/fvt7ltGIYuXryocePGKS4uTn/88YdJydIXds1Iufj4eB04cEAFChSgNPgXrVu3VkREhH766Se5u7tLur/Fd/PmzeXp6anFixebnDBlKAieU5kzZ9a2bdtUtmxZs6OkSzdv3tTSpUu1cOFCrV+/3vpp0rBhw8yOhmfEgwudJf5SuGvXLg0dOvSZXj03ta5cuaI333xT69evl8Vi0fHjx+Xr66vOnTsrW7Zs+vTTT82OaJdWrlyprFmzqnr16pLuT/f+8ssvVbJkSX3++ef8YvgIx44d0/z587Vo0SKdPHlSAQEBatu2rdq1a2d2NLv04L7hhmEoIiJCly9f1vTp0/X222+bmM4+JV4K9OCv65UrV9Y333zDDBakmb59+6p06dLq3Lmz4uPjVaNGDW3btk2ZM2fW8uXLk10wE/edP39eNWrU0JUrV6wLY4aGhsrLy0tr1qxRvnz5TE6YMhQEz6ny5ctr+vTpqly5stlR0r1Dhw6pTZs22r9/P6sJJ6N3794qUqSIevfubXN82rRp+uuvv1iD4CE6duxoc9vBwUG5cuVSrVq1VK9ePZNS2bd27dopMjJSX331lUqUKKF9+/bJ19dXq1evVr9+/XTw4EGzI9ql0qVLa/z48WrYsKEOHDigihUrasCAAVq3bp1KlCjBdeGPafv27erevTuvBY/w4L7hif+u+fv780b3Ic6cOWNzO/Gc/XNRUSTv0qVLGjhwoNauXavIyMgkJQt/T23lyZNHP/30kypWrKgff/xRPXv21Pr16zV37lytX7+e2Sr/Ijo6WvPnz9e+ffvk4uKiMmXK6P/+7/+SXMadHlAQPKdWr16tkSNH6uOPP1bp0qWTPHnd3NxMSpY+3L17Vz///LMWLFiglStXytPTU//3f/+n8ePHmx3N7uTJk0c///yzKlSoYHN8z549atq0qc6dO2dSMvt2/fp1ZcuWLdn7/vrrLxUpUuTpBkoHvL29tWrVKpUtW1aurq7WguDUqVMqXbo01+o+RNasWRUWFqaCBQtqxIgRCgsL09KlS7Vnzx41bNiQ7Uj/xY4dO7RgwQJ99913unHjhpo0aaLvvvvO7Fh4hj3q9QH/8+qrryo8PFzvvPOOcufOneQyqmbNmpmUzD5lypRJf/31l/Lmzau3335bmTNn1uTJk3Xq1CmVLVuWNUKeI2xz+Jxq0KCBJKl27do2xxOv1aVVTd7q1as1f/58/fjjj3J0dNTrr7+uVatWqWbNmmZHs1tXrlyxXo/1T25ubvr7779NSJQ+NGzYUOvWrUvyKdHRo0dVu3ZtipVkREdHJ7vLyN9//y1nZ2cTEqUPTk5Oun37tiTp999/t06Pz549O78QPkTipQULFizQ6dOnFRAQoHHjxqlly5ZsIfwIe/bsUcaMGVW6dGlJ0k8//aSQkBCVLFlSI0aMYK/1ZIwfP14FCxZUq1atJElvvvmmli5dqty5c+vXX3/lUtFH2LJlizZv3pxk22Akz8vLS4cOHVLu3Lm1cuVKTZ8+XdL9Hbz+ubMBHu7QoUMKDw9XbGyszfH0thU6BcFzav369WZHSJeaN2+uRo0aac6cOWrUqFG6nDb0tBUpUkQrV67UO++8Y3P8t99+S7IdDP7Hw8NDzZs31/Lly5Uhw/1/qg8fPqxatWrpzTffNDmdfapRo4bmzp2rjz76SNL9bfoSEhL0ySefPHILxOdd9erV1b9/f1WrVk07duywfvp97Ngx5c2b1+R09ql48eKqWLGievbsqdatW8vb29vsSOlC165d9d5776l06dI6efKkWrVqpZYtW2rJkiW6ffs2l5wlY9asWfr2228lSWvWrNGaNWu0cuVKLV68WO+++65Wr15tckL7lS9fviSXFeDhOnbsqDfffNM626Ju3bqSpD///JNLgP7FyZMn1aJFCx04cMBmzZDEWSvp7YNXLjEAUiAqKorLL1Lom2++0TvvvKN3331XtWrVkiStXbtWn376qSZPnqwuXbqYnNA+3b17V3Xr1lXu3Ln13Xff6eDBg6pdu7batGmj4OBgs+PZpUOHDsnf318VKlTQunXr1LRpUx08eFBXr17VH3/8ocKFC5sd0S6Fh4erR48eOnv2rHr37m3d/qtfv36Kj4/XlClTTE5of44dO6ZixYqZHSPdcXd31549e1S4cGGNHz9e69at06pVq/THH3+odevW1q3o8D8uLi46duyY8uXLpz59+uju3buaNWuWjh07pkqVKqW77dOeptWrV+vTTz/VrFmzVLBgQbPjpAtLly7V2bNn9cYbb1gL4jlz5ihbtmxckvEITZo0kaOjo7788kv5+vpqx44dunLligYMGKCJEyfqlVdeMTtiilAQPMc2b96sWbNm6eTJk1qyZIny5MmjefPmqVChQtbVrJFUfHy8fvzxRx0+fFgWi0UlSpRQs2bNmH71CDNmzNDHH39s3Zov8VpnVvp+tBs3bsjf31+FCxfW5s2b1a5dO33yySdmx7JrERERmjFjhnbv3m3dUrNnz55sP4cnYvfu3TavBeXLlzc7kl1zc3PT7t27VbRoUdWtW1eNGzdWnz59FB4eLj8/P925c8fsiHbHx8dHS5cuVdWqVeXn56fRo0frjTfe0NGjR/XSSy9xGdADPDw8bNYaiI6O1r1795Q5c+Yksz6vXr36tOPhGZUzZ06tW7dOZcqUkbu7u3bs2CE/Pz+tW7dOAwYM0N69e82OmCJcYvCc+v777xUUFKQ2bdpoz549iomJkXR/+74xY8bo119/NTmhffrrr7/UsGFDnT9/Xn5+fjIMw9rsr1ixgk8oH6J79+7q3r27Ll++LBcXF2XNmtXsSHbpwV/0LBaLvvvuO9WpU0evvfaahg4dah3DTJbkeXt7J1kpHY/vzp07iouLsznGcy2pyMhItW7dWhs2bFC2bNlkGIZu3LihgIAALVq0SLly5TI7ol2qWLGiRo8erTp16mjjxo2aMWOGJOnUqVPy8vIyOZ19atmypQIDA1W0aFFduXJFr776qqT7W6ixWG1SXKby30RHR2vjxo3JXkf/4G5U+J/4+Hjr77Y5c+bUhQsX5OfnpwIFCujo0aMmp0s5ZhA8p8qVK6d+/fqpXbt2Nqt9h4aGqkGDBqxa/RANGzaUYRiaP3++smfPLun+Inxt27aVg4ODVqxYYXJCpGeJ+10/6J/XsrGQ6KPdvXtX+/fvV2RkpBISEmzuS2+LBD0t0dHRGjx4sBYvXqwrV64kuZ/nWlKtWrXSiRMnNG/ePJUoUULS/Utc2rdvryJFimjhwoUmJ7RP+/fvV5s2bRQeHq7+/ftr+PDhkqRevXrpypUrWrBggckJ7U9cXJw+++wznT17Vh06dLDusT558mRlzZpVb731lskJ8azYu3evGjZsqNu3bys6OlrZs2fX33//rcyZM8vT01MnT540O6LdeuWVVzRgwAA1b95cgYGBunbtmj788EN98cUX2r17t8LCwsyOmCIUBM+pzJkz69ChQypYsKBNQXDy5EmVLFlSd+/eNTuiXcqSJYu2b99uXYE50b59+1StWjW2UUsG+xA/vo0bNz72WHbOSGrlypVq165dsrtjUKo8XOJe16NGjVK7du30+eef6/z585o1a5bGjRunNm3amB3R7ri7u+v333/XSy+9ZHN8x44dqlevnq5fv25OsHTq7t27cnR0ZOFfpClHR0ddvHhRnp6eNsevXLkiT09PXhMe4O/vr2LFimnGjBnKli2b9u3bp4wZM6pt27bq06ePWrZsaXZEu7Vq1SpFR0erZcuWOnnypBo3bqwjR44oR44c+u6776xrcKUXXGLwnMqdO7f++uuvJIu2bNmyhZXlH8HZ2Vk3b95McvzWrVtsz/QQHTp0UHh4uIYOHZrsPsT4H970/zfvvPOO3njjDQ0bNozpyinwyy+/aO7cufL391enTp30yiuvqEiRIipQoIDmz59PQZCMhISEZN/MZsyYMcnMFfzP2bNnZbFYrIuf7dixQwsWLFDJkiX19ttvm5zOPs2ZM0c5c+ZUo0aNJEmDBg3SF198oZIlS2rhwoUqUKCAyQnt18M+A42JieF3tmSEhoZq1qxZcnR0lKOjo2JiYuTr66sJEyaoffv2FASPUL9+fet/+/r66tChQ7p69WqSNTHSCwqC51TXrl3Vp08fffPNN7JYLLpw4YK2bdumgQMHatiwYWbHs1uNGzfW22+/ra+//lovv/yypPvbv3Tr1o3pyw/BPsSpExISoqxZs+qNN96wOZ64HVj79u1NSma/IiMj1b9/f8qBFLp69aoKFSok6f56A4kLd1WvXl3du3c3M5rdqlWrlvr06aOFCxfKx8dHknT+/Hn169dPtWvXNjmd/QoMDNTbb7+toKAgRUREqG7dunrhhRf07bffKiIigt8/kjFmzBjrWg3btm3TtGnTNHnyZC1fvlz9+vXTDz/8YHJC+5O484rFYtFXX31ls+5RfHy8Nm3axLZ9yciYMaP1zayXl5fCw8NVokQJubu7Kzw83OR06ceDRWi6ZOC59cEHHxguLi6GxWIxLBaLkSlTJuPDDz80O5Zdu3btmtG0aVPDYrEYTk5OhpOTk+Hg4GA0b97cuH79utnx7FKJEiWMPXv2mB0j3SlWrJixbt26JMc3bNhgFCtWzIRE9q9jx47GV199ZXaMdKd06dLGhg0bDMMwjLp16xoDBgwwDMMwPvvsMyNPnjxmRrNb4eHhRrly5YyMGTMavr6+RuHChY2MGTMa5cuXN86ePWt2PLuVLVs248iRI4Zh3H9+Va1a1TAMw1i1apVRqFAhM6PZLRcXF+PMmTOGYRjGoEGDjKCgIMMwDCMsLMzImTOnmdHsVsGCBY2CBQsaFovFyJcvn/V2wYIFjWLFihn16tUztm/fbnZMu1O3bl1j/vz5hmEYRteuXY2XX37Z+Pbbb4369esbL7/8ssnp7FtcXJzx4YcfGm5uboaDg4Ph4OBguLm5GUOGDDFiY2PNjpdirEHwnLt9+7YOHTqkhIQElSxZktXlH9Px48d15MgRGYahkiVLspLwI7APcepkypRJR44cSXLOTp8+rRIlSrAdWDJu376tN954Q7ly5VLp0qWTTAFnBebkTZo0SY6Ojurdu7fWr1+vRo0aKT4+Xvfu3VNwcLD69OljdkS7tWbNGpvXgjp16pgdya5lzZpVYWFhKliwoJo2bapq1app8ODBbHP4CJ6enlq1apXKlStns8D0iRMnVLZsWdY+eoSAgAD98MMPunfvnhwcHJQjRw6zI9m1Xbt26ebNmwoICNDly5fVvn17bdmyRUWKFFFISIjKli1rdkS71a1bNy1btkyjRo1SlSpVJN2f8TNixAg1a9ZMM2fONDlhylAQPKc6deqkzz77TK6urjbHo6Oj1atXL33zzTcmJcOzxsPDQ7dv32Yf4hTKnz+/pk2bluTSlZ9++kk9e/bUuXPnTEpmv7766it169ZNLi4uypEjh811fxaLhRWYH3D79m1lzpw5yfHw8HDt2rVLhQsX5hdCpKlKlSopICBAjRo1Ur169bR9+3aVLVtW27dv1+uvv86/a8lo06aNjhw5onLlymnhwoUKDw9Xjhw59PPPP+uDDz5Id6ujPy3Xr1/XBx98oMWLF+vatWuS7v8+0rp1a40ePVrZsmUzN6Ad+eqrr1SrVi3WIPsP3N3dtWjRIus2pIl+++03tW7dWjdu3DApWepQEDynHray699//y1vb2/du3fPpGT2zTAMLV26VOvXr092GzWuBUxqzpw5j7yfa+mTN2jQIC1evFghISGqUaOGpPu7HHTq1Emvv/66Jk6caHJC++Pt7a3evXvrvffek4ODg9lx7J6Tk5P1DVutWrVUpUoVOTs7mx0r3dixY4c2bNiQ7GtBcHCwSans24YNG9SiRQtFRUWpffv21g8jPvjgAx05coTX0GRcv35dH374oc6ePavu3burQYMGkqThw4fLyclJQ4YMMTmh/bl69aqqVKmi8+fPq02bNipRooQMw9Dhw4e1YMEC5cuXT1u3bpWHh4fZUe1ClixZdPfuXeXJk0cBAQHW14T8+fObHS3d8PLy0oYNG6zb3iY6fPiwatSoocuXL5uULHUoCJ4zUVFRMgxDHh4eOn78uHLlymW9Lz4+Xr/88ovee+89XbhwwcSU9qt379764osvFBAQIC8vryQrk4aEhJiUDM+a2NhYBQUFacmSJcqQ4f56sgkJCWrXrp1mzpzJCszJyJ49u3bu3KnChQubHSVdmDdvnjZu3KgNGzbo5MmTypQpkypXrmz9BbFSpUpsO/cQY8aM0Ycffig/P78krwUWi0Xr1q0zMZ19i4+PV1RUlM2bs9OnT1v3Wgf+q759+2rt2rX6/fffkyxaGxERoXr16ql27dqaNGmSSQntS1xcnLZv366NGzdq/fr12r59u+7evasCBQqoVq1a1teExAVZkdSoUaN05MgRhYSEWIv2mJgYde7cWUWLFtXw4cNNTpgyFATPGQcHh0dut2GxWDRy5Ega6YfInj27vv32WzVs2NDsKOnSnTt3FBcXZ3PMzc3NpDTpw7Fjx7Rv3z65uLiodOnSbGn1CP369VOuXLn0wQcfmB0l3Tl37pzWrVtn/QXxzJkzcnFxUbVq1bRq1Sqz49kdLy8vjR8/Xh06dDA7Cp5R+/fvf6xxZcqUecJJ0p+CBQtq1qxZNlvP/dPKlSvVrVs3nT59+ukGSycSC4P169drw4YN+vPPPxUTE8Ps4gc8uO3j77//LmdnZ+ulefv27VNsbKxq166d7mZHsc3hc2b9+vUyDEO1atXS999/r+zZs1vvc3JyUoECBWgIH8Hd3Z1rtFIoOjpagwcP1uLFi3XlypUk98fHx5uQKv0oVqyYihUrZnaMdCE+Pl4TJkzQqlWrVKZMmSSffjPt++Hy5s2rdu3aqV27djp+/Ljmzp2rKVOm6Pfffzc7ml1ycHBQtWrVzI6RbpQrV+6x9gLfs2fPU0iTPrz44ouyWCxK7nO8xOMWi4XX0GRcvHhRL7zwwkPvL1WqlCIiIp5iovQlPj5esbGxiomJsRYDiVvh4n/c3d1tbr/22ms2t/Ply/c046QpCoLnTM2aNSVJp06dUv78+R/rBRv/M2LECI0cOVLffPONXFxczI6TLgwaNEjr16/X9OnT1a5dO33++ec6f/68Zs2apXHjxpkdz670799fH330kbJkyaL+/fs/cixvdpM6cOCAypUrJ0lJFu7i37qHO3nypPWTog0bNujGjRuqWrWqBg8ebH3NgK1+/frp888/1+TJk82Oki40b97c7AjpzqlTp8yOkG7lzJlTp0+ffug+9KdOnWJHg3+4e/eutm7dqg0bNmjdunXatWuXfH19VaNGDb3zzjuqWbMmHx4m41m+rJhLDJ4zTFn7b27fvq2WLVvqjz/+UMGCBZN8QsmnH0nlz59fc+fOlb+/v9zc3LRnzx4VKVJE8+bN08KFC/Xrr7+aHdFuBAQEaNmyZcqWLZsCAgIeOo5rnJEW2rdvr/Xr1+vmzZuqVq2aatSooZo1a6pixYpydHQ0O55dS0hIUKNGjXTs2DGVLFkyyWtBeptOCjxLOnfurL/++ktr1qxJsl5PTEyM6tevr8KFC+vrr782KaF9yZQpk7y8vNS0aVPr6wDrgTzfmEHwnHnUlLVETFl7uA4dOmj37t1q27ZtsosUIqmrV69ap6a5ublZtzWsXr26unfvbmY0u7N+/fpk/xspd/bsWVkslod+goT7ixTmz59fH3zwgWrXrv3Y08Ah9erVS+vXr1dAQECSLTUBmGvkyJGqWLGiihYtqp49e6p48eKSpEOHDmn69OmKiYnRvHnzTE5pP8qWLavQ0FBt3LhRFotFDg4O8vf3Z5bFv0jJa2Z6+wCRguA5w5S1/2bFihVatWqVqlevbnaUdMPX11enT59WgQIFVLJkSS1evFgvv/yyfvnlF/YhfoglS5boxx9/VFxcnOrUqaO3337b7Ejpwr179zRy5EhNmTJFt27dkiRlzZpVvXr10vDhw1mR/wGHDh2yXlYQHBysu3fvqnr16qpZs6b8/f1Vvnx5tot8iLlz5+r7779Xo0aNzI4C4AF58+bVtm3b1KNHD73//vvWD8UsFovq1q2radOmpevrw9Pan3/+qejoaG3evFnr16/XhAkT9H//938qVqyY/P39VbNmTWYVJOOfl07dvXtX06dPV8mSJVWlShVJ0vbt23Xw4EH16NHDpISpxyUGQAoUL15cixcv5hKMFJg0aZIcHR3Vu3dvrV+/Xo0aNVJ8fLzu3bun4OBg9enTx+yIduWLL75Qt27dVLRoUWXKlElhYWEaNGiQxo4da3Y0u9etWzctW7ZMo0aNsr5Ab9u2TSNGjFCzZs00c+ZMkxPat0OHDll3Mdi8ebPu3Lmj6tWra/ny5WZHszsFChTQqlWrrJ9MArBP165d0/HjxyVJRYoUsVmcGw938+ZNbd68WWvWrFFISIhu3brFLgaP8NZbbyl37tz66KOPbI4PHz5cZ8+e1TfffGNSstShIABSYMWKFZo6dapmzpypggULmh0nXQoPD9euXbtUuHBh61Yw+J/SpUurefPm1heZ2bNnq1evXrp586bJyeyfu7u7Fi1apFdffdXm+G+//abWrVvrxo0bJiVLPyIiIrRhwwatX79eixYt0q1bt7jkLBkhISFauXKlQkJClDlzZrPjAECaSEhI0M6dO62vA3/88Yeio6NVoEABZiE/gru7u3bt2qWiRYvaHD9+/LgqVqyY7n7/oCAAUsDDw0O3b9/WvXv3lDlz5iRTlhOvrwdSK0uWLDpw4IB1O834+Hi5uLgoPDxc3t7eJqezb15eXtqwYYNKlChhc/zw4cOqUaOGLl++bFIy+xUZGWn9RXDDhg06duyYnJyc9PLLLysgIEABAQHsZJCMcuXK6cSJEzIMgwVrU2Du3Llq1aqVnJ2dbY7HxsZq0aJFateunUnJ7FetWrX0ww8/JLkkLyoqSs2bN2fBWvxnO3futL4GbNmyRbdu3VLevHnl7+9vfR3gQ7FH8/b21tixY9WxY0eb4yEhIXrvvfd06dIlk5KlDmsQACnAllaPZ8qUKXr77beVKVMmTZky5ZFje/fu/ZRSpQ937txR1qxZrbcdHR3l7Oys27dvm5gqfejZs6c++ugjhYSEWN+AxMTE6OOPP9Y777xjcjr7U7JkSR09elQZMmTQSy+9pNdee00BAQGqVq2aMmXKZHY8u8a2fanTsWNHNWjQIMm1zDdv3lTHjh0pCJKxYcMGxcbGJjl+9+5dbd682YREeNZUqlRJuXPnlr+/v4KDg+Xv768iRYqYHStd6du3r7p3767du3ercuXKku6vQfDNN99o2LBhJqdLOWYQAEhzhQoV0q5du5QjRw7rDgbJsVgsOnny5FNMZv8cHBw0evRom5Jg8ODBevfdd5UzZ07rMYqVpFq0aKG1a9fK2dnZevnKvn37FBsbq9q1a9uMZRs66f3331dAQICqV6/ONHk8FQ4ODrp06ZJy5cplc3zfvn0KCAhgFt4/JG5L/eKLL2rdunU2187Hx8dr5cqVmjVrlk6fPm1SQjwrjh49Kj8/P7NjpHuLFy/WZ599psOHD0uSSpQooT59+ujNN980OVnKURA8p0aMGKGOHTuqQIECZkdJd06cOKGQkBCdOHFCn332mTw9PbVy5Urly5dPL7zwgtnxkM4VLFjwX7fNoVhJ3oNT+x4lJCTkCSbB8+D69etaunSpTpw4oXfffVfZs2fXnj175OXlpTx58pgdz64kbge2b98+vfDCC8qQ4X8TWOPj43Xq1Ck1aNBAixcvNjGlfXFwcLC+FiT3q7qLi4umTp2qTp06Pe1oAJ5xFATPqQoVKmjfvn2qWbOmOnfurJYtWzKl9DFs3LhRr776qqpVq6ZNmzbp8OHD8vX11YQJE7Rjxw4tXbrU7IgAgCds//79qlOnjtzd3XX69GkdPXpUvr6+Gjp0qM6cOaO5c+eaHdGujBw50vq/AwYMsJkh5eTkpIIFC+q1116Tk5OTWRHtzpkzZ2QYhnx9fbVjxw6bWRdOTk7y9PSUo6OjiQkB/FNiaXzy5EkNHDgwXZfGFATPsf379yskJEQLFixQbGysWrdurU6dOumll14yO5rdqlKlit544w31799frq6u2rdvn3x9fbVz5041b95c58+fNzuiXejfv/9jjw0ODn6CSQAg7dWpU0fly5fXhAkTbF4Ltm7dqsDAQKZ9P8ScOXPUqlUrPpAA8Ex51kpjCgLo3r17+uWXX6zbNvn5+emtt95Shw4d5O7ubnY8u5I1a1YdOHBAhQoVsvml8PTp0ypevLju3r1rdkS7EBAQ8FjjLBYLKzAjzVy5ckXDhg3T+vXrFRkZqYSEBJv7ub4ZacXd3V179uxR4cKFbV4Lzpw5Iz8/P14L/kVsbGyyf0fz589vUiL7duzYMW3YsCHZc5YeF0ADnjXPWmnMLgZQQkKCYmNjFRMTI8MwlD17ds2YMUNDhw7Vl19+qVatWpkd0W5ky5ZNFy9eTLLw3t69e9Pd9KEnaf369WZHwHOobdu2OnHihDp37iwvL69/XcsBSK1MmTIpKioqyfGjR48mWYAP/3P8+HF16tRJW7dutTluGIYsFovi4+NNSma/vvzyS3Xv3l05c+aUt7e3zb9rFouFggBpIi4uTn5+flq+fLlKlixpdpx0Z+fOnZo1a1aS43ny5FFERIQJif4bCoLn2O7duxUSEqKFCxfK2dlZ7dq10+eff27d2uTTTz9V7969KQj+ITAwUIMHD9aSJUtksViUkJCgP/74QwMHDmR7psdw9uxZWSwW5c2b1+woeAZt2bJFW7Zsse5ggMcTEhKirFmz6o033rA5vmTJEt2+fVvt27c3KZn9atasmUaNGmVdVM9isSg8PFzvvfeeXnvtNZPT2a8OHTooQ4YMWr58uXLnzk2J9xhGjx6tjz/+WIMHDzY7Cp5hGTNmVExMDH8nU+lZK425xOA5VaZMGR0+fFj16tVTly5d1KRJkySL3Vy+fFleXl5JprM9z+Li4tShQwctWrRIhmEoQ4YMio+PV2BgoEJCQmxWZsZ99+7d08iRIzVlyhTdunVL0v1LNXr16qXhw4crY8aMJifEs+Kll17S1KlTrXsQ4/H4+flp5syZSS4N2rhxo95++20dPXrUpGT2KyoqSg0bNtTBgwd18+ZN+fj4KCIiQpUrV9Zvv/2mLFmymB3RLmXJkkW7d+9W8eLFzY6Sbri5uSk0NFS+vr5mR8Ezbty4cTpy5Ii++uorfp9NobfffluXL1/W4sWLlT17du3fv1+Ojo5q3ry5atSoocmTJ5sdMUUoCJ5TH330kTp16pTstPg7d+7IxcXFhFTpx4kTJ7R3714lJCSoXLlyKlq0qNmR7Fa3bt20bNkyjRo1SlWqVJEkbdu2TSNGjFCzZs00c+ZMkxPap+SaaOn+J5XOzs6s9p2MnTt36r333tOwYcNUqlSpJOWTm5ubScnsW6ZMmXTkyBEVLFjQ5vjp06dVokQJ3blzx5xg6cC6deu0Z88eJSQkqHz58qpTp47ZkezaSy+9pEmTJql69epmR0k3OnfurJdeekndunUzOwqecS1atNDatWuVNWtWlS5dOknR+cMPP5iUzP49rDSuUqWKfv3113RXGlMPPaciIiKSLQeio6PVqFEjbdiw4emHSkcKFy6swoULW2//8MMPGjFihPbv329iKvu0cOFCLVq0SK+++qr1WJkyZZQ/f361bt2aguAhsmXL9sipfnnz5lWHDh00fPhwOTg4PMVk9itbtmy6ceOGatWqZXOc65sfzdPTU/v3709SEOzbt085cuQwJ1Q6UatWLZvn2549ezRs2DAtX77cxFT25Z9l5/jx4zVo0CCNGTNGpUuXpsR7iClTplj/u0iRIho6dKi2b9+e7Dnr3bv3046HZ1S2bNm4RCqV3NzctGXLlmemNKYgeE6tXr1aH374oUaPHm09Fh0drQYNGpiYyr59+eWXWr16tTJmzKg+ffqoUqVKWrdunQYMGKCjR48qKCjI7Ih2KVOmTEneeEhSwYIF+RT8EWbPnq0hQ4aoQ4cOevnll2UYhnbu3Kk5c+boww8/1OXLlzVx4kQ5Ozvrgw8+MDuuXWjTpo2cnJy0YMECFilMgdatW6t3795ydXVVjRo1JN2/vKBPnz5q3bq1yensz5o1a6yvBW+99ZZ8fX115MgRvffee/rll19Ut25dsyPalQfLTsMwVLt2bZsxlHi2Jk2aZHM7a9as2rhxozZu3Ghz3GKxUBAgzYSEhJgdId2rVauWqlatKmdn53T9OwiXGDynTp06perVq2vgwIHq16+fbt68qfr16ytDhgxcP5mMiRMn6oMPPrCu3SBJQ4YMUXBwsHr16qWePXsqZ86cJqe0T6NGjdKRI0cUEhIiZ2dnSVJMTIw6d+6sokWLavjw4SYntE+1a9dW165d9eabb9ocX7x4sWbNmqW1a9dq3rx5+vjjj3XkyBGTUtqXzJkza+/evfLz8zM7SroSGxuroKAgLVmyxHrdaUJCgtq1a6eZM2dS5P3DnDlz1LFjR2XPnl1Xr15Vzpw5FRwcrB49eui1117TgAEDVKpUKbNj2pUH39Q+Ss2aNZ9gEgD/5t69e9qwYYNOnDihwMBAubq66sKFC3Jzc1PWrFnNjme3EhIS9PHHH2vmzJm6dOmSjh07Jl9fXw0dOlQFCxZU586dzY6YIhQEz7GwsDD5+/tr6NChWrRokZydnbVixQrKgWSUKFFC7777rjp16qQNGzZYp5UuXbpU2bJlMzueXUu8ps3Z2dm6uvy+ffsUGxub5FMkrm/7n8yZM2vfvn1J1rc4fvy4ypYtq9u3b+vUqVN64YUXdPv2bZNS2pcaNWpo2LBh6XZKn9mOHTumffv2ycXFRaVLl1aBAgXMjmR3XnzxRbVu3VrvvfeeFi9erNatW6tcuXJavHixzWVnAJDenDlzRg0aNFB4eLhiYmKsb3L79u2ru3fvcknoI4waNUpz5szRqFGj1KVLF4WFhcnX11eLFy/WpEmTtG3bNrMjpggFwXNu+/btqlOnjipVqqTly5ezOOFDZM6cWUeOHFH+/PklSc7Oztq0aZMqVapkcjL717Fjx8cey/S2/ylWrJhatmypcePG2Rx/7733tGzZMh09elS7du1Ss2bNdP78eZNS2pclS5ZoxIgRevfdd5O9VrdMmTImJcOzwtXVVfv371ehQoWUkJAgZ2dn/f7773zy/Zgetk6PxWJRpkyZlD9/futMM9zXv3//ZI8nnrMiRYqoWbNmyp49+1NOhmdN8+bN5erqqq+//lo5cuTQvn375Ovrq40bN+qtt97S8ePHzY5ot4oUKaJZs2apdu3acnV1tZ67I0eOqEqVKrp27ZrZEVOENQieI+XKlUv2ehhnZ2dduHBB1apVsx7bs2fP04xm9+7evatMmTJZbzs5OaXLfU3NwJv+1Jk4caLeeOMN/fbbb3rppZdksVi0c+dOHTlyREuXLpV0f9X+Vq1amZzUfiSei06dOlmPWSwWrm9ORv/+/fXRRx8pS5YsD30Dkig4OPgppbJ/0dHR1ll2Dg4OypQpk/Lly2dyqvTjxRdffOR1uRkzZlSrVq00a9Ysm9fc59nevXu1Z88excfHy8/PT4Zh6Pjx43J0dFTx4sU1ffp0DRgwQFu2bFHJkiXNjot0bMuWLfrjjz+SXFZWoEABPoj4F+fPn1eRIkWSHE9ISFBcXJwJif4bCoLnSPPmzc2OkK599dVX1uuv7t27p9mzZydZd4DFgh4uMjJSR48elcViUbFixeTp6Wl2JLvWtGlTHT16VDNnztSxY8dkGIZeffVV/fjjj9ZFH7t3725uSDtz6tQpsyOkG3v37rX+0rJ3796HjkvPiyw9KatWrZK7u7uk+7/8rV27VmFhYTZjmjZtakY0u7ds2TINHjxY7777rs3iq59++qmGDx+ue/fu6b333tOHH36oiRMnmh3XLiTODggJCbHu8hAVFaXOnTurevXq6tKliwIDA9WvXz+tWrXK5LRIzxISEpIt0s+dOydXV1cTEqUfL7zwgjZv3pzk0rwlS5aoXLlyJqVKPS4xAB5DwYIF//UXZYvFopMnTz6lROlHVFSUevbsqUWLFllfeBwdHdWqVSt9/vnn1l+0AcDePc6WosxWebiXX35ZH330kerXr29zfNWqVRo6dKh27NihH3/8UQMGDNCJEydMSmlf8uTJozVr1iSZHXDw4EHVq1dP58+f1549e1SvXj39/fffJqXEs6BVq1Zyd3fXF198Yb2cKleuXGrWrJny58/PjNBH+OWXXxQUFKT3339fo0aN0siRI3X06FHNnTtXy5cvT3e721AQAHii3nzzTYWGhmrq1KmqUqWKLBaLtm7dqj59+qhMmTJavHix2RHt1vXr17Vjxw5FRkYqISHB5r527dqZlMr+HTp0SOHh4YqNjbU5zqe6gLlcXFy0d+9eFS9e3Ob4kSNHVK5cOd25c0enT59WyZIlWXz1/8uaNauWL18uf39/m+MbNmxQkyZNdPPmTZ08eVIvvviioqKizAmJZ8KFCxcUEBAgR0dHHT9+XBUrVtTx48eVM2dObdq0iZmfyTh58qQKFSoki8WiVatWacyYMdq9e7cSEhJUvnx5DRs2TPXq1TM7ZopREDxHPDw8Hnu66NWrV59wGjwvsmTJolWrVql69eo2xzdv3qwGDRooOjrapGT27ZdfflGbNm0UHR0tV1dXm7+7FouFv6PJOHnypFq0aKEDBw5Y1x6Q/jdNnk91kxcdHa1x48Zp7dq1yZZRzIxCWilXrpzKli2rL774wnqdc1xcnLp06aJ9+/Zp7969+uOPP9S2bVsuGfr/2rRpo23btunTTz+1rkezY8cODRw4UFWrVtW8efO0aNEiTZw4Ubt27TI7LtK5O3fuaNGiRTZvctu0acMi5g/h6OioixcvWsuTVq1a6bPPPpO3t7fJyf4b1iB4jkyePNnsCHgO5ciRI9nLCNzd3eXh4WFCovRhwIAB6tSpk8aMGaPMmTObHSdd6NOnjwoVKqTff/9dvr6+2rFjh65cuaIBAwZwPfMjvPXWW9q4caOCgoKUO3du1h3AE/P555+radOmyps3r8qUKSOLxaL9+/crPj5ey5cvl3S/kOrRo4fJSe3HrFmz1K9fP7Vu3Vr37t2TJGXIkEHt27fXpEmTJEnFixfXV199ZWZMPAM2bdqkqlWrqmPHjjY7UN27d0+bNm1SjRo1TExnnx78nP23337T2LFjTUqTdphBAOCJ+uKLL7RkyRLNnTtXuXPnliRFRESoffv2atmypbp27WpyQvuUJUsWHThwQL6+vmZHSTdy5sypdevWqUyZMnJ3d9eOHTvk5+endevWacCAAY9cjO95li1bNq1YscJmJxvgSbl165a+/fZb6+KrxYsXV2BgIIug/Ytbt27p5MmTMgxDhQsXti6aDKSVBz8NT3TlyhV5enoyCy8ZDg4OioiIsJ6zf25xmJ4xg+A5FR4e/sj78+fP/5SS4Fk3Y8YM/fXXXypQoID1eRUeHi5nZ2ddvnxZs2bNso5le83/qV+/vnbt2pXuX2Sepvj4eOsvzTlz5tSFCxfk5+enAgUK6OjRoyans18eHh7soY6nJmvWrOrWrZvZMdKdrFmzqkyZMmbHwDMscUvgB125csW6vStsWSyWJOfsWZiFR0HwnPq3VflpCZFW2F4zdRo1aqR3331Xhw4dUunSpZUxY0ab+1lwL6lSpUpp//798vX1VaVKlTRhwgQ5OTnpiy++oGh5hI8++kjDhg3TnDlzuJwFae7nn3/Wq6++qowZM+rnn39+5Fj+XbuvZcuWmj17ttzc3NSyZctHjv3hhx+eUio8qxKfYxaLRR06dJCzs7P1vvj4eO3fv19Vq1Y1K55dMwzD5pzdvXtX3bp1S1KopLe/pxQEz6kHp9rGxcVp7969Cg4O1scff2xSKvsUFRVls/fwoySOw/8MHz78offdu3dPGTLwz1ByunTpIkkaNWpUkvvYRi15H374oXXRy9GjR6tx48Z65ZVXlCNHDn333Xcmp7Nfn376qU6cOCEvLy8VLFgwSRnFzB78F82bN7dOwX1UYcy/a//j7u5u/RCHrYDxpCU+xwzDkKurq82ChE5OTqpcubL1dxLYat++vc3ttm3bmpQkbbEGAWysWLFCn3zyiTZs2GB2FLvxz2uyHBwckp15kTgti19uHs+hQ4f09ddf69tvv9WlS5fMjoNn2NWrV1O0g8vzaOTIkY+8/1El3/OEnYAAPMtGjhypgQMHcjnB/2vv3uNyPv8/gL/uTkInTSGUDk5RKafIpMSE0di+mxzKaXKIOU1mSGQOGynGRidmzIix9WUmspxJB6J0xnJaciyq+/790a/761aRTV139Xo+Hvfj4b4+H7xK7vv+vD/X9b6IBQJSdO3aNXTq1Ilbz70gOjoaDg4OUFNTQ3R09CvPdXR0rKZUNc/jx4+xc+dOBAcH49y5c7C3t8fw4cMxc+ZM0dGolnjw4AGKi4vLrKfPzc2FmpoaZ/jQvxIeHl7pc1++q0RERFRTsEBQR708VV4mkyEnJwe+vr64evUq4uLixARTctnZ2WjZsmWZu0gymQzXr19nc8dyxMTEYMuWLdizZw9MTU2RlJQkL7qQosDAQHz66afQ1NREYGDgK8+dPn16NaWqOVxdXfH++++X2SJt06ZN2L9/PyIjIwUlqxkuXLiAK1euQCKRwNLSEra2tqIjUS3wuteyF/F1rYStrW2lZ6twCRC9Tbt378auXbuQnZ2N58+fKxzjz1rdwQJBHVXeVHmZTIaWLVti586d6NGjh6Bkyo1bwFTeqlWrEBISgsePH2PEiBEYNWoUbGxsoK6ujvj4eFhaWoqOqHRMTU1x/vx5vPPOOzA1Na3wPIlEgvT09GpMVjPo6+vjxIkTaN++vcL41atX4eDggL///ltQMuV2584dfPLJJzh27Bj09PQgk8nw4MEDODk5YefOnTAwMBAdUanl5+ejsLBQYYyzVf7nVa9lL+Lr2v+8btnPi7gEiN6WwMBALFiwAB4eHti8eTPGjh2LtLQ0nDt3DlOnTmWPsjqEBYI66uWp8ioqKjAwMICFhQWbxr2CiooKbt++XeYDc1ZWFiwtLbk04wVqamqYN28e/Pz8oKqqKh9ngYCqSsOGDXH69GlYWVkpjCcmJqJ79+54+vSpoGTK7eOPP0ZaWhq2bdsmL64kJSXBw8MDFhYW2LFjh+CEyufJkyeYN28edu3aVW7hicViIqpp2rVrh8WLF2PEiBHQ1tZGfHw8zMzMsGjRIuTm5mL9+vWiI1I1YYGAqBJmzZoFAFi3bh0mTpyosBVYcXExzpw5A1VVVZw4cUJURKWzfPlyhIWFoaCgACNGjMDo0aPRsWNHFgj+gdKXaTbae7U+ffrAysoKQUFBCuNTp05FQkIC/vzzT0HJlJuuri7++OMPdO3aVWH87Nmz6N+/P/Ly8sQEU2JTp07F0aNH4efnhzFjxmDDhg24efMmvvvuO6xYsQIjR44UHVEp+fn5Yc6cOWW208zPz8fq1auxaNEiQcmUl5mZGc6dO4d33nlHYTwvLw92dnacdUFvTYMGDXDlyhWYmJjA0NAQhw8fho2NDa5duwZ7e3vOwqtDVEQHIDFe/E9+/fp1LFq0CHPnzsXx48cFplJeFy9exMWLFyGTyZCYmCh/fvHiRVy9ehU2NjYICwsTHVOpfPHFF0hJScG2bdtw69Yt2Nvbw8bGBjKZDPfv3xcdr0YIDg5Gx44doampCU1NTXTs2BFbtmwRHUtp+fv7Y8uWLejduzeWLFmCJUuWoHfv3ggJCcHy5ctFx1NaUqm0zNaGQMlsH6lUKiCR8jtw4AC+/fZbfPjhh1BTU8O7776LL7/8EsuXL8f27dtFx1NaS5YswePHj8uMP3369I2m1dclmZmZ5c5IefbsGW7cuCEgEdVWTZs2lV8fmJiY4PTp0wCAjIwM8H5y3cK55HVMYmIi3n//fVy/fh2tW7fGzp07MWDAADx58gQqKipYu3Ytdu/e/cq9iuuio0ePAgDGjh2LdevWcX3pG3B0dISjoyPWr1+P7du3IzQ0FI6OjujWrRs+/PBD+ewMUrRw4UKsXbsW3t7e8p4gp06dwsyZM5GZmYlly5YJTqh8HBwccOrUKaxevRq7du1C/fr1YW1tjeDgYLRu3Vp0PKXl7OyMGTNmYMeOHTAyMgIA3Lx5EzNnzkTfvn0Fp1NOubm58rX1Ojo68m0Ne/XqhcmTJ4uMptRKtwR+WXx8fJndR+q6/fv3y3996NAh+V71QMnMxSNHjlS6vwNRZTg7O+PAgQOws7PD+PHjMXPmTOzevRvnz5/HsGHDRMejasQlBnWMq6urfG34Dz/8gF9//RX9+/eX35X09vbGhQsX5FVDoqqQmJiI4OBg/Pjjj7hz547oOEqpcePGCAoKwogRIxTGd+zYAW9vb9y7d09QMqptrl+/jqFDh+LSpUvyXVqys7NhZWWFX375BS1atBAdUelYW1sjKCgIjo6O6N+/P6ytrfH1118jMDAQq1at4p3dlzRq1AgSiQQPHjyAjo6OQpGguLgYjx8/hpeXFzZs2CAwpXJRUSmZ5CuRSMrcvVVXV0erVq3wzTffYPDgwSLiUS0klUohlUrlvch27dqFmJgYWFhYwMvLCxoaGoITUnVhgaCOady4MaKiomBtbY3Hjx9DR0cHZ8+eRZcuXQCUdPu2t7fnmtMXDBs2DGFhYdDR0XltBTUiIqKaUtUOhYWF5U5tppIP1GfPni1z5zslJQXdunXj/9EKSKVSpKam4s6dO2Wmx/fu3VtQqprh8OHDuHr1KmQyGSwtLeHi4iI6ktJau3YtVFVVMX36dBw9ehSDBg1CcXExioqKsGbNGsyYMUN0RKUSHh4OmUyGcePGISAgQOFuuIaGBlq1asXdkypgamqKc+fOoXHjxqKjUC3Vq1cvODs7w8nJCT169ICmpqboSCQYCwR1jIqKCm7duiXfpu/FLqUAcPv2bRgZGbED8wvGjh2LwMBAaGtrw9PT85WN4kJDQ6sxGdVm3t7eUFdXx5o1axTG58yZg/z8fN5pK8fp06fh7u6OrKysMnfcJBIJX9fKUVRUBE1NTcTFxaFjx46i49RY2dnZOH/+PMzNzWFjYyM6jtKKjo6Gg4MDd0v6hwoKCnjxRm/d+PHjER0djfT0dNSrVw/du3eHs7MznJ2d0b17d97IqYNYIKhjXt6mT1tbGwkJCfJ1bCwQlLV//364urryBZKqlbe3N7Zu3YqWLVvC3t4eQMkF8PXr1zFmzBiFn8eXiwh1VadOndCmTRssWbIEzZo1K1PMe/GuJf2Pubk5IiIieGFL1SItLQ2hoaFIS0vDunXrYGhoiIMHD6Jly5bo0KGD6HhKRyqVwt/fH5s2bcLt27eRkpICMzMzLFy4EK1atcL48eNFR6Ra4saNG4iKikJ0dDSOHTuGjIwM1K9fHz179oSzszPmz58vOiJVExYI6hgVFRW4urqiXr16AEo6MTs7O6Nhw4YASrriHjx4kAWCF6iqquLWrVswMDCAqqoqcnJy5DMwiKqKk5NTpc6TSCSIioqq4jQ1Q8OGDREfHw8LCwvRUWqU0NBQ/Pzzz/jhhx/YKO4NnD17FseOHSt3OQuLduWLjo6Gq6srHBwccPz4cVy5cgVmZmZYtWoVzp49i927d4uOqHT8/PwQHh4OPz8/TJw4EZcuXYKZmRl27dqFtWvX4tSpU6IjUi11/fp1fPfddwgKCsLjx495bVCHcI5XHePh4aHwfNSoUWXOGTNmTHXFqREMDAxw+vRpvP/++xV2YCZ620p3zqDK6969O1JTU1kgeEOBgYFITU2FkZERTExM5AXjUrGxsYKSKa/ly5fjyy+/RNu2bdGkSROF9wW+R1TMx8cHy5Ytw6xZs6CtrS0fd3Jywrp16wQmU15bt27F999/j759+8LLy0s+bm1tjatXrwpMRrVRWloajh07Jn/k5eWhR48ecHR0FB2NqhELBHUM18i/OS8vLwwdOhQSiQQSiQRNmzat8FxWV0s8fPiw0udyy0h6W7y9vTF79mzcunULVlZWZZYFWVtbC0qm3Epf36jy1q1bh5CQEHh6eoqOUqMkJibixx9/LDNuYGAg33+dFN28ebPcoqdUKkVhYaGARFTbhIaG4ujRozh27BgePHgABwcHODo6YurUqejSpQt7htRB/Bcneg1fX1988sknSE1NxZAhQxAaGgo9PT3RsZSanp5epS84WFQpX0FBAYKCgnD06NFypzDzrm5Zw4cPBwCMGzdOPla6RRibFFbM19dXdIQaR0VFBQ4ODqJj1Dh6enrIycmR9z0qdfHiRTRv3lxQKuXWoUMH/PnnnzAxMVEY//nnn2FraysoFdUm48ePh7GxMRYsWIBx48ax5xaxQED0OqVNCtu1a4fFixfjo48+QoMGDUTHUmovTo/PzMyEj48PPD095dtYnTp1CuHh4fjqq69ERVR648aNw+HDh/Hhhx+iW7duvMNbCRkZGaIj1EhmZmY4d+4c3nnnHYXxvLw82NnZIT09XVAy5TVz5kxs2LABAQEBoqPUKO7u7pg3bx5+/vlnSCQSSKVSnDhxAnPmzOHyxgosXrwYo0ePxs2bNyGVShEREYHk5GRs3boVv/76q+h4VAts2LAB0dHR8PX1hY+PD3r16oU+ffrA0dERnTt35uePOohNColeg00K/52+fftiwoQJGDFihML4jz/+iO+//x7Hjh0TE0zJ6erqIjIykncpqcq9vP1tqdu3b6Nly5Z4/vy5oGTKSyqVYtCgQUhJSYGlpWWZO24RERGCkim3wsJCeHp6YufOnZDJZFBTU0NxcTHc3d0RFhYGVVVV0RGV0qFDh7B8+XJcuHABUqkUdnZ2WLRoEfr37y86GtUySUlJ8l0MoqOjUVBQAAcHBzg5OWHOnDmi41E1YYGA6DWaNm2KzZs34/333y+zTSS9XoMGDRAfH4/WrVsrjKekpKBTp054+vSpoGTKzdLSEjt37uS6+UqYMmUKVq1aBS0tLQDAtm3b8MEHH8if5+Xlwd3dHZGRkSJjKp39+/cDANzc3BAeHq6wDWRxcTGOHDmCw4cPIzk5WVREpTV16lQEBwfDycmpTJNCgP1+XictLQ0XL16EVCqFra1tmfcHIhLvr7/+wrfffstdDOogFgiIXsPX1xd+fn6VmmLFF8+y2rZti8GDB+Obb75RGJ89ezZ+/fVXXnxU4L///S8CAwOxadOmMmtPSdHLM3t0dHQQFxcHMzMzACV3wo2MjPj/8yUqKioA/ten4UXq6upo1aoVvvnmGwwePFhEPKWmra2NnTt3YtCgQaKj1EjPnz9HRkYGzM3N2QCtEvLy8rB7926kp6djzpw50NfXR2xsLJo0acLeDfTW3L59W2EHg5SUFGhoaKB79+5wcnLC4sWLRUekasJXZaLXYJPCf2ft2rUYPnw4Dh06BHt7ewDA6dOnkZaWhj179ghOp7y6dOmCgoICmJmZoUGDBmWmMOfm5gpKpnxevrhl3btyShtfmpqa4ty5c2jcuLHgRDWHvr4+zM3NRceocZ4+fQpvb2+Eh4cDKJlJZmZmhunTp8PIyAg+Pj6CEyqfhIQEuLi4QFdXF5mZmZgwYQL09fWxd+9eZGVlYevWraIjUg03depUHD16FMnJyVBTU0PXrl3x4YcfwsnJCT179oSmpqboiFTNWCAgqoR27dqxSeE/NHDgQKSkpGDjxo24evUqZDIZhg4dCi8vL7Rs2VJ0PKU1YsQI3Lx5E8uXLy93CjPR28Lmjm/O19cXixcvRmhoKN8P3sD8+fMRHx+PY8eOYcCAAfJxFxcXLF68mAWCcsyaNQuenp5YtWoVtLW15eOurq5wd3cXmIxqi9jYWLi5ucHJyQkODg58TSMuMSAiUkYNGjTAqVOnYGNjIzqK0nu5yZ62tjbi4+O5xKCSpk+fDgsLC0yfPl1hfP369UhNTWWn/nLY2toiLS0NMpkMrVq1KjPDh9uQls/ExAQ//fQT7O3tFf6fpqamws7ODg8fPhQdUeno6uoiNjYW5ubmCt+zrKwstG3bFgUFBaIjElEtwxkERG9o9+7d2LVrF7Kzs8t09+aHwhIJCQmVPpdN+MrXrl075Ofni45RYyxatEh+1+P58+fw9/eXN91jI8xX27Nnj7xh4Yt69uyJFStWsEBQDjc3N9ERaqS7d++WuwvQkydPOEuqApqamuUWTpKTk9kwmYiqBAsERG8gMDAQCxYsgIeHB3755ReMHTsWaWlpOHfuHKZOnSo6ntLo1KlTuY3PXiaRSHhXtwIrVqzA7Nmz4e/vDysrqzJ3KHV0dAQlUz69e/dWaHbZs2dPpKenlzmHyvf3338r7GBQSkdHB/fu3ROQSPmxWdc/07VrV/z222/w9vYGAHlRYPPmzejRo4fIaEpr6NCh8PPzw65duwCUfM+ys7Ph4+OD4cOHC05HRLURlxgQvYHSPgQjRoxQmOq3aNEi5ObmYv369aIjKoWsrKxKn8sO/eV7scP8i2QyGQsr9FZ17NgRXl5emDZtmsJ4UFAQNm7ciKSkJEHJqLY5efIkBgwYgJEjRyIsLAyTJk3C5cuXcerUKURHR6Nz586iIyqdhw8fYuDAgbh8+TIePXoEIyMj3Lp1Cz169EBkZCQaNmwoOiIR1TKcQUD0BrKzs9GzZ08AQP369fHo0SMAwOjRo2Fvb88Cwf/jRf+/d/ToUdERqI6YNWsWpk2bhrt378LZ2RkAcOTIEXzzzTdcXvACfX19pKSkoHHjxmjUqNErp8Rzl5Hy9ezZEydPnsTq1athbm6O33//HXZ2djh16hSsrKxEx1NKOjo6iImJQVRUFGJjYyGVSmFnZwcXFxfR0YiolmKBgOgNNG3aFH///TdMTExgYmKC06dPw8bGBhkZGdxa7RXS0tIQEBCAK1euQCKRoH379pgxYwa3CXsFR0dH0RGojhg3bhyePXsGf39/LF26FADQqlUrbNy4EWPGjBGcTnmsXbtW3kWehZM3V1hYiE8//RQLFy6Ub3NIr1ZUVARNTU3ExcXB2dlZXsAjqgpmZmY4d+4c3nnnHYXxvLw82NnZlVm6R7UXlxgQvYEJEyagZcuWWLx4MTZt2oRZs2bBwcEB58+fx7BhwxAcHCw6otI5dOgQhgwZgk6dOsHBwQEymQwnT55EfHw8Dhw4gH79+omOqJSOHz/+yuNcU09V4e7du6hfvz60tLRER6FaSE9PD7GxsfIdRuj1zM3NERERwR1tqMq9vCNQqdu3b8PY2BjPnj0TlIyqGwsERG9AKpVCKpVCTa1k8s2uXbsQExMDCwsLeHl5QUNDQ3BC5WNra4v33nsPK1asUBj38fHB77//zp0fKlDag+BFL05pZg8CepuKiopw7NgxpKWlwd3dHdra2vjrr7+go6PDYkEFpFIpUlNTcefOHUilUoVjLOCVb+zYsbCyssKsWbNER6kxQkND8fPPP+OHH36Avr6+6DhUC5XuYuPm5obw8HCFprXFxcU4cuQIDh8+rNAMmGo3FgiIKqmoqAj+/v4YN24cWrZsKTpOjaGpqYnExES0bt1aYTwlJQXW1tbcw7kCDx48UHheWFiIixcvYuHChfD390ffvn0FJaPaJisrCwMGDEB2djaePXuGlJQUmJmZ4bPPPkNBQQE2bdokOqLSOX36NNzd3ZGVlVVmeRmbiFbM398fX3/9Nfr27YvOnTuXabA3ffp0QcmUl62tLVJTU1FYWAgTE5My3zMW2enfKu+GRCl1dXW0atUK33zzDQYPHlyNqUgk9iAgqiQ1NTWsXr0aHh4eoqPUKAYGBoiLiytTIIiLiyt3P2wqUd62c/369UO9evUwc+ZMXLhwQUAq5Xbw4EFoaWmhV69eAIANGzZg8+bNsLS0xIYNG9CoUSPBCZXTjBkz0KVLF8THxyusPf3ggw8wYcIEgcmUl5eXF7p06YLffvsNzZo1e2XDQvqfLVu2QE9PDxcuXCjzGiaRSFggKMfQoUP580VVqnQGlKmpKc6fP1+mBwHVPSwQEL0BFxcXHDt2DJ6enqKj1BgTJ07Ep59+ivT0dPTs2RMSiQQxMTFYuXIlZs+eLTpejWNgYMBpfhWYO3cuVq5cCQBITEzE7NmzMWvWLERFRWHWrFkIDQ0VnFA5xcTE4MSJE2WWSJmYmODmzZuCUim3a9euYffu3bCwsBAdpUbJyMgQHaHG8fX1FR2B6oDCwkK0atUKf//9NwsExAIB0ZtwdXXF/PnzcenSpXKnRw4ZMkRQMuW1cOFCaGtr45tvvsH8+fMBAEZGRvD19eXdoldISEhQeC6TyZCTk4MVK1awWVUFMjIyYGlpCQDYs2cPBg8ejOXLlyM2NhYDBw4UnE55SaXScqfE37hxQ961nxR1794dqampLBC8IT8/P8yZMwcNGjRQGM/Pz8fq1auxaNEiQcmUFzvLU3VQV1fHpUuXOFuFALAHAdEbedU6La47fb1Hjx4BAC86KkFFRQUSiaTM+mZ7e3uEhISgXbt2gpIpL319fcTExMDS0hK9evXCmDFj8OmnnyIzMxOWlpZ4+vSp6IhK6eOPP4auri6+//57aGtrIyEhAQYGBhg6dCiMjY0586Ice/fuxZdffom5c+fCysoK6urqCsetra0FJVNuqqqqyMnJKbO87O+//4ahoSHfQ8vxqs7yLVu2xPPnzwUlo9pm9uzZUFdXL9NUmuoeziAgegMvd6qmN8PCQOW9PBVXRUUFBgYG0NTUFJRI+fXq1Uu+9ejZs2fx008/AShpiNmiRQvB6ZTX2rVr4eTkBEtLSxQUFMDd3R3Xrl1D48aNsWPHDtHxlNLw4cMBAOPGjZOPlRb0WCyuWOn352Xx8fHs0P+S0s7yQMl2weV1ljc1NRURjWqp58+fY8uWLTh8+DC6dOlSZpbsmjVrBCWj6sYZBERUpW7fvo05c+bgyJEjuHPnTpk74vwgTW9LdnY2pkyZguvXr2P69OkYP348AGDmzJkoLi5GYGCg4ITKKz8/Hzt27EBsbCykUins7OwwcuRI1K9fX3Q0pZSVlfXK4yYmJtWUpGZo1KgRJBIJHjx4AB0dnTJbtj5+/BheXl7YsGGDwJTKpXTGYnkzydhZnqqCk5NThcckEgmioqKqMQ2JxAIBUSXk5+fjyJEj8jfi+fPn49mzZ/LjqqqqWLp0Ke/ulsPV1RXZ2dmYNm1aud2+hw4dKiiZ8pJKpQgLC0NERAQyMzMhkUhgamqKDz/8EKNHj+YaQSIlVVxcjAMHDsDNzU10FKUSHh4OmUyGcePGISAgQOFuuIaGBlq1aoUePXoITKi8TE1Nce7cOTRu3Fh0FCKqI1ggIKqE7777Dr/++isOHDgAoGSqfIcOHeR3165evYrPP/8cM2fOFBlTKWlra+PPP/9Ep06dREepEWQyGd5//31ERkbCxsYG7dq1g0wmw5UrV5CYmIghQ4Zg3759omMqpdjYWKirq8PKygoA8MsvvyA0NBSWlpbw9fUt06W/Lntx+vLrsPnq6129ehUhISEIDw/H/fv3uS68AtHR0XBwcICaGle4EimzGzduQCKRoHnz5qKjkAgyInqtd999VxYRESF/rqWlJUtLS5M/37Ztm8ze3l5ENKXXvn17WWxsrOgYNUZISIhMW1tbFhUVVebYkSNHZNra2rLw8HAByZRfly5dZLt375bJZDJZWlqaTFNTUzZixAiZhYWFbMaMGWLDKRmJRFKph4qKiuioSuvx48ey4OBgWc+ePWUqKiqyvn37yjZv3iy7e/eu6GhKp7i4WFZYWKgwduvWLZmvr69s7ty5sj///FNQMuV1+vRpWWRkpMJYeHi4rFWrVjIDAwPZxIkTZQUFBYLSUW1UXFwsW7JkiUxHR0emoqIiU1FRkenq6sr8/PxkxcXFouNRNaq4JTsRyaWkpKBNmzby55qamgo7GnTr1g1JSUkioim9gIAA+Pj4IDMzU3SUGmHHjh344osvyl0L6OzsDB8fH2zfvl1AMuWXkpIin6ny888/o3fv3vjxxx8RFhaGPXv2iA2nZKRSaaUe7BFS1qlTpzB+/Hg0bdoU69evx7BhwyCRSBAYGIgJEyZwKng5xo8fjylTpsifP3r0CF27dsWGDRtw6NAhODk5ITIyUmBC5ePr66uw3W1iYiLGjx8PFxcX+Pj44MCBA/jqq68EJqTaZsGCBVi/fj1WrFiBixcvIjY2FsuXL0dQUBAWLlwoOh5VI87xIqqEBw8eKEyJvHv3rsJxqVSq0JOgrittSFXqyZMnMDc3R4MGDcpsB5abm1vd8ZRaQkICVq1aVeFxV1dXNturgEwmk+808scff8h7hrRs2RL37t0TGY1qidLtMt3d3XHmzBlYWloCAHx8fAQnU24nTpzA+vXr5c+3bt2KoqIiXLt2Dbq6upg3bx5Wr16NgQMHCkypXOLi4rB06VL58507d6J79+7YvHkzgJLXtcWLF8PX11dQQqptwsPDsWXLFoVlZTY2NmjevDmmTJkCf39/gemoOrFAQFQJLVq0wKVLl9C2bdtyjyckJHAbtRcEBASIjlBj5ebmokmTJhUeb9KkCe7fv1+NiWqOLl26YNmyZXBxcUF0dDQ2btwIoGTLyFd9T+uqgQMHYseOHfKGcf7+/pg6dSr09PQAlOxN/+6773J21AtSU1PxySefwMnJCe3btxcdp8a4efMmWrduLX9+5MgRDB8+XP6z5+HhgdDQUFHxlNL9+/cVXreio6MxYMAA+fOuXbvi+vXrIqJRLZWbm4t27dqVGW/Xrh1v5tQxLBAQVcLAgQOxaNEiDBo0qMxOBfn5+ViyZAkGDRokKJ3y8fDwEB2hxiouLn5lAy9VVVUUFRVVY6KaIyAgACNHjsS+ffuwYMECWFhYAAB2796Nnj17Ck6nfA4dOqQw82nlypUYMWKEvEBQVFSE5ORkQemUU0ZGBsLCwjB58mTk5+djxIgRGDlyJHcWeQ1NTU3k5+fLn58+fRqrV69WOP748WMR0ZRWkyZNkJGRgZYtW+L58+eIjY3FkiVL5McfPXpUZkYe0b9hY2OD9evXl5mluH79etjY2AhKRSJwFwOiSrh9+zY6deoEDQ0NTJs2DW3atIFEIsHVq1exfv16FBUV4eLFi7xLWYG0tDSEhoYiLS0N69atg6GhIQ4ePIiWLVuiQ4cOouMpFRUVFbi6uqJevXrlHn/27BkOHjzIteFvoKCgAKqqqvww/RIVFRXcunULhoaGAEp2HImPj4eZmRmAktc9IyMj/qxVICoqCiEhIYiIiEBBQQHmzJmDCRMmKPSroRLOzs7o3r07vvrqK/z555/o06cPbty4gWbNmgEADh8+jMmTJyM1NVVwUuUxadIkJCYmYuXKldi3bx/Cw8Px119/yXdj2b59OwICAnDu3DnBSam2iI6OxqBBg2BsbIwePXpAIpHg5MmTuH79OiIjI/Huu++KjkjVhAUCokrKyMjA5MmTcfjwYZT+t5FIJOjXrx++/fZb+YdqUhQdHQ1XV1c4ODjg+PHjuHLlCszMzLBq1SqcPXsWu3fvFh1RqYwdO7ZS53E6bvny8vKwe/dupKWlYe7cudDX10dsbCyaNGnC7ZpewgLB2/HgwQNs374dISEhiI2NRceOHRWayxFw9OhRDBw4EEZGRsjJycGIESMQHBwsPz5lyhQ8efIE4eHhAlMql7t372LYsGE4ceIEtLS0EB4ejg8++EB+vG/fvrC3t+e6cHqr/vrrL2zYsAFXr16FTCaDpaUlpkyZAiMjI9HRqBqxQED0hnJzc+V3OSwsLKCvry84kXLr0aMHPvroI8yaNUvhAuTcuXNwc3PDzZs3RUekWiIhIQF9+/aFnp4eMjMzkZycDDMzMyxcuBBZWVnYunWr6IhKRVVVFbdu3YKBgQGAkgJBQkICTE1NAbBA8E/ExcUhJCSEjUTLkZSUhMOHD6Np06b46KOPFHYC+v7779GtWzf5LiT0Pw8ePICWlhZUVVUVxnNzc6GlpSWfUUBE9LawQEBEVUpLSwuJiYkwNTVVKBBkZmaiXbt2KCgoEB2RagkXFxfY2dlh1apVCj9rJ0+ehLu7O7fafMnLy1kOHDgAZ2dnNGzYEACXsxAR1TX3799HcHAwrly5AolEgvbt22Ps2LG8GVbHqLz+FCKif05PTw85OTllxi9evMgp3/RWnTt3DpMmTSoz3rx5c9y6dUtAIuXm4eEBQ0ND6OrqQldXF6NGjYKRkZH8uaGhIcaMGSM6JhERVYPo6GiYmpoiMDAQ9+/fR25uLgIDA2Fqaoro6GjR8agacRcDIqpS7u7umDdvHn7++WdIJBJIpVKcOHECc+bM4cUHvVWampp4+PBhmfHk5GT5NHr6H/axICKiUlOnTsV//vMfbNy4Ub6kpbi4GFOmTMHUqVNx6dIlwQmpunCJARFVqcLCQnh6emLnzp2QyWRQU1NDcXEx3N3dERYWVmZdJdE/9emnn+Lu3bvYtWsX9PX1kZCQAFVVVbi5uaF3794ICAgQHZGIiEgp1a9fH3FxcWjbtq3CeHJyMjp16qSwVSnVbiwQEFG1SE9PR2xsLKRSKWxtbdG6dWvRkaiWefjwIQYOHIjLly/j0aNHMDIywq1bt9CjRw9ERkbK19YTERGRIgcHB8ydOxdubm4K4/v27cPKlStx6tQpMcGo2rFAQETVqri4GImJiTAxMUGjRo1Ex1Eq+/fvr/S5Q4YMqcIkNVtUVJS8GGVnZwcXFxfRkagWeJOdCaZPn16FSWo2bkX65rZt24ZNmzYhIyMDp06dgomJCQICAmBqaoqhQ4eKjke1xE8//YTPP/8c3t7esLe3BwCcPn0aGzZswIoVK9C+fXv5udbW1qJiUjVggYCIqtRnn30GKysrjB8/HsXFxXB0dMTJkyfRoEED/Prrr+jTp4/oiErjxW2/XkUikbCzPFE1K93+sdTdu3fx9OlT6OnpASi58G3QoAEMDQ2Rnp4uIKHyS0hIgIuLC3R1dbkVaSVt3LgRixYtwmeffQZ/f39cunQJZmZmCAsLQ3h4OI4ePSo6ItUSr/sMIpFIIJPJ+BmkDmCTQiKqUrt378aoUaMAlGyjlp6ejqtXr2Lr1q1YsGABTpw4ITih8pBKpaIj1Di8q0vVJSMjQ/7rH3/8Ed9++y2Cg4Pl63WTk5MxceLEcnfSoBKzZs2Cp6enfCvSUq6urnB3dxeYTHkFBQVh8+bNcHNzw4oVK+TjXbp0wZw5cwQmo9rmxdc4qts4g4CIqpSmpiZSU1PRokULfPrpp2jQoAECAgKQkZEBGxubcrvOE1XWy3d1KyKRSHhXl94ac3Nz7N69G7a2tgrjFy5cwIcffsgP2hXQ1dVFbGwszM3Noa2tjfj4eJiZmSErKwtt27ZFQUGB6IhKp379+rh69SpMTEwUvmfXrl2DtbU1G8cR0VvHGQREVKWaNGmCpKQkNGvWDAcPHsS3334LAHj69Cl3MHiNJ0+eIDo6GtnZ2Xj+/LnCMd4NL8ELMRIhJycHhYWFZcaLi4tx+/ZtAYlqBm5F+uZMTU0RFxcHExMThfH//ve/sLS0FJSKaiv2uyCABQIiqmJjx47Ff/7zHzRr1gwSiQT9+vUDAJw5cwbt2rUTnE55Xbx4EQMHDsTTp0/x5MkT6Ovr4969e/I1ziwQVOz58+fIyMiAubk51NT4NkdvX9++fTFx4kQEBwejc+fOkEgkOH/+PCZNmsSmmK8wdOhQ+Pn5YdeuXQBKZvZkZ2fDx8cHw4cPF5xOOc2dOxdTp05FQUEBZDIZzp49ix07duCrr77Cli1bRMejWuTlfhelfQb09PQQEBDAAkEdwiUGRFTldu/ejevXr+Ojjz5CixYtAADh4eHQ09PjG04F+vTpgzZt2mDjxo3Q09NDfHw81NXVMWrUKMyYMQPDhg0THVHpPH36FN7e3ggPDwcApKSkwMzMDNOnT4eRkRF8fHwEJ6Ta4u7du/Dw8MDBgwehrq4OACgqKsJ7772HsLAwGBoaCk6onLgV6T+zefNmLFu2DNevXwcANG/eHL6+vhg/frzgZFSbWFpaYvny5XBzc1NYznLp0iX06dMH9+7dEx2RqgkLBERESkhPTw9nzpxB27Ztoaenh1OnTqF9+/Y4c+YMPDw8cPXqVdERlc6MGTNw4sQJBAQEYMCAAUhISICZmRn279+PxYsX4+LFi6IjUi2TkpKCq1evQiaToX379mjTpo3oSDUCtyL9Z+7duwepVMoCFFUJ9rugUpx7SURVys/P75XHFy1aVE1JahZ1dXVIJBIAJX0csrOz0b59e+jq6iI7O1twOuW0b98+/PTTT7C3t5d/74CSuyJpaWkCk1Ft1aZNGxYF/gFnZ2c4OzuLjlHjNG7cWHQEqsXY74JKsUBARFVq7969Cs8LCwuRkZEBNTU1mJubs0BQAVtbW5w/fx5t2rSBk5MTFi1ahHv37mHbtm2wsrISHU8p3b17t9w7a0+ePFEoGBC9DTdu3MD+/fvLbSK6Zs0aQamUD7cifXO2traVfs2KjY2t4jRUV7DfBZVigYCIqlR507ofPnwIT09PfPDBBwIS1QzLly/Ho0ePAABLly6Fh4cHJk+eDAsLC4SGhgpOp5y6du2K3377Dd7e3gAg/4C9efNm9OjRQ2Q0qmWOHDmCIUOGwNTUFMnJyejYsSMyMzMhk8lgZ2cnOp5SWbt2baXOk0gkLBD8Pzc3N9ERqA4aO3YsioqK8Pnnn+Pp06dwd3dH8+bNsW7dOnzyySei41E1Yg8CIhLi0qVLGDx4MDIzM0VHoVri5MmTGDBgAEaOHImwsDBMmjQJly9fxqlTpxAdHY3OnTuLjki1RLdu3TBgwAD4+fnJ1+oaGhpi5MiRGDBgACZPniw6IhHRP/Zyv4ubN2+iefPmglNRdVERHYCI6qa8vDw8ePBAdAyqRXr27IkTJ07g6dOnMDc3x++//44mTZrg1KlTLA7QW3XlyhV4eHgAANTU1JCfnw8tLS34+flh5cqVgtPVDDKZDLxHRaScGjduDENDQ9y6dQve3t6wsLAQHYmqEZcYEFGVenn9qUwmQ05ODrZt24YBAwYISqX8KlqDKpFIoKmpCQsLC3h6esLJyUlAOuVlZWUl3+aQqKo0bNgQz549AwAYGRkhLS0NHTp0AABuBfYawcHBWLt2La5duwYAaN26NT777DNMmDBBcDLl1KhRo0q9F4wdO1ZAOqoN8vLyMHXqVPz+++9QV1eHj48Ppk2bBl9fX3z99dfo0KEDQkJCRMekasQCARFVqZfXn6qoqMDAwAAeHh6YP3++oFTKb8CAAdi4cSOsrKzQrVs3yGQynD9/HgkJCfD09ERSUhJcXFwQERGBoUOHio6rVO7cuYM7d+5AKpUqjFtbWwtKRLWNvb09Tpw4AUtLSwwaNAizZ89GYmIiIiIiYG9vLzqe0lq4cCHWrl0Lb29veV+QU6dOYebMmcjMzMSyZcsEJ1Q+ixYtgr+/P1xdXeXvBefOncPBgwcxdepUZGRkYPLkySgqKsLEiRNFx6Ua6IsvvsDx48fh4eGBgwcPYubMmTh48CAKCgrw3//+F46OjqIjUjVjDwIiIiU0ceJEGBsbY+HChQrjy5YtQ1ZWFjZv3ozFixfjt99+w/nz5wWlVC4XLlyAh4cHrly5UmbqskQiQXFxsaBkVNukp6fj8ePHsLa2xtOnTzFnzhzExMTAwsICa9euLbNNGJVo3LgxgoKCMGLECIXxHTt2wNvbm7MvyjF8+HD069cPXl5eCuPfffcdfv/9d+zZswdBQUH4/vvvkZiYKCgl1WQmJiYIDg6Gi4sL0tPTYWFhgenTpyMgIEB0NBKEBQIiqjY3btyARCJho5tK0NXVxYULF8qs+0tNTUXnzp3x4MEDXL16FV27dpXvdlDXWVtbw8LCAvPmzUOTJk3KTMvlRRuRWI0aNcLZs2fRunVrhfGUlBR069YNeXl5YoIpMS0tLcTFxZX7XtCpUyc8fvwYaWlpsLa2xpMnTwSlpJpMXV0dWVlZMDIyAgA0aNAAZ8+eRceOHQUnI1HYpJCIqpRUKoWfnx90dXVhYmICY2Nj6OnpYenSpWWmgNP/aGpq4uTJk2XGT548CU1NTQAl39t69epVdzSllZGRgVWrVqF79+5o1aoVTExMFB5Eb1NeXh62bNmC+fPnIzc3F0DJnvQ3b94UnEx5jRo1Chs3biwz/v3332PkyJECEik/fX19HDhwoMz4gQMHoK+vDwB48uQJtLW1qzsa1RJSqRTq6ury56qqqmjYsKHARCQaexAQUZVasGABgoODsWLFCjg4OEAmk+HEiRPw9fVFQUEB/P39RUdUSt7e3vDy8sKFCxfQtWtXSCQSnD17Flu2bMEXX3wBADh06BBsbW0FJ1Ueffv2RXx8PLstU5VLSEiAi4sLdHV1kZmZiYkTJ0JfXx979+5FVlYWtm7dKjqi0goODsbvv/8u79Vw+vRpXL9+HWPGjMGsWbPk561Zs0ZURKWycOFCTJ48GUePHkW3bt3k7wWRkZHYtGkTAODw4cNcJ07/mEwmg6enp/yGQ0FBAby8vMoUCSIiIkTEIwG4xICIqpSRkRE2bdqEIUOGKIz/8ssvmDJlCu+2vcL27duxfv16JCcnAwDatm0Lb29vuLu7AwDy8/PlnayppHu8h4cHunXrho4dOyrcEQFQ5meQ6J9ycXGBnZ0dVq1aBW1tbcTHx8PMzAwnT56Eu7s7MjMzRUdUSpXddUUikSAqKqqK09QcJ06ckL8XyGQytGvXDt7e3ujZs6foaFQLVHYHjNDQ0CpOQsqCBQIiqlKamppISEhAmzZtFMaTk5PRqVMn5OfnC0pGtc3+/fsxevTocnsysEkhvU26urqIjY2Fubm5QoEgKysLbdu2RUFBgeiIRERE/wh7EBBRlbKxscH69evLjK9fvx42NjYCEtUcpWucv/jiC65xroTp06dj9OjRyMnJgVQqVXiwOEBvk6amJh4+fFhmPDk5GQYGBgISUW0mlUqRkpKCmJgYHD9+XOFBRPS2cQYBEVWp6OhoDBo0CMbGxujRowckEglOnjyJ69evIzIyEu+++67oiErp5TXOycnJMDMzw8KFC7nGuQLa2tqIi4uDubm56ChUy3366ae4e/cudu3aBX19fSQkJEBVVRVubm7o3bs3twd7wbBhwxAWFgYdHR0MGzbsledyjXNZp0+fhru7O7Kysrh9KxFVC84gIKIq5ejoiJSUFHzwwQfIy8tDbm4uhg0bhuTkZBYHXmHWrFnw9PTEtWvXFHoMuLq68q5RBYYNG4ajR4+KjkF1wNdff427d+/C0NAQ+fn5cHR0hIWFBbS1tdl49SW6urryLUd1dHSgq6tb4YPK8vLyQpcuXXDp0iXk5ubi/v378kfpzDIioreJMwiIiJQQ1zi/OX9/fwQEBGDQoEGwsrIq06Rw+vTpgpJRbRUVFYXY2FhIpVLY2dnBxcVFdCSqZRo2bMjdWYioWnGbQyKqEgkJCZU6z9rauoqT1Exc4/zmtmzZAi0tLURHRyM6OlrhmEQiYYGA3jpnZ2c4OzuLjlFjODs7IyIiAnp6egrjDx8+hJubG3cuKEf37t2RmprKAgERVRvOICCiKqGiogKJRCJfM1k6xfTFlxyun6wY1zgTKSepVIqwsDBEREQgMzMTEokEpqam+PDDDzF69Gj5ax2VpaKiglu3bsHQ0FBh/M6dO2jevDkKCwsFJVNee/fuxZdffom5c+eWOzOKRXYiettYICCiKpGVlSX/tUwmQ8eOHREZGQkTExOF815+TiUePnyIgQMH4vLly3j06BGMjIxw69Yt9OjRA5GRkWjYsKHoiErt5cIU0dsgk8nw/vvvIzIyEjY2NmjXrh1kMhmuXLmCxMREDBkyBPv27RMdU+mUzijr1KkToqKioK+vLz9WXFyMgwcP4rvvvkNmZqaghMpLRaVsu7DS4juL7ERUFbjEgIiqxMsX/hKJBC1atGBBoJJ0dHQQExPDNc5vaOvWrVi9ejWuXbsGAGjTpg3mzp2L0aNHC05GtUFYWBiOHz+OI0eOwMnJSeFYVFQU3NzcsHXrVowZM0ZQQuXUqVMnSCQSSCSScpdk1K9fH0FBQQKSKb+MjAzREYiojuEMAiKqFi822iOqCmvWrMHChQsxbdo0ODg4QCaT4cSJE9iwYQOWLVuGmTNnio5INVz//v3h7OwMHx+fco8vX74c0dHROHToUDUnU26lW/SZmZnh7NmzCn1UNDQ0YGhoCFVVVYEJiYioFAsERFQtWCB4vcDAwEqfy4Z7ZZmammLJkiVl7t6Gh4fD19eXd+LoX2vatCkOHjyITp06lXv84sWLcHV1xa1bt6o3GNUq+/fvh6urK9TV1bF///5XnjtkyJBqSkVEdQULBERULbS1tZGQkABTU1PRUZRWZb83EokE6enpVZym5tHU1MSlS5fKdPu+du0arKysuDUk/WsaGhrIyspCs2bNyj3+119/wdTUFM+ePavmZMrrdRe4L+LFbokXmzmW14OgFHsQEFFVYA8CIqoStra2Cg3i8vPz8f7770NDQ0PhvNjY2OqOprR4h/vfsbCwwK5du/DFF18ojP/0009o3bq1oFRUmxQXF0NNreKPTqqqqigqKqrGRMrPzc2tUufxYvd/pFJpub8mIqoOLBAQUZUYOnSoQoFg6NChAtNQXbBkyRJ8/PHHOH78OBwcHCCRSBATE4MjR45g165douNRLSCTyeDp6Yl69eqVe5wzB8riBS4RUc3CJQZEVCUeP34MLS0t0TFqlFmzZlX63DVr1lRhkprrwoULWLt2La5cuQKZTAZLS0vMnj0btra2oqNRLTB27NhKnRcaGlrFSai2O3PmDHJzc+Hq6iof27p1KxYvXownT57Azc0NQUFBFRariIj+KRYIiKhKaGpqwsnJCUOGDMHQoUNhZGQkOpLSe3nbtIpIJBJERUVVcRoiorfLz8/vlccXLVpUTUmUn6urK/r06YN58+YBABITE2FnZwdPT0+0b98eq1evxqRJk+Dr6ys2KBHVOiwQEFGVyMrKwv79+/HLL7/gzz//hLW1tbxYYG1tLToe1SIPHz6s1Hk6OjpVnISIXuXlmTyFhYXIyMiAmpoazM3N2ZPmBc2aNcOBAwfQpUsXAMCCBQsQHR2NmJgYAMDPP/+MxYsXIykpSWRMIqqFWCAgoir34MEDREZG4pdffsHBgwfRqFEjebHA0dGR+1/Tv6KioqLQ7+JlMpmMDdCIlNTDhw/h6emJDz74AKNHjxYdR2loamri2rVraNmyJQCgV69eGDBgAL788ksAQGZmJqysrPDo0SORMYmoFmKBgIiqVVFREaKionDgwAHs378fjx49QlBQEEaOHCk6mlIYNmxYpc6LiIio4iQ1R3R0tPzXMpkMAwcOxJYtW9C8eXOF8xwdHas7GhFVwqVLlzB48GBkZmaKjqI0TExMsG3bNvTu3RvPnz+Hnp4eDhw4gL59+wIoWXLg6OiI3NxcwUmJqLbhLgZEVK3U1NTQv39/9O/fH0FBQbh48SK3BXuBrq6u6Ag1zssX/qqqqrC3t4eZmZmgRET0JvLy8vDgwQPRMZTKgAED4OPjg5UrV2Lfvn1o0KAB3n33XfnxhIQEmJubC0xIRLUVCwRE9NYlJCRU6jyJRMLu8i9h93Miqq0CAwMVnstkMuTk5GDbtm0YMGCAoFTKadmyZRg2bBgcHR2hpaWF8PBwaGhoyI+HhISgf//+AhMSUW3FJQZE9NaVrgl/3csL14VTVdDW1kZ8fDxnEBApGVNTU4XnKioqMDAwgLOzM+bPnw9tbW1ByZTXgwcPoKWlVaZXT25uLrS0tBSKBkREbwNnEBDRW5eRkSE6AtVxr2paSERi8L3hzVW07ExfX7+akxBRXcECARG9dSYmJqIjUB3ycmPHgoICeHl5oWHDhgrjbOxIRERE9GosEBBRtUhKSkJ2djaeP3+uMD5kyBBBiai2ePkO26hRowQlIaLyjBs3rlLnhYSEVHESIiJ6HfYgIKIqlZ6ejg8++ACJiYkKfQlKp4CzBwERUe2moqICExMT2NravrI3zd69e6sxFRERlYczCIioSs2YMQOmpqb4448/YGZmhrNnz+Lvv//G7Nmz8fXXX4uOR0REVczLyws7d+5Eeno6xo0bh1GjRnENPRGRkuIMAiKqUo0bN0ZUVBSsra2hq6uLs2fPom3btoiKisLs2bNx8eJF0RGJiKiKPXv2DBEREQgJCcHJkycxaNAgjB8/Hv3792dTUSIiJaIiOgAR1W7FxcXQ0tICUFIs+OuvvwCUNDJMTk4WGY2IiKpJvXr1MGLECBw+fBhJSUno0KEDpkyZAhMTEzx+/Fh0PCIi+n9cYkBEVapjx45ISEiAmZkZunfvjlWrVkFDQwPff/8996knIqqDJBKJvCeNVCoVHYeIiF7AGQREVKW+/PJL+QfAZcuWISsrC++++y4iIyOxbt06wemIiKg6PHv2DDt27EC/fv3Qtm1bJCYmYv369cjOzpbPMiMiIvHYg4CIql1ubi4aNWrEdadERHXAlClTsHPnThgbG2Ps2LEYNWoU3nnnHdGxiIioHCwQEFGVGjduHNatWwdtbW2F8SdPnsDb25v7XhMR1XIqKiowNjaGra3tKwvDERER1ZiKiIjKwwIBEVUpVVVV5OTkwNDQUGH83r17aNq0KYqKigQlIyKi6uDp6VmpGWOhoaHVkIaIiF6FTQqJqEo8fPgQMpkMMpkMjx49gqampvxYcXExIiMjyxQNiIio9gkLCxMdgYiIKokFAiKqEnp6evJO1W3atClzXCKRYMmSJQKSERERERFRebjEgIiqRHR0NGQyGZydnbFnzx7o6+vLj2loaMDExARGRkYCExIRERER0YtYICCiKpWVlQVjY2PuWEBEREREpORURAcgotrNxMQEMTExGDVqFHr27ImbN28CALZt24aYmBjB6YiIiIiIqBQLBERUpfbs2YP33nsP9evXR2xsLJ49ewYAePToEZYvXy44HRERERERlWKBgIiq1LJly7Bp0yZs3rwZ6urq8vGePXsiNjZWYDIiIiIiInoRCwREVKWSk5PRu3fvMuM6OjrIy8ur/kBERERERFQuFgiIqEo1a9YMqampZcZjYmJgZmYmIBEREREREZWHBQIiqlKTJk3CjBkzcObMGUgkEvz111/Yvn075syZgylTpoiOR0RERERE/4/bHBJRlVuwYAHWrl2LgoICAEC9evUwZ84cLF26VHAyIiIiIiIqxQIBEVWLp0+fIikpCVKpFJaWltDS0hIdiYiIiIiIXsACARERERERERFBTXQAIqqdxo0bV6nzQkJCqjgJERERERFVBmcQEFGVUFFRgYmJCWxtbfGql5m9e/dWYyoiIiIiIqoICwREVCWmTJmCnTt3wtjYGOPGjcOoUaOgr68vOhYREREREVWABQIiqjLPnj1DREQEQkJCcPLkSQwaNAjjx49H//79IZFIRMcjIiIiIqIXsEBARNUiKysLYWFh2Lp1KwoLC5GUlMSdDIiIiIiIlIiK6ABEVDdIJBJIJBLIZDJIpVLRcYiIiIiI6CUsEBBRlXn27Bl27NiBfv36oW3btkhMTMT69euRnZ3N2QNEREREREqG2xwSUZV4sUnh2LFjsXPnTrzzzjuiYxERERERUQXYg4CIqoSKigqMjY1ha2v7yoaEERER1ZiKiIiIiIgqwhkERFQlxowZw50KiIiIiIhqEM4gICIiIiIiIiI2KSQiIiIiIiIiFgiIiIiIiIiICCwQEBERERERERFYICAiIiIiIiIisEBARERERERERGCBgIiIiIiIiIjAAgEREVGd5OnpCYlEAolEAjU1NRgbG2Py5Mm4f/++6GhvrFWrVggICKjw+LFjx+Rfa0WPsLCwastLRESkrNREByAiIiIxBgwYgNDQUBQVFSEpKQnjxo1DXl4eduzYITraW9WzZ0/k5OTIn8+YMQMPHz5EaGiofExXV1dENCIiIqXCGQRERER1VL169dC0aVO0aNEC/fv3x8cff4zff/9d4ZzQ0FC0b98empqaaNeuHb799luF42fPnoWtrS00NTXRpUsX7N27FxKJBHFxcQCAsLAw6OnpKfyeffv2QSKRKIwdOHAAnTt3hqamJszMzLBkyRIUFRXJj/v6+sLY2Bj16tWDkZERpk+fDgDo06cPsrKyMHPmTPlsgJdpaGigadOm8kf9+vXlX3tBQQGMjIxw+fJlhd8TFBQEExMTyGQy+QyE3377DTY2NtDU1ET37t2RmJio8HtOnjyJ3r17o379+mjZsiWmT5+OJ0+evP4fgoiISEmwQEBERERIT0/HwYMHoa6uLh/bvHkzFixYAH9/f1y5cgXLly/HwoULER4eDgB48uQJBg8ejLZt2+LChQvw9fXFnDlz3vjvPnToEEaNGoXp06cjKSkJ3333HcLCwuDv7w8A2L17N9auXYvvvvsO165dw759+2BlZQUAiIiIQIsWLeDn54ecnByFmQKV0apVK7i4uCjMJgBKCiOlyzBKzZ07F19//TXOnTsHQ0NDDBkyBIWFhQCAxMREvPfeexg2bBgSEhLw008/ISYmBtOmTXvj7wcREZEoXGJARERUR/3666/Q0tJCcXExCgoKAABr1qyRH1+6dCm++eYbDBs2DABgamoqv4D38PDA9u3bUVxcjJCQEDRo0AAdOnTAjRs3MHny5DfK4e/vDx8fH3h4eAAAzMzMsHTpUnz++edYvHgxsrOz0bRpU7i4uEBdXR3Gxsbo1q0bAEBfXx+qqqrQ1tZG06ZN/9H3YcKECfDy8sKaNWtQr149xMfHIy4uDhEREQrnLV68GP369QMAhIeHo0WLFti7dy/+85//YPXq1XB3d8dnn30GAGjdujUCAwPh6OiIjRs3QlNT8x9lIyIiqk6cQUBERFRHOTk5IS4uDmfOnIG3tzfee+89eHt7AwDu3r2L69evY/z48dDS0pI/li1bhrS0NADAlStXYGNjgwYNGsj/zB49erxxjgsXLsDPz0/h75k4cSJycnLw9OlTfPTRR8jPz4eZmRkmTpyIvXv3Kiw/+Lfc3NygpqaGvXv3AgBCQkLg5OSEVq1aKZz34temr6+Ptm3b4sqVK/KvISwsTOFreO+99yCVSpGRkfHWshIREVUlziAgIiKqoxo2bAgLCwsAQGBgIJycnLBkyRIsXboUUqkUQMkyg+7duyv8PlVVVQCATCZ77d+hoqJS5rzSafmlpFIplixZIp+p8CJNTU20bNkSycnJOHz4MP744w9MmTIFq1evRnR0tMKSiH9KQ0MDo0ePRmhoKIYNG4Yff/zxlbsivKh0CYJUKsWkSZPkvRFeZGxs/K8zEhERVQcWCIiIiAhAyRR6V1dXTJ48GUZGRmjevDnS09MxcuTIcs+3tLTEtm3bkJ+fj/r16wMATp8+rXCOgYEBHj16hCdPnqBhw4YAIG9gWMrOzg7JycnyYkV56tevjyFDhmDIkCGYOnUq2rVrh8TERNjZ2UFDQwPFxcX/4isvWWbQsWNHfPvttygsLCy3WHH69Gn5xf79+/eRkpKCdu3ayb+Gy5cvv/JrICIiUnZcYkBEREQASnYE6NChA5YvXw6gZOeAr776CuvWrUNKSgoSExMRGhoq71Pg7u4OFRUVjB8/HklJSYiMjMTXX3+t8Gd2794dDRo0wBdffIHU1FT8+OOPCAsLUzhn0aJF2Lp1K3x9fXH58mVcuXIFP/30E7788ksAJTshBAcH49KlS0hPT8e2bdtQv359mJiYAChpNHj8+HHcvHkT9+7d+0dfe/v27WFvb4958+ZhxIgR8oLHi/z8/HDkyBFcunQJnp6eaNy4Mdzc3AAA8+bNw6lTpzB16lTExcXh2rVr2L9/v3zJBhERUU3AAgERERHJzZo1C5s3b8b169cxYcIEbNmyBWFhYbCysoKjoyPCwsJgamoKANDS0sKBAweQlJQEW1tbLFiwACtXrlT48/T19fHDDz8gMjISVlZW2LFjB3x9fRXOee+99/Drr7/i8OHD6Nq1K+zt7bFmzRp5AUBPTw+bN2+Gg4MDrK2tceTIERw4cADvvPMOgJIL98zMTJibm8PAwOAff+3jx4/H8+fPMW7cuHKPr1ixAjNmzEDnzp2Rk5OD/fv3Q0NDAwBgbW2N6OhoXLt2De+++y5sbW2xcOFCNGvW7B/nISIiqm4SWWUWEBIRERFVQmZmJkxNTXHx4kV06tRJdJw34u/vj507dyIxMVFh/NixY3BycsL9+/ehp6cnJhwREVE14AwCIiIiqtMeP36Mc+fOISgoqNwmg0RERHUFCwRERERUp02bNg29evWCo6NjhcsLiIiI6gIuMSAiIiIiIiIiziAgIiIiIiIiIhYIiIiIiIiIiAgsEBARERERERERWCAgIiIiIiIiIrBAQERERERERERggYCIiIiIiIiIwAIBEREREREREYEFAiIiIiIiIiIC8H9S3N08l4KPnAAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Count the frequency of each category in 'RequestType'\n",
+ "request_type_counts = data['RequestType'].value_counts()\n",
+ "print(request_type_counts)\n",
+ "# Create a bar plot\n",
+ "plt.figure(figsize=(12, 6)) # Adjust size if needed\n",
+ "sns.barplot(x=request_type_counts.index, y=request_type_counts.values)\n",
+ "plt.title('Distribution of Request Types')\n",
+ "plt.xlabel('Request Type')\n",
+ "plt.ylabel('Frequency')\n",
+ "plt.xticks(rotation=90) # Rotate x-axis labels for better readability\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Line Charts of Service Requests Over Time by Type"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Assuming 'CreatedDate' column is in datetime format\n",
+ "data['CreatedDate'] = pd.to_datetime(data['CreatedDate'])\n",
+ "\n",
+ "# Extract month and year\n",
+ "data['Month'] = data['CreatedDate'].dt.month\n",
+ "data['Year'] = data['CreatedDate'].dt.year\n",
+ "\n",
+ "# Group by service request type, month, and year\n",
+ "grouped_data = data.groupby(['RequestType', 'Year', 'Month']).size().unstack(level=0, fill_value=0)\n",
+ "\n",
+ "# Get unique service request types\n",
+ "request_types = grouped_data.columns\n",
+ "\n",
+ "# Determine number of rows and columns for subplots\n",
+ "num_rows = (len(request_types) + 1) // 2 # Add 1 to round up\n",
+ "num_cols = 2\n",
+ "\n",
+ "# Create subplots\n",
+ "fig, axes = plt.subplots(nrows=num_rows, ncols=num_cols, figsize=(16, 8))\n",
+ "\n",
+ "# Plot line charts for each service request type\n",
+ "for i, request_type in enumerate(request_types):\n",
+ " row = i // num_cols\n",
+ " col = i % num_cols\n",
+ " ax = axes[row, col]\n",
+ " grouped_data[request_type].plot(ax=ax, kind='line', legend=True)\n",
+ " ax.set_title(f'{request_type} Requests Over Time')\n",
+ " ax.set_xlabel('Month/Year')\n",
+ " ax.set_ylabel('Count')\n",
+ "\n",
+ "# Adjust layout\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Service Requests Over Time by Request Type\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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Hr32O6XMRbdq0SVEURVm/fr0CKJs3b87W9jY2NspHH330yj5TpkxRgEzfK3fu3FGKFi2qODo6Ko8fP9Z6Lav3RU6+B99025fN+TRgwIAMsQLKd999p9WePkfT6tWrFUVJm6/KxsZG6dev3xvFmr6/ypUrZzrnU/rn93k1atRQqlatqpiZmSlDhgzJ1nHks/F6XvYeevTokWJubq4EBAS8dE41XjHnU/HixTVt/+VchRBCCJG/SeWTECLPadiwIYULF6Z58+aUKlUKtVpNaGgo06dPx8LCgsGDBwNpS5pPnDiRUaNGcfXqVc18L3fu3OHo0aOYm5tnezWxBg0aULhwYfr37090dHSWQ+4AOnbsSFBQEJ988gkXLlwgICAAtVrNkSNHKF26NB06dMDPz4+PP/6YHj16cOzYMT744APMzc2Jiopi//79eHt7a+a9eR22traMHDmS4cOHs3z5crp06cKCBQto3LgxDRs2JDAwkEKFCvHw4UPCw8M5ceIEq1evBmD06NGsX7+eOnXqMHbsWMzMzPjxxx8zncena9eujBkzhrFjx+Lv709YWBg//PAD1tbWWv0mTpzI9u3bqVGjBoMGDcLT05OEhASuXbvG5s2bmT9/PoULF6ZPnz6Ympri5+eHs7Mz0dHRTJ06FWtra6pUqQKgmU/pp59+wtLSEhMTE9zd3Tl06BBz586lZcuWFCtWDEVRWLNmDY8fP9aqWMrMiBEjOHXqlOb/7du3x9ramtOnT/Pdd98RGxvLxo0bM5xXVu+LnHwP5hUWFhbMmTOH7t278/DhQ9q2bYuDgwP37t3j1KlT3Lt3j3nz5mW5n7t379KqVSv69OlDTEwM48aNw8TEhJEjR2boO3jwYNq3b49KpdIMhXtT7+Nn48VqstdhY2NDt27dmDdvHkWLFqV58+aZ9itQoAB16tRhzJgxmJubM3fuXM6fP8+KFSte+1yFEEII8R7SdfZLCCFetHLlSqVTp05KiRIlFAsLC8XQ0FApUqSI0rVrVyUsLCxD/3Xr1ikBAQGKlZWVYmxsrBQtWlRp27atsmPHDk2f7FSdfPXVVwqguLq6aiomnvdi5ZOiKMqzZ8+UsWPHKiVKlFCMjIwUe3t7pU6dOsrBgwe1+i1evFipVq2aYm5urpiamirFixdXunXrphw7duyVMb2suiP92EWKFFFKlCihpKSkKIqiKKdOnVLatWunODg4KIaGhoqTk5NSp06dDCu9HThwQKlevbpibGysODk5KV988YXy008/ZajuSExMVIYPH664uroqpqamir+/vxIaGpphRS9FUZR79+4pgwYNUtzd3RVDQ0PFzs5OqVy5sjJq1CjNqmtLlixRAgICFEdHR8XIyEhxcXFR2rVrp1lpLd3MmTMVd3d3RV9fXwGUoKAg5fz580rHjh2V4sWLK6ampoq1tbVStWpVJTg4+JXXMJ1arVaWLVum1K5dW7GxsVGMjIwUd3d3pV+/fhlW53peVu8LRcm59+DLvM3Kp3R79+5VmjZtqtjZ2SmGhoZKoUKFlKZNm2bo96L0/S1dulQZNGiQUrBgQcXY2FipVavWS9/viYmJirGxsdKoUaNX7vt58tn497ORHa96D+3Zs0cBlG+++SbT19PfT3PnzlWKFy+uGBoaKqVKlVKWLVuWoW92zlUIIYQQ7x+VoiiKLpJeQggh8pbg4GB69OhBREQEbm5uug5HvEc2bNjAhx9+yKZNm2jSpImuw8kgv382hg4dyrx587hx40amVVQqlYoBAwbwww8/6CA6IYQQQuQHMuxOCCGEEDoRFhbG9evXGTp0KBUqVKBx48a6Dum9cvjwYS5evMjcuXPp27fvfxq+J4QQQgjxKpJ8EkIIIYRO9O/fnwMHDlCpUiWWLFnyTqwGmJ/4+vpiZmZGs2bNmDx5sq7DEUIIIUQ+JsPuhBBCCCGEEEIIIUSu0dN1AEIIIYQQQgghhBAi/5LkkxBCCCGEEEIIIYTINZJ8EkIIIYQQQgghhBC5RiYcz0FqtZrbt29jaWkpk6YKIYQQQgghcpSiKMTGxuLi4oKentQRCCHeHZJ8ykG3b9/G1dVV12EIIYQQQggh8rEbN25QuHBhXYchhBDZJsmnHGRpaQmk/TCwsrLScTSQnJzMtm3baNCgAYaGhroORzxH7k3eJvcn75J7k7fJ/cm75N7kbXJ/8q68dm+ePHmCq6ur5nuHEEK8KyT5lIPSh9pZWVnlmeSTmZkZVlZWeeKHpfiX3Ju8Te5P3iX3Jm+T+5N3yb3J2+T+5F159d7IFB9CiHeNDBQWQgghhBBCCCGEELlGkk9CCCGEEEIIIYQQItdI8kkIIYQQQgghhBBC5BqZ80kIIYQQQgghxFuTmppKcnKyrsMQQvxHRkZG6Ollr6ZJkk9CCCGEEEIIIXKdoihER0fz+PFjXYcihMgBenp6uLu7Y2RklGVfST4JIYQQQgghhMh16YknBwcHzMzMZNU+Id5harWa27dvExUVRZEiRbL8PEvySQghhBBCCCFErkpNTdUknuzt7XUdjhAiBxQsWJDbt2+TkpKCoaHhK/vKhONCCCGEEEIIIXJV+hxPZmZmOo5ECJFT0ofbpaamZtlXkk9CCCGEEEIIId4KGWonRP7xOp9nST4JIYQQQgghhBBCiFwjySchhBBCCCGEEEIIkWsk+SSEEEIIIYQQQuRRgYGBqFQqVCoVBgYGFClShH79+vHo0SNdh/ba3NzcmDlz5ktf37Nnj+ZcX/YIDg5+a/GKnCOr3QkhhBBCCCGEEHlYo0aNCAoKIiUlhbCwMHr27Mnjx4/57bffdB1ajqpRowZRUVGa54MHD+bJkycEBQVp2qytrXURmviPpPJJCCGEEEIIIYTIw4yNjXFycqJw4cI0aNCA9u3bs23bNq0+QUFBlC5dGhMTE0qVKsXcuXO1Xj969CgVK1bExMQEHx8f1q5di0qlIjQ0FIDg4GBsbGy0tlm3bl2GSaU3bNhA5cqVMTExoVixYkyYMIGUlBTN6+PHj6dIkSIYGxvj4uLCoEGDAKhduzbXr1/ns88+01QxvcjIyAgnJyfNw9TUVHPuCQkJuLi4cO7cOa1t5syZQ9GiRVEURVM5tWnTJsqXL4+JiQnVqlXjzJkzWtscPHiQDz74AFNTU1xdXRk0aBBxcXFZ3wjxxiT5JIQQQgghhBBCvCOuXr3K1q1bMTQ01LQtXLiQUaNG8fXXXxMeHs6UKVMYM2YMS5YsASAuLo5mzZrh6enJ8ePHGT9+PMOGDXvtY//111906dKFQYMGERYWxoIFCwgODubrr78G4Pfff+f7779nwYIFXLp0iXXr1uHt7Q3AmjVrKFy4MBMnTiQqKkqrwik73NzcqFevnlYVFKQl3dKHJqb74osv+N///kdISAgODg58+OGHJCcnA3DmzBkaNmxI69atOX36NCtXrmT//v0MHDjwta+HyD4ZdieEEEIIIYSOpKoVjkQ85Ph9FfYRD/H1cEBfT5aiF0Jo27hxIxYWFqSmppKQkADAjBkzNK9PmjSJ6dOn07p1awDc3d01yaHu3buzbNkyUlNTWbx4MWZmZpQpU4abN2/Sr1+/14rj66+/5ssvv6R79+4AFCtWjEmTJjF8+HDGjRtHZGQkTk5O1KtXD0NDQ4oUKULVqlUBsLOzQ19fH0tLS5ycnN7oOvTu3ZtPPvmEGTNmYGxszKlTpwgNDWXNmjVa/caNG0f9+vUBWLJkCYULF2bt2rW0a9eO7777jk6dOjFkyBAASpQowezZs/H392fevHmYmJi8UWzi1ST5JIQQQgghhA5sPRvFhA1hRMUkAPr8cukYztYmjGvuRaOyzroOTwiRhwQEBDBv3jzi4+P5+eefuXjxIp9++ikA9+7d48aNG/Tq1Ys+ffpotklJSdHMjxQeHk758uUxMzPTvO7r6/vacRw/fpyQkBBNpROgSYjFx8fz0UcfMXPmTIoVK0ajRo1o0qQJzZs3x8AgZ1IPLVu2ZODAgaxdu5YOHTqwePFiAgICcHNz0+r3/LnZ2dnh6elJeHi45hwuX77MsmXLNH0URUGtVhMREUHp0qVzJFahTZJPQgghhBBCvGVbz0bR79cTKC+0R8ck0O/XE8zrUkkSUEIIDXNzczw8PACYPXs2AQEBTJgwgUmTJqFWq4G0oXfVqlXT2k5fXx9IS65kRU9PL0O/9KFq6dRqNRMmTNBUWD3PxMQEV1dXLly4wPbt29mxYwf9+/fnu+++Y+/evVrDBN+UkZERXbt2JSgoiNatW7N8+fJXrp73vPRheWq1mr59+2rmonpekSJF/nOMInOSfBJCCCGEEOItSlUrTNgQliHxBKAAKmDChjDqeznJEDwhRKbGjRtH48aN6devHy4uLhQqVIirV6/SuXPnTPt7eXmxdOlSnj17hqmpKQCHDx/W6lOwYEFiY2OJi4vD3NwcQDMZebpKlSpx4cIFTSIsM6ampnz44Yd8+OGHDBgwgFKlSnHmzBkqVaqEkZERqamp/+HM04belS1blrlz55KcnJxpIuzw4cOaRNKjR4+4ePEipUqV0pzDuXPnXnkOIufJhONCCCGEEEK8RUcjHv4z1C5zChAVk8DRiIdvLyghxDuldu3alClThilTpgBpK8xNnTqVWbNmcfHiRc6cOUNQUJBmXqhOnTqhp6dHr169CAsLY/Pmzfzvf//T2me1atUwMzPjq6++4vLlyyxfvpzg4GCtPmPHjuWXX35h/PjxnDt3jvDwcFauXMno0aOBtBXzFi1axNmzZ7l69SpLly7F1NSUokWLAmmThv/999/cunWL+/fvv9G5ly5dmurVqzNixAg6duyoSaY9b+LEiezcuZOzZ88SGBhIgQIFaNmyJQAjRozg0KFDDBgwgNDQUC5dusT69es1wxhF7pDkkxBCCCGEEG/R3diXJ57epJ8Q4v30+eefs3DhQm7cuEHv3r35+eefCQ4OxtvbG39/f4KDg3F3dwfAwsKCDRs2EBYWRsWKFRk1ahTTpk3T2p+dnR2//vormzdvxtvbm99++43x48dr9WnYsCEbN25k+/btVKlSherVqzNjxgxNcsnGxoaFCxfi5+dHuXLl2LlzJxs2bMDe3h5ISwpdu3aN4sWLU7BgwTc+9169epGUlETPnj0zff2bb75h8ODBVK5cmaioKNavX4+RkREA5cqVY+/evVy6dIlatWpRsWJFxowZg7OzDHXOTTLsTgghhBBCiLdEURQu332arb4OlrLikhCCDNVH6Tp16kSnTp1e+vxF1atX1xpGd+3atQx9WrZsqakQSvf8JOaQloBq2LBhpsfIbPsXYzh16tRLX3/Ry849KiqKsmXLUqVKlUxfr1mzJmfPnn3pfqtUqcK2bduyHYf47yT5JIQQQgghxFtw42E8o9edZe/Fe6/spwKcrE2o6m73dgITQoh3xNOnTwkPD2fOnDlMmjRJ1+GI1yDD7oQQQgghhMhFKalqFuy9Qv3v97L34j2M9PVoVs4ZFWmJpsyMa+4lk40LIcQLBg4cSM2aNfH393/pkDuRN0nlkxBCCCGEELnk1I3HjFxzhrCoJwBUc7djSmtvihe0oFm5KCZsCNOafNxIX8XsjhVpVFbmHhFC5C43NzcUJbN1N/Ou4ODglw7Fg7SJ2N+1c3pfSPJJCCGEEEKIHPY0MYX//XWBXw5dQ62Atakho5qU5iOfwqhUaRVNjco6U9/LiUOX77J21xHWReqTlKpgY2ak4+iFEEKInCXJJyGEEEIIIXLQ9rA7jP3zrKaiqWUFF0Y386KAhXGGvvp6Kqq52/HAWcGoYGF+C7nJrB2XqP6x/dsOWwghhMg1knwSQgghhBAiB9x5ksD49efYcjYaAFc7Uya39Ma/ZPaWE//kA3d+P3GLQ1cfcDTioUw4LoQQIt+QCceFEEIIIYT4D9RqhaWHr1Nv+l62nI1GX09FX/9ibBvin+3EE4CLjSltK7sCMHvnpdwKVwghhHjrpPJJCCGEEEKIN3QhOpaRa05zIvIxAOVdbZjayhsvF6s32l//2sVZfewG+y/f5/j1h1QuKtVPQggh3n1S+SSEEEIIIcRrSkhO5bu/ztN09j5ORD7G3Eif8c29WNOvxhsnngBc7cxoU6kwADN3SPWTEEKI/EGST0IIIYQQQryGA5fv02jm3/y4+wopaoX6Xo5s/9yfQD939PVU/3n/AwI80NdTse/SfU5EPsqBiIUQuhYcHIyNjY3m+fjx46lQoYLO4hHibZPkkxBCCCGEENnw4Gkin68MpfPPR7j2IB5HK2Pmd6nMwm4+uNiY5thxitib0bpiIQBmSfWTEFpS1QqHrjzgz9BbHLrygFS1kqvHCwwMRKVSaR729vY0atSI06dP5+pxX9e1a9dQqVSEhoYCsGfPHlQqFY8fP9ZpXEKkkzmfhBBCCCGEeAVFUfjjxC2+3hTGo/hkVCroVr0owxp6YmlimCvHHFjHgzUnb7H34j1CbzymgqtNrhxHiHfJ1rNRTNgQRlRMgqbN2dqEcc29aFTWOdeO26hRI4KCggCIjo5m9OjRNGvWjMjIyFw7phD5jVQ+CSGEEEII8RIR9+Po/PMRhq0+xaP4ZEo5WfJHvxpMaFE21xJPAEXtzWlZIa36SVa+EyIt8dTv1xNaiSeA6JgE+v16gq1no3Lt2MbGxjg5OeHk5ESFChUYMWIEN27c4N69e0DmVUahoaGoVCquXbuWrWNERETg4eFBv379mDhxIt7e3hn6VK5cmbFjx2a5r2vXrhEQEACAra0tKpWKwMBAIC2Z/u2331KsWDFMTU0pX748v//+u2bb9HP566+/qFixIqamptSpU4e7d++yZcsWSpcujZWVFR07diQ+Pl6z3e+//463tzempqbY29tTr1494uLisnXu4v0glU9CCCGEEEK8IClFzcJ9V5m18xJJKWqMDfQYXK8EfWoVw1D/7fz+dmAdD9aevMmu83c5ffMx5QrbvJXjCvG2KIrCs+TULPulqhXGrT9HZgPsFEAFjF8fhp9HgWzNu2ZqqI9K9Wbzsz19+pRly5bh4eGBvb39G+3jRWfPnqVBgwZ0796dqVOncvPmTSZMmEBISAhVqlQB4PTp05w8eZLVq1dnuT9XV1f++OMP2rRpw4ULF7CyssLUNG1o8OjRo1mzZg3z5s2jRIkS/P3333Tp0oWCBQvi7++v2cf48eP54YcfMDMzo127drRr1w5jY2OWL1/O06dPadWqFXPmzGHEiBFERUXRsWNHvv32W1q1akVsbCz79u1DUXJ3SKR4t0jySQghhBBCiOccv/6QkWvOcPHOUwBqlSjA5JZlKWpv/lbjcC9gTosKhVh78hazd17i5+5V3urxhchtz5JT8Rr713/ejwJEP0nAe/y2bPUPm9gQM6PsfxXeuHEjFhYWAMTFxeHs7MzGjRvR0/vviehDhw7RrFkzRo4cybBhwwAoXLgwDRs2JCgoSJN8CgoKwt/fn2LFimW5T319fezs7ABwcHDQTHQeFxfHjBkz2LVrF76+vgAUK1aM/fv3s2DBAq3k0+TJk/Hz8wOgV69ejBw5kitXrmiO37ZtW3bv3q1JPqWkpNC6dWuKFi0KkGnllni/ybA7IYQQQgghgCcJyYxed4a28w9x8c5T7MyN+L59eX7pWfWtJ57SDazjgZ4KdoTf5eytGJ3EIMT7LiAggNDQUEJDQzly5AgNGjSgcePGXL9+/T/tNzIyknr16jF69GhN4ildnz59+O2330hISCA5OZlly5bRs2fP/3S8sLAwEhISqF+/PhYWFprHL7/8wpUrV7T6litXTvNnR0dHzMzMtBJfjo6O3L17F4Dy5ctTt25dvL29+eijj1i4cCGPHslKnUKbVD4JIYQQQoj3mqIobD0bzbj157gbmwhA28qFGdWkNLbmRjqNrXhBC5qXd+HP0NvM2nmJhd18dBqPEDnJ1FCfsIkNs+x3NOIhgUEhWfYL7lGFqu522Tru6zA3N8fDw0PzvHLlylhbW7Nw4UImT56sqYB6fphZcnJylvstWLAgLi4urFixgl69emFlZaV5rXnz5hgbG7N27VqMjY1JTEykTZs2rxX3i9RqNQCbNm2iUKFCWq8ZGxtrPTc0/HdOO5VKpfU8vS19f/r6+mzfvp2DBw+ybds25syZw6hRozhy5Aju7u7/KWaRf0jySQghhBBCvLduP37G2D/PsiM87Tf47gXM+bplWWp4FNBxZP/6tI4H60/dZnvYHc7djqGMi7WuQxIiR6hUqmwNf6tVoiDO1iZExyRkOu+TCnCyNqFWiYLZmvPpv1KpVOjp6fHs2TMgLYkEEBUVha2tLZA24XhWTE1N2bhxI02aNKFhw4Zs27YNS0tLAAwMDOjevTtBQUEYGxvToUMHzMzMsh2jkVFa4jw19d85tby8vDA2NiYyMlJriF1OUKlU+Pn54efnx9ixYylatChr167l888/z9HjiHeXJJ+EEEIIIcR7J1WtEHzwGtO3XSA+KRVDfRWf+BdnQIAHJq9ZFZHbPBwsaVbOhQ2nbjNn52Xmd62s65CEeKv09VSMa+5Fv19PoAKtBFR6qmlcc69cSzwlJiYSHR0NwKNHj/jhhx94+vQpzZs3B8DDwwNXV1fGjx/P5MmTuXTpEtOnT8/Wvs3Nzdm0aRONGzemcePGbN26VTO/VO/evSldujQABw4ceK2YixYtikql0iS3TE1NsbS0ZNiwYXz22Weo1Wpq1qzJkydPOHjwIBYWFnTv3v21jpHuyJEj7Ny5kwYNGuDg4MCRI0e4d++eJnYhQOZ8EkIIIYQQ75mzt2JoNfcAkzaGEZ+Uik9RWzYNqsXQBp55LvGU7tM6HqhUsPVcNOFRT3QdjhBvXaOyzszrUgknaxOtdidrE+Z1qUSjss65duytW7fi7OyMs7Mz1apVIyQkhNWrV1O7dm0gbYjab7/9xvnz5ylfvjzTpk1j8uTJ2d6/hYUFW7ZsQVEUmjRpQlxcHAAlSpSgRo0aeHp6Uq1atdeKuVChQkyYMIEvv/wSR0dHBg4cCMCkSZMYO3YsU6dOpXTp0jRs2JANGzb8p+FxVlZW/P333zRp0oSSJUsyevRopk+fTuPGjd94nyL/USmy/mGOefLkCdbW1sTExGiN19WV5ORkNm/eTJMmTTKM0RW6Jfcmb5P7k3fJvcnb5P7kXXJv0sQnpfD99ossPnCNVLWCpYkBXzYuRccqRdB7C0N1Xia792fAshNsOhNFE28n5naW6qe3Ia99dvLa943XkZCQQEREBO7u7piYmGS9wUukqhWORjzkbmwCDpYmVHW3eytD7XRBURRKlSpF3759ZfiayJNe53Mtw+6EEEIIIUS+t/vCXUavPcutx2lztDQt58y4Zl44WL35l+C37dO6Hmw6E8XmM9FciI7F08lS1yEJ8dbp66nwLW6v6zBy3d27d1m6dCm3bt2iR48eug5HiP9Mkk/5VKpa4UjEQ47fV2Ef8RBfD4d8+xsBIYQQQoiXuRebyMSNYWw4dRuAQjamTGpZhjqlHHUc2esr5WRF47JObDkbzexdl/ixUyVdhySEyCWOjo4UKFCAn376STOJuRDvMkk+5UNbz0YxYUMYUTEJgD6/XDqGs7UJ45p75epYaCGEEEKIvEKtVlh17AZTNofzJCEFPRX08HPn8/olMTd+d/8JPKhuCbacjWbzmSgu3YmlhKNUPwmRH8nsOCK/kQnH85mtZ6Po9+uJfxJP/4qOSaDfryfYejZKR5EJIYQQQrwdl+/G0uGnw3y55gxPElIo42LFnwNqMqaZ1zudeAIo7WxFwzKOKArM2XVZ1+EIIYQQ2SLJp3wkVa0wYUMYmeXI09smbAgjVS1ZdCGEEELkP4kpqXy//SKNZ+3j6LWHmBrqM7ppaf4c4Id3YWtdh5djBtUtAcCG07e5fPepjqMRQgghsibJp3zkaMTDDBVPz1OAqJgEjkY8fHtBCSGEEEK8BYevPqDxrH3M2nmJ5FSFAM+CbPvsA3rXKoaBfv76J28ZF2vqlU6rfvph1yVdhyOEEEJkKX/9JH7P3Y19eeLpTfoJIYQQQuR1j+OTGPH7aTr8dJir9+IoYGHMD50qsjiwCq52ZroOL9cM/qf6af2p21y9J9VPQggh8jZJPuUjDpbZWyo4u/2EEEIIIfIqRVH4M/QW9WbsZeWxGwB0rFqEnZ/706ycCypV/l7l17uwNXVLOaBW4AeZ+0kIIUQeJ8mnfKSqux3O1ia86p9aztYmVHW3e2sxCSGEEELktBsP4+keFMLgFaHcf5qEh4MFqz/xZWprb6zNDHUd3lszuF5a9dO60Ftcux+n42iEEEKIl5PkUz6ir6diXHMvgJcmoHyL2aOvl79/EyiEEEKI/Ck5Vc2CvVeo//1e/r54DyN9PT6vX5JNg2pSxe39++VaucI2BHgWTKt+2i3VT0LkV25ubsycOTPXjxMcHIyNjU2+OU5eFhgYSMuWLXUdxlslyad8plFZZ+Z1qYSTtfbQOiuTtGWF15y8xeYzUboITQghhBDijZ268ZgPfzjA1C3nSUhWU72YHVuH1GJQ3RIYG+jrOjydSV/5bu3JW1x/INVP4j2gToWIfXDm97T/q1Nz9XCBgYGoVCpUKhWGhoY4OjpSv359Fi9ejFqtztVjv66bN29iZGREqVKl3mj79u3bc/HixRyO6s2kX3OVSoWFhQXly5cnODhY12GJ/0CST/lQo7LO7B9Rh197+tCtRCq/9vTh5NgGBNZwA+CzlaGciHyk2yCFEEIIIbLhaWIK49efo+XcA4RHPcHGzJBv25bjtz7VKVbQQtfh6VzFIrZ8ULIgqWqFH6X6SeR3YethZllY0gz+6JX2/5ll09pzUaNGjYiKiuLatWts2bKFgIAABg8eTLNmzUhJScnVY7+O4OBg2rVrR3x8PAcOHHjt7U1NTXFwcMiFyN5MUFAQUVFRnDp1ivbt29OjRw/++usvXYcl3pAkn/IpfT0V1dztqFxAoZq7Hfp6KsY086JuKQcSU9T0WXKMGw/jdR2mEEIIIcRLbQ+7Q/0Zewk+eA1FgZYVXNjxuT/tfFzz/YTiryN95bs1J27Jv+9E/hW2HlZ1gye3tdufRKW152ICytjYGCcnJwoVKkSlSpX46quv+PPPP9myZYtWNU5MTAwff/wxDg4OWFlZUadOHU6dOqV5/cqVK7Ro0QJHR0csLCyoUqUKO3bs0DrW3bt3ad68Oaampri7u7Ns2bJsxagoCkFBQXTt2pVOnTqxaNEirdevXbuGSqVizZo1BAQEYGZmRvny5Tl06JCmz4vD4caPH0+FChVYvHgxRYoUwcLCgn79+pGamsq3336Lk5MTDg4OfP3111rHmjFjBt7e3pibm+Pq6kr//v15+vT1V+W0sbHBycmJ4sWL89VXX2FnZ8e2bds0r2d1vd80/sjISFq0aIGFhQVWVla0a9eOO3fuAHDhwgVUKhXnz5/PcM5ubm4oikJqaiq9evXC3d0dU1NTPD09mTVr1muff34jyaf3iL6eitkdK1LGxYoHcUkEBh0lJj5Z12EJIYQQQmiJjkngk6XH6fPLMaJiEnC1M+WXnlWZ2aEiBSyMdR1enlO5qC21ShQgRa0wd49UP4l3iKJAUlzWj4QnsGU4oGS2k7T/bR2R1i87+1My28/rqVOnDuXLl2fNmjX/nIpC06ZNiY6OZvPmzRw/fpxKlSpRt25dHj58CMDTp09p0qQJO3bs4OTJkzRs2JDmzZsTGRmp2W9gYCDXrl1j165d/P7778ydO5e7d+9mGc/u3buJj4+nXr16dO3alVWrVhEbG5uh36hRoxg2bBihoaGULFmSjh07vrJ668qVK2zZsoWtW7fy22+/sXjxYpo2bcrNmzfZu3cv06ZNY/To0Rw+fFizjZ6eHrNnz+bs2bMsWbKEXbt2MXz48Gxf2xelpqayatUqHj58iKFh2qIS2bnebxK/oii0bNmShw8fsnfvXrZv386VK1do3749AJ6enlSuXDlDUnD58uV06tQJlUqFWq2mcOHCrFq1irCwMMaOHctXX33FqlWr3vga5Ac6Tz7dunWLLl26YG9vj5mZGRUqVOD48eOa1xVFYfz48bi4uGBqakrt2rU5d+6c1j4SExP59NNPKVCgAObm5nz44YfcvHlTq8+jR4/o2rUr1tbWWFtb07VrVx4/fqzVJzIykubNm2Nubk6BAgUYNGgQSUlJuXbuumBubMDiwCo4W5tw5V4c/ZYdJyklb41VFkIIIcT7Sa1WWHroGvVm7GXruWj09VR84l+cbUP8+aBkQV2Hl6elVz+tPnaTm4+k+km8I5LjYYpL1o9vXCH2VfPWKmkVUd+4Zm9/yTnzGSlVqhTXrl0D0pI/Z86cYfXq1fj4+FCiRAn+97//YWNjw++//w5A+fLl6du3L97e3pQoUYLJkydTrFgx1q9Pq9q6ePEiW7Zs4eeff8bX15fKlSuzaNEinj17lmUsixYtokOHDujr61OmTBk8PDxYuXJlhn7Dhg2jadOmlCxZkgkTJnD9+nUuX3550lqtVrN48WK8vLxo3rw5AQEBXLhwgZkzZ+Lp6UmPHj3w9PRkz549mm2GDBlCQEAA7u7u1KlTh0mTJr1R4qVjx45YWFhgbGxM+/btsbOzo3fv3kD2rvebxL9jxw5Onz7N8uXLqVy5MtWqVWPp0qXs3buXkJAQADp37szy5cs1x7h48SLHjx+nS5cuABgaGjJhwgSqVKmCu7s7nTt3JjAwUJJPujz4o0eP8PPzw9DQkC1bthAWFsb06dO1Sv2+/fZbZsyYwQ8//EBISAhOTk7Ur19fK4s7ZMgQ1q5dy4oVK9i/fz9Pnz6lWbNmpKb+O/lcp06dCA0NZevWrWzdupXQ0FC6du2qeT01NZWmTZsSFxfH/v37WbFiBX/88QdDhw59K9fibXK0MmFR9yqYG+lz8MoDRq09g5ID2X8hhBBCiDd1PvoJbeYfZMyf53iamEJ5Vxs2DKzJl41LYWr0/k4onl0+bnb4edj/U/10RdfhCPFeUBRFMwT4+PHjPH36FHt7eywsLDSPiIgIrlxJ+0zGxcUxfPhwvLy8sLGxwcLCgvPnz2sqn8LDwzEwMMDHx0dzjFKlSmW5Mtzjx49Zs2aNJvkB0KVLFxYvXpyhb7ly5TR/dnZ2BnhlZZWbmxuWlpaa546Ojnh5eaGnp6fV9vw+du/eTf369SlUqBCWlpZ069aNBw8eEBf3eosifP/994SGhrJ9+3YqVKjA999/j4eHB5C96/0m8YeHh+Pq6oqrq6vm9fT7FR4eDkCHDh24fv26plpq2bJlVKhQAS8vL8028+fPx8fHh4IFC2JhYcHChQu1KtzeRwa6PPi0adNwdXUlKChI0+bm5qb5s6IozJw5k1GjRtG6dWsAlixZgqOjI8uXL6dv377ExMSwaNEili5dSr169QD49ddfcXV1ZceOHTRs2JDw8HC2bt3K4cOHqVatGgALFy7E19eXCxcu4OnpybZt2wgLC+PGjRu4uLgAMH36dAIDA/n666+xsrJ6S1fl7fByseKHzpXoFRzC6uM3cStgzoAAD12HJYQQQoj3TEJyKrN3XuKnv6+SolYwN9JneKNSdKleFH09mdfpdQyqU4IDlx+w+tgNBgR4UMjGVNchCfFqhmbw1e2s+10/CMvaZt2v8+9QtEb2jpsDwsPDcXd3B9IqbJydnbUqgNKlJ4+++OIL/vrrL/73v//h4eGBqakpbdu21Yy2SS8IeN057ZYvX05CQoLmu276vtRqNWFhYVpJkfRha88f51Wr9j3fP32bzNrS93H9+nWaNGnCJ598wqRJk7Czs2P//v306tWL5OTXm/LFyckJDw8PPDw8WL16NRUrVsTHxwcvL69sXe83if/5hOLznm93dnYmICCA5cuXU716dX777Tf69u2r6btq1So+++wzpk+fjq+vL5aWlnz33XccOXLktc4/v9Fp5dP69evx8fHho48+wsHBgYoVK7Jw4ULN6xEREURHR9OgQQNNm7GxMf7+/hw8eBBIy3gmJydr9XFxcaFs2bKaPocOHcLa2lrrw1i9enWsra21+pQtW1aTeAJo2LAhiYmJWsMA85MATwcmtCgLwHd/XeDP0Fs6jkgIIYQQ75P9l+7TcObfzN1zhRS1QgMvR3YM9ad7DTdJPL2BasXsqV7MjuRUhXky95N4F6hUYGSe9aN4HbByAV7294IKrAql9cvO/nJgwYJdu3Zx5swZ2rRpA0ClSpWIjo7GwMBAkzBJfxQoUACAffv2ERgYSKtWrfD29sbJyUkzbA+gdOnSpKSkcOzYMU3bhQsXMkwX86JFixYxdOhQQkNDNY9Tp04REBCQafVTbjp27BgpKSlMnz6d6tWrU7JkSW7fzkaCMQseHh60adOGkSNHAtm73m/Cy8uLyMhIbty4oWkLCwsjJiaG0qVLa9o6d+7MypUrOXToEFeuXKFDhw6a1/bt20eNGjXo378/FStWxMPDQ6sa632l08qnq1evMm/ePD7//HO++uorjh49yqBBgzA2NqZbt25ER0cDaWVwz3N0dOT69esAREdHY2RkhK2tbYY+6dtHR0dnumSkg4ODVp8Xj2Nra4uRkZGmz4sSExNJTEzUPH/y5AkAycnJr53VzQ3pMbwqlg6VXYi4G8vig9cZtvoUDhaG+BS1fWl/kTOyc2+E7sj9ybvk3uRtcn/yrrx2bx7EJfHNlgusO5U2h4ujlTHjmpamvlfav9fySpxvS07en4G1i3H46kNWhtzg45puOFub/Od9vs/y2mcnr8Tx1unpQ6NpaavaoUJ74vF/EkmNvknrlwsSExOJjo4mNTWVO3fusHXrVqZOnUqzZs3o1q0bAPXq1cPX15eWLVsybdo0PD09uX37Nps3b6Zly5b4+Pjg4eHBmjVraN68OSqVijFjxmhVHXl6etKoUSP69OnDTz/9hIGBAUOGDMHU9OVVjKGhoZw4cYJly5ZRqlQprdc6duzIqFGjmDp1aq5cl8wUL16clJQU5syZQ/PmzTlw4ADz58/PkX0PHTqU8uXLc+zYsWxd7zdRr149ypUrR+fOnZk5cyYpKSn0798ff39/rX22bt2afv360a9fPwICAihUqJDmNQ8PD3755Rf++usv3N3dWbp0KSEhIZoqufeVTpNParUaHx8fpkyZAkDFihU5d+4c8+bN03yIIWPZ4ctK4V7VJ6vSuez2ed7UqVOZMGFChvZt27ZhZpYzpZw5Yfv27a983VuBcnZ6nH6oR+/go3xWNpWCUqX9VmR1b4Ruyf3Ju+Te5G1yf/IuXd8bRYGQeyrWXdcjLkWFCoWaTgrNXONIvnaMzdd0Gp7O5dT9KW6pz5VYGPXrHtq6y8IyOUHXn5108fHv8WTyXh9Cu1/SVrV78lwljZVLWuLJ68NcO/TWrVtxdnbGwMAAW1tbypcvz+zZs+nevbtm7iCVSsXmzZsZNWoUPXv25N69ezg5OfHBBx9oihy+//57evbsSY0aNShQoAAjRozQFDCkCwoKonfv3vj7++Po6MjkyZMZM2bMS2NbtGgRXl5eGRJPAC1btqRfv35s2LCBSpUq5eAVebkKFSowY8YMpk2bxsiRI/nggw+YOnWq1vf7N+Xt7U29evUYO3YsmzdvzvJ6vwmVSsW6dev49NNP+eCDD9DT06NRo0bMmTNHq5+VlRXNmzdn9erVGarLPvnkE0JDQ2nfvj0qlYqOHTvSv39/tmzZ8sZx5QcqRYczTRctWpT69evz888/a9rmzZvH5MmTuXXrFlevXqV48eKcOHGCihUravq0aNECGxsbzbKN6cspPl/9VL58eVq2bMmECRNYvHgxn3/+eYZyRRsbG77//nt69OjB2LFj+fPPPzl16pTm9UePHmFnZ8euXbsICAjIEH9mlU+urq7cv38/T8wRlZyczPbt26lfv36Gca0vepaUSpfFIZy+9QQ3ezNWfVwVWzOjtxTp++d17o14++T+5F1yb/I2uT95V164N9cexDF2fTiHrqYtge3paMHkFl5UcLXRSTx5SU7fn0NXH9At6DhGBnrs+qwmjlZS/fSm8sJn53lPnjyhQIECxMTE5InvG68jISGBiIgI3N3dMTH5D+9JdWraHFBP74CFY9ocT7lU8SSEeLXX+VzrtPLJz8+PCxcuaLVdvHiRokWLAuDu7o6TkxPbt2/XJJ+SkpLYu3cv06ZNA6By5coYGhqyfft22rVrB0BUVBRnz57l22+/BcDX15eYmBiOHj1K1apVAThy5AgxMTHUqFFD0+frr78mKipKM+v/tm3bMDY2pnLlypnGb2xsjLGxcYZ2Q0PDPPHDKV124jE0NOTnwCq0+vEg1x7EM3DFaZb2qoqxgfxFnpvy2ntFaJP7k3fJvcnb5P7kXbq4N0kpan76+wqzd10mKUWNsYEeQ+qVpHctdwz1dTr9aJ6TU/enVklHqrjZEnLtET8fiGT8h2VyILr3W175ey0vxKBzevrgXkvXUQghXpNOf+J/9tlnHD58mClTpnD58mWWL1/OTz/9xIABA4C0krchQ4YwZcoU1q5dy9mzZwkMDMTMzIxOnToBYG1tTa9evRg6dCg7d+7k5MmTdOnSRVOSB2kTt6WPnT18+DCHDx+mT58+NGvWDE9PTwAaNGiAl5cXXbt25eTJk+zcuZNhw4bRp0+fd+63Cm/KwdKExYFVsDQ24GjEQ7784ww6LIwTQgghxDvu+PWHNJuzj/9tu0hSippaJQqw7bMP6Fe7uCSecpFKpWJQ3RIA/HY0krtPEnQckRBCiPedTn/qV6lShbVr1/Lbb79RtmxZJk2axMyZM+ncubOmz/DhwxkyZAj9+/fHx8eHW7dusW3bNiwtLTV9vv/+e1q2bEm7du3w8/PDzMyMDRs2oK//b9XOsmXL8Pb2pkGDBjRo0IBy5cqxdOlSzev6+vps2rQJExMT/Pz8aNeuHS1btuR///vf27kYeYSnkyVzu1RCX0/F2pO3mLnjkq5DEkIIIcQ7JuZZMqPWnqHNvENcvPMUO3MjZravwC89q1LU3lzX4b0XanoUoFIRGxJT1Mzfe1XX4QghhHjP6XTYHUCzZs1o1qzZS19XqVSMHz+e8ePHv7SPiYkJc+bMyTAJ2PPs7Oz49ddfXxlLkSJF2LhxY5Yx53e1ShTk65Zl+XLNGWbtvEQROzPaVC6s67CEEEIIkccpisKWs9GMX3+Ou7Fp82J+VLkwXzUpja25zCX5NqlUKgbXK0n3xUdZduQ6n9QuhoOlzP0khBBCN6TeWWSqQ9Ui9KtdHIAv15zm8NUHOo5ICCGEEHnZrcfP6L3kGP2XneBubCLuBcxZ3qca331UXhJPOvJBiQJUcE2rflr4t1Q/CSGE0B1JPomX+qKBJ029nUlOVei79DhX7j3VdUhCCCGEyGNS1QqL9kdQf8Zedp6/i6G+ikF1PNgyuBY1ihfQdXjvtbTqp7S5n5Yevs79p4lZbCGEEELkDkk+iZfS01MxvV15KhaxIeZZMj2CQngg/2gRQgghxD/O3oqh5Y8HmLQxjPikVHyK2rJ5UC0+b+CJiaGsmJsX1C5ZkPKFrUlIluonIYQQuiPJJ/FKJob6LOzmg6udKZEP4/l46XESklN1HZYQQgghdCg+KYWvN4Xx4Q/7OXMrBksTA6a08mZVX19KOFpmvQPx1jy/8t0vh67LLxKFEELohCSfRJYKWBgTFFgFKxMDjl9/xLDVp1CrFV2HJYQQQggd2H3+LvVn/M3CfRGoFWhazpmdn/vTqVoR9PRUug5PZKJOKQe8C1nzLDmVhfsidB2OEEKI95Akn0S2eDhYMr9rZQz1VWw8HcX07Rd0HZIQQggh3qK7sQkMXH6CHsEh3Hr8jEI2piwO9OHHTpVwsJJV1PIy7eqnazyMS9JxRELkLyqVinXr1uk6jDdWu3ZthgwZouswRD4nySeRbTWKF2Bq63IA/Lj7CqtCbug4IiGEEELkNrVa4bejkdSbvpeNp6PQU0Hvmu5s++wD6pRy1HV4IpvqlXagjIsV8UmpLNovcz+Jd1eqOpWQ6BA2X91MSHQIqercnRIkMDAQlUqV4dGoUaNcO+bbTmatWbOGSZMmvdG2X375JaVLl9ZqCw8PR6VS0bVrV632pUuXYmhoyNOn/20hqz179qBSqXj8+PF/2o94uwx0HYB4t7StXJjIB3HM3nWZr9aeoZCtKX4espKNEEIIkR9dvhvLyDVnCLn2CICyhayY2qoc3oWtdRyZeF3p1U99lx5nycHr9KlVDBszI12HJcRr2XF9B98c/YY78Xc0bY5mjnxZ9UvqFa2Xa8dt1KgRQUFBWm3Gxsa5drzsSE5OxtDQMEf2ZWdn98bbBgQEMG3aNKKjo3FycgLSkkOurq7s3r1bq++ePXuoWrUqFhYW/yle8W6Syifx2j6rX5IWFVxIUSt88utxLt2J1XVIQgghhMhBCcmpzNh+kcaz9hFy7RGmhvqMblqadf39JPH0Dmvg5UhpZyueJqawaL/M/STeLTuu7+DzPZ9rJZ4A7sbf5fM9n7Pj+o5cO7axsTFOTk5aD1tb25f2v3XrFu3bt8fW1hZ7e3tatGjBtWvXtPosXryYMmXKYGxsjLOzMwMHDgTAzc0NgFatWqFSqTTPx48fT4UKFVi8eDHFihXD2NgYRVGIjIykRYsWWFhYYGVlRbt27bhz599rlL7d0qVLcXNzw9ramg4dOhAb++93uBeH3SUmJjJ8+HBcXV0xNjamRIkSLFq0KNNzrVmzJoaGhuzZs0fTtmfPHgYMGEBsbCyXL1/Wag8ICABgxowZeHt7Y25ujqurK/3799eqiLp+/TrNmzfH1tYWc3NzypQpw+bNm7l27ZpmH7a2tqhUKgIDAwFQFIVvv/2WYsWKYWpqSvny5fn9999fep/E2yXJJ/HaVCoV09qUo4qbLbEJKfQIDuFerKycIoQQQuQHh648oMmsfczeeYnkVIU6pRzY/vkH9K5VDAN9+afju0ylUjGojgcAwQeuEROfrOOIxPtOURTik+OzfMQmxjL16FQUMi56pPzz3zdHvyE2MTZb+1OU3Fs8KT4+noCAACwsLPj777/Zv38/FhYWNGrUiKSktPnW5s2bx4ABA/j44485c+YM69evx8Mj7bMZEhICQFBQEFFRUZrnAJcvX2bVqlX88ccfhIaGAtCyZUsePnzI3r172b59O1euXKF9+/ZaMV25coV169axceNGNm7cyN69e/nmm29eeg7dunVjxYoVzJ49m/DwcObPn//SaiVzc3OqVKmiVeW0d+9e6tati5+fn6b9xo0bXL16VZM40tPTY/bs2Zw9e5YlS5awa9cuhg8frtnHgAEDSExM5O+//+bMmTNMmzYNCwsLXF1d+eOPPwC4cOECUVFRzJo1C4DRo0cTFBTEvHnzOHfuHJ999hldunRh7969Wdw18TbIsDvxRkwM9VnQ1YfWcw9w7UE8vX85xoo+1TE10td1aEIIIYR4A4/jk5iyOZxVx24Caavdjv/Qi6bezqhUsopdftGwjBOejpZcuBPLogMRfF6/pK5DEu+xZynPqLa8Wo7s6078HWqsqJGtvkc6HcHM0Czb+964cWOG5MuIESMYM2ZMhr4rVqxAT0+Pn3/+WfN3Z1BQEDY2NuzZs4cGDRowefJkhg4dyuDBgzXbValSBYCCBQsCYGNjoxnGli4pKYmlS5dq+mzfvp3Tp08TERGBq6srkDavUpkyZQgJCdHsU61WExwcjKWlJQBdu3Zl586dfP311xniv3jxIqtWrWL79u3Uq5c2lLFYsWKvvD61a9fWVBiFhYXx7NkzKlasiL+/P3v27KFPnz7s3r0bY2NjatRIu0fPV1q5u7szadIk+vXrx9y5cwGIjIykTZs2eHt7Z4ghfZigg4MDNjY2AMTFxTFjxgx27dqFr6+vZpv9+/ezYMEC/P39X3kOIvfJr6/EG7MzNyKoR1VszAw5deMxn68KRa3Ovd8iCCGEECLnKYrCn6G3qDt9rybx1KlaEXYO9adZORdJPOUzenr/rnwXdCCCmGdS/SREVgICAggNDdV6DBgwINO+x48f5/Lly1haWmJhYYGFhQV2dnYkJCRw5coV7t69y+3bt6lbt+5rx1G0aFFN4gnSJvZ2dXXVJJ4AvLy8sLGxITw8XNPm5uamSTwBODs7c/fu3UyPERoair6+/mslawICArh48SK3b99mz5491KxZU7OP9OF4e/bsoXr16piamgKwe/du6tevT6FChbC0tKRbt248ePCAuLg4AAYNGsTkyZPx8/Nj3LhxnD59+pUxhIWFkZCQQP369TXX3cLCgl9++YUrV65k+1xE7pHKJ/GfuBcw56euPnT5+QhbzkYzbet5RjYpnfWGQgghhNC5yAfxjFp3hn2X7gNQwsGCKa29qeL25pPPiryvcVknSjpacPHOU4IPXGNwvRK6Dkm8p0wNTDnS6UiW/Y7fOU7/nf2z7De37lwqO1bO1nFfh7m5uWZYXFbUajWVK1dm2bJlGV4rWLAgenpvXv9hbm6u9VxRlEx/QfBi+4sTk6tUKtRqdabHSE8OvQ4/Pz+MjIzYs2cPu3fv1iSufHx8iImJ4eLFi+zevVszN9P169dp0qQJn3zyCZMmTcLOzo79+/fTq1cvkpPTEuK9e/emYcOGbNq0iW3btjF16lSmT5/Op59+mmkM6eezadMmChUqpPWarieHF2mk8kn8Z1Xd7fjuo3IALPj7KsuOXNdxREIIIYRIl6pWOBLxkOP3VRyJeEiqWiE5Vc38vVdoMHMv+y7dx8hAj6H1S7JpUC1JPL0H9PRUfFonLeG0aP9VniRI9ZPQDZVKhZmhWZaPGi41cDRzREXmlZgqVDiZOVHDpUa29pebFZ2VKlXi0qVLODg44OHhofWwtrbG0tISNzc3du7c+dJ9GBoakpqamuWxvLy8iIyM5MaNG5q2sLAwYmJiKF36zQoCvL29UavVrzVPkqmpKdWqVWPPnj38/fff1K5dGwADAwNq1KjBL7/8ojVR+LFjx0hJSWH69OlUr16dkiVLcvv27Qz7dXV15ZNPPmHNmjUMHTqUhQsXAmBklLZS5/PXyMvLC2NjYyIjIzNc9+crw4TuSOWTyBEtKhTi+oN4Zmy/yNg/z1HY1gz/kgWz3lAIIYQQuWbr2SgmbAgjKiYB0OeXS8ewNzfCxFCPW48TAKhezI4prbwpVlCWvn6fNPF2ZtbOS1y++5QlB67xaV2pfhJ5l76ePl9W/ZLP93yOCpXWxOPpCakRVUegr5c7888mJiYSHR2t1WZgYECBAgUy9O3cuTPfffcdLVq0YOLEiRQuXJjIyEjWrFnDF198QeHChRk/fjyffPIJDg4ONG7cmNjYWA4cOKCp6klPTvn5+WFsbPzSlfXq1atHuXLl6Ny5MzNnziQlJYX+/fvj7++Pj4/PG52rm5sb3bt3p2fPnsyePZvy5ctz/fp17t69S7t27V66XUBAAN9//z2QloBL5+/vz7Rp0zQJKoDixYuTkpLCnDlzaN68OQcOHGD+/Pla+xsyZAiNGzemZMmSPHr0iF27dmkSakWLFkWlUrFx40aaNGmCqakplpaWDBs2jM8++wy1Wk3NmjV58uQJBw8exMLCgu7du7/R9RA5RyqfRI75tI4HrSsVIlWtMGDZCc5HP9F1SEIIIcR7a+vZKPr9euKfxNO/HsQlcetxAmZG+nzXthy/9akuiaf3kL6eik//Wfnu5/0RxEr1k8jj6hWtx4zaM3Awc9BqdzRzZEbtGdQrWi/Xjr1161acnZ21HjVr1sy0r5mZGX///TdFihShdevWlC5dmp49e/Ls2TOsrKwA6N69OzNnzmTu3LmUKVOGZs2acenSJc0+pk+fzvbt23F1daVixYovjUulUrFu3TpsbW354IMPqFevHsWKFWPlypX/6XznzZtH27Zt6d+/P6VKlaJPnz6auZheJiAggNjYWPz8/DAw+LfGxd/fn9jYWGrUqKEZ/lahQgVmzJjBtGnTKFu2LMuWLWPq1Kla+0tNTWXAgAGULl2aRo0a4enpqZmMvFChQkyYMIEvv/wSR0dHBg4cCMCkSZMYO3YsU6dOpXTp0jRs2JANGzbg7u7+n66HyBkqJTfXmXzPPHnyBGtra2JiYjR/sehScnIymzdvpkmTJhnG+eaWpBQ13RYf4fDVh7hYm7BugB8OViZv5djvEl3cG5F9cn/yLrk3eZvcH91RFIWEZDWxCck8SUjhcXwSfX45zqP4pJdu42hlzMEv66KvJxOK65quPjupaoX63+/l6r04vmjoyYCA7M1p8z7Ja3+v5bXvG68jISGBiIgI3N3dMTF58+8HqepUTtw9wb34exQ0K0glh0q5VvEkhHi11/lcy7A7kaOMDPSY36Uyrecd5Oq9OHotOcbKvtUxM5K3mhBCCPEyCcmpxCakaJJHsQnJmuexCSk8SUjhyTPtttjEf177pz3lNVecvfMkkaMRD/Etbp9LZyXyuvTqp89WnmLhvqt0r+GGhbH8m03kbfp6+lRxqqLrMIQQr0l+uogcZ2NmRFBgFVrNPciZWzEM+i2UBV0ry29WhRBC5EtJKepMk0Zpz7NOGsUmpJCUmvmqQ69LTwUWxgYY6Kt4GJf1MKq7sQlZ9hH5W/NyLszeeZmI+3EsPXSdfrWL6zokIYQQ+ZAkn0SuKGpvzsJuPnRceJgd4Xf4elM4Y5t76TosIYQQueT5FdXsIx7i6+HwTvzSITlV/UKF0b8JoaySRunJpsSUnEkcqVRgYWSAlakhliYG/zzS/mxlYqj1PL3NyvT5NkPMjfRRqVQcuvKAjgsPZ3lMB0sZGv++M9DXY2CAB0NXp1U/dfMtirlUPwkhhMhh8pNF5JrKRW2Z0a48A5efZPGBCIram9G9hpuuwxJCCJHDMltRzdnahHHNvWhU1jnXjpuSquZpYkqGpFFsQvK/iaPEzKqQ/u37LDnrpayzy9xI/7nEkWGmySOr59te6GthZIBeDiXsqrrb4WxtQnRMApkNxlMBTtYmVHW3y5HjiXdbiwouzN51iesP4vn18HX6+kv1kxBCiJwlySeRq5qVcyHyYTzfbr3AhA3ncLUzpU4pR12HJYQQIoekr6j2YoIjOiaBfr+eYF6XSpkmoNRqRZMY0koaPV95lKEKSbtvXFLOJY5MDfUzVBGlJ4syVh0ZaieRTAyxMDHIU5Ve+noqxjX3ot+vJ1CB1v1Jj3Jcc688FbPQHQN9PQYEeDD899P89PdVuvoWlfk6hRBC5Cj5qSJyXT//4ly/H8/KYzcYuPwkqz/xpYyLta7DEkII8YbSE0cxz5IZve5sppU16W1DVoZS/WgkTxNTXxjClpJj8Rgb6GlVEVmlD1kzzjgsTbsK6Z+KIxMDDPX1ciyevKJRWWfmdan0XFVaGqe3UJUm3j2tKhZizq5L3Hj4jGWHI+nzQTFdhySEECIfkeSTyHUqlYrJrcpy83E8By4/oGdwCOsG+OFsbarr0IQQ4r2TPsfRU63Kon///+8wtn/bn75QofT0NRJHCclq9ly8/9LXjfT1XkgQpSWNMhuW9m8VkvacSEYG+S9xlFMalXWmvpcThy7fZdu+IzSoVe2dmY9LvF2G/8z9NOKPMyz4+ypdqhfF1EiWrxdCCJEzJPkk3gpDfT3mdq5M23kHuXT3KT2Dj7H6E19ZzlcIIbJJURQSU9Q8SUjmqWbomXYlUWyGZFLG9oTknJkcG0BfpSJVyazuSVvHqq7UKlEw04mzTQzly21u09dTUc3djgfhCtXc7STxJF6qdaXCzNl1mZuPnrH8aCS9arrrOiQhhBD5hHzzF2+NtakhiwOr0GruQcKjnvDp8hMs7OaDQT4c6iCEyHnv6mpqkJY4iktK/SdplKxVVZRWSZTZPEf/ViGlP09OzTrRk12mhvqa6iGLF4aqpQ9Fs8xkkmwL43//fDLycbZWVPuwfCF8i9vnWOxCiNxh+M/cTyPXnGH+3it0rlZEEsRCCCFyhCSfxFvlamfGz9196PDTIXZfuMeEDWFMbFEGlerd+AIphNANXa2mBmlJr6cJKcQmJmesNkpI/qey6IVkUiZJJHUO5Y1UKrAw+nfImcVzw8/Sk0lWJob/JIkyH86WU3McyYpqQuQ/bSoV5oddl7n1+Bm/HY2kh59UPwnxto0fP55169YRGhoKQGBgII8fP2bdunVv7ZhC5DRJPom3roKrDTPbV6TfsuMsPXwdtwLmUtYthHipN11NDSApRa01X9ETrQSR9nC1Jy+258KKavp6Kq1EkMULVUWahJKxQaZD1CxMDLAwMkAvj1R8yYpqQuQ/RgZ69KtdnNHrzjJ/7xU6VpXqJ5G3KKmpxB87Tsq9exgULIiZT2VU+rn7Hg0MDGTJkiUZ2i9duoSHh0euHluI/EKST0InGpV14qvGpfl6cziTN4XhamtKgzJOug5LCJHHJKeoGffnuVeupvbZylOsPXGLp0kpmrmQ0oe1Jabk3PxGRgZ6GRJFzw9BS19lTbvtuXYTA0wN9fNdpaesqCZE/vORT2F+3H2ZqJgEVobcoHsNN12HJAQAT7Zt486UqaRER2vaDJyccPxqJFYNGuTqsRs1akRQUJBWW8GCBXP1mELkJ5J8EjrTu5Y71x7EsexIJINXhLKyb3XKFbbRdVhCiFz0LCmVh/FJPHyalPb/uEQexiXzKC6JB3FJPIpLb//nz3FJmSaetPaZnMpfYXde2cfMSP+FIWiGWGqGpWWczyhDksnEAGMD+c3/y8iKakLkL8YG+vSvXZwxf55j3p4rdKjqKn8HCp17sm0btwYPgRcWuki5cyetfdbMXE1AGRsb4+SU8ZflGzZsYPz48Zw7dw4XFxe6d+/OqFGjMDBI+6odExPDF198wbp160hISMDHx4fvv/+e8uXLa/bxzTff8P333xMfH0+7du1emtSaMGECP/74IwkJCXTs2JE5c+ZgZGQEwNatW5k8eTJnz55FX18fX19fZs2aRfHixTXb37x5k2HDhrFt2zYSExMpXbo0P/74I9WqVctwrIiICOrXr0/9+vX58ccf0dOTeXrFfyPJJ6EzKpWKCR+W4eajZ+y9eI9eS46xboAfhWxMdR2aECIbUtUKj+L/TRI9/Cdx9Hwi6UFc0j99knkQl5ijK60976PKhanhYa+Z0+jfibINMTfWl4UN3gJZUU2I/KVdFVd+3H2F6CcJrDp2k67Vi+o6JJEPKYqC8uxZ1v1SU7kz+esMiad/dgIquPP1FMx9fbM1BE9lapojlch//fUXXbp0Yfbs2dSqVYsrV67w8ccfAzBu3DgURaFp06bY2dmxefNmrK2tWbBgAXXr1uXixYvY2dmxatUqxo0bx48//kitWrVYunQps2fPplixYlrH2rlzJyYmJuzevZtr167Ro0cPChQowNdffw1AXFwcn3/+Od7e3sTFxTF27FhatWpFaGgoenp6PH36FH9/fwoVKsT69etxcnLixIkTqNUZ/2129uxZGjRoQPfu3Zk6dep/vk5CgCSfhI4Z6OvxQ6eKfDT/EOejY+kZFMLqfr5YmRjqOjQh3ivpq7FpJZJeklBKr0yKeZac6b8Bs2Kkr4eduRG25kbYmRtiZ26MnZkhtuZG2Gva0x4R9+Lot+xElvtsXamwrKYmhBA5yNhAn361izNu/Tnm7b5MO5/CUv0kcpzy7BkXKlXOgR2lVUBdrFI1W909TxxHZWb2WofYuHEjFhYWmueNGzfmzp07fPnll3Tv3h2AYsWKMWnSJIYPH864cePYvXs3Z86c4e7duxgbGwPwv//9j3Xr1vH777/z8ccfM3PmTHr27Env3r0BmDx5Mjt27CAhIUHr+EZGRixevBgzMzPKlCnDxIkT+eKLL5g0aRJ6enq0adNGq/+iRYtwcHAgLCyMsmXLsnz5cu7du0dISAh2dmkLgWQ2X9WhQ4do1qwZI0eOZNiwYa91jYR4FUk+CZ2zNDFkcWAVWv54gAt3Yhmw7ASLA6vkyEpMQryvklPVWhVHj+KS/x3iFv9cIum5BFPSG86PZGNmiJ2Z0b8JJTMj7CzS/q+VUPqn3dwo+/MelXCwlNXUhBBCR9pXceXH3Ze5HZPA78dv0rmaVD+J91dAQADz5s3TPDc3N8fDw4OQkBBN9RFAamoqCQkJxMfHc/z4cZ4+fYq9vfYvyJ49e8aVK1cACA8P55NPPtF63dfXl927d2u1lS9fHrPnEma+vr48ffqUGzduULRoUa5cucKYMWM4fPgw9+/f11Q0RUZGUrZsWUJDQ6lYsaIm8ZSZyMhI6tWrx+TJk/nss89e8woJ8WqSfBJ5gouNKYsDq/DR/EPsu3SfsX+eZUor73w3Ma/I+1LVCkciHnL8vgr7iId5Yt4aRVGITUzRzJOUoQrpaVKGhNKThJQ3OpaxgR725mlJIluzfyuQXpZQsjE1zNUhbbKamhBC6I6JoT6f+Bdn4sYw5u6+wkeVXTEykF8OipyjMjXF88TxLPvFHzvGjY/7ZtnP9acFmPn4ZOu4rys92fQ8tVrNhAkTaN26dYb+JiYmqNVqnJ2d2bNnT4bXbWxsXjuGzKR/X2revDmurq4sXLgQFxcX1Go1ZcuWJSkpCQDTbJxzwYIFcXFxYcWKFfTq1QsrK6sciVEIkOSTyEPKFrJmTseK9Fl6jN+O3sDN3py+/sWz3lCIHLL1bNRzK3bp88ulYzjnwopdiSmp/1QiaSeNMksopfdJTn398W0qFf8mkJ6vTEof6mZuiK2ZEfbmxtiaG2JvboypUd4bUiGrqQkhhO50qlaEeXuvcOvxM/44cZOOVYvoOiSRj6hUqmwNfzP388PAyYmUO3cyn/dJpcLA0RFzP79szfmUUypVqsSFCxcyHb6W/np0dDQGBga4ubll2qd06dIcPnyYbt26adoOHz6cod+pU6d49uyZJol0+PBhLCwsKFy4MA8ePCA8PJwFCxZQq1YtAPbv36+1fbly5fj55595+PDhS6ufTE1N2bhxI02aNKFhw4Zs27YNS0vLLK+DENkhySeRp9TzcmRsMy8mbAhj6pbzuNqZ0cRbvliK3Lf1bBT9fj2RYWhXdEwC/X49wbwulTJNcqjVCk8SkrXmSNKuQvpnuFt82v8fxSXzNPHNqpLMjfS15kPSTij9+0hLKBlhZWqYbyqCZDU1IYTQDRNDffp+UIzJm8L5cfdl2lYuLFMjiLdOpa+P41cj01a1U6m0E1D/VP44fjXyrSaeAMaOHUuzZs1wdXXlo48+Qk9Pj9OnT3PmzBkmT55MvXr18PX1pWXLlkybNg1PT09u377N5s2badmyJT4+PgwePJju3bvj4+NDzZo1WbZsGefOncsw4XhSUhK9evVi9OjRXL9+nXHjxjFw4ED09PSwtbXF3t6en376CWdnZyIjI/nyyy+1tu/YsSNTpkyhZcuWTJ06FWdnZ06ePImLiwu+vr6afubm5mzatInGjRvTuHFjtm7dqjXXlRBvSpJPIs/p4efO9QfxBB+8xmcrQ3G2NqFiEVtdhyXysVS1woQNYZnOKZTeNmz1afZcvEdMfLJWkulRfDKp6tevStLXU2mSRLbmhloJpReTSekJJRPDvFeV9DbJampCCKEbnasVZf7eq9x89Iy1J27RroqrrkMS7yGrBg1g1kzuTJlKSnS0pt3A0RHHr0amvf6WNWzYkI0bNzJx4kS+/fZbDA0NKVWqlGbycJVKxebNmxk1ahQ9e/bk3r17ODk58cEHH+Do6AhA+/btuXLlCiNGjCAhIYE2bdrQr18//vrrL61j1a1blxIlSvDBBx+QmJhIhw4dGD9+PAB6enqsWLGCQYMGUbZsWTw9PZk9eza1a9fWbG9kZMS2bdsYOnQoTZo0ISUlBS8vL3788ccM52VhYcGWLVto2LAhTZo0YcuWLZibm+fORRTvDZWivMlaRSIzT548wdrampiYmDwxPjY5OZnNmzfTpEkTDA3frdXjUtUKfZceY0f4XezNjVg3wA9Xu9dbkSIve5fvTX506MoDOi7MWN78OiyNDTTzJL24YluGhJKZEVamBjKn2RuQz07eJvcn75J7k7e9C/dn4d9X+XpzOEXszNg51P+9qX7Ka/cmr33feB0JCQlERETg7u6OiYnJG+9HSU0l/thxUu7dw6BgQcx8Kr/1iichRJrX+VxL5ZPIk/T1VMzqUJF2Cw5x7vYTAoOOsqafH9Zmuv+hL/Kfu08Ssu4ENCrrRI3i9loJJXtzI2zMjGQCViGEEPla5+pFmL/3CpEP41l38hYf+Uj1k9ANlb4+5tWq6joMIcRrkm9LIs8yNzZgcWAVnK1NuHIvjn7Ljr/xUvBCvMy1+3EsOhCRrb7dfd3o5utGs3Iu1PAoQGlnKxysTCTxJIQQIt8zMzKgzwdpc9D8sPsyKanybzIhhBDZJ9+YRJ7maGXCou5VMDfS5+CVB4xaewYZKSpyQkJyKjN3XKTBzL85fTPmlX1VgLO1CVXdM18ZRAghhHgfdK1eFDtzI64/iGf9qdu6DkcIIcQ7RJJPIs/zcrHih86V0FPB6uM3mbvniq5DEu+4vRfv0XDm38zccYmkFDW1ShRgwodlUJGWaHpe+vNxzb1kgmshhBDvNXNjA3rXcgfgh12X32jBDSGEEO8nST6Jd0KApwMTWpQF4Lu/Lshv28QbiYp5Rv9lx+m++CjXH8TjaGXMj50q8UvPqnSv4ca8LpVwstaeKM/J2oR5XSrRqKyzjqIWQggh8o5uvm7YmBly9X4cG+TfY0IIIbJJJhwX74yu1YsS+SCOhfsiGLb6FC7WJvi4yTAokbXkVDVLDl7j++0XiUtKRV9PRY8abgypXxIL43//GmxU1pn6Xk4cunyXbfuO0KBWNXw9HKTiSQghhPiHhbEBfWoV47u/LjB71yWal3eRn5NCCCGyJJVP4p0ysnFpGpZxJClFTZ9fjnHtfpyuQxJ53LFrD2k+Zz+TN4UTl5RK5aK2bPy0JqObeWklntLp66mo5m5H5QIK1dzt5B/UQgghxAu6+RbF2tSQq/fi2Hhaqp+EEEJkTZJP4p2ip6diZvuKlC9szaP4ZHoEh/AoLknXYYk86MHTRL5YfYq28w9xPjoWWzNDvm1TjtV9fSntbKXr8IQQQoh3lqWJIb1qps39NEfmfhJCCJENknwS7xxTI30WdvehkI0pEffj6PvrcRJTUnUdlsgj1GqF5UciqTN9L6uP3wSgY1VXdg2tTbsqruhJJZMQQgjxnwX6uWFlYsDlu0/ZcjZK1+EIIYTI4yT5JN5JDpYmLA6sgqWxAUcjHvLlH2dQFPmt2/vu7K0YWs87yFdrzxDzLJnSzlb80a8GU1uXw9bcSNfhCSGEEPmGlYkhPf+pfpq98xJqqX4S4j8ZP348jo6OqFQq1q1bl2lbYGAgLVu2fOV+9uzZg0ql4vHjx7kec141fvx4KlSooOswxAsk+STeWZ5OlsztUgkDPRVrT95i1s5Lug5J6EhsQjLj15/jwx/2E3rjMRbGBoxt5sWGgX5ULmqr6/CEEEKIfKmHnzuWJgZcvPOUreeidR2OeE+o1Qq3LjziYkg0ty48eiuJz+joaAYPHoyHhwcmJiY4OjpSs2ZN5s+fT3x8/H/ef3h4OBMmTGDBggVERUXRuHHjTNtmzZpFcHCwZrvatWszZMgQrX3VqFGDqKgorK2tX3o8Nzc3VCoVKpUKU1NTSpUqxXfffSe/zBe5Sla7E++0WiUKMrllWb5cc4aZOy5R1N6MVhUL6zos8ZYoisKG01FM3hjG3dhEAJqXd2F009I4WpnoODohhBAif7M2NaSHnzuzd15i9s5LNCrjJMPbRa66cvIu+1ZeIu5xoqbN3MaYWu1LULyiQ64c8+rVq/j5+WFjY8OUKVPw9vYmJSWFixcvsnjxYlxcXPjwww8z3TY5ORlDQ8Msj3HlyhUAWrRogUqlemmbsbFxlvsyMjLCyckpy34TJ06kT58+JCQksGPHDvr164eVlRV9+/bNclsh3oRUPol3XoeqRehXuzgAw38/zeGrD3QckXgbrtx7SpdFRxj020nuxibiXsCcpb2qMqdjRUk8CSGEEG9JTz83LIwNOB8dy7YwqX4SuefKybtsXXBWK/EEEPc4ka0LznLl5N1cOW7//v0xMDDg2LFjtGvXjtKlS+Pt7U2bNm3YtGkTzZs31/RVqVTMnz+fFi1aYG5uzuTJk0lNTaVXr164u7tjamqKp6cns2bN0mwzfvx4zT709PRQqVSZtgFaw+4CAwPZu3cvs2bN0lQxXbt2LdvD7iwtLXFycsLNzY3evXtTrlw5tm3bpnk9KSmJ4cOHU6hQIczNzalWrRp79uzRvB4cHIyNjQ0bN27E09MTMzMz2rZtS1xcHEuWLMHNzQ1bW1s+/fRTUlP/nZ/30aNHdOvWDVtbW8zMzGjcuDGXLqWNYImJicHU1JStW7dqxbpmzRrMzc15+vQpACNGjKBkyZKYmZlRrFgxxowZQ3JycnZup9AhqXwS+cIXDTyJfBDPpjNR9F16nDX9a1C8oIWuwxK54FlSKj/uvsyCv6+QnKpgbKDHwAAPPvYvhrGBvq7DE0IIId4rNmZGBNZw44fdl5m18zINvKT6SWSfoiikJKmz7KdWK+xbefGVffatvEThUnbZev8ZGP2b0HmVBw8esG3bNqZMmYK5uXmmfV7cz7hx45g6dSrff/89+vr6qNVqChcuzKpVqyhQoAAHDx7k448/xtnZmXbt2jFs2DDc3Nzo0aMHUVFpk/dbWFhkaHvRrFmzuHjxImXLlmXixIkAFCxYkGvXrmV5Xs9TFIW9e/cSHh5OiRIlNO09evTg2rVrrFixAhcXF9auXUujRo04c+aMpl98fDyzZ89mxYoVxMbG0rp1a1q3bo2NjQ2bN2/m6tWrtGnThpo1a9K+fXsgLWl26dIl1q9fj5WVFSNGjKBJkyaEhYVhbW1N06ZNWbZsGY0aNdLEsnz5clq0aIGFRdr3O0tLS4KDg3FxceHMmTP06dMHS0tLhg8f/lrnLt4uST6JfEFPT8X0duW5HfOMk5GP6REUwtr+NbC3yLo0Vbw7dp2/w9g/z3Hz0TMAAjwLMuHDshSxN9NxZEIIIcT7q1dNd4IORBAe9YQd4XdoUCbrIT9CAKQkqflp8N4c2Vfc40R+/uzvbPX9eJY/hsZZ/9Ly8uXLKIqCp6enVnuBAgVISEgAYMCAAUybNk3zWqdOnejZs6dW/wkTJmj+7O7uzsGDB1m1ahXt2rXDwsICGxsbAK3hcpm1Pc/a2hojIyPMzMyyNczuRSNGjGD06NEkJSWRnJyMiYkJgwYNAtKG/P3222/cvHkTFxcXAIYNG8bWrVsJCgpiypQpQNqwwnnz5lG8eNoolLZt27J06VLu3LmDhYUFXl5eBAQEsHv3btq3b69JOh04cIAaNWoAsGzZMlxdXVm3bh0fffQRnTt3plu3bsTHx2NmZsaTJ0/YtGkTf/zxhyb20aNHa/7s5ubG0KFDWblypSSf8jgZdifyDRNDfRZ288HVzpTIh/F8vPQ4CcmpWW8o8rxbj5/x8S/H6Bl8jJuPnuFibcL8LpVZHFhFEk9CCCGEjtmaG9G9hhsAs3ZekkmLRb7zYnXT0aNHCQ0NpUyZMiQmag8D9PHxybD9/Pnz8fHxoWDBglhYWLBw4UIiIyNzNeasfPHFF4SGhrJ3714CAgIYNWqUJiF04sQJFEWhZMmSWFhYaB579+7VzEUFYGZmpkk8ATg6OuLm5qapUEpvu3s3bUhkeHg4BgYGVKtWTfO6vb09np6ehIeHA9C0aVMMDAxYv349AH/88QeWlpY0aNBAs83vv/9OzZo1cXJywsLCgjFjxuj8eoqsSeWTyFcKWBgTFFiF1nMPcvz6I4atPsXsDhWl/PsdlZSiZtH+CGbvvMSz5FQM9FT0quXOoDolMDeWv76EEEKIvKJ3rWIEH7zGudtP2Bl+l3pejroOSbwDDIz0+HiWf5b9bl96zMYfTmXZr9nA8riUsMnWcbPDw8MDlUrF+fPntdqLFSsGgKmpaYZtXhyet2rVKj777DOmT5+Or68vlpaWfPfddxw5ciRbMeSWAgUK4OHhgYeHB3/88QceHh5Ur16devXqoVar0dfX5/jx4+jra1eIPZ9YenEydZVKlWmbWp02tPJliWlFUTQJPiMjI9q2bcvy5cvp0KEDy5cvp3379hgYpP3b//Dhw3To0IEJEybQsGFDrK2tWbFiBdOnT/9vF0TkOvn2JvIdDwdLFnT1odviI2w8HYWbvTnDGnpmvaHIUw5ffcCYdWe5dDdtYsGq7nZMblmWko6WOo5MCCGEEC+yMzeiq29RFuy9yqydl6hb2iFbc+qI95tKpcrW8DdXLzvMbYwzTDb+PAtbY1y9sjfnU3bZ29tTv359fvjhBz799NOXzvv0Kvv27aNGjRr0799f0/Z89dB/YWRkpDWZ95tKnxh82LBhnDx5kooVK5Kamsrdu3epVatWDkSaxsvLi5SUFI4cOaKpsnrw4AEXL16kdOnSmn6dO3emQYMGnDt3jt27dzNp0iTNawcOHKBo0aKMGjVK03b9+vUci1HkHhl2J/Il3+L2TG1dDoAfdl9mVcgNHUcksutebCKfrwylw0+HuXT3KfbmRsxoV56VH1eXxJMQQgiRh31cqximhvqcuRXD7gu5s/KYeD/p6amo1b7EK/vUbFciV0Y7zJ07l5SUFHx8fFi5ciXh4eFcuHCBX3/9lfPnz2eoDHqRh4cHx44d46+//uLixYuMGTOGkJCQHInNzc2NI0eOcO3aNe7fv6+pMHoTAwYM4MKFC/zxxx+ULFlSM/fSmjVriIiIICQkhGnTprF58+Y3PkaJEiVo0aIFffr0Yf/+/Zw6dYouXbpQqFAhWrRooenn7++Po6MjnTt3xs3NjerVq2te8/DwIDIykhUrVnDlyhVmz57N2rVr3zgm8fZI8knkW20rF2ZQHQ8Avlp7hgOX7+s4IvEqqWqFpYeuUWf6HtacvIVKBV2qF2HX0Nq0rlRYfnsqhBBC5HH2FsZ09S0KwKwdMveTyFnFKzrQqG9ZzG20FxSysDWmUd+yFK/okDvHLV6ckydPUq9ePUaOHEn58uXx8fFhzpw5DBs2TKsqJzOffPIJrVu3pn379lSrVo0HDx5oVUH9F8OGDUNfXx8vLy8KFiz4n+Y9KliwIF27dmX8+PGo1WqCgoLo1q0bQ4cOxdPTkw8//JAjR47g6ur6n2IOCgqicuXKNGvWDF9fXxRFYfPmzVrD9VQqFR07duTUqVN07txZa/sWLVrw2WefMXDgQCpUqMDBgwcZM2bMf4pJvB0qRX4q5JgnT55gbW1NTEwMVlZWug6H5ORkNm/eTJMmTTKMvX1fKIrCkJWh/Bl6G0sTA9b0q0GJPFA9I/dG2+mbjxm97iynb8YA4F3Imskty1Le1UYn8cj9ybvk3uRtcn/yLrk3eVt+uj/3YhOp9e0uEpLVBPeoQm3P3EkIvC157d7kte8bryMhIYGIiAjc3d0xMTF54/2o1QpRlx4T9yQRcytjnEvYyPyuQujI63yudVr5NH78eFQqldbj+WUiFUVh/PjxuLi4YGpqSu3atTl37pzWPhITE/n0008pUKAA5ubmfPjhh9y8eVOrz6NHj+jatSvW1tZYW1vTtWtXHj9+rNUnMjKS5s2bY25uToECBRg0aBBJSUm5du7i7VCpVExrU44qbrbEJqTQIziEe7EvHysu3q6YZ8mMWXeWFj8e4PTNGCxNDJjYogzrBvjpLPEkhBBCiDdX0NKYLtX+qX6Sle9ELtDTU1HI05aSVZwo5GkriSch3hE6H3ZXpkwZoqKiNI8zZ85oXvv222+ZMWMGP/zwAyEhITg5OVG/fn1iY2M1fYYMGcLatWtZsWIF+/fv5+nTpzRr1kxr4rVOnToRGhrK1q1b2bp1K6GhoXTt2lXzempqKk2bNiUuLo79+/ezYsUK/vjjD4YOHfp2LoLIVSaG+izo6oObvRk3Hz2j9y/HeJb03yfmE29OURTWnLhJ3el7WHr4OooCrSoWYudQf7r5uqEv/4gQQggh3lkf+xfD2ECPk5GP2XdJpj0QQgiRB5JPBgYGODk5aR4FCxYE0r6czpw5k1GjRtG6dWvKli3LkiVLiI+PZ/ny5QDExMSwaNEipk+fTr169ahYsSK//vorZ86cYceOHQCEh4ezdetWfv75Z3x9ffH19WXhwoVs3LiRCxcuALBt2zbCwsL49ddfqVixIvXq1WP69OksXLiQJ0+e6ObCiBxlZ25EUI+q2JgZcurGYz5fFYpaLb+J04VLd2Lp8NNhPl91ivtPk/BwsOC3PtX5vn0FHCzfvARbCCGEEHmDg6UJnaoVAaT6SQghRBqdJ58uXbqEi4sL7u7udOjQgatXrwIQERFBdHQ0DRo00PQ1NjbG39+fgwcPAnD8+HGSk5O1+ri4uFC2bFlNn0OHDmFtbU21atU0fapXr461tbVWn7Jly+Li4qLp07BhQxITEzl+/Hjunbx4q9wLmPNTVx+M9PXYcjaaaX+d13VI75X4pBS+2XKexrP2cSTiISaGegxv5MnmQbXwLW6v6/CEEEIIkYM+8S+OkYEex68/4sDlB7oORwghhI4Z6PLg1apV45dffqFkyZLcuXOHyZMnU6NGDc6dO0d0dDQAjo6OWts4Ojpy/fp1AKKjozEyMsLW1jZDn/Tto6OjcXDIONGhg4ODVp8Xj2Nra4uRkZGmT2YSExNJTPx3/qD0Kqnk5GSSk5OzdQ1yU3oMeSGWvKJiYUumtirD0N/PsGDvVQpbm9ChSuG3Hsf7dG8URWFH+D0mbz7P7ZgEAOqVKsjopqUoZGMKSirJyXlrGOT7dH/eNXJv8ja5P3mX3Ju8LT/eHztTfdr7FGbp4Uhm7rhA1aJW7+TKtXnt3uSVOIQQ4nXpNPnUuHFjzZ+9vb3x9fWlePHiLFmyhOrVqwNk+CGlKEqWP7he7JNZ/zfp86KpU6cyYcKEDO3btm3DzMzslTG+Tdu3b9d1CHmKAdDEVcXmG/qMW3+OW5fOUNpGN+Xg+f3ePEiAP67pce5RWpGlnbFCGzc1ZW2jOHUwilM6ji8r+f3+vMvk3uRtcn/yLrk3eVt+uz8eSaCv0ufY9cfMXrGVEtbv7vC7vHJv4uPjdR2CEEK8EZ0mn15kbm6Ot7c3ly5domXLlkBaVZKzs7Omz927dzVVSk5OTiQlJfHo0SOt6qe7d+9So0YNTZ87d+5kONa9e/e09nPkyBGt1x89ekRycnKGiqjnjRw5ks8//1zz/MmTJ7i6utKgQYM8sfRpcnIy27dvp379+nliadi8pLGiYLzmLGtDo1h61YiVvavi6WT51o6f3+9NYoqaRfuvMTfkKokpagz1VfT2c6OffzFMjfR1HV6W8vv9eZfJvcnb5P7kXXJv8rb8fH8uGYbz65EbHI0vwOCOVXQdzmvLa/dG5qMVQryr8lTyKTExkfDwcGrVqoW7uztOTk5s376dihUrApCUlMTevXuZNm0aAJUrV8bQ0JDt27fTrl07AKKiojh79izffvstAL6+vsTExHD06FGqVq0KwJEjR4iJidEkqHx9ffn666+JiorSJLq2bduGsbExlStXfmm8xsbGGBsbZ2g3NDTMEz+c0uW1ePKKaW0rEPUkkcNXH/LxrydZN8APB6u3O+F1frw3By7fZ8y6s1y9HwdAjeL2TGxRFg8HCx1H9vry4/3JL+Te5G1yf/IuuTd5W368PwPqlGDVsVscvfaI4zeeUL3YuznPY165N3khBiGEeBM6nXB82LBh7N27l4iICI4cOULbtm158uQJ3bt3R6VSMWTIEKZMmcLatWs5e/YsgYGBmJmZ0alTJwCsra3p1asXQ4cOZefOnZw8eZIuXbrg7e1NvXr1AChdujSNGjWiT58+HD58mMOHD9OnTx+aNWuGp6cnAA0aNMDLy4uuXbty8uRJdu7cybBhw+jTp0+eqGASucPIQI8FXXwoVtCc2zEJ9FpyjPikFF2H9c66+ySBQb+dpPPPR7h6P44CFsbM6lCBZb2rvZOJJyGEEEL8d87Wpnzkkza/5qwdl3QcjRBCCF3RafLp5s2bdOzYEU9PT1q3bo2RkRGHDx+maNGiAAwfPpwhQ4bQv39/fHx8uHXrFtu2bcPS8t/hUd9//z0tW7akXbt2+Pn5YWZmxoYNG9DX/3doz7Jly/D29qZBgwY0aNCAcuXKsXTpUs3r+vr6bNq0CRMTE/z8/GjXrh0tW7bkf//739u7GEInrM0MCQ6sir25EWduxTB4RSip6nd3PgJdSElVE3QggjrT97L+1G30VBBYw41dw/xpUaHQOzm5qBBCCCFyTv8ADwz1VRy6+oCjEQ91HY4Q+Y6bmxszZ87UdRhCvJJOh92tWLHila+rVCrGjx/P+PHjX9rHxMSEOXPmMGfOnJf2sbOz49dff33lsYoUKcLGjRtf2UfkT0Xszfipmw8dFx5me9gdvt4UztjmXroO651wIvIRo9eeJSwqbf6B8q42fN2yLGULWes4MiGEEELkFYVsTGlb2ZXfjkYye+clfu1dTdchiXeYWp3KrfBzPH38CAsbWwqVLoOeXu7NKRoYGMjjx49Zt26dVvuePXsICAjg0aNH2NjY5Nrx87ratWuzd+/eDO19+/Zl/vz5Oogo/1CpVKxdu1YzH/a7Lk/N+SSErlQuasuMduUZuPwkiw9EUNTejO413HQdVp71OD6JaVsvsCIkEkUBa1NDhjfypGOVIujpSaWTEEIIIbT1r12c1cdusP/yfY5ff0jlona6Dkm8gy4dOciu4J94+vC+ps3CrgB1Aj+mRLUaOozs/danTx8mTpyo1ZaXVn8XeYNOh90JkZc0K+fC8EZp84BN2HCOXeczrpL4vlOrFVYdu0Gd6Xv57Wha4qlt5cLsHOpP52pFJfEkhBBCiEy52pnRtnLa3E8zZe4n8QYuHTnI+hlTtBJPAE8f3mf9jClcOnJQR5H9648//qBMmTIYGxvj5ubG9OnTtV53c3Nj8uTJdOvWDQsLC4oWLcqff/7JvXv3aNGiBRYWFnh7e3Ps2DGt7Q4ePMgHH3yAqakprq6uDBo0iLi4uJfGERMTw8cff4yDgwNWVlbUqVOHU6dOaV4/deoUAQEBWFpaYmVlReXKlTXHvH79Os2bN8fW1hZzc3PKlCnD5s2bX3neZmZmODk5aT3S506+du0aKpWKNWvWEBAQgJmZGeXLl+fQoUNa+zhw4AD+/v6YmZlha2tLw4YNefToEQBbt26lZs2a2NjYYG9vT7Nmzbhy5Ypm2/RjrFq1ilq1amFqakqVKlW4ePEiISEh+Pj4YGFhQaNGjbh3755mu8DAQFq2bMmECRM016pv374kJSVp+tSuXZtPP/2UIUOGYGtri6OjIz/99BNxcXH06NEDS0tLihcvzpYtW7TOJywsjCZNmmBhYYGjoyNdu3bl/v37WvsdNGgQw4cPx87ODicnJ60RX25ubgC0atUKlUqlef4uk+STEM/p51+c9j6uqBUYuPwk527H6DqkPON89BPaLTjE8N9P8zAuCU9HS1b19eV/H5WngEXGVR+FEEIIIZ43IMADfT0V+y7d50TkI12HI/IARVFITkjI8pEYH8euoAWv3Neu4AUkxsdla3+KkvNzvB4/fpx27drRoUMHzpw5w/jx4xkzZgzBwcFa/b7//nv8/Pw4efIkTZs2pWvXrnTr1o0uXbpw4sQJPDw86NatmybGM2fO0LBhQ1q3bs3p06dZuXIl+/fvZ+DAgZnGoSgKTZs2JTo6ms2bN3P8+HEqVapE3bp1efgwbc61zp07U7hwYUJCQjh+/DhffvmlZiXFAQMGkJiYyN9//82ZM2eYNm0aFhb/ffGgUaNGMWzYMEJDQylZsiQdO3YkJSVtsafQ0FDq1q1LmTJlOHToEPv376d58+akpqYCEBcXx+eff05ISAg7d+5ET0+PVq1aoVartY4xbtw4Ro8ezYkTJzAwMKBjx44MHz6cWbNmsW/fPq5cucLYsWO1ttm5cyfh4eHs3r2b3377jbVr1zJhwgStPkuWLKFAgQIcPXqUTz/9lH79+vHRRx9Ro0YNTpw4QcOGDenatSvx8fEAREVF4e/vT4UKFTh27Bhbt27lzp07tGvXLsN+zc3NOXLkCN9++y0TJ05k+/btAISEhAAQFBREVFSU5vm7TIbdCfEclUrF5FZlufX4Gfsv36dncAjrBvjhbG2q69B05mliCrN2XGTxgWukqhXMjPQZUq8EPfzcMdSX/LUQQgghssfVzozWFQux+vhNZu24xJKeVXUdktCxlMREZndvmyP7evrwAT/0aJ+tvoOW/I6hiUm2971x48YMCZj0xEi6GTNmULduXcaMGQNAyZIlCQsL47vvviMwMFDTr0mTJvTt2xeAsWPHMm/ePKpUqcJHH30EwIgRI/D19eXOnTs4OTnx3Xff0alTJ4YMGQJAiRIlmD17Nv7+/sybNw+TF85j9+7dnDlzhrt372JsnPYL4v/973+sW7eO33//nY8//pjIyEi++OILSpUqpdlnusjISNq0aYO3tzcAxYoVy/L6zJ07l59//lmr7ccff6R79+6a58OGDaNp06YATJgwgTJlynD58mVKlSrFt99+i4+PD3PnztX0L1OmjObPbdq00dr3okWLcHBwICwsjLJly2odo2HDhgAMHjyYjh07snPnTvz8/ADo1atXhmSgkZERixcvxszMjDJlyjBx4kS++OILJk2ahJ5e2ned8uXLM3r0aABGjhzJN998Q4ECBejTpw/w7308ffo01atXZ968eVSqVIkpU6ZojrN48WJcXV25ePEiJUuWBKBcuXKMGzcOSLsHP/zwAzt37qR+/foULFgQABsbG5ycnLK8B+8C+eYoxAsM9fWY26USJRwsuPMkkV7Bx3iamKLrsN46RVHYfCaKetP3snBfBKlqhcZlndjxuT8ff1BcEk9CCCGEeG0D66RVP+29eI/QG491HY4Q2RIQEEBoaKjW48VkS3h4uCbJkc7Pz49Lly5pJarKlSun+bOjoyOAJtHzfNvdu3eBtIqq4OBgLCwsNI+GDRuiVquJiIjIEOvx48d5+vQp9vb2WttERERohqp9/vnn9O7dm3r16vHNN99oDWEbNGgQkydPxs/Pj3HjxnH69Oksr0/nzp0zXJ9WrVpp9Xn+vJ2dnbXOMb3y6WWuXLlCp06dKFasGFZWVri7uwNpibKXHeNl1zb9mOnKly+vNT+Vr68vT58+5caNG5nuV19fH3t7+yzv2e7du7Wuf3qi7/lr/fx+06/Li/HlJ1L5JEQmrEwMWRxYhVZzDxIW9YRPl59gYTcfDN6ThMu1+3GMXX+Ovy+mjYkuYmfGhBZlCPB00HFkQgghhHiXFbU3p2WFQvxx4iazd15icWAVXYckdMjA2JhBS37Pst/N8LOs+WZ8lv1afzmewqXLZtnPwPj1powwNzfHw8NDO6abN7WeK4qCSqXK0Pai9OFtgKZ/Zm3pQ8rUajV9+/Zl0KBBGfZVpEiRDG1qtRpnZ2f27NmT4bX0VfnGjx9Pp06d2LRpE1u2bGHcuHGsWLGCVq1a0bt3bxo2bMimTZvYtm0bU6dOZfr06Xz66acZ9pfO2to6w/XJznmnn6Op6atHmTRv3hxXV1cWLlyIi4sLarWasmXLas3N9LJjvNj24lC9l3n+Xj6/j/TXsrpnzZs3Z9q0aRn2m554e9l+sxvfu0iST0K8hKudGT9396HDT4fYfeEeEzeGMeH/7N13fI13+8Dxz8neieyELCSxiR1qr5jV9qkONUqNWrVKPVVUVZfVUqNKeKqt+lWrtARF1B4hhBhBhpGIkb2Tc35/HDl1RCKJJCfher9eeXHu+3vu+zr3LZJznet7ffvVL/BD5VmSmZPHyv1XWR58lexcJUb6eozuWIsxHWthYlh+S9gKIYQQ4vkxrnNtfj99g70X4zl7I5FGNWx0HZLQEYVCUazpbx6N/bCwtS/QbPxhlnb2eDT2Q09PN7+z1qtXj4MHD2ptO3z4MD4+Pujrlz6mpk2bcv78+Scmdx4eHxcXh4GBQZFNqn18fPDx8WHSpEm88cYbBAYGaqqV3NzcGD16NKNHj2bGjBmsXr26yOTT02rUqBF79uwp0GsJ4N69e1y4cIFVq1bRrl07gALX+WmcOXOGjIwMTQLs6NGjWFhYUKNGjVIfs2nTpmzevBlPT08MDEqfcjE0NCwwvbMqez7KOIQopSZuNix5zQ+FAv53JJq1h6J0HVK52X/5Dj2W/MOSvyPIzlXSztuenZPaM7mbjySehBBCCFFmvOzV1U8A3+yRle/Ek+np6dN56Mgix3QaMlJniSeAKVOmsGfPHj755BMuX77M+vXrWbZsGVOnTn2q406fPp0jR44wduxYQkNDiYiIYOvWrYUmg7p27Yq/vz/9+/dn586dREVFcfjwYWbOnMnJkyfJyMhg3LhxBAcHEx0dzaFDhzhx4gR169YFYOLEiezcuZPIyEhOnTrF3r17NfsKk56eTlxcnNZX/kp1xTFjxgxOnDjBmDFjOHv2LBcvXmTFihXcvXuXatWqYWdnx3fffceVK1fYu3cvkydPLv4FfILs7GyGDx9OeHi4pgps3Lhxmn5PpTF27Fju37/PG2+8wfHjx7l27Rq7du1i2LBhJUomeXp6smfPnhJfz8pKkk9CPEFAA2f+21P9H+68v8LZdT5OxxGVrdikDMb8GMKQtceJvpeOk5Ux377ZlP8Na4mXvbmuwxNCCCHEM2hs59roKeDvC/GcuymrC4sn827Vhn6T/4uFrb3Wdks7e/pN/i/erdroKDK1pk2bsmnTJjZu3EiDBg2YNWsWc+fO1Wo2XhqNGjVi//79RERE0K5dO/z8/Pjoo4+0pm89TKFQsH37dtq3b8+wYcPw8fHh9ddfJyoqCicnJ/T19bl37x6DBw/Gx8eHAQMG0LNnT03VUV5eHmPHjqVu3boEBATg6+ur1Qj8cVavXo2Li4vW1xtvvFHs1+jj48OuXbs4c+YMLVu2xN/fnz/++AMDAwP09PTYuHEjISEhNGjQgEmTJvHVV18V/wI+QZcuXfD29qZ9+/YMGDCAvn37MmfOnKc6pqurK4cOHSIvL48ePXrQoEED3nvvPaytrUuU1Fq4cCG7d+/Gzc0NPz+/p4qpMlCoymOdyedUcnIy1tbWJCUlYWVlpetwyMnJYfv27fTq1avAfFJRMiqViplbzvHjsRhMDfX5ZVTrpyoRrwz3JidPyfrDUSzefZm07Dz09RQMbePJxK7eWJo83/9eKsP9EY8n96Zyk/tTecm9qdye1/vz3sbT/BF6i271nFg9uLmuw3msynZvKtv7jZLIzMwkMjISLy+vAiu0lYRSmcfNC+dJTUzAwqYa1evW12nFk6i6hg4dSmJiIlu2bNF1KFVWSb6vpeeTEMWgUCj4uF99biRksP/yHYavP8mWsW2pblN0c7zK6mTUfWZuOcfFuBQAmrrbMK9/Q+q5Vq1fYoQQQghRdY3vXJutZ26xO/w2528lUd/VWtchiSpAT08ft/qNnjxQCFGpyLQ7IYrJQF+PZW/6UcfZkjspWQwLPEFKZo6uwyqR+2nZvP9/Z/jPyiNcjEuhmpkhX77SiF9Ht5HEkxBCCCEqVG1HS/o0cgVg6Z4rOo5GCCFEeZLkkxAlYGliyNqhLXC0NObS7RTG/HiKnLzKvxymUqni5+MxdF4YzP+FqJeFfb2FG3undGRACzf09J7dFfyEEEIIUXlN6FwbhQKCzsdxITZZ1+EIIZ4j69atkyl3FUiST0KUkKuNKWuHtsDUUJ8DEXeZ9cc5KnPrtHM3k3h5xWFm/BZGYnoOdV2s2PxuGz5/pRHVzI10HZ4QQgghnmPeTpb0aqhunLx0r6x8J4QQzypJPglRCg2qW7P0DT8UCvj5+HW+++earkMqICUzh4+3naffsoOEXk/E3Eifj/rUY9u4tjTzqKbr8IQQQgghAJjQ2RuA7WFxXHrQj1IIIcSzRZJPQpRS13pOzOpTD4DPdlxke1isjiNSU6lUbD1ziy4L9xN4KAqlCvo0cmHPlI4Mf8ELA335thdCCCFE5eHrbEnPBs4AfCPVT0II8UyS1e6EeApvt/Ui+l466w5HMemXUFysTfBz111V0dU7qcz64xyHrtwDwMvenLkv1qedt4POYhJCCCGEeJIJXbzZcS6O7WGxRNxOwdvJUtchCSGEKENSAiHEU/qoTz261nUkK1fJiP+d5Pr99AqPISM7jwU7LxGw5B8OXbmHsYEeU7r5EDSxnSSehBBCCFHp1XWxokd9J1QqWLpXVr4TQohnjSSfhHhK+noKvn7dj/quVtxNzebtdSdIysipsPPvvXibbov3s2zfFXLyVHT0dWD3pA6M7+KNsYF+hcUhhBBCCPE0JnRR937advYWV+JTdRyNEI/XsWNHJk6cqHns6enJkiVLKjwOhULxTKzUpqvr96hH72tRgoODUSgUJCYmlmtMzxpJPglRBsyNDVg7tAUu1iZciU/l3Q0hZOcqy/WcNxMzGPm/kwxbd5IbCRm4WJuw8q1mBA5tgbudWbmeWwghhBCirNV3taZbPXX10zLp/SQqiaFDh9K/f39dh1FiQ4cORaFQoFAoMDQ0xMnJiW7durF27VqUyvJ9n1ISJ06cYOTIkeV+Hk9PT831MDMzo0GDBqxatUqz/7fffuOTTz4p9zieZ5J8EqKMOFmZsGZIC8yN9Dl89R4f/h6GSqUq8/Nk5ypZEXyVrgv3syv8NgZ6Cka1r8nfkzsQ0MAZhUJR5ucUQgghhKgI+SvfbT1zi2t3pPpJFKRSqsi8mkh6aDyZVxNRKcv+9+1nRUBAALGxsURFRbFjxw46derEe++9R58+fcjNzdV1eAA4ODhgZlYxH5zPnTuX2NhYzp49S//+/Rk9ejS//PILALa2tlhaSq+58iTJJyHKUD1XK5YNbIq+noL/C7nB8uCrZXr8o9fu0fubA3wRdJGMnDxaetry14R2zOhVF3NjWT9ACCGEEFVbwxrWdKnjiFIFy6T3k3hExrm7xH1xnLurw7i/8RJ3V4cR98VxMs7d1XVoGklJSYwcORJHR0esrKzo3LkzZ86c0Rozb948HB0dsbS05J133uGDDz6gSZMmmv0nTpygW7du2NvbY21tTYcOHTh16lSJYzE2NsbZ2Znq1avTtGlT/vvf//LHH3+wY8cO1q1bB0BUVBQKhYLQ0FDN8xITE1EoFAQHBwP/TjPbuXMnfn5+mJqa0rlzZ+Lj49mxYwd169bFysqKN954g/T0f/vfduzYkXHjxjFu3DhsbGyws7Nj5syZWh/QPzrtTqFQ8P333/PSSy9hZmaGt7c3W7du1XpdW7duxdvbG1NTUzp16sT69euLNQ3O0tISZ2dnateuzbx58/D29tZMXXx02l1WVhbTpk3Dzc0NY2NjvL29WbNmzWOPm5GRQe/evWndujX3799/bLXcxIkT6dixY4muzbNGkk9ClLFOvo7M6VcfgK92XmLrmVtPfcw7KVlM/iWU1787SkR8KnbmRix8tTG/jGqNr7Nk6IUQQgjx7Hivq7r6aUvoTaLupuk4GlFZZJy7y70NF8hLytbanpeUzb0NFypFAkqlUtG7d2/i4uLYvn07ISEhNG3alC5dunD//n0AfvzxRz799FO++OILQkJCcHd3Z8WKFVrHSUlJYciQIRw4cICjR4/i7e1Nr169SElJeeoYO3fuTOPGjfntt99K/Nw5c+awbNkyDh8+zPXr1xkwYABLlizhp59+4q+//mL37t0sXbpU6znr16/HwMCAY8eO8c0337B48WK+//77Is/z8ccfM2DAAM6ePUuvXr0YOHCg5vpFRUXxn//8h/79+xMaGsqoUaP48MMPS/xaAExMTMjJeXyv3sGDB7Nx40a++eYbLly4wMqVK7GwsCgwLikpie7du5Odnc2ePXuwtbUt9vlLc22qMimVEKIcDGrtQcy9NFYfiGTq/53B1dqE5p7F/48oX55SxU/HY/gq6CLJmbkoFPBmS3em9aiDtZlhOUQuhBBCCKFbjWrY0MnXgX2X7rBs3xUWvNpY1yGJcqJSqVDlPLn/kEqpImFr0TMKErZexai2DQq9J7egUBjqlUurin379hEWFkZ8fDzGxsYALFiwgC1btvDrr78ycuRIli5dyvDhw3n77bcBmDVrFrt27SI19d9ppp07d9Y67qpVq6hWrRr79++nT58+Tx1nnTp1OHv2bImfN2/ePNq2bQvA8OHDmTFjBlevXqVmzZoA/Oc//2Hfvn1Mnz5d8xw3NzcWL16MQqHA19eXsLAwFi9ezIgRIwo9z9ChQ3njjTcAmD9/PkuXLuX48eMEBASwcuVKfH19+eqrrwDw9fXl3LlzfPrpp8V+Hbm5uWzYsIGwsDDefffdAvsvX77Mpk2b2L17N127dgXQvMaH3b59m9dee41atWrx888/Y2RkVOwYoHTXpiqT5JMQ5WRGz7rE3E9n5/nbjPjfSX4f0xZPe/NiP//sjURmbjnH2RtJADSobsW8/g1p4mZTThELIYQQQlQO73X1Yd+lO/x++ibjO9fGw674v0OJqkOVo+TWrMNlcixlcjaxc44Ua6zr3DYojMp+VeiQkBBSU1Oxs7PT2p6RkcHVq+rk2aVLlxgzZozW/pYtW7J3717N4/j4eGbNmsXevXu5ffs2eXl5pKenExMTUyZxqlSqUiXfGjVqpPm7k5MTZmZmWkkZJycnjh8/rvWc1q1ba53L39+fhQsXkpeXh77+4+/Bw+cxNzfH0tKS+Ph4QH39WrRooTW+ZcuWxYp/+vTpzJw5k6ysLIyMjHj//fcZNWpUgXGhoaHo6+vToUOHIo/XtWtXWrRowaZNmwp9LUUpzbWpyiT5JEQ50dNTsOQ1P17/7ghnbiQxbN0JNr/bhmrmRWfEkzJyWLDzEhuORaNSgaWxAe8H+DKwlQf6xfgkRwghhBCiqmviZkMHHwf2X77Dt/uu8OV/pPpJVH5KpRIXFxdNr6SH2djYaP7+aOLn0T4/Q4cO5c6dOyxZsgQPDw+MjY3x9/cnO1t7ymFpXbhwAS8vLwD09PQKxFDYVDRDw39nXuSvovcwhUJRJivpFXXcxyXOitsn6f3332fo0KGYmZnh4uJSaALO1NS0WMfr3bs3mzdvJjw8nIYNG2q26+npFYipsGv6PJHkkxDlyNRIn9VDmvPSt4e5djeNURtCWPd2C05F3SfkrgK7yPv413ZEX0+BSqXi99M3mb/9AndT1T9YXvKrzoxedXC0NNHxKxFCCCGEqFgTuniz//Idfjt1k/GdvXGzrZgVsUTFURjq4Tq3zRPHZUUmcS/w/BPH2b1dH2Mv62Kdtzw0bdqUuLg4DAwM8PT0fOwYX19fjh8/zqBBgzTbTp48qTXmwIEDLF++nF69egFw/fp17t4tm55We/fuJSwsjEmTJgHq1eYAYmNj8fPzA9BqPv60jh49WuCxt7d3qSt76tSpw/bt27W2PXr9CmNvb0/t2rWfOK5hw4YolUr279+vmXb3OJ9//jkWFhZ06dKF4OBg6tWrB6iv6blz57TGhoaGFkiqlfW1qewk+SREOXO0NGHt0Bb8Z8Vhjkfep+knu8nMUQL6/C/iJC7WJoxoV5Od5+M4FqlupFfLwZxP+jegTS173QYvhBBCCKEjzTyq0c7bngMRd/l23xU+f6XRk58kqhSFQlGs6W8m3tXQtzYq0Gz8YfrWxph4VytWz6fy0rVrV/z9/enfvz9ffPEFvr6+3Lp1i+3bt9O/f3+aN2/O+PHjGTFiBM2bN6dNmzb88ssvnD17Vmv6Wu3atfnhhx9o3rw5ycnJvP/++8WuxnlYVlYWcXFx5OXlcfv2bYKCgvjss8/o06cPgwcPBtRVPq1bt+bzzz/H09OTu3fvMnPmzDK7JtevX2fy5MmMGjWKU6dOsXTpUhYuXFjq440aNYpFixYxffp0hg8fTmhoqGblvrLq4+Xp6cmQIUMYNmwY33zzDY0bNyY6Opr4+HgGDBigNXbBggXk5eXRuXNngoODqVOnDp07d+arr77if//7H/7+/mzYsIFz585pknv5yvraVHay2p0QFcDX2ZK3X/AEeJB4+ldsUiZz/wznWOR9TAz1mBbgy4732kviSQghhBDPvfe6qFe++zXkBjcS0p8wWjyrFHoKbPrWKnKMTd+aOk08gTr5sX37dtq3b8+wYcPw8fHh9ddfJyoqCicnJwAGDhzIjBkzmDp1Kk2bNiUyMpKhQ4diYvLvTIe1a9eSkJCAn58fgwYNYsKECTg6OpY4nqCgIFxcXPD09CQgIIB9+/bxzTff8Mcff2hV16xdu5acnByaN2/Oe++9x7x5857+YjwwePBgMjIyaNmyJWPHjmX8+PGMHDmy1Mfz8vLi119/5bfffqNRo0asWLFCs9pdfpP3srBixQr+85//MGbMGOrUqcOIESNIS3v86puLFy9mwIABdO7cmcuXL9OjRw8++ugjpk2bRosWLUhJSdEk+x5W1temslOoijtBUjxRcnIy1tbWJCUlYWVlpetwyMnJYfv27fTq1atAiZ+oWHlKFS98sZfYpMxCxxgb6LFzYvsSNSUX5UO+dyovuTeVm9yfykvuTeUm96doA78/yqEr93izlTvzX2r45CeUocp2byrb+42SyMzMJDIyEi8vL61ES0lknLtL4rarWhVQ+tbG2PStiWmDqvvBbbdu3XB2duaHH37QdShlqmPHjjRp0oQlS5aU63k+/fRTVq5cyfXr18v1PGWpoq5NeSvJ97VMuxOiAhyPvF9k4gkgK1dJbFKmJJ+EEEIIIR7yXhcfDl05wv+dvM7YTrWpblPy6Ufi2WDawB6TenZkRSahTMlGz9IIYy9rnVc8lUR6ejorV66kR48e6Ovr8/PPP/P333+ze/duXYdWZSxfvpwWLVpgZ2fHoUOH+Oqrrxg3bpyuwxJPIMknISpAfErRiaeSjhNCCCGEeF609LLFv6YdR67dY0XwFeb1r9jqJ1G5KPQUmNSy0XUYpZY/NW/evHlkZWXh6+vL5s2bi2xsLbRFREQwb9487t+/j7u7O1OmTGHGjBm6Dks8gSSfhKgAxV2tTla1E0IIIYQoaEIXb45cu8emEzcY26k2LtZS/SSqJlNTU/7++29dh1EhgoODy+W4ixcvZvHixeVy7IpSXtemMpOG40JUgJZetrhYm1BYQbACcLE2oaWXbUWGJYQQQghRJfjXsqOlly3ZeUpWBF/VdThCCCFKSJJPQlQAfT0Fs/vWAyiQgMp/PLtvPfSr0Hx1IYQQQoiKNPHByncbj18n7gm9NIUQQlQuknwSooIENHBhxVtNcbbWnlrnbG3CireaEtDARUeRCSGEEEJUfv617GjhWY3sPCUr90v1kxBCVCXS80mIChTQwIVu9Zw5ciWeXQeO0b1dK/xrO0rFkxBCCCHEEygUCt7r4sNba47x8/EYxnSshaOV9MsUQoiqQCqfhKhg+noKWnnZ0sxeRSsvW0k8CSGEEEIUU9vadjTzqEZWrpKV+6/pOhwhhBDFJMknIYQQQgghRJWgUCiY8KD304/HoolPkd5PQghRFUjySQghhBBCCFFltPe2p4mbDVm5Sr6T6ifxnIiKikKhUBAaGqrrUMrEunXrsLGxeapjFOeaBAcHo1AoSExMfKpzlZWOHTsyceJEzWNPT0+WLFmis3gqkiSfhBBCCCGEEFWGQqHgva7q6qcNx6K5m5ql44jEs2zo0KEoFApGjx5dYN+YMWNQKBQMHTq02Mcr62RIdHQ0xsbGJCcnM2fOHJo0aVJgzLOWuCov8+fPR19fn88//7zCznnixAlGjhxZYefTJUk+CSGEEEIIIaqUjj4ONK5hTWaOktX/SPXT80SpVBIZGUlYWBiRkZEolcpyP6ebmxsbN24kIyNDsy0zM5Off/4Zd3f3cj9/Uf744w86duyIlZWVTuN4FgQGBjJt2jTWrl1bYed0cHDAzMysws6nS5J8EkIIIYQQQlQpD1c//e9INPek+um5EB4ezpIlS1i/fj2bN29m/fr1LFmyhPDw8HI9b9OmTXF3d+e3337TbPvtt99wc3PDz89Pa6xKpeLLL7+kZs2amJqa0rhxY3799VdAXYHUqVMnAKpVq6ZVNRUUFMQLL7yAjY0NdnZ29OnTh6tXrz4xtj/++IN+/fqV+DXt37+fli1bYmxsjIuLCx988AG5ubma/Y+bDtakSRPmzJmjeTxnzhzc3d0xNjbG1dWVCRMmaPZlZ2czbdo0qlevjrm5Oa1atSI4OLhAHDt37qRu3bpYWFgQEBBAbGysZp9SqWTu3LnUqFEDY2NjmjRpQlBQUJGva/v27fj4+GBqakqnTp2Iiooq9vXIyMhg7ty5pKWl8c8//2jtz68qW7VqFW5ubpiZmfHqq69qVbANHTqU/v378/HHH+Po6IiVlRWjRo0iOzu70PM+ep0XLVpEw4YNMTc3x83NjTFjxpCamqrZnz9dsajrBrB27Vrq16+vub/jxo3T7EtKSmLkyJGaGDt37syZM2c0+8+cOUOnTp2wtLTEysqKZs2acfLkyWJdx6JI8kkIIYQQQghR5XTydaRhdWsycvJYfSBS1+GIchYeHs6mTZtITk7W2p6cnMymTZvKPQH19ttvExgYqHm8du1ahg0bVmDczJkzCQwMZMWKFZw/f55Jkybx1ltvsX//ftzc3Ni8eTMAly5dIjY2lq+//hqAtLQ0Jk+ezIkTJ9izZw96enq89NJLRVZ2JSYmcuDAgRInn27evEmvXr1o0aIFZ86cYcWKFaxZs4Z58+YV+xi//vorixcvZtWqVURERLBlyxYaNmyo2f/2229z6NAhNm7cyNmzZ3n11VcJCAggIiJCMyY9PZ0FCxbwww8/8M8//xATE8PUqVM1+7/++msWLlzIggULOHv2LD169KBfv35ax3jY9evXefnll+nVqxehoaG88847fPDBB8V6PWvWrOGNN97A0NCQN954gzVr1hQYc+XKFTZt2sS2bdsICgoiNDSUsWPHao3Zs2cPFy5cYN++ffz888/8/vvvfPzxx8WKAUBPT49vvvmGc+fOsX79evbu3cu0adO0xjzpuq1YsYKxY8cycuRIwsLC2Lp1K7Vr1wbUydHevXsTFxfH9u3bCQkJoWnTpnTp0oX79+8DMHDgQGrUqMGJEycICQnhgw8+wNDQsNivoTAGT30EIYQQQgghhKhg+SvfjfjfSf53JIqR7Wtia26k67BECahUKnJycp44TqlUsmPHjiLHBAUFUbNmTfT0nlxfYWhoiEKhKHacAIMGDWLGjBma/kn5iZWHq3nS0tJYtGgRe/fuxd/fH4CaNWty8OBBVq1aRYcOHbC1tQXA0dFRq+H2K6+8onW+NWvW4OjoSHh4OA0aNHhsTNu3b6dhw4a4ublptoWFhWFhYaE1TqVSaT1evnw5bm5uLFu2DIVCQZ06dbh16xbTp09n1qxZxbqGMTExODs707VrVwwNDXF3d6dly5YAXL16lZ9//pkbN27g6uoKwNSpUwkKCiIwMJD58+cDkJOTw8qVK6lVqxYA48aNY+7cuZpzLFiwgOnTp/P6668D8MUXX7Bv3z6WLFnCt99+WyCmFStWULNmTRYvXoxCocDX15ewsDC++OKLIl9LcnIymzdv5vDhwwC89dZbtG3blqVLl2pNZ8zMzGT9+vXUqFEDgKVLl9K7d28WLlyIs7MzAEZGRqxduxYzMzPq16/P3Llzef/99/nkk0+KdV0fbkbu5eXFJ598wrvvvsvy5cs125903ebNm8eUKVN47733NNtatGgBwL59+wgLCyM+Ph5jY2NAfZ23bNnCr7/+ysiRI4mJieH999+nTp06AHh7ez8x7uKQ5JMQQgghhBCiSupa15H6rlacv5XM9weuMS2gjq5DEiWQk5OjSUQ8reTk5GI3iv7vf/+LkVHJEpX29vb07t2b9evXa6pH7O3ttcaEh4eTmZlJt27dtLZnZ2cXmJ73qKtXr/LRRx9x9OhR7t69q6l4iomJKTT59Lgpd76+vmzdulVr282bN+nYsaPm8YULF/D399dKwLVt25bU1FRu3LhRrD5Wr776KkuWLKFmzZoEBATQq1cv+vbti4GBAadOnUKlUuHj46P1nKysLOzs7DSPzczMNAkUABcXF+Lj4wH1/bx16xZt27bVOkbbtm21pog97MKFC7Ru3VrrdeUnAYvy008/UbNmTRo3bgyopxfWrFmTjRs3ajUDd3d31ySe8o+tVCq5dOmSJvnUuHFjrR5O/v7+pKamcv36dTw8PJ4Yy759+5g/fz7h4eEkJyeTm5tLZmYmaWlpmJubA0Vft/j4eG7dukWXLl0ee/yQkBBSU1O17gNARkaGZprn5MmTeeedd/jhhx/o2rUrr776qtb5SkuST0IIIYQQQogqKb/6adQPIaw/rK5+sjGT6idRPoYNG6bpnfO4ypv8hNFff/1F9erVtfblV5kUpm/fvri5ubF69WpcXV1RKpU0aNCg0H5BOTk5BAUFMWPGDK3tRkZGmilW+QwMtN/2q1SqApVf+dVR+dv19PQKVEw9XKXm5ubGpUuX2L17N3///Tdjxozhq6++Yv/+/SiVSvT19QkJCUFfX1/rGA9XZT06lUuhUBQ45+PiLKxq7dHnFtfatWs5f/681nVSKpWsWbOmyJXo8uMoThVdccZER0fTq1cvRo8ezSeffIKtrS0HDx5k+PDhWte+qOtmampa5DmUSiUuLi6P7b+VX4k3Z84c3nzzTf766y927NjB7Nmz2bhxIy+99NITX0NRJPkkhBBCCCGEqLK613OirosVF2KTWXMwkindfXUdkigmQ0ND/vvf/z5xXHR0ND/++OMTxw0cOLBY1SWl7V8TEBCgSQb16NGjwP569ephbGxMTEwMHTp0eOwx8iuu8vLyNNvu3bvHhQsXWLVqFe3atQPg4MGDRcayb98+bGxsaNKkSYlfR7169di8ebNWIufw4cNYWlpqkmYODg5aTayTk5OJjNTurWZqakq/fv3o168fY8eOpU6dOoSFheHn50deXh7x8fGa11NSVlZWuLq6cvDgQdq3b6/ZfvjwYc30vse9ri1btmhtO3r0aJHnCQsL4+TJkwQHB2umRIK6n1b79u05d+6cpvIsJiaGW7duaaYSHjlyBD09Pa0KrzNnzpCRkaFJAh09ehQLCwutiqnCnDx5ktzcXBYuXKiZordp06YnPu9hlpaWeHp6smfPHk1z+4c1bdqUuLg4DAwM8PT0LPQ4Pj4++Pj4MGnSJN544w0CAwMl+SSEEEIIIYR4fikUCt7rUpvRG06x7lAU77xQE2uzp2+OK8qfQqEo1vS3WrVqYWVlVaDZ+MOsrKyoVatWsfrqlJa+vj4XLlzQ/P1RlpaWTJ06lUmTJqFUKnnhhRdITk7m8OHDWFhYMGTIEDw8PFAoFPz555/06tULU1NTqlWrhp2dHd999x0uLi7ExMQ8sVH21q1bS7XKHcCYMWNYsmQJ48ePZ9y4cVy6dInZs2czefJkzfXr3Lkz69ato2/fvlSrVo2PPvpI6zWvW7eOvLw8WrVqhZmZGT/88AOmpqZ4eHhgZ2fHwIEDGTx4MAsXLsTPz4+7d++yd+9eGjZsSK9evYoV5/vvv8/s2bOpVasWTZo0ITAwkNDQ0EITkaNHj2bhwoVMnjyZUaNGERISwrp164o8x5o1a2jZsqVWgiufv78/a9asYfHixQCYmJgwZMgQFixYQHJyMhMmTGDAgAGaKXegnmI5fPhwZs6cSXR0NLNnz2bcuHHF+ndZq1YtcnNzWbp0KX379uXQoUOsXLnyic971Jw5cxg9ejSOjo707NmTlJQUDh06xPjx4+natSv+/v7079+fL774Al9fX27dusX27dvp378/9evX5/333+c///kPXl5e3LhxgxMnThToSVYastqdEEIIIYQQokrrXs+ZOs6WpGTlsuaQrHz3rNHT0yMgIKDIMQEBAeWaeMpnZWWl1YT6UZ988gmzZs3is88+o27duvTo0YNt27bh5eUFQPXq1fn444/54IMPcHJy0iQmNm7cSEhICA0aNGDSpEl89dVXRcaxdetWXnzxxVK9hurVq7N9+3aOHz9O48aNGT16tCZhkm/GjBm0b9+ePn360KtXL/r376/V98fGxobVq1fTtm1bGjVqxJ49e9i2bZuml1BgYCCDBw9mypQp+Pr60q9fP44dO6bVHP1JJkyYwJQpU5gyZQoNGzYkKCiIrVu3FtoA293dnc2bN7Nt2zYaN27MypUri+wplp2dzYYNGwpNrLzyyits2LBBU+1Wu3ZtzWp63bt3p0GDBlqNwAG6dOmCt7c37du3Z8CAAfTt25c5c+YU6/U2adKERYsW8cUXX9CgQQN+/PFHPvvss2I992FDhgxhyZIlLF++nPr169OnTx/NCoEKhYLt27fTvn17hg0bho+PD6+//jpRUVE4OTmhr6/PvXv3GDx4MD4+PgwYMICePXuWaMW+wihUpZ0YKQpITk7G2tqapKSkIv9Dqig5OTls376dXr16lcnSiKLsyL2p3OT+VF5ybyo3uT+Vl9ybyk3uT9n462wsY386haWJAQend8ba9OmvZWW7N5Xt/UZJZGZmEhkZiZeXFyYmJqU6Rnh4OEFBQVoVUFZWVgQEBFCvXr2yCrXSO3XqFJ07d+bOnTuV4t/l82DOnDls2bKF0NDQQscMHTqUxMTEAlP/nmUl+b6WaXdCCCGEEEKIKq9nA2d8nCy4fDuVdYeieK9r2SwPLiqPevXqUadOHaKjo0lNTcXCwgIPD48KqXiqTPKnZkniSVQlz9d3qRBCCCGEEOKZpKenYHxndcJpzcFrJGfmPOEZoirS09PDy8uLhg0b4uXl9dwlngBatmzJoEGDdB2GECXy/H2nCiGEEEIIIZ5JvRq6UNvRguTMXNYfitJ1OEKIZ8ScOXOKnHIH6ibsz9OUu5KS5JMQQgghhBDimaCvp2B859oAfH8wkhSpfhJCiEpBkk9CCCGEEEKIZ0afRq7UdDAnKSOH/x2J1nU4QgghkOSTEEIIIYQQ4hnycPXT6gPXSM3K1XFEQgghJPkkhBBCCCGEeKb0beSKl705iek5/CDVT0IIoXOSfBJCCCGEEEI8Uwz09RjX6d/qpzSpfhJCCJ2qNMmnzz77DIVCwcSJEzXbVCoVc+bMwdXVFVNTUzp27Mj58+e1npeVlcX48eOxt7fH3Nycfv36cePGDa0xCQkJDBo0CGtra6ytrRk0aBCJiYlaY2JiYujbty/m5ubY29szYcIEsrOzy+vlCiGEEEIIIcrRi01c8bQz435aNhuOSvWTEELoUqVIPp04cYLvvvuORo0aaW3/8ssvWbRoEcuWLePEiRM4OzvTrVs3UlJSNGMmTpzI77//zsaNGzl48CCpqan06dOHvLw8zZg333yT0NBQgoKCCAoKIjQ0lEGDBmn25+Xl0bt3b9LS0jh48CAbN25k8+bNTJkypfxfvBBCCCGEEKLMGejrMfZB9dN3/1wjPVuqn0TloFAo2LJlS5Fjhg4dSv/+/Ut0XE9PT5YsWVLquKqSR19rca7pw4KDg1EoFAWKUkT50XnyKTU1lYEDB7J69WqqVaum2a5SqViyZAkffvghL7/8Mg0aNGD9+vWkp6fz008/AZCUlMSaNWtYuHAhXbt2xc/Pjw0bNhAWFsbff/8NwIULFwgKCuL777/H398ff39/Vq9ezZ9//smlS5cA2LVrF+Hh4WzYsAE/Pz+6du3KwoULWb16NcnJyRV/UYQQQgghhBBPrb9fddxsTbmXls2PR2N0HY4oAypVHgkJR4mL20pCwlFUqrwnP+kpDB06FIVCwejRowvsGzNmDAqFgqFDh5b6+FFRUSgUCkJDQ7W2f/3116xbt67Uxy2tffv20alTJ2xtbTEzM8Pb25shQ4aQm6tO3q5btw4bG5sKi6e454uNjaVnz55leu45c+bQpEmTMhv3vDPQdQBjx46ld+/edO3alXnz5mm2R0ZGEhcXR/fu3TXbjI2N6dChA4cPH2bUqFGEhISQk5OjNcbV1ZUGDRpw+PBhevTowZEjR7C2tqZVq1aaMa1bt8ba2prDhw/j6+vLkSNHaNCgAa6urpoxPXr0ICsri5CQEDp16vTY2LOyssjKytI8zk9U5eTkkJOT8/QX5ynlx1AZYhHa5N5UbnJ/Ki+5N5Wb3J/KS+5N5Sb3p3y9296L/24JZ+X+q7zWzBVTI/1iP7ey3ZvKEoeuxMfv5HLEXLKy4jTbjI2d8fGehaNjj3I7r5ubGxs3bmTx4sWYmpoCkJmZyc8//4y7u3u5nNPa2rpcjluU8+fP07NnTyZMmMDSpUsxNTUlIiKCX3/9FaVSWaJjZWdnY2RkVE6RFuTs7Fxh5xKlo9Pk08aNGzl16hQnTpwosC8uTv0fipOTk9Z2JycnoqOjNWOMjIy0Kqbyx+Q/Py4uDkdHxwLHd3R01Brz6HmqVauGkZGRZszjfPbZZ3z88ccFtu/atQszM7NCn1fRdu/eresQRCHk3lRucn8qL7k3lZvcn8pL7k3lJvenfJgowdZYn3tp2cz+YRcdXVQlPkZluTfp6em6DkFn4uN3EnZuLKB9/7KybhN2biwNG3xbbgmopk2bcu3aNX777TcGDhwIwG+//Yabmxs1a9bUGuvp6cnEiRO1ehk3adKE/v37M2fOnALH9vLyAsDPzw+ADh06EBwczNChQ0lMTNRMJevYsSMNGjQAYMOGDejr6/Puu+/yySefoFAoHht3UlIS77//Plu2bCEzM5PmzZuzePFiGjdu/Njxu3fvxsXFhS+//FKzrVatWgQEBADqqWpvv/02gOacs2fPZs6cOXh6evLOO+9w5coVfv/9d/r378/69es5fPgwH3zwASdOnMDe3p6XXnqJzz77DHNzc0CdpJo5cyY//vgjiYmJNGjQgC+++IKOHTsWeb5HKRQKzXkBDh8+zJgxY7h48SINGjRg5syZvPTSS5w+fVqrSikkJITp06cTHh5OkyZNCAwMxNfXl3Xr1mne6+efOzAwsFhVbsHBwUybNo3z589jaGhI/fr1+emnn/Dw8ODMmTNMnDiRkydPolAo8Pb2ZtWqVTRv3pw5c+awZcsWrSq4JUuWsGTJEqKiojTbAgMD+fLLL4mMjMTT05MJEyYwZsyYJ8alazpLPl2/fp333nuPXbt2YWJiUui4R7+RVCpVod9chY153PjSjHnUjBkzmDx5suZxcnIybm5udO/eHSsrqyJjrAg5OTns3r2bbt26YWhoqOtwxEPk3lRucn8qL7k3lZvcn8pL7k3lJven/KU732DmH+EcvGvK3MHtMDEsXvVTZbs3z1pLEJVKhVKZUYxxeVy+/DGPJp4e7AUUXI6Yi61tGxSKJ99bPT3TJ76nfNTbb79NYGCgJvm0du1ahg0bRnBwcImO86jjx4/TsmVL/v77b+rXr19ktdD69esZPnw4x44d4+TJk4wcORIPDw9GjBhRYKxKpaJ3797Y2tqyfft2rK2tWbVqFV26dOHy5cvY2toWeI6zszOxsbH8888/tG/fvsD+Nm3asGTJEmbNmqVpYWNhYaHZ/9VXX/HRRx8xc+ZMAMLCwujRoweffPIJa9as4c6dO4wbN45x48YRGBgIqK9rVFQUGzduxNXVld9//52AgADCwsKeeL7CpKSk0LdvX3r16sVPP/1EdHS0VjLwYR9++CELFy7EwcGB0aNHM2zYMA4dOsRrr73GuXPnCAoK0rT0KU41Wm5uLv3792fEiBH8/PPPZGdnc/z4cc2/t4EDB+Ln58eKFSvQ19cnNDS0RP+3rF69mtmzZ7Ns2TL8/Pw4ffo0I0aMwNzcnCFDhhT7OLqgs+RTSEgI8fHxNGvWTLMtLy+Pf/75h2XLlmn+ccXFxeHi4qIZEx8fr6lScnZ2Jjs7m4SEBK3qp/j4eNq0aaMZc/v27QLnv3PnjtZxjh07prU/ISGBnJycAhVRDzM2NsbY2LjAdkNDw0rxwylfZYtH/EvuTeUm96fykntTucn9qbzk3lRucn/Kz4AWHqzYH8nNxAx+PR3L2229SvT8ynJvKkMMZUmpzCB4f8MyOJKKrKw49v/TpFijO3YIQ1+/ZDNVBg0axIwZMzQ9mg4dOsTGjRufOvnk4OAAgJ2d3ROnjrm5ubF48WIUCgW+vr6EhYWxePHixyaf9u3bR1hYGPHx8Zr3rAsWLGDLli38+uuvjBw5ssBzXn31VXbu3EmHDh1wdnamdevWdOnShcGDB2NlZYWRkRHW1tYoFIrHxtq5c2emTp2qeTx48GDefPNNTeLH29ubb775hg4dOrBixQpu3rzJzz//zI0bNzQtcKZOnUpQUBCBgYHMnz+/yPMV5scff0ShULB69WpMTEyoV68eN2/efOx1+vTTT+nQoQMAH3zwAb179yYzMxNTU1MsLCwwMDAo0bmTk5NJSkqiT58+1KpVC4C6detq9sfExPD+++9Tp04dzTUpiU8++YSFCxfy8ssvA+rKufDwcFatWlXpk086azjepUsXwsLCCA0N1Xw1b96cgQMHEhoaSs2aNXF2dtYqcc3Ozmb//v2axFKzZs0wNDTUGhMbG8u5c+c0Y/z9/UlKSuL48eOaMceOHSMpKUlrzLlz54iNjdWM2bVrF8bGxlrJMSGEEEIIIUTVY2Sgx5hO6jeCK/dfJTOnfJtUi2ePvb09vXv3Zv369QQGBtK7d2/s7e0rNIbWrVtrVWz5+/sTERGhtdJ7vpCQEFJTU7Gzs8PCwkLzFRkZydWrVx97fH19fQIDA7lx4wZffvklrq6ufPrpp9SvX1/rvXJhmjdvXiCGdevWaZ2/R48eKJVKIiMjOXXqFCqVCh8fH60x+/fvLzTG4rh06RKNGjXSmmHVsmXLx45t1KiR5u/5RS/x8fGlPretrS1Dhw6lR48e9O3bl6+//lrr2k2ePJl33nmHrl278vnnn5fodd65c4fr168zfPhwres1b968p7peFUVnlU+WlpaaOav5zM3NsbOz02yfOHEi8+fPx9vbG29vb+bPn4+ZmRlvvvkmoC57Gz58OFOmTMHOzg5bW1umTp1Kw4YN6dq1K6DOMgYEBDBixAhWrVoFwMiRI+nTpw++vr4AdO/enXr16jFo0CC++uor7t+/z9SpUxkxYkSlmD4nhBBCCCGEeDr/aVaDZXuvEJuUyS8nrjOkjaeuQ3ru6emZ0rFD2BPHJSSe4MyZYU8c17jxWqrZtCjWeUtj2LBhjBs3DoBvv/22kGProVJpTw/URaN4pVKJi4vLYyuznrR6XPXq1Rk0aBCDBg1i3rx5+Pj4sHLlysf2O35Yfh+nh2MYNWoUEyZMKDDW3d2ds2fPoq+vT0hICPr62tMlizO9rjCPa5/z6D3J93A1Yf5zStpc/VGBgYFMmDCBoKAgfvnlF2bOnMnu3btp3bo1c+bM4c033+Svv/5ix44dzJ49m40bN/LSSy898d9OflyrV6/WWlANKHD9KiOdr3ZXlGnTppGRkcGYMWNISEigVatW7Nq1C0tLS82YxYsXY2BgwIABA8jIyKBLly6sW7dO6+L/+OOPTJgwQbMqXr9+/Vi2bJlmv76+Pn/99Rdjxoyhbdu2mJqa8uabb7JgwYKKe7FCCCGEEEKIcmNsoM+YjrX46I/zrAi+yust3TA2qPxv2J5lCoWiWNPf7GxfwNjYmays2zy+75MCY2Nn7GxfKFbPp9IKCAggOzsbUK+O/jgODg5alS7JyclERkYWesz8Hk+Pq1561NGjRws89vb2fmzioWnTpsTFxWFgYICnp+cTj12YatWq4eLiQlpamibe4sSaH8P58+epXbv2Y/f7+fmRl5dHfHw87dq1e+yYkpwvX506dfjxxx/JysrSTDk8efJkiY5R2nPn8/Pzw8/PjxkzZuDv789PP/1E69atAfDx8cHHx4dJkybxxhtvEBgYyEsvvYSDgwNxcXFaybOHm487OTlRvXp1rl27puk9VpXobNrd4wQHB7NkyRLNY4VCwZw5c4iNjSUzM5P9+/cXqJYyMTFh6dKl3Lt3j/T0dLZt24abm5vWGFtbWzZs2EBycjLJycls2LChQLbX3d2dP//8k/T0dO7du8fSpUsf289JCCGEEEIIUTUNaOGGs5UJccmZbDp5Q9fhiGJSKPTx8Z6V/+jRvQD4eH9UroknUBctXLhwgQsXLhRaadK5c2d++OEHDhw4wLlz5xgyZEiRVSmOjo6YmpoSFBTE7du3SUpKKnTs9evXmTx5MpcuXeLnn39m6dKlvPfee48d27VrV/z9/enfvz87d+4kKiqKw4cPM3PmzEITMatWreLdd99l165dXL16lfPnzzN9+nTOnz9P3759AfVqfqmpqezZs4e7d+8WuQLj9OnTOXLkCGPHjiU0NJSIiAi2bt3K+PHjAXUSZuDAgQwePJjffvuNyMhITpw4wRdffMH27dtLfL58b775JkqlkpEjR3LhwgV27typKSwpSaN5T09PIiMjCQ0N5e7du2RlZT3xOZGRkcyYMYMjR44QHR3Nrl27uHz5MnXr1iUjI4Nx48YRHBxMdHQ0hw4d4sSJE5qeUB07duTOnTt8+eWXXL16lW+//ZYdO3ZoHX/OnDl89tlnfP3111y+fJmwsDACAwNZtGhRsV+XrlSq5JMQQgghhBBClBdjA33e7aju/bRi3xWycqX3U1Xh6NiDhg2+xdhYe0EoY2NnGjb4FkfHx1cilTUrK6siW7PMmDGD9u3b06dPH3r16kX//v01jacfx8DAgG+++YZVq1bh6urKiy++WOjYwYMHk5GRQcuWLRk7dizjx49/bONwUCdZtm/fTvv27Rk2bBg+Pj68/vrrREVFFbqoVsuWLUlNTWX06NHUr1+fDh06cPToUbZs2aJpyt2mTRtGjx7Na6+9hoODA19++WWh8TZq1Ij9+/cTERFBu3bt8PPz46OPPtJaUCwwMJDBgwczZcoUfH196devH8eOHdMUlJTkfPmsrKzYtm0boaGhNGnShA8//JBZs9TJy4f7QD3JK6+8QkBAAJ06dcLBwYGff/75ic8xMzPj4sWLvPLKK/j4+DBy5EjGjRvHqFGj0NfX5969ewwePBgfHx8GDBhAz549NdMZ69aty/Lly/n2229p3Lgxx48f12rgDvDOO+/w/fffs27dOho2bEiHDh1Yt24dXl4lW0RBFxSqwiY/ihJLTk7G2tqapKSkStErKicnh+3bt9OrV69nbmWMqk7uTeUm96fykntTucn9qbzk3lRucn8qVmZOHh2+2sft5Cw+fakBA1t5FDq2st2byvZ+oyQyMzOJjIzEy8urRAmAR6lUeSQmniArKx5jY0dsbFqUe8VTZdCxY0eaNGmiNVNIFN+PP/7I22+/TVJSEqampev5JQoqyfd1pe75JIQQQgghhBBlycRQn9EdavHxtnCW77vKq83cMDKQCSFVhUKhT7VqrXUdhqjk/ve//1GzZk2qV6/OmTNnmD59OgMGDJDEkw7J/7JCCCGEEEKI58obLd1xsDTmZmIGm09J7ychnjVxcXG89dZb1K1bl0mTJvHqq6/y3Xff6Tqs55pUPgkhhBBCCCGeKyaG+oxqX5N5f13g231X+E+zGhjqy+fyovIKDg7WdQhVyrRp05g2bZquwxAPkf9hhRBCCCGEEM+dga08sLcw5kZCBr+fuqnrcIQQ4pkmySchhBBCCCHEc8fUSF39BLBs3xVy8pQ6jkgIIZ5dknwSQgghhBBCPJcGtnbHztyImPvpbDkt1U9CCFFeJPkkhBBCCCGEeC6ZGRkw8qHqp1ypfhJCiHIhySchhBBCCCHEc+ut1h7YmhsRfS+dP0Jv6TocIYR4JknySQghhBBCCPHcMjc24J12XoC6+ilPqdJxREII8eyR5JMQQgghhBDiuTbY3xMbM0Mi76ax7YxUP4mys27dOmxsbHQdhhA6J8knIYQQQgghxHPNwtiAEe3UvZ++2Rsh1U+VWJ5KxaGEFH6/ncChhBTyVBVzr65fv87w4cNxdXXFyMgIDw8P3nvvPe7du6cZ4+npyZIlSyokHiGqGkk+CSGEEEIIIZ57g/09sDY15NqdNP48K9VPldFfdxJpfiScV0Kv8m54NK+EXqX5kXD+upNYrue9du0azZs35/Lly/z8889cuXKFlStXsmfPHvz9/bl//365nv9xcnJyKvycQjwNST4JIYQQQgghnnuWJoa884K699PSvdL7qbL5604i75yLIjZLO+kSl5XDO+eiyjUBNXbsWIyMjNi1axcdOnTA3d2dnj178vfff3Pz5k0+/PBDOnbsSHR0NJMmTUKhUKBQKLSOsXPnTurWrYuFhQUBAQHExsZq7Q8MDKRu3bqYmJhQp04dli9frtkXFRWFQqFg06ZNdOzYERMTEzZs2FBur1eI8iDJJyGEEEIIIYQAhrT1xMrEgCvxqWwPi33yE8RTUalUpOXlPfErOTeXDy/f5HHpwPxtMyNukpybW6zjqUowVe/+/fvs3LmTMWPGYGpqqrXP2dmZgQMH8ssvv7B582Zq1KjB3LlziY2N1Uoupaens2DBAn744Qf++ecfYmJimDp1qmb/6tWr+fDDD/n000+5cOEC8+fP56OPPmL9+vVa55s+fToTJkzgwoUL9OjRo9ivQYjKwEDXAQghhBBCCCFEZWBlYsiwF7xY8ncE3+y5jLWxHiF3FdhF3se/tiP6eoonH0QUW7pSSa1/wp76OCogNisHnwPnijX+avuGmOvrF2tsREQEKpWKunXrPnZ/3bp1SUhIIC8vD319fSwtLXF2dtYak5OTw8qVK6lVqxYA48aNY+7cuZr9n3zyCQsXLuTll18GwMvLi/DwcFatWsWQIUM04yZOnKgZI0RVI8knIYQQQgghhHjg7bZerNx/lYj4NAavCwH0+V/ESVysTZjdtx4BDVx0HaKoRPKrqB6dZvcwMzMzTeIJwMXFhfj4eADu3LmjaWY+YsQIzZjc3Fysra21jtO8efOyDF2ICiXJJyGEEEIIIYR44MjVu2TmKAtsj0vK5N0Np1jxVlNJQJURMz09rrZv+MRxRxNTGXg28onjfmzkRWsbi2Kdt7hq166NQqEgPDyc/v37F9h/8eJFqlWrhr29faHHMDQ01HqsUCg0SSulUv1vbfXq1bRq1UprnP4j1Vnm5ubFjluIykaST0IIIYQQQggB5ClVfLwt/LH7VIAC+HhbON3qOcsUvDKgUCiKNf2to60VLsaGxGXlPLbvkwJwMTako60V+kVUIJWGnZ0d3bp1Y/ny5UyaNEmr71NcXBw//vgjgwcPRqFQYGRkRF5eXomO7+TkRPXq1bl27RoDBw4s09iFqEyk4bgQQgghhBBCAMcj7xOblFnofhUQm5TJ8cj7FReUQF+hYJ53dUCdaHpY/uNPvKuXeeIp37Jly8jKyqJHjx78888/XL9+naCgILp160b16tX59NNPAfD09OSff/7h5s2b3L17t9jHnzNnDp999hlff/01ly9fJiwsjMDAQBYtWlQur0cIXZDkkxBCCCGEEEIA8SmFJ55KM06Und4ONnzfwBNnY+0pbC7GhnzfwJPeDjbldm5vb29OnjxJrVq1eO2116hVqxYjR46kU6dOHDlyBFtbWwDmzp1LVFQUtWrVwsHBodjHf+edd/j+++9Zt24dDRs2pEOHDqxbtw4vL6/yeklCVDiZdieEEEIIIYQQgKOlSZmOE2Wrt4MNAfbWHE1MJT47F0cjA1rbWJRbxdPDPDw8CAwMLHJM69atOXPmjNa2oUOHMnToUK1t/fv31/R8yvfmm2/y5ptvPva4np6eBcYLUdVI8kkIIYQQQgghgJZetrhYmxCXlFlobyFnaxNaetlWdGjiAX2FgrbVLHUdhhCihEo17a5mzZrcu3evwPbExERq1qz51EEJIYQQQgghREXT11Mwu289oPDeQrP71pNm40IIUUKlSj5FRUU9tot/VlYWN2/efOqghBBCCCGEEEIXAhq4sOKtpjhba0+tc7Y2YcVbTQlo4KKjyIQQouoq0bS7rVu3av6+c+dOrK2tNY/z8vLYs2cPnp6eZRacEEIIIYQQQlS0gAYudKvnzJEr8ew6cIzu7VrhX9tRKp6EEKKUSpR86t+/PwAKhYIhQ4Zo7TM0NMTT05OFCxeWWXBCCCGEEEIIoQv6egpaedly74KKVl62kngSQoinUKLkk1KpBMDLy4sTJ05gb29fLkEJIYQQQgghhBBCiGdDqVa7i4yMLOs4hBBCCCGEEEIIIcQzqFTJJ4A9e/awZ88e4uPjNRVR+dauXfvUgQkhhBBCCCGEEEKIqq9UyaePP/6YuXPn0rx5c1xcXFAoZP6zEEIIIYQQQgghhCioVMmnlStXsm7dOgYNGlTW8QghhBBCCCGEEEKIZ4heaZ6UnZ1NmzZtyjoWIYQQQgghhBCiUHlKFUeu3uOP0JscuXqPPKWqXM83dOhQFAoFCoUCAwMD3N3deffdd0lISCjX85aEQqFgy5YtRY5p3bo17777rta2FStWoFAoWLNmjdb24cOHF/v9/tChQ+nfv39Jwi22ixcvolAoOHbsmNb2Vq1aYWxsTHp6umZbdnY2ZmZmfPfdd099Xk9PT5YsWfLUxxHaSpV8euedd/jpp5/KOhYhhBBCCCGEEOKxgs7F8sIXe3lj9VHe2xjKG6uP8sIXewk6F1uu5w0ICCA2NpaoqCi+//57tm3bxpgxY8r1nMWRnZ1d7LGdOnVi3759WtuCg4Nxc3N77PZOnTqVSYzF9bjXUqdOHVxcXLTiS01N5fTp0zg6OnL48GHN9mPHjpGRkVHhcYviK1XyKTMzk0WLFtGhQwfGjx/P5MmTtb6EEEIIIYQQQoiyEnQulnc3nCI2KVNre1xSJu9uOFWuCShjY2OcnZ2pUaMG3bt357XXXmPXrl1aYwIDA6lbty4mJibUqVOH5cuXa/ZFRUWhUCjYuHEjbdq0wcTEhPr16xMcHKx1jP3799OyZUuMjY1xcXHhgw8+IDc3V7O/Y8eOjBs3jsmTJ2Nvb0+3bt3w9PQE4KWXXkKhUGgeP6pTp05cunSJ2Nh/r9P+/fuZMWOGVhzXr1/n2rVrdOrUiby8PIYPH46Xlxempqb4+vry9ddfa8bOmTOH9evX88cff2iqw/KPdfPmTV577TWqVauGnZ0dL774IlFRUZrn5ldMffbZZ7i6uuLj4/PYuDt27KgV34EDB/Dx8aFfv35a24ODg6levTre3t6cOHGCbt26YW9vj7W1NR06dODUqVNax50zZw7u7u4YGxvj6urKhAkTNOeLjo5m0qRJmteU7/Dhw7Rv3x5TU1Pc3NyYMGECaWlpj41bFFSq5NPZs2dp0qQJenp6nDt3jtOnT2u+QkNDyzhEIYQQQgghhBDPGpVKRXp27hO/UjJzmL31PI+bYJe/bc7WcFIyc4p1PJWq9FP1rl27RlBQEIaGhpptq1ev5sMPP+TTTz/lwoULzJ8/n48++oj169drPff9999nypQpnD59mjZt2tCvXz/u3bsHqJM1vXr1okWLFpw5c4YVK1awZs0a5s2bp3WM9evXY2BgwKFDh1i1ahUnTpwA1Mmv2NhYzeNHtW3bFkNDQ03CJjw8nIyMDIYNG0ZycjIREREA7Nu3DyMjI9q0aYNSqaRGjRps2rSJ8PBwZs2axX//+182bdoEwNSpUxkwYICmMiw2NpY2bdqQnp5Op06dsLCw4J9//uHgwYNYWFgQEBCgVeG0Z88eLly4wO7du/nzzz8fG3enTp04ePCgJgm3b98+OnbsSIcOHbQqovbt26epekpJSWHIkCEcOHCAo0eP4u3tTa9evUhJSQHg119/ZfHixaxatYqIiAi2bNlCw4YNAfjtt9+oUaMGc+fO1bwmgLCwMHr06MHLL7/M2bNn+eWXXzh48CDjxo17bNyioFI1HH+0LE8IIYQQQgghhCiJjJw86s3a+dTHUQFxyZk0nLPriWMBwuf2wMyo+G+F//zzTywsLMjLyyMzU115tWjRIs3+Tz75hIULF/Lyyy8D4OXlRXh4OKtWrWLIkCGacePGjeOVV14B1P2WgoKCWLNmDdOmTWP58uW4ubmxbNkyFAoFderU4datW0yfPp1Zs2ahp6euG6lduzZffvllgRhtbGxwdnYu9DWYm5vTokULgoODeeONNwgODuaFF17A2NiYtm3bEhwcjLe3N8HBwbRq1QozMzNAvdJ9Pi8vLw4fPsymTZsYMGAAFhYWmJqakpWVpXXuDRs2oKenx/fff6+pHAoMDMTGxobg4GC6d++uien777/HyMio0Lg7duxIWloaJ06cwN/fn+DgYN5//33at2/PoEGDSE9Px8DAgKNHj7Js2TIAOnfurHWMVatWUa1aNfbv30+fPn2IiYnB2dmZrl27YmhoiLu7Oy1btgTA1tYWfX19LC0ttV7TV199xZtvvsnEiRMB8Pb25ptvvqFDhw6sWLECExOTQl+DUCtV5ZMQQgghhBBCCPE86NSpE6GhoRw7dozx48fTo0cPxo8fD8CdO3e4fv06w4cPx8LCQvM1b948rl69qnUcf39/zd8NDAxo3rw5Fy5cAODChQv4+/trTfNq27Ytqamp3LhxQ7OtefPmT/U68iufgoOD6dixIwAdOnTQ2v5w8mblypU0b94cBwcHLCwsWL16NTExMUWeJyQkhCtXrmBpaam5Hra2tmRmZmpdk4YNGxaZeAJ1kqdGjRoEBweTnJzM6dOn6dChA05OTnh5eXHo0CGOHj1KRkaGJu74+HhGjx6Nj48P1tbWWFtbk5qaqon71VdfJSMjg5o1azJixAh+//13remNhb2mdevWad3jHj16oFQqiYyMLPK5Qq1UlU+dOnXS+qZ41N69e0sdkBBCCCGEEEKIZ5+poT7hc3s8cdzxyPsMDXz8dLKHrXu7BS29bIt13pIwNzendu3aAHzzzTd06tSJjz/+mE8++QSlUgmop961atVK63n6+k8+T/77apVKVeA9dv70wIe3m5ublyj2h3Xq1IlPP/2Umzdvsn//fqZOnQqok09Lly4lJiaGyMhIzfS1TZs2MWnSJBYuXIi/vz+WlpZ89dVXBVafe5RSqaRZs2b8+OOPBfY5ODiU+LV07NiRffv20ahRI7y9vXF0dNTEvW/fPoyNjfHw8ND0uxo6dCh37txhyZIleHh4YGxsjL+/v2bKn5ubG5cuXWL37t38/fffjBkzhq+++or9+/drTad89DWNGjVK0xvqYe7u7sV6Hc+7UiWfmjRpovU4JyeH0NBQzp07p1VWKIQQQgghhBBCPI5CoSjW9Ld23g64WJsQl5T52L5PCsDZ2oR23g7o6xVeJFFWZs+eTc+ePXn33XdxdXWlevXqXLt2jYEDBxb5vKNHj9K+fXsAcnNzCQkJ0fQMqlevHps3b9ZKQh0+fBhLS0uqV69e5HENDQ3Jy8t7Ytxt2rTB2NiY5cuXk5GRQbNmzQB1NVVSUhKrVq3CxMSE1q1bA+rm3m3atNFa2e/Rai4jI6MC527atCm//PILjo6OWFlZPTGuJ+nUqRMTJkygXr16mmotUCefli1bhrGxsVa11oEDB1i+fDm9evUC1E3U7969q3VMU1NT+vXrR79+/Rg7dix16tQhLCyMpk2bFvqazp8/r0lCipIr1bS7xYsXa30tW7aMgwcPMnHixEIzhUIIIYQQQgghREnp6ymY3bceoE40PSz/8ey+9Sok8QTqSpz69eszf/58QL1y2meffcbXX3/N5cuXCQsLIzAwUKsvFMC3337L77//zsWLFxk7diwJCQkMGzYMgDFjxnD9+nXGjx/PxYsX+eOPP5g9ezaTJ0/W9HsqjKenJ3v27CEuLo6EhIRCx5mamtKqVSuWLl1K27ZtNZVZhoaG+Pv7s3TpUk2CCtT9pU6ePMnOnTu5fPkyH330UYGG5p6enpw9e5ZLly5x9+5dcnJyGDhwIPb29rz44oscOHCAyMhI9u/fz3vvvac1hbC4OnXqRFpaGmvXrqVDhw6a7R06dODkyZMcPXpUU62VH/cPP/zAhQsXOHbsGAMHDsTU1FSzf926daxZs4Zz585x7do1fvjhB0xNTfHw8NC8pn/++YebN29qklbTp0/nyJEjjB07ltDQUCIiIti6datm+qV4sjLt+fTWW2+xdu3asjykEEIIIYQQQojnXEADF1a81RRna+3Gzs7WJqx4qykBDVwqNJ7JkyezevVqrl+/zjvvvMP333/PunXraNiwIR06dGDdunV4eXlpPefzzz/niy++oHHjxhw4cIA//vgDe3t7AKpXr8727ds5fvw4jRs3ZvTo0QwfPpyZM2c+MZaFCxeye/du3Nzc8PPzK3Jsp06dSElJ0aogAnUiJyUlRSuJM3r0aF5++WVee+01WrVqxb1797SqoABGjBiBr6+vpi/UoUOHMDMz459//sHd3Z2XX36ZunXrMmzYMDIyMkpVCeXl5YWHhwcpKSlayafq1avj7u5OZmamVtxr164lISEBPz8/Bg0axIQJEzRT9UDdnH316tW0bduWRo0asWfPHrZt24adnR0Ac+fOJSoqilq1ammmCTZq1Ij9+/cTERFBu3bt8PPz46OPPsLFpWL/3VVlCtXTrDP5iB9++IHp06dz69atsjpklZKcnIy1tTVJSUllUl74tHJycti+fTu9evWSirRKRu5N5Sb3p/KSe1O5yf2pvOTeVG5yfyqvynZvKtv7jZLIzMwkMjISLy+vp1oZLE+p4njkfeJTMnG0NKGll22FVTyVVlRUFF5eXpw+fbpACxshqrKSfF+XqudT/hKS+VQqFbGxsZw8eZKPPvqoNIcUQgghhBBCCCGKpK+nwL+Wna7DEEKUUKmST9bW1lqP9fT08PX1Ze7cuXTv3r1MAhNCCCGEEEIIIYQQVV+pkk+BgYFlHYcQQgghhBBCCPHM8fT0pAy73QhRJZUq+ZQvJCSECxcuoFAoqFev3hObmwkhhBBCCCGEEEKI50upkk/x8fG8/vrrBAcHY2Njg0qlIikpiU6dOrFx40ZNR3ghhBBCCCGEEEII8XzTK82Txo8fT3JyMufPn+f+/fskJCRw7tw5kpOTmTBhQlnHKIQQQgghhBBCCCGqqFJVPgUFBfH3339Tt25dzbZ69erx7bffSsNxIYQQQgghhBBCCKFRqsonpVKJoaFhge2GhoYolcqnDkoIIYQQQgghhBBCPBtKlXzq3Lkz7733Hrdu3dJsu3nzJpMmTaJLly5lFpwQQgghhBBCCCGEqNpKlXxatmwZKSkpeHp6UqtWLWrXro2XlxcpKSksXbq0rGMUQgghhBBCCCEqJYVCwZYtW8r0mHPmzKFJkyZleszK6tHXOnToUPr371+iY3h6erJkyZIyjUuUrVIln9zc3Dh16hR//fUXEydOZMKECWzfvp2QkBBq1KhR1jEKIYQQQgghhBCgzIPIAxD2q/pPZV65ni4+Pp5Ro0bh7u6OsbExzs7O9OjRgyNHjmjGxMbG0rNnz3KNozSKE3t5JM6KUpzzff3116xbt65MzxsVFYVCoSA0NLRMxomSK1HD8b179zJu3DiOHj2KlZUV3bp1o1u3bgAkJSVRv359Vq5cSbt27colWCGEEEIIIYQQz6nwrRA0HZL/bf+ClSsEfAH1+pXLKV955RVycnJYv349NWvW5Pbt2+zZs4f79+9rxjg7O5fLuZ9WcWIvjpycnMf2fC4v1tbWFXYuUXFKVPm0ZMkSRowYgZWVVYF91tbWjBo1ikWLFpVZcEIIIYQQQgghBOFbYdNg7cQTQHKsenv41jI/ZWJiIgcPHuSLL76gU6dOeHh40LJlS2bMmEHv3r014x6u5smvnPntt9/o1KkTZmZmNG7cWKvaCGD16tW4ublhZmbGSy+9xKJFi7CxsSkynsDAQOrWrYuJiQl16tRh+fLlTxW7p6cnAC+99BIKhULzOH8a3Nq1a6lZsybGxsaoVCqSkpIYOXIkjo6OWFlZ0blzZ86cOaN13m3bttGsWTNMTEyoWbMmH3/8Mbm5uUWe71GPTrtLSUlh4MCBmJub4+LiwuLFi+nYsSMTJ07Uel56ejrDhg3D0tISd3d3vvvuO80+Ly8vAPz8/FAoFHTs2LGIK/2vhIQEBg4ciIODA6ampnh7exMYGAhAdnY248aNw8XFBRMTEzw9Pfnss8+Ax1dQJSYmolAoCA4O1mwLDw+nV69eWFhY4OTkxKBBg7h7926xYqtqSpR8OnPmDAEBAYXu7969OyEhIU8dlBBCCCGEEM8DpVLFrYhE0m8ZcCsiEaVSpeuQhKg4KhVkpz35KzMZdkwDHvf98WBb0HT1uOIcT1W87zMLCwssLCzYsmULWVlZJXppH374IVOnTiU0NBQfHx/eeOMNTRLm0KFDjB49mvfee4/Q0FC6devGp59+WuTxVq9ezYcffsinn37KhQsXmD9/Ph999BHr168vdewnTpwA1Emt2NhYzWOAK1eusGnTJjZv3qxJoPTu3Zu4uDhNy52mTZvSpUsXTSXVzp07eeutt5gwYQLh4eGsWrWKdevWaV5bUecryuTJkzl06BBbt25l9+7dHDhwgFOnThUYt3DhQpo3b87p06cZM2YM7777LhcvXgTg+PHjAPz999/Exsby22+/FevcH330EeHh4ezYsYMLFy6wYsUK7O3tAfjmm2/YunUrmzZt4tKlS2zYsKHQhNrjxMbG0qFDB5o0acLJkycJCgri9u3bDBgwoNjHqEpKNO3u9u3bRZbbGRgYcOfOnacOSgghhBBCiGfd1dPxHPglgrTELMCUP8+EYW5jTLvXvKnl56jr8IQofznpMN+1DA6kUldEfe5WvOH/vQVG5k8cZmBgwLp16xgxYgQrV66kadOmdOjQgddff51GjRoV+dypU6dqKow+/vhj6tevz5UrV6hTpw5Lly6lZ8+eTJ06FQAfHx8OHz7Mn3/+WejxPvnkExYuXMjLL78MqCt58hM8Q4YMKVXsDg4OANjY2BSYOpidnc0PP/ygGbN3717CwsKIj4/H2NgYgAULFrBlyxZ+/fVXRo4cyaeffsoHH3ygiadmzZp88sknTJs2jdmzZxd5vsKkpKSwfv16fvrpJ7p06QKok1eurgX/3fTq1YsxY8YAMH36dBYvXkxwcDB16tTRnNvOzq5E0yRjYmLw8/OjefPmAFrJpZiYGLy9vXnhhRdQKBR4eHgU+7gAK1asoGnTpsyfP1+zbe3atbi5uXH58mV8fHxKdLzKrkSVT9WrVycsLKzQ/WfPnsXFxaXYx1uxYgWNGjXCysoKKysr/P392bFjh2a/SqVizpw5uLq6YmpqSseOHTl//rzWMbKyshg/fjz29vaYm5vTr18/bty4oTUmISGBQYMGYW1tjbW1NYMGDSIxMVFrTExMDH379sXc3Bx7e3smTJhAdnZ2sV+LEEIIIYQQxXX1dDxBq849SDz9Ky0xi6BV57h6Ol5HkQkhHvbKK69w69Yttm7dSo8ePQgODqZp06ZPbIj9cHIq/z1yfLz6+/rSpUu0bNlSa/yjjx92584drl+/zvDhwzUVTRYWFsybN4+rV6+WeewAHh4emoQNQEhICKmpqdjZ2WnFEBkZqYkhJCSEuXPnau0fMWIEsbGxpKenP/Gcj3Pt2jVycnK0ro+1tTW+vr4Fxj58zRUKBc7OzpprXlrvvvsuGzdupEmTJkybNo3Dhw9r9g0dOpTQ0FB8fX2ZMGECu3btKtGxQ0JC2Ldvn9b1qlOnDkCR97WqKlHlU69evZg1axY9e/bExMREa19GRgazZ8+mT58+xT5ejRo1+Pzzz6lduzYA69ev58UXX+T06dPUr1+fL7/8kkWLFrFu3Tp8fHyYN28e3bp149KlS1haWgIwceJEtm3bxsaNG7Gzs2PKlCn06dOHkJAQ9PX1AXjzzTe5ceMGQUFBAIwcOZJBgwaxbds2APLy8ujduzcODg4cPHiQe/fuMWTIEFQqFUuXLi3JJRJCCCGEEKJISqWKA79EFDnm4KYIvBo7oKenqKCohNABQzN1FdKTRB+GH//z5HEDfwWPNsU7bwmYmJhoFtuaNWsW77zzDrNnz2bo0KGFn+KhGUMKhfr7WKlUAuoii/xt+VRFTAXMf97q1atp1aqV1r7897xlGTuAubl2ZZhSqcTFxUWrX1G+/F5VSqWSjz/+WFOd9WgcpZF/XYpzvR6dpaVQKDTXrrR69uxJdHQ0f/31F3///TddunRh7NixLFiwgKZNmxIZGcmOHTv4+++/GTBgAF27duXXX39FT0+vQJw5OTlax1YqlfTt25cvvviiwHlLUtRTVZQo+TRz5kx+++03fHx8GDduHL6+vigUCi5cuMC3335LXl4eH374YbGP17dvX63Hn376KStWrODo0aPUq1ePJUuW8OGHH2r+8a5fvx4nJyd++uknRo0aRVJSEmvWrOGHH36ga9euAGzYsAE3Nzf+/vtvevTowYULFwgKCuLo0aOab9TVq1fj7+/PpUuX8PX1ZdeuXYSHh3P9+nVN+d7ChQsZOnQon3766WMbrAshhBBCCFEasRGJBSqeHpWakEVsRCLVfatVUFRC6IBCUazpb9TqrF7VLjmWx/d9Uqj31+oMekUnY8pCvXr1NA3GS6NOnTqaHkT5Tp48Weh4JycnqlevzrVr1xg4cGCpzwsFYzc0NCQvL++Jz2vatClxcXEYGBgU2teoadOmXLp0SVNc8jjFPV++WrVqYWhoyPHjx3FzU0+rTE5OJiIigg4dOhT7OEZGRgAlOnc+BwcHhg4dytChQ2nXrh3vv/8+CxYsAMDKyorXXnuN1157jf/85z8EBARw//59TdVYbGwsfn5+AFrNx0F9vTZv3oynpycGBiVKzVRJJXqFTk5OHD58mHfffZcZM2ZoZSF79OjB8uXLcXJyKlUgeXl5/N///R9paWn4+/sTGRlJXFwc3bt314wxNjamQ4cOHD58mFGjRhESEkJOTo7WGFdXVxo0aMDhw4fp0aMHR44cwdraWitD3Lp1a6ytrTl8+DC+vr4cOXKEBg0aaM0b7dGjB1lZWYSEhNCpU6fHxpyVlaXVvC05ORlQZzQfzWrqQn4MlSEWoU3uTeUm96fykntTucn9qbzk3lQud24mF2tc8v10HHMsyjkaUZTK9r1TWeKocHr6EPCFelU7FGgnoB5UxAR8XuaJp3v37vHqq68ybNgwGjVqhKWlJSdPnuTLL7/kxRdfLPVxx48fT/v27Vm0aBF9+/Zl79697Nixo0B1z8PmzJnDhAkTsLKyomfPnmRlZXHy5EkSEhKYPHlyqWP39PRkz549tG3bFmNjY6pVe3zCu2vXrvj7+9O/f3+++OILfH19uXXrFtu3b6d///40b96cWbNm0adPH9zc3Hj11VfR09Pj7NmzhIWFMW/evBKdL5+lpSVDhgzh/fffx9bWFkdHR2bPno2enl6R1+tRjo6OmJqaEhQURI0aNTAxMcHa2vqJz5s1axbNmjWjfv36ZGVl8eeff1K3bl0AFi9ejIuLC02aNEFPT4//+7//w9nZGRsbG/T09GjdujWff/45np6e3L17l5kzZ2ode+zYsaxevZo33niD999/H3t7e65cucLGjRtZvXr1E6vaqpoSp9c8PDzYvn07CQkJXLlyBZVKhbe39xP/0RQmLCwMf39/MjMzsbCw4Pfff6devXqauZSPJrOcnJyIjo4GIC4uDiMjowLndnJyIi4uTjPG0bFgw0ZHR0etMY+ep1q1ahgZGWnGPM5nn33Gxx9/XGD7rl27MDMrWSlnedq9e7euQxCFkHtTucn9qbzk3lRucn8qL7k3upWXqSDlmhGpMYZo3jAX4eyF01yOL/mn9KLsVZbvndL2zXkm1OsHA/6nXtUu+aGpelau6sRTvX5lfkoLCwtatWrF4sWLuXr1Kjk5Obi5uTFixAj++9//lvq4bdu2ZeXKlXz88cfMnDmTHj16MGnSJJYtW1boc9555x3MzMz46quvmDZtGubm5jRs2JCJEyc+VewLFy5k8uTJrF69murVqxMVFfXY4ykUCrZv386HH37IsGHDuHPnDs7OzrRv317zXrpHjx78+eefzJ07ly+//BJDQ0Pq1KnDO++8U+LzPWzRokWMHj2aPn36YGVlxbRp07h+/XqJpvIZGBjwzTffMHfuXGbNmkW7du0eO4XwUUZGRsyYMYOoqChMTU1p164dGzduBNTX+IsvviAiIgJ9fX1atGjB9u3bNVPu1q5dy7Bhw2jevDm+vr58+eWXBQpnDh06xPTp0zXFLx4eHgQEBGiO8SxRqIqaXFoBsrOziYmJITExkc2bN/P999+zf/9+EhMTadu2Lbdu3dKa7zhixAiuX79OUFAQP/30E2+//XaBpSO7detGrVq1WLlyJfPnz2f9+vVcunRJa4y3tzfDhw/ngw8+YOTIkURHR7Nz506tMUZGRvzvf//j9ddff2zsj6t8cnNz4+7du5Viql5OTg67d++mW7duRa5SKCqe3JvKTe5P5SX3pnKT+1N5yb3RrZT7mYTuvs6lo7dR5qp/9dbTV6DMK/zXcHMbI974uKX0fNKxyva9k5ycjL29PUlJSZXi/UZJZGZmEhkZiZeXV6n7/wCgzFP3gEq9DRZO6h5PFTDVrryNGDGCixcvcuDAAV2HUumlpaVRvXp1Fi5cyPDhw3UdznOtJN/XOp9YaGRkpJkT2rx5c06cOMHXX3/N9OnTAXVV0sPJp/j4eE1m1dnZmezsbBISErSqn+Lj42nTpo1mzO3btwuc986dO1rHOXbsmNb+hIQEcnJyipxGaGxsrFlm8mGGhoaV4odTvsoWj/iX3JvKTe5P5SX3pnKT+1N5yb2pWInx6ZwKiubS0TiUSnWiydXbhua9PclKz2Xnd+cKfa59DUuMjAxLNK1ElJ/K8r1TGWLQOT198Gqn6yie2oIFC+jWrRvm5ubs2LGD9evXs3z5cl2HVSmdPn2aixcv0rJlS5KSkpg7dy7AU019FBWv0tVyqVQqsrKy8PLywtnZWavENTs7m/3792sSS82aNcPQ0FBrTGxsLOfOndOM8ff3JykpSauh27Fjx0hKStIac+7cOWJjYzVjdu3ahbGxMc2aNSvX1yuEEEIIIZ4tCXFp7A48z0+zj3LhcCxKpYoadarx0hQ/XprSFLc6ttRu6kjAqAaY22h/kGlspv5sOPrcPYJ/vKRJWgkhni3Hjx+nW7duNGzYkJUrV/LNN99oTU8T2hYsWEDjxo3p2rUraWlpHDhwAHt7e12HJUpAp5VP//3vf+nZsydubm6kpKSwceNGgoODCQoKQqFQMHHiRObPn4+3tzfe3t7Mnz8fMzMz3nzzTQCsra0ZPnw4U6ZMwc7ODltbW6ZOnUrDhg01q9/VrVuXgIAARowYwapVqwAYOXIkffr0wdfXF4Du3btTr149Bg0axFdffcX9+/eZOnUqI0aMqHLlrEIIIYQQQjfu3Uzl5PYorpyK1/RD9mhgR/NenjjXLNjYtpafI16NHbh+8S6H9x+nTYeWuNWx59LROPb9cIHwg7fIzc6jy5C66OlXus+MhRBPYdOmTboOocrw8/MjJCRE12GIp6TT5NPt27cZNGgQsbGxWFtb06hRI4KCgujWrRsA06ZNIyMjgzFjxpCQkECrVq3YtWsXlpaWmmMsXrwYAwMDBgwYQEZGBl26dGHdunVaneF//PFHJkyYoGnu1a9fP61mbvr6+vz111+MGTOGtm3bYmpqyptvvqlZPlEIIYQQQojC3IlJ4cRfkUSeuavZ5tXYnua9PHH0KPqDTD09Ba7eNphF5OLqbYOenoK6bVwwMNLj77XhXD5+m9xsJd2H10ffUBJQQgghqiadJp/WrFlT5H6FQsGcOXOYM2dOoWNMTExYunQpS5cuLXSMra0tGzZsKPJc7u7u/Pnnn0WOEUIIIYQQIl/ctSRObo8i+tw99QYF1G7qSLOentjXsHiqY3s3d8LASJ+g78K4FnqH7SvP0nNUQwyMqn5jZSGEEM8fnTccF0IIIYQQoiq5FZHAib+iuHExAQCFArxbOtEswBNbF/MyO49XI3v6jG3M9hVniTl/nz+XnaHXmEYYmciv8KLq0vFi60KIMlSS72f5ySWEEEIIIcQTqFQqblxK4ORfUdyKSATUU+Z8WzvTNMADG0ezcjmvW11b+k5owp/LznDzciJbvw6lz7jGmJjLqmeiaslfqS89PR1TU1MdRyOEKAvZ2dkAWm2PCiPJJyGEEEIIIQqhUqmIOX+fk9sjibuWDICegYK6bVxp2t0dK/vyfxPtWtuG/pP82PpNKLcjk/ljyWn6TWiCqaVRuZ9biLKir6+PjY0N8fHxAJiZmaFQKHQclRCitJRKJXfu3MHMzAwDgyenliT5JIQQQgghxCNUKhWRZ+4SsiOK+OgUAPQN9aj3gjrpZFHNpELjcfSw4qXJTfljyWnuXk/l94WneHGiH+Y2xhUahxBPw9nZGUCTgBJCVG16enq4u7sXK5EsySchhBBVglKp4lZEIum3DLgVkYhbHXv09OQTUyFE2VIpVVw9fYeT26O4dzMVAAMjPRq0r06Tbu6YW+su2WNX3YKXpzbjjyWnSYhL57cFIbw40a9Cqq+EKAsKhQIXFxccHR3JycnRdThCiKdkZGSEnl7xVmKV5JMQQohK7+rpeA78EkFaYhZgyp9nwjC3Mabda97U8nPUdXhCiGeAMk9JxMl4QnZEkRCXDoChiT4NO9agSRe3SjPFzcbJjJemqCugku9maiqgbJzKp+eUEOVBX1+/WD1ihBDPDkk+CSGEqNSuno4naNW5AtvTErMIWnWOgFENJAElhCi1vDwll4/FEbIjmqQ7GQAYmxnQqFMNGnV2q5SNva3sTXlpSjO2fv2gAmrhKV58rwl21S10HZoQQgjxWJJ8EkIIUWkplSoO/BJR5JiDmyLwauwgU/CEECWSl6PkwpFYTu2MJuVeJgAm5oY07upGw441MDat3L8mW1Qzpv/kpmz9JpR7N1L5fdEp+k1ogqOHla5DE0IIIQqo3D9VhRBCPNPycpRkpOaQkZpN5sN/puSQmZrD/djUB1PtCpeakMWewHCcalpjbm2EmbXxgz+NMDCUkn4hhLbc7DzCD93i9K4YUhPU/7+YWhnh19Wd+u1dMTKpOr8em1kZ0X+SH38uO8PtyGS2LD5Nn3GNca1to+vQhBBCCC1V56erEEKISk2lVJGVkfsgiZRDRko2mWkP/nywLVNrew45WXllcu7LJ25z+cTtAtuNzQwwtzHGzMoIc2tjzKwf/6ehsSSphHjW5WTlce6fm4TujiE9ORsAcxtj/Lq7U/8FVwyMqub/AybmhvR7rwl/fXuWWxGJbPsmlF7vNsKtrq2uQxNCCCE0JPn0jJJVoYQQTys3J0+rCikjNfvfBFJqDpmp2ep9+QmmtFxUSlWJz6PQU2BiYYjpgy/1340wsTAkKyOHsH03n3gMr8b2KPQUpCVmkZ6UTVpyFspcFVnpuWSl53L/VlqRzzcy0X+oYuqhP22MMLd6KEllol+spWSFEJVHdkYuYftvEPr3dTJT1atrWdqa0DTAg7r+LugbFm+VnsrMyMSAPuMbE7QyjJjw+/z17Vl6jGyAVyN7XYcmhBBCAJJ8eibJqlBCiEflVyUVqELKTyilPJRQerCvtFVJhib6D5JIRphaGmJq/iChZGmkSTKZWBhpEk3GpgYoCkmOK5Uqrp2+W+TUO4tqxgSMaqiVYFepVGSl5ZKW9G8ySpOYSsom/aHHuTlKsjPzyM5MJ/F2epGvzcBYH3MrI00y6t/qKSPMbIw1iSpjMwNJUgmhY5lpOZzdd4Oze6+TlZ4LgJWDKc0CPPBt7Yy+ftVPOj3M0EifXu82Yuf354g8c5eglWF0HVYP7+ZOug5NCCGEkOTTs0ZWhRLi6VSVqsHc7DytBJKmQumRaW75CaXM1BxUJS9KQu9BVZI6eWSIibk6oZRfnWRqYYiJ5YOEkrn6cVlWEejpKWj3mvdj/1/L98IA7wL3SKH4N2676oUfX6VSkZ2ZR3qSOhmVlpStSVal5z9OziYtKYuczDxys/JIupOhWRGrMPqGeuqElJV2FVX+Y3MbdZLKxNxQklRClLGM1GzO7LlO2L4bZGeqk+jVnM1o1tMT7+aO6D1jSaeH6Rvq0WNkA/asu0DEidvsXnOe3Gwlddu46Do0IYQQzzlJPj1DZFUoIZ6OrqoGVUr19DDtKqR/K5AeTTBlpOWQW8qqJCMTfUwsjR47xS2/Ounf7YYYmeq+gqeWnyMBoxo8dG/ULKoZ88KAp7s3CoUCY1MDjE0NqOZsXuTY7Mxc0vOrppKytab4pec/Ts4mKz2XvBwlyXczSb6bWeQx9fQV6n5Uj/aleuSxqaWR/L8txBOkJ2cTujuGsH9uav6PtHU1p3kvT2o1dXxuvof09fXo+nY9DI30CD8Uy97/XSA3O4+GHWvoOjQhhBDPMUk+PUNiIxKLtSrUrYgEavhKE0ohHlaWVYM52Xn/Jo1SsgtOcUv9tzopMy2n9FVJ+gqt5JFWQqmQKW76BlXzE/9afo54NXbg+sW7HN5/nDYdWlZ4VZqRiQFGJgbYOJkVOS43O+9BBVXWQ1P8HjxOfvBnorrpujJPRWpClmbFrcIo9BSYWRo+qKB6kKCyMtI8zq+yMrMy1FlVR1WpGhTPntSELE7viub8wVvk5SgBsHezoEUvL00/uOeNnp6Cjm/VwcBYn7N7b/DPxsvkZOfRtLuHrkMTQgjxnJLk0zMkLbnoNy/5dqwMo0YdW5y9rHGuaYWDh6UsRy6ea8WpGvzn58uYmBmSmf5Qw+2UHDLSsjX9kvKrk3KzlaWKw8jUoJDkUX5iyejf6W8WRhg9Z82v9fQUuHrbYBaRi6u3TaVNbBgY6WPtYIq1g2mR4/JylZopfemJD/588Dgt8d8Kq4yUbFRKlbraKimbOzEphR9UAaaWRv9O+bN5UD2VX0X10OOyTERKr0GhC8n3Mji9M4bww7dQ5qoz+E5eVjTv5YlHA7vn6v/Hx1EoFLzwqjeGRvqEBEVz5Ler5GTl0bKP13N/bYQQQlQ8ST49Q8ytjIs1Ljsjj2un73Dt9B1AXT1h72aJS01rnGpa4VzTGktbk/IMVYhK5dblhCdWDaYnZ7Nl8eliH1NPX/GgH5JRgeltpo+Z4mZiYfjMNb8VRdM30MPS1uSJ/98q85SkJ+c8Mt0vv4rq38fpKTmolCoykrPJSM4GUos8rom5oboPlbWxuorqoQqqh/tSPenDCek1KCpa0p10QoKiuXQkDuWDFTZdalvTopcXNepWk8TKQxQKBa3718LAWJ9jf1zj5F9R5Gbl0eaV2nKdhBBCVChJPj1DXLxtMLcxLvJNtLmNMd3ersftqGTiriURF5lMRnI28VHJxEclw95/xzk/SEQ517TGwc3ymViKWAiVUkXSnQziY5K5E53CnZgU4iKTivVcUytDrO1NNdPY8htw/1uN9G8TbsPnrCpJlB89fT0sqhljUa3oDxiUShWZqTkPGqerq6jyp/g9XFWVnpSNMk+lnvKZlsO9m2lFHtfYzODfvlTWRpoV/cxtjDGzNOSfny8X+XzpNSjKSkJcGiE7orl84jaqB0mnGnWq0byXJ9V9quk4usqteU9PDI30Ofh/EYT+fZ2cbCUdXvd5LqckCiGE0A1JPj1DirMqVLvXvKnuW43qvupf0lQqFSn3MtWJqKvqZNTdG6mkJWZx9dQdrp56UB1loMDBzVKTjHKuaYVFNamOEpXb4xJNd2JSNKsflVSP4Q003ztCVDZ6eurm5WZWRjhgWeg4lVJFZnqOumrqkSl+6Y88zstRkpWeS1Z6Lglx6aWKKzUhi9iIRPneEaV272YqJ3dEcSUkHh70x3Ovb0eL3p4417TWbXBVSOMubhia6LNvw0XOP2jK3nlwnWd69T8hhBCVhySfnjElXRVKoVBgZW+Klb0pPi2dAcjJyiM++kFl1LVkbkcmkZGSw+3IZG5HJnNmz3XNMfOTUU41rdTVUVW0mbGo+vITTXdiUoiPTi4y0aRvqId9DQsc3S1x8LDEroYl25efLbJq0KKaMS7eNuX4CoSoGAo9xYMKPSPsqlsUOk6lUq/CWGBFv4ceJ8SlkZGS88Rzhu65TnZWHs41rTC1MCrLlyOeYXdiUji5PYproXc027wa29O8lyeOHlY6jKzqqtfWFQMjPf4OvMClY3Hk5uTRbVh9+f1NCCFEuZPk0zPoaVeFMjTWp7pPNU0Ju0qlIvluBnHX8hNSSdy7mUZqQhZXQuLVn0Si7l/i4G6pNV3P3KZ4faiEKAmtRFNMCnceJJuKSjQ5uFvi4G6Jo4cV1VzMCvRXelLV4AsDvGXakHiuKBQKTMwNMTE3xNbV/LFjbl5KKFYvtKizd4k6excAGyczzc8Jl1o2VHM2k6k/QktcZBInt0cRHXZPvUGh/t2meS8P7GsUXtUnisenhTMGhvrs/P4cV0/dITc7jICRDTAwksVnhBBClB9JPj2jynJVKIVCgbWDGdYOZvi2UldHZWfmcida3Ssn7qq6QiozLUeTnIIH1VG2D6qjvNTJKHs3C/l0TZRIgUTTgyl0j000Gehh7/ZwosmSai7mxWrkXdKqQSFE8XoNGpsZ4NXEntvXkkmISyfxtvrr4pE4zX4nL2tcaqkTUo6eVhiZyK8nz6NbEYmc3B7J9QsJACgUULu5E817ehaaABWlU7OJA73fbcSOlWFEn7vHn9+epde7DeV7TwghRLmRnzCiVIxMDAr0jkqKz1Anox5USN2/mUrq/Syu3I/nyskH1VGGejh6WGqSUU41rTC3luoooaZSPUg0RT+UaIpJJTsjt8BYfQM97GpY4OhR8kRTYZ62alCI501xeg12GlRHk7zNTM156EOLJG5HJZOVnkvM+XvEnFdXuSgUYFfDApea1jjXUv+ssLQzkQb+zyiVSsWNSwmc/CuKWxGJgHpqqG8rJ5oFeGLjZKbbAJ9h7vXt6DuhMX8uO8vNSwls++YMfcY1wtjMUNehCSGEeAZJ8kmUCYVCgY2TGTZOZtRp7QKoq6Pio5LVyahI9RuNrLRcYq8kEXvl39XFLO1MNE3MnWtaY1fDQpacfw5oEk0xKcRHFzPR9KBHU1kkmgpTllWDQjwPSlI1aGJhiGdDezwb2gOQl6fk3o1UzaIXsdeSSL2fxd3rqdy9nkrY/psAmFkbaSWjZAXWqk+lUhFz/j4nt0cSdy0ZAD19BXXauNCshwdW9qY6jvD54OpdjRcn+rFtaShx15L4Y0kofSc0lt5sQgghypwkn0S5MTIxoEYdW2rUsQUeqo56MDUv7loS926lkXIvk5R7mUScuA2AgaEeDh4Pr6xnjZmV/BJUlT2caFJXNVWORJMQomyUtmpQX18PRw8rHD2saNTJDYDUhEz1hxYPklF3Y1JIT8rm6uk7XD2tbjytb/CgivahhJT8nKgaVCoVkWfuErIjivjoFEB9P+u94Ipfd3csbWUl3Yrm5GVF/8l+bP06lDsxKWxZdJp+7zWRynQhhBBlSpJPosJoVUf5P6iOysjldpT2ynpZ6QWro6zsTbSSUXbVzWVp4EqqYKIphbvXU8hKf3KiycHdEltXSTQJURWVVdWgRTUTajczoXYzdcVUbnYe8dEpxF1LIvbBdL3M1Bxir6ofs1v9PCsHU63qKFtXc6lcrERUShVXT9/h5PYo7t1MBcDASI/67avj181dEh06Zl/DkpemNOWPxae5fyuN3xec4sVJfpIMFEIIUWYk+SR0ysjUALe6trjVfVAdpVSRGJ+uSUbFXUvifmwayXczSb6byeXjD6qjjNSflj88Xc/UUj71rmj5KyHGRxcz0VTdHEcPK0k0CSGKzcBIH1dvG1y9bQDtKtrYB9P17semkXwng+Q7GVw6pm5kbmiij7PXv6vqOXlZYWQqv/ZUNKVSxZWTtzm5I5qE2DRAvapuw441aNLVTX52VyLVnM15aWoz/lhymqQ7Gfy2IIQXJ/ph4yh9t4QQQjw9+S1MVCoKPQXVnM2p5mxO3TauAGRl5BIf+W/fqLhryWRn5HIrIlHTnBTUn3o717RSNzOvZY2dq1RHlSWtRNODPk2FJZr0DBTYV7fAwcNK0xBcEk1CiLLwuCrarPQcbkcma5JRtyOTycnM4/qFBM3KaSjAztUC51rWuNS0wrmWNVb2ptLIvJzk5Sm5fOw2IUFRJMVnAOoPnBp1rkHjzm6YmEtT68rI2sGUl6c25Y8loSTeTuf3BafoN7EJdq4Wug5NCCFEFSfJJ1HpGZsa4FbPFrd6/1ZHJcSlayWjEh761PvysQfVUcb6OHlqr6wnDTSL59FEU/7XExNN7g8lmgwk0SSEqBjGZoa417fDvb4dAMo8JfdupWlW1Yu7lkTy3Uzu3Uzl3s1Uzv+jbmRuammo6RvlUtMaBw9LDAz1dflSqry8HCUXj8YSEhRNyr1MAIzNDWjSxZ2GnWpgLNVnlZ5FNRNemtKUrV+f5t7NNLYsVPeAcnC31HVoQgghqjD5DUBUOQo9Bbau5ti6mlOv7YPqqAefesddSyIuMpnb15LIzszj5qVEbl5K1DzX2tH0od5RVti6Wjz3PUHUiaZM4qOTJdEkhHgm6Onr4eBmiYObJQ071gAgLSlLs6pe3LUk4mNSyEjJIfLMXSLP3H3wPAUO7paaZJRzLWvpRVRMuTl5hB+M5fSuaFIT1Ksemloa0qSbOw3aV8fIRH7lrErMrIzoP7kp274JJT46hS2LT9N3fGOca1rrOjQhhBBVlPwmIJ4Jj37qrVKquB+Xxu1ryZpPvRPi0kmKzyApPoNLRx/0BDHWx9HTStM3ytnLGhOLZ3cqQH6iST1tLlkSTUKI54a5tTG1/Byp5fegkXlOHndiUjXJqNhrSWQkZ3M7Mpnbkcmc4ToAlnYmD/pGyYIXj5OTlcf5Azc5vSuG9ORsAMytjfDr7kG9dq4YGkklWVVlYm7IixP9+PPbM8ReSeKPr0PpPaYRNXyr6To0IYQQVZAkn8QzSaGnwM7VAjtXC+q9oK6Oykx7qDrqWhK3o9Q9QW5eSuDmpQTNc22czP5NRtW0pppL1Vwx6eFE052YZM0UuiITTQ+STI4eVpJoEkI80wwM9XGppU4qwb//Z+ZXR8VeS+L+zVRS7mWSci+TiBMPT+m20iSjnLysnsv+RdmZuYQF3+DMnutkpOQAYFHNmGYBHtRp4yLTF58RRqYG9B3fhB0rz3L9QgJ/LjtDwMgGeDa013VoQgghqhhJPonnhom5IR4N7PBo8KAniFJFQmyaJhkVdy2ZxNvpmq+LR/5dMcnJ899kVGV8oyGJJiGEeDoKhQJrB1OsHUzxbeUMQHZGLrejkrWm62U/5kOLai7mmmSUSy1rrB2f3UbmWek5nN2nTjrl/4yxsjehWYAnvq2d5WfJM8jQWJ9eYxqxc/V5os7eZcfKMLoPr0+tpo66Dk0IIUQVIskn8dzS01NgV90Cu+oW1G9XHYDM1BziIpM0FVL5KybduJjAjYsPvdFwNsOpprVmGW9bF3MUxayOUipV3IpIJP2WAbciEnGrY1+iyiqVSkXKvcwHCaYnJ5rsXC00K85JokkIIYrPyNQAt7q2uNVVL3ih9aHFg+qopPgMEmLTSIhNI/zgLUD9YYdzLXVvQZda1jh4WFX56WeZqTmE7okhbN8NsjPzAHWlcLOeHvi0cJKpiM84A0N9AkY14O/AcK6cjGfn6nN0GVIX39Yuug5NCCFEFSHJJyEeYmJhiGdDe005uVKp4v6tVOIe6h2VFJ9BQlw6CXHpXDwcC6jfoDh5WWmSUU5eVhibFayOuno6ngO/RJCWmAWY8ueZMMxtjGn3mremD8nDtBNND/o0XU8hK+0xiSZ9dTLNwcMSR0k0CSFEmXvchxbpydncfrD6auzVJOKjUshMyyHq7F2izt7VPM/ezeJBQkpdHWVRzUSXL6XY0pOzCd0dQ9g/N8nNUiedbF3Nad7Tk1rNHKvktHRROvr6enQbVh8DI30uHo7l73UXyMlW0qB9dV2HJoQQogqQ5JMQRdDTU2BfwxL7GpaaX64yUrP/bWQemcTtqBSyM3K5Hn6f6+H31U9UQDVnc61G5vdj09i5+lyBc6QlZhG06hw9RjbA0d1Sk2i6E5NMfIwkmoQQojIzszLCq7EDXo0dAMjLVXLnesq/jcyvJpGelE18dArx0Smc3XsDUPdHejgZZVfDAv1KVD2UlpjFqV3RhB+4RW6OEgB7Nwua9/KkZmOHYlf7imeLnp6Czm/VwdBIn7DgG+z/6RK52Xk06equ69CEEEJUcpJ8EqKETC2M8Gxkj2ejB9VReUru3Urj9oO+UXHXkki68+80jAuH1NVRPOH39J2rz4Gq4PZHE00O7pbYuVqgb1h53qQIIYRQ0zfQw9lL/aEDPKhgvZ/fyFz9M+LujVRSE7K4cjKeKyfjATAw1FOvvlrLGpcHPQZ1sfpqyv1MTu2MJvzQLZS56h9Kjp5WtOjliUdDu2e2l5UoPoWegnaveWNorMepmisObwAAgnJJREFUnTEc+vUKOVl5NO/lKf8+hBBCFEqST0I8JT19PRzcLHFws6RBB/W2f6dh/Fshlf9LfKFUoNAD+xqWkmgSQohnhEKhwMrOFCs7U3xaPGhknplLfPS/1VFx15LISs/lVkQityISNc+1cTLTSkZVczYrt4qjpDsZnAqK4uLROJR56p9XLrWtad7LE7e6tpJUEFoUCgWt+9fC0FifY1sjOb4tkpysPPxfqiX/VoQQQjyWJJ+EKAePTsO4dCyWvwMvPPF5nQfVpY6/NO8UQohnmZGJATV8q1HDtxoAKqWKhNvpWqvqJcQ9tPrqg/6CxmYGmpVXnWtZ4+hhiZHJk3+VK2qhi4S4NEKCorl8/DYqpTrpVN3Xhha9vHD1sZFEgiiUQqGgeS8vDIz0OfTrFU7viiE3K492r/nItEwhhBAFSPJJiApgYVO8xrKWtlWjAa0QQoiyo9BTYOtijq2LOfXaugL/rr6an4y6HZlMVnou0efuEX3unuZ59jUsHiSj1D0GLW1NtBJGhS100aSrG/FRyUSExGumfLvXs6V5L09cattU8BUQVVmTru4YGusT/NMlwvbfJCc7j06D6kozeiGEEFok+SREBXDxtsHcxvjBL/+PZ1HNGBdvm4oLSgghRKX16OqreXlK7t1I1TQxj7uaRGpC1oMFKlIIC1Y/z9zaSNPIPC9XydEt1wocOy0xi0O/XtE89mxkT/Oenjh5WVXAKxPPovrtqmNgpM+edeFcPBJHbraSrsPqVaom+kIIIXRLkk9CVAC9B805g1YVXO0u3wsDvOVTQiGEEI+lr6+Ho4cVjh5WNOrkBvBvI/MH0/XuXk8lLSmbq6fucPXUnScf01CPl6Y2xclDkk7i6fm2csbAUI9da85zJSSe3BwlPUbUx8BQX9ehCSGEqAQk+SREBanl50jAqAYPTX9Qs6hmzAsDvKnl56jD6IQQQlQ1lrYmWNqa4N3cCYCc7DzuRCcTezWJyLN3uX0tucjn5+Uoyc3Mq4hQxXOiVlNHehrqEfTdOaLO3uWvb8/S691GGBpLAkoIIZ53knwSogLV8nPEq7ED1y/e5fD+47Tp0FKr8asQQghRWoZG+rh6V8PVuxqWdibsvhb+xOekJRc+HVyI0vBsaE+fcY35a/lZblxMYNs3ofQe1xhjU3nbIYQQzzOZiC1EBdPTU+DqbYOZay6u3jaSeBJCCFHmzK2My3ScECVRw7caL77XBCNTA2KvJrF1yWkyU3N0HZYQQggdkuSTEEIIIcQzJn+hi6LIQheiPDnXtKb/JD9MLAyJj07h90WnSEuSSjshhHheSfJJCCGEEOIZk7/QRVFkoQtR3hzcLXlpclPMrI24fyuNLYtOk3I/U9dhCSGE0AFJPgkhhBBCPIPyF7p4tALKopoxAaMayEIXokLYuprz0pSmWNgak3g7nd8XnCLpTrquwxJCCFHBpPOfEEIIIcQzSha6EJWBjaMZL09txh+LT5N0J4PfF5yi30Q/bF3MdR2aEEKICiKVT0IIIYQQzzBZ6EJUBpa2Jrw0tSm2ruakJWWzZdEp7lxP0XVYQgghKogkn4QQQgghhBDlztzamP6T/XBwtyQjJYc/Fp8mLjJJ12EJIYSoAJJ8EkIIIYQQQlQIUwsjXpzkh3NNa7LSc9m6JJSblxN0HZYQQohyJsknIYQQQgghRIUxNjWg74TGVPetRk5WHtuWniH6/D1dhyWEEKIcSfJJCCGEEEIIUaGMTAzoM64RHg3tyMtRsn35Wa6dvqPrsIQQQpQTST4JIYQQQgghKpyBoT49RzWkVlNHlHkqglaf4/LxOF2HJYQQohxI8kkIIYQQQgihE/oGenQfXo86rZ1RKVXsDgwn/OAtXYclhBCijEnySQghhBBCCKEzevp6dB5clwbtq4MK9m24yJk913UdlhBCiDIkySchhBBCCCGETin0FLR/w4cm3dwBOPh/EZzcEaXboIQQQpQZST4JIYQQQgghdE6hUNDm5Vq06OMFwLE/rnFky1VUKpWOIxNCCPG0dJp8+uyzz2jRogWWlpY4OjrSv39/Ll26pDVGpVIxZ84cXF1dMTU1pWPHjpw/f15rTFZWFuPHj8fe3h5zc3P69evHjRs3tMYkJCQwaNAgrK2tsba2ZtCgQSQmJmqNiYmJoW/fvpibm2Nvb8+ECRPIzs4ul9cuhBBCCCGE0KZQKGjZx4s2L9cG4FRQNAc3RaBSSgJKCCGqMp0mn/bv38/YsWM5evQou3fvJjc3l+7du5OWlqYZ8+WXX7Jo0SKWLVvGiRMncHZ2plu3bqSkpGjGTJw4kd9//52NGzdy8OBBUlNT6dOnD3l5eZoxb775JqGhoQQFBREUFERoaCiDBg3S7M/Ly6N3796kpaVx8OBBNm7cyObNm5kyZUrFXAwhhBBCCCEEAH7d3enwhg8A/9/enQe2UR34A//OjG7Z8n3EiRNyJ84BuYAQKFAgBCg9tru0ZcsCbWl3Sw+adkuP7W7ZLVcPym67ZXsCW9ql7A/oQgshHOU+Eucgh3MnhJD4iB3bkqx75v3+mJE0uizZsS3Z/n6C0GjmzcyTx5Y0X733Zsdf3sNffrcXGgMoIqJxy1LMnW/YsCHl8f3334/6+nps2bIF73vf+yCEwL333otvf/vb+Ku/+isAwIMPPoiGhgb8/ve/x+c+9zn09/fj17/+NX7729/i0ksvBQA89NBDaG5uxnPPPYfLL78ce/bswYYNG/Dmm2/inHPOAQD88pe/xOrVq7Fv3z7Mnz8fGzduRFtbG44dO4ampiYAwI9+9CPccMMNuP322+HxeMbwJ0NERERENLktvnAaLDYFL/z3Hux5rR2xiIZLblgIReHIIURE401Rw6d0/f39AIDq6moAwJEjR9DR0YG1a9cmytjtdlx44YV4/fXX8bnPfQ5btmxBNBpNKdPU1ITFixfj9ddfx+WXX4433ngDFRUVieAJAM4991xUVFTg9ddfx/z58/HGG29g8eLFieAJAC6//HKEw2Fs2bIFF198cUZ9w+EwwuFw4rHX6wUARKNRRKPREfqpDF+8DqVQF0rFY1PaeHxKF49NaePxKV08NqWNxye32StrISkL8PwD+3BgcycioRguvXEBFOvYBFCldmxKpR5ERENVMuGTEALr16/H+eefj8WLFwMAOjo6AAANDQ0pZRsaGnD06NFEGZvNhqqqqowy8fU7OjpQX1+fsc/6+vqUMun7qaqqgs1mS5RJd+edd+K2227LmL9x40a4XK68z3msPPvss8WuAuXAY1PaeHxKF49NaePxKV08NqWNxye36mUKerY5cXRnDx664yXULA9CVsZu/6VybAKBQLGrQEQ0LCUTPn3hC1/Ajh078Oqrr2YskyQp5bEQImNeuvQy2coPp4zZN7/5Taxfvz7x2Ov1orm5GWvXri2JbnrRaBTPPvssLrvsMlit1mJXh0x4bEobj0/p4rEpbTw+pYvHprTx+BTm+OpePPOLNoS7LdAOTcXazy2CzTm6pzOldmziPS2IiMabkgifvvjFL+KJJ57Ayy+/jGnTpiXmNzY2AtBbJU2ZMiUxv6urK9FKqbGxEZFIBL29vSmtn7q6unDeeeclynR2dmbs9+TJkynbeeutt1KW9/b2IhqNZrSIirPb7bDb7RnzrVZrSbw5xZVafSiJx6a08fiULh6b0sbjU7p4bEobj8/gzlhcjw9+yYY//fRtdBzy4qmf7cbVXzwTDvfo/8xK5diUQh2IiIajqKP1CSHwhS98AY899hheeOEFzJw5M2X5zJkz0djYmNLMNRKJ4KWXXkoESytWrIDVak0p097ejl27diXKrF69Gv39/di0aVOizFtvvYX+/v6UMrt27UJ7e3uizMaNG2G327FixYqRf/JERERERDQkU+ZU4kNfWQa724Kud7z44z3bEPBGil0tIiLKo6jh080334yHHnoIv//971FeXo6Ojg50dHQgGAwC0LvB3XLLLbjjjjvw+OOPY9euXbjhhhvgcrlw7bXXAgAqKirw6U9/Gl/96lfx/PPPY9u2bfjkJz+JJUuWJK5+t3DhQqxbtw433XQT3nzzTbz55pu46aab8IEPfADz588HAKxduxYtLS247rrrsG3bNjz//PP42te+hptuuqkkutARERERERFQP8ODj6xfDqfHhp7jfjz+o63w94bzr0hEREVT1PDpvvvuQ39/Py666CJMmTIlcfvDH/6QKPP1r38dt9xyCz7/+c9j5cqVOH78ODZu3Ijy8vJEmR//+Mf48Ic/jGuuuQZr1qyBy+XCk08+CUVJjkL4u9/9DkuWLMHatWuxdu1aLF26FL/97W8TyxVFwZ///Gc4HA6sWbMG11xzDT784Q/jhz/84dj8MIiIiIiIqCA1U8vwV19djrIqO/o6A3j8R1vg7Q4Wu1pERJRDUcd8EkLkLSNJEr773e/iu9/9bs4yDocDP/nJT/CTn/wkZ5nq6mo89NBDg+5r+vTp+NOf/pS3TkREREREVFyVDS585GvL8X/3bof3ZBCP/XArPnTLWahqdBe7akRElKaoLZ+IiIiIiIiGy1PjxF99dTmqGl0Y6Avj8R9tRfd7/mJXi4iI0jB8IiIiIiKicctdacdHvroctc1lCPqi+OM9W9H5jrfY1SIiIhOGT0RERERENK45y2348FeWoWGmB+FADP937zacONBX7GoREZGB4RMREREREY17dpcVH/zyWZg6rxLRkIon/2M7jrWdKna1iIgIDJ+IiIiIiGiCsDks+MAXzsT0RTWIRTX86Wdv48jbJ4tdLSKiSY/hExERERERTRgWm4Ir/34JZi2rgxYTePrnu3Bgc2exq0VENKkxfCIiIiIioglFscq4/DOLMO+cBghNYONvdqPttRPFrhYR0aTF8ImIiIiIiCYcWZFx6fUtaLmgCRDAX367Fzv+8l6xq0VENCkxfCIiIiIioglJkiVcdO18nPn+ZgDAK3/Yj63PHC1yrYiIJh+GT0RERERENGFJkoQ1fzMHK688AwDwxuOH8NYThyGEKG7FiIgmEYZPREREREQ0oUmShHM+OAvnfngWAKD1qXfw2v87yACKiGiMMHwiIiIiIqJJYcW6M3DBx+YCAN5+/hhe/P0+CI0BFBHRaGP4REREREREk8bSi5tx8XULAAloe+UEnnuwDZqqFbtaREQTGsMnIiIiIiKaVFrWNGHtpxZBkiXsf6sTz/xqN9QYAygiotHC8ImIiIiIiCaduasasO6ziyFbJBzedhJP3bcTsYha7GoREU1IDJ+IiIiIiGhSmnVWHa76/FJYrDLe3d2DP/30bURCsWJXi4howmH4REREREREk9b0lhpc/aWzYHUoOL6/D0/8+3aEBqLQNIETB/oQOGHBiQN90DgwORHRsFmKXQEiIiIiIqJiappbiQ99eRme/Ml2dB7x4pE7NkONaQj0RwA48ae3d8JdaccFH5uL2cvqi11dIqJxhy2fiIiIiIho0muY6cGH1y+HzaHA1xMygqekgb4wNvx8Fw5t6ypSDYmIxi+GT0RERERERACqm9yw2JRBy7z6yAF2wSMiGiKGT0RERERERADaD/Qh4I0MWsbfG0b7gb6xqRAR0QTB8ImIiIiIiAjAgDc8ouWIiEjH8ImIiIiIiAiA22Mf0XJERKRj+ERERERERARgytxKuCsHD5bKquyYMrdybCpERDRBMHwiIiIiIiICIMsSLvjY3EHLnH/NXMiyNEY1IiKaGBg+ERERERERGWYvq8e6zy3OaAFVVmXHus8txuxl9UWqGRHR+GUpdgWIiIiIiIhKyexl9Zh5Zh2O7e3G6y9twnkXno3mBbVs8URENExs+URERERERJRGliU0za2EqymGprmVDJ6IiE4DwyciIiIiIiIiIho1DJ+IiIiIiIiIiGjUMHwiIiIiIiIiIqJRw/CJiIiIiIiIiIhGDcMnIiIiIiIiIiIaNQyfiIiIiIiIiIho1DB8IiIiIiIiIiKiUcPwiYiIiIiIiIiIRg3DJyIiIiIiIiIiGjUMn4iIiIiIiIiIaNQwfCIiIiIiIiIiolHD8ImIiIiIiIiIiEYNwyciIiIioiLRNA1Hjx7FqVOncPToUWiaVuwqERERjThLsStARERERDQZtbW1YcOGDfB6vQCAo0ePwuPxYN26dWhpaSly7YiIiEYOWz4REREREY2xtrY2PPLII4ngKc7r9eKRRx5BW1tbkWpGREQ08hg+ERERERGNIU3T8PTTTw9aZsOGDeyCR0REEwa73RERERERjaBwOAyv1wufzwev15tx6+3tRTgcHnQbXq8XR48excyZM8eo1kRERKOH4RMRERERUQGEEAgGg4kQKVe4lC9YKlRfX9+IbIeIiKjYGD4RERER0aSnaRoGBgZSQqRs4VIsFitoe3a7HR6PJ3ErLy9PTPt8Pjz55JN5t/HUU0+hvb0dq1atQl1d3ek+RSIioqJh+EREREREE5qqqlmDJPM8n89X8BhLLpcrJVhKD5c8Hg/sdnvO9TVNw0svvZQx2LiZJEmIRqPYtGkTNm3ahDPOOAMrV67EggULYLHwIzwREY0vfOciIiIionErEonk7P4Wn+/3+wvaliRJKCsrywiWzOFSeXk5rFbradVZlmWsW7cOjzzySM4yf/3Xfw273Y7Nmzdj//79eOedd/DOO+/A7XZj+fLlWLFiBSorK0+rHkRERGOF4RMRERERlRwhRGLg7lw3n8+HYDBY0PYURclonZQeLpWVlUFRlFF+ZrqWlhZcc8012LBhQ0oLKI/Hg3Xr1qGlpQUAMGfOHPT392PLli3YunUr/H4/XnnlFbz66quYO3cuVq1ahdmzZ0OWeRFrIiIqXQyfiIiIiGhMCSEQCAQGDZa8Xi+i0WhB27NarTlDpXiw5HK5Si6gaWlpwYIFC3D48GG88soruOCCCzBr1qyMelZUVOD9738/LrzwQuzduxetra04cuQI9u/fj/3796OqqgorVqzAsmXL4Ha7i/RsiIiIcmP4RERERDSBaZqGo0eP4tSpUzh69GjWcGMkqaoKv9+fsytcvMWSqqoFbc/pdA7aYik+vpIkSaP2nEaTLMuYMWMGdu/ejRkzZgx6bBRFwaJFi7Bo0SKcPHkSra2t2L59O3p7e/Hcc8/hL3/5C1paWrBq1So0NzeP258JERFNPAyfiIiIiCaotra2lG5dR48ezejWNRSxWGzQK8HFx1cSQhS0vfj4SrnCpfLycthstiHXczwRmkDkSD+qum2IHOmHZU4NJDl/aFRXV4crrrgCl1xyCXbt2oXW1lacOHECO3fuxM6dO1FfX49Vq1Zh6dKlgw5+TkRENBYYPhERERFNQG1tbVkHtPZ6vXjkkUdwzTXXpARQ6eMrZQuXAoFAQfuWZTllgO5swVJZWdmkv2pbcFc3+p48BLU/glkoQ++BPfBW2FB59Ww4F9cWtA2bzYbly5dj+fLlOH78OFpbW7Fz5050dXXhz3/+M5599lksXboUq1atQkNDwyg/IyIiouwm9zs+ERER0QSkaRo2bNgwaJnHH38cra2tiZApHA4XtG2LxZL1KnDmm9vtLrnxlUpNcFc3eh7akzFf7Y+g56E9qPnkwoIDqLipU6di6tSpWLt2LbZv347W1lb09PSgtbUVra2taG5uxqpVq9DS0jLpgz8iIhpbfNchIiKi0zbW4wpNFKqqIhqNIhKJIBqN5pzOtzy9bDgczjtYdzQaxeHDh1Pm2e32rF3fzI+dTifHEjpNQhPoe/LQoGX6njwMR0thXfDSOZ1OrF69Gueeey6OHDmC1tZW7N27F8eOHcOxY8ewYcMGLFu2DCtWrEB1dfVwnwYREVHBGD4RERHRaRnpcYVKiaZpIxIO5Vpe6KDbo2XlypVYuHBhysDdNHq0UAzRjgEEdnZD7Y8MWlbtDyN8pB+O2ZXD3p8kSZg1axZmzZoFn8+HrVu3YsuWLfB6vXjttdfw2muvYc6cOVi1ahXmzp3LwJiIiEYNwyciIiIatqGOKzTSNE1DLBYb0UDIPB2LxUat7maSJMFqtcJms8FqteacLnR5Z2cn/vjHP+bd76JFizBz5szRf4KTjNAEYt1BRDsGEG0fSNyrfYV1bYyLHPXCPqtiRFqalZeX48ILL8T555+P/fv3o7W1FYcOHcLBgwdx8OBBVFRUYMWKFVi2bBnKy8tPe39ERERmRQ2fXn75ZfzgBz/Ali1b0N7ejscffxwf/vCHE8uFELjtttvwi1/8Ar29vTjnnHPwn//5n1i0aFGiTDgcxte+9jX8z//8D4LBIC655BL87Gc/w7Rp0xJlent78aUvfQlPPPEEAOCDH/wgfvKTn6CysjJR5t1338XNN9+MF154AU6nE9deey1++MMfTvgrrBARjRfs1lV6ChlXaMOGDZg9ezZisdiIh0ORSGTMwiEAIxoOpU9bLJYR7crW0NCAF154IdEaLRuPx4MZM2aM2D4nK3UgmhoydQwg2hEAYlrW8kqFHbLHhugxX95tezcexcDmDjiX1MK5uBa25vLT/j1RFAULFy7EwoUL0dPTgy1btmDbtm3o7+/HCy+8gBdffBELFy7EqlWrMGPGDHaxJCKiEVHU8GlgYABnnnkmbrzxRnz0ox/NWP79738f99xzDx544AHMmzcP3/ve93DZZZdh3759iW9kbrnlFjz55JN4+OGHUVNTg69+9av4wAc+gC1btkBRFADAtddei/feey/xAfmzn/0srrvuOjz55JMA9PEWrrrqKtTV1eHVV19FT08Prr/+eggh8JOf/GSMfhpERJTLRO7WNVKEENA0DaqqJm6xWCzl8XBug20jPlD1YLxeL+68884x+RlYLJYRDYTMy0c6HBptsixj3bp1WVulxa1bt44B7hCImKa3ZmofQMQUNmne7N3nJKsMa6Mb1ilu/b7RDWujC7LLCqEJdNy9afCud1YZEAJqbxj+l4/D//JxKBV2PYhaYgRRwxgPyqympgZr167FxRdfjLa2NmzevBnvvfcedu/ejd27d6Ourg4rV67EmWeeCYfDcVr7IiKiyU0SQohiVwLQm5ubWz4JIdDU1IRbbrkFt956KwC9lVNDQwPuvvtufO5zn0N/fz/q6urw29/+Fh/72McAACdOnEBzczOeeuopXH755dizZw9aWlrw5ptv4pxzzgEAvPnmm1i9ejX27t2L+fPn4+mnn8YHPvABHDt2DE1NTQCAhx9+GDfccAO6urrg8XgKeg5erxcVFRXo7+8veJ3RFI1G8dRTT+HKK6+E1WotdnXIhMemtPH4lJZc3briRrtbV7ZQ53QCm9HcRqlTFKXgwGc44RCDlEzpwS0ABrd5CCGg+aIZXeaiJwOAmv1js1LjSARMNiNsUqodg4ZDua52F1fzyYWwz6tCeH8vAju7EdpzCiKS/DtXPDY4FxtB1AzPaQdRce3t7WhtbcWOHTsSg9ZbrVYsWbIEK1euTHxWnixK7TNBqZ1vEBEVqmTHfDpy5Ag6Ojqwdu3axDy73Y4LL7wQr7/+Oj73uc9hy5YtiEajKWWampqwePFivP7667j88svxxhtvoKKiIhE8AcC5556LiooKvP7665g/fz7eeOMNLF68OOXN9PLLL0c4HMaWLVtw8cUXj82TJiKixNW/otEowuEw/vznPw9a/oknnkBfX18iIDrd4Cfb+uOVoigpN4vFkjFvqDfzNnp7e/HGG2/krce1116LOXPmMBwqgpaWFixYsACHDx/GK6+8ggsuuIBdVk1EVEW0M5DRbU4byN6dU7IryZZMU0ytmexD/0jtXFyLmk8uRN+Th1JaQCkVdlRePQvOxbWJcs7FtRBRDaH9vQju6kawrQeqNwL/6yfgf/0E5HIbnItr4FxcC/vMitMKoqZMmYKrr74al112GXbs2IHNmzfj5MmT2Lp1K7Zu3YqpU6di5cqVWLx4cUmEMUREND6UbPjU0dEBQB+zwKyhoQFHjx5NlLHZbKiqqsooE1+/o6MD9fX1Gduvr69PKZO+n6qqKthstkSZbMLhMMLh5MCR8W8V4ydNxRavQynUhVLx2JQuTdNw5MgRnDp1CocOHcLMmTN5kmaIBzPx1zjzgMzm+6EsN8+LT2ta9nFScgmFQti4ceMoPevszGGMLMspgYwsy0MKc+Ll49sY6vq56iFJ0qh3E9M0Dbt27YLPl3vsmvi4QuM9yBvvmpqaUF1djaampkl5LIQQ0PojiHUEEO0IINY5gFhHAGpPCMjWmEnSWzNZGl2wNOgBk6XRBbnClvF3pUJAHeb7uWV+BWrmLkPwUC/efmMrzly9HM7ZVZBkKetnBMs8D8rneVD2wTMQOdSP0O4ehPf0QvNFMPBGOwbeaIfstsLeUgXH4hpYZ3ggKcN7HVAUBcuWLcNZZ52FY8eOYevWrdizZw+OHz+O48eP45lnnsGZZ56J5cuXo7q6elj7GA9K7TNbqdSDiGioSjZ8ikt/gxdC5P0wnV4mW/nhlEl355134rbbbsuYv3HjRrhcrkHrONqEEPD7/YhGo3jsscdQVlY2rsaqmCyeffbZYleBTPr6+vDee+8lPtgdPXoUVqsV06ZNS7lAQamJdwvLdcu3vNAyxSBJEgrpHe52u2G32yFJEmRZTgQv5ttIzI8Hkaf7eiqEQCwWG9PBskdLbW3toOFTTU1N3kHJaexMhvcdWQWcAQucAQXOAQXOgAJXQIGiZv8iIWbREHCpCLpVBF0xBF0qgk4VQjEKBAAcNm6jqRZ48cCbwIEhrOMApDOB8n4rqnpsqDxlhWUgiuDmLgQ3dyFq0dBXHUFvTQQ+Tww4je9SbDYbWlpa0NPTg56eHoRCIbz11lt46623UF5ejtraWlRUjMyV+UpRqfztBAKBYleBiGhYSjZ8amxsBKC3SpoyZUpifldXV6KVUmNjIyKRCHp7e1NaP3V1deG8885LlOns7MzY/smTJ1O289Zbb6Us7+3tRTQazWgRZfbNb34T69evTzz2er1obm7G2rVri9oHe+/evdi4cWPKyUB5eTnWrl2LBQsWFK1elBSNRvHss8/isssuY5P1ErF37148+uijGfOj0SiOHDmCj370o0P++9E0LWsLn8Fa/QzncTGCofiYO+YrdWWbTp+XbVmu5Yqi4N1338VDDz2Utz4f+chHeNWuIsr2vuMp9+CytZfxfadETMT3HaEJqL0hxDoC+q1Tv1d7w9lXUCRYap16a6ZGFywNRmumMmvRA5OROj5C1RA54kV41ymE9pyCNRBDXZcDdV0OSE6L3iJqUQ1sMz2QLMNPojRNw6FDh7B161YcPHgQPp8PPp8PZWVlidZSE2U8olL728l3kQciolJVsuHTzJkz0djYiGeffRbLli0DAEQiEbz00ku4++67AQArVqyA1WrFs88+i2uuuQaAPkjirl278P3vfx8AsHr1avT392PTpk04++yzAQBvvfUW+vv7EwHV6tWrcfvtt6O9vT0RdG3cuBF2ux0rVqzIWUe73Q673Z4xP37iVAxtbW1ZT6B9Ph8effTRUR+Yl4ammL8rlKRpWt5vNP/0pz/h+PHjObuWZbuVQig02C1XEJTvFu/SNRZmzZoFj8eT93LxHMOmuOZIU1AdXoPjkS4EEYYTdkwN16NamsLXuBIzXt93tIB5APAAIh0DiHUMQESzv87KHltiXCabcW+pdZ5W4DIWTvv4WAHbwjqULayDUAXCh/v0MaJ29UAbiCK05SRCW05CclrgbKmBc0ktHHMqh/VzaWlpQUtLC3p7e7FlyxZs3boVfr8fr7zyCl599VUsWLAAK1eunDDd10vlb6cU6kBENBxFDZ/8fj8OHjyYeHzkyBFs374d1dXVmD59Om655RbccccdmDt3LubOnYs77rgDLpcL1157LQCgoqICn/70p/HVr34VNTU1qK6uxte+9jUsWbIEl156KQBg4cKFWLduHW666Sb8/Oc/BwB89rOfxQc+8AHMnz8fALB27Vq0tLTguuuuww9+8AOcOnUKX/va13DTTTeNq29tNE3L27Vhw4YNWLBgwYT4EEBUKCEEQqEQvF4v+vv7M+57enoG7TYE6GO8vfnmm8Ouw2iEQNlaHBX72/uRxsvFlz7zFbuakGyFLLxR9Dy0BzWfXJgYOJkoH6EKxLrjA4AnBwJX+3O0ZrLIsDa6Eleaiw8Crrh5gi4pEhxzq+CYW4XKD81B+Eg/gju7EdzVDc0fRWBLJwJbOiE5FDgXGkHU3CpI1qG9nlZVVeHSSy/FRRddhD179mDz5s149913sWfPHuzZswfV1dVYuXIlzjrrrKIPS0FERMVT1PCptbU15Upy8S5s119/PR544AF8/etfRzAYxOc//3n09vbinHPOwcaNG1FeXp5Y58c//jEsFguuueYaBINBXHLJJXjggQegKEqizO9+9zt86UtfSlwV74Mf/CB++tOfJpYrioI///nP+PznP481a9bA6XTi2muvxQ9/+MPR/hGMqKNHj+Ztiuv1evHzn/8c9fX18Hg8KC8vT9w8Hg/KyspgsZRsgziirCKRSCJIyhYueb1eRCKR/BvKY968eWhqahpygDQRQ6Gx1NLSgg+vvgLPvvEXDCCUmO+GA5etvpitOYtIaAJ9Tx4atEzfk4fhaKkZscvA08Sh+iPJK8zF7zsDgJp9nDelyp56lbkpblhqnPzdKoAkS3DMroRjdiUqPzgbkXe8CO7qRmBXNzRvBIFtXQhs64JkV+BYWA3X4lo45ldBsir5N26wWCxYsmQJlixZgs7OTrS2tuLtt9/GqVOnsHHjRrzwwgtYtGgRVq1ahalTp/J9kYhokpFEISO5UkG8Xi8qKirQ399flBZTO3fuzNrlbqhcLlfWYMr82OVysaXBaYhGo3jqqadw5ZVXsvl0HrFYDF6vN2erJa/Xi2AwWNC2nE4nPB4PKioqUu4DgQCeeeaZvOtff/31mDlz5uk+JRqieMsaDQIdcl+iW1ejVgkZ0rhqWSM0AQgBaEKfVo17zVimmZZluU9O5yivmh6L+PaRZ1vmecjct5qrzgJqIAq1O5T3ebuW18PaVAbZaYHssEByKIlp2aFAclgYIIyyYr7viJiGaFcgGTAZYZPmz37VLsmmGAGTKxk0NbohOybul2PFOj5CE4i869VbRO3shupNflEj2WQ4FlTDuaQOjvlVkG2FB1Fx4XAYO3fuRGtra8oVpBsbG7Fq1SosWbIENpttRJ7LaCm1z2zFPt8gIhquifsuPgmVucsKKnfB+RfA4XTA5/PB6/UmBon0+XxQVRWBQACBQCDlQ0I6WZZzhlPm6WxjYhHFqaoKv9+fM1Tq7+/HwMBAQduy2WwZoVL6fa4PuJqm4fWXX4Mv4Aeynf8KoNxVxgGtC5QMWLKELQL6tLHcHJTEQxJ9Wi8rYhp6H9e7Z8uQ0KRVZezv1KMHUBGMQRJZgpOsQQuyhzbCVF5N24ZAItgpNMjJtp+sl3SfBAJbu4CtXYOWkeyKHkY59TBKnzaCqizT6SFWqY/lMxkIIaB6M1szxU4G9L/3dBJgqXGmBEzWKW4olXaGkWNEkiXYz6iA/YwKVFw1C5H3fAju0LvmqX1hfXpHNyRrPIiqhWN+NWR7YUGU3W7HypUrsWLFCrz33nvYvHkzdu/ejY6ODjz55JPYuHEjzjzzTKxatQp1dXWj/GyJiKiYGD5NIA1qBdzCjgGEc55Au2HHgm3lsDeUQfE0QKmzQZlth+KxQfbYELGq8EcCiTAqPZzyer0YGBiApmmJLk6Dsdlsg7aiinf1M3eTpIlB0zQMDAwM2mLJ5/OhkMaXFotl0FCpoqICDodj2HWVIOHc6Fw8i216OGD++zGqd250LtT+iH7+pAkII0TJHqoYwYswBRPm8vHgJRF2pK9rKm8KZVJCHVNZiGTIo4coadszhTIp09nqIpARliSnjbqYw6SUdUX2E8xRJoIx9D06lGuTlyAJgCzpJ9zGTTLfK/HH+skiJPO8XOvl2aactg0JKY+zlU9fFu0KwPvMO3mfnmNhFSSbBVowBhGKQQvFoAVViFAsMWC0CKtQwyrUwd9WcrPIkJ1GOOWwQHLqrarSp/UQy3icmLZAssnsBjQEWkRFrDPZmili3ItgLGt5yWmBbUrquEyWBtewWtPQ6JBkCfbpHtine1Bx1UxE3/MjsLMbwZ0nofaGE62jJKsMx7wqPYhaWA3Znv90QpIkNDc3o7m5GevWrcO2bdvQ2tqK3t5ebNq0CZs2bcKMGTOwatUqLFiwgENAEBFNQHxln0gGYjg3Og/PW3cOcgI9D6InjFBPjoE7oTd3L/fYUOmxQamYAsUzA8oMG5QKO2SPDSizIIgIfAO+jGDK/DgcDiMSiaC7uxvd3d2DVt3tdmft3md+7HK5eGJQIoQQCAaDGYGSeTreki6feCs6c5CUHi6NxLEXqoA2EIXqi0DzR6D6olD9EWi+CCIdA5jhr8Yl8hK8ad2vB7gGN+w4NzoPM8LV6Lx782nVgQwyAMkUZEjJoCQxLenLRFSF5sveNccs3loid2CCQUMUKJL+OxYPbZTCwhdzyJMyL76+lCXkSV8v/rMYhxwLqzHw5gmo/bnHVFMq7Ki5blHO5yhimh5GhfQwSgvq4ZQIqVmntVAMIqgmp0PG60xMg+bTCvp9yUqG0ZrKaFllV4zQKjOoSm+dVepdB4UmEDnSj6puGyJH+mGZU/gYXEITUHtDqeMydQQQ6wlmb8knS7DUOVPGZbI1uiF7bHwPz0HTVLzXtgu+dw7ivbZdmLFkKWS5uKGcJEmwNZfD1lyOiivOQPS4Xx8jamc31J4Qgrt7ENzdA1gkOObpLaKcC6sL6hrpcrmwZs0arF69GocPH0Zrayv27duHo0eP4ujRo3C73Vi+fDlWrFiBysrK0X+yREQ0Jjjm0wgqdh/s0KE+dP9yJ47IXfoJtGQ6gRb6CfRMrR6ey2ZAdlmgeiPGLQy1X79PfIjPRwLkMhuUChsUj95ySqmwQSm3G/NsiDkAfyQAv9+ftQVVfLrQy9ErijLoOFTxx6U+dgBQeuMHpAuHw4N2hfN6vYhGCzvBix+bXK2WysrKhj1+mNAEtEAUml8PlVR/FJovYoRKqUGTFogW1OUp17hCAPRAV5FTwpHUaVMLkixBSqKMBFPwYmrJYl7XVDZjOrG9QdaVpGTIo8TLwLRulnpmWze9noPVRcosm3V7QxB/Xcun9qYlcMyuHNK2aWSYr3aXzWiPySU0ARE2wqhEy6rswVViWSgGEUy2wII2Mh+F9K6DSjLAio9plZi2QDK1zkrpSuiwDPkqY4UI7upG35OHUgJCpcKGyqtnZxwXLRRLDZna9aBJRLJ/NpDLrakDgDe6Ya13sQvkEBx463W88MAv4D+V/JKurLoW77/hs5h7znlFrFl2QghE2wcSraBi3aYxF42r6zmX1MLZUgPZWfh33P39/di6dSu2bNkCv98PQH9PmTt3LlatWoXZs2cXbazRUvvMVuzzDSKi4WL4NIKK/WYgNIGOuzcZXYOyn0ArFXY03roq5wmgFlGh9oeTwVR/GJpxnwiqfJGCu9ZINtkUThn3nmQrKtljQ1iOpbSiyhZUBQKBgn8Odrt90HGoysvLi9rVT9M0HD58GK+88gouuOACzJo1a0w/UEWj0UFDpf7+foTDuVvGmblcrkG7wpWXlw/55yyEgAjGoPrTwiMjXFJ9kcS0NlD47yIAIzS1QimzQS63QSmzQi63QYRVDLzZnnd1Bhxjz/y6lku+1zUafdkDDjsqr55V8oPBCyEgolqW0EoPppLTma2ztJAKEUx2HTxtFilrt8H0roIZ413FW2PZlJTWRfmCwbILpkKyyImgSe3L8dqvSLA2uIygqQzWKfq0Ulb6X/aUsgNvvY4n7rkj5/IPrv9WSQZQcUIIxDoDia55sa60IGpOJZyLa+FcVAPZVVhoo6oq9u7di9bWVhw5ciQxv7KyEitXrsSyZcvgdrtH+qkMiuETEdHIYPg0gkrhzWAsvoEWmtF9yRxI9Z9uKyprlpAq2YoKZZa8raiG0hoHAMrKyvIOmO50Oke0m0BbWxs2bNgAr9ebmOfxeLBu3boRuVy8qqp5rwxXaJDncDgGbbHk8XgK/hAmhN4yIdEyyRdJtlaKT8dbK/kjOS+znYvstugt8eKBkjEtl5uCpnIrZJc1a0DBgKO0FbtlDRVGaAKBgz3Y8spmrLhgFVxD6No13glVSwRRWtqYVskWWcnWWakhlgoRjo3MYPQSEq2uJLushwFDfD1VKuymLnN6yGSpdektKOm0CCEQCQYR8vsQ8Hnx+J3/gqDPm7N8eU0tPvPTXxe9C16hop16i6jAzm7EOk2fNWQJ9tkVcC2pg2NRDRR3YZ8duru70draiu3btyMU0q+qqSgKWlpasGrVKjQ3N49JV06GT0REI4Ph0wgqlTeDUvkG2tyKSksLpvRWVRGjFVVhv4LZWlHJKSGVHTGbyNuKyu/3F9zVz2KxpLSYyhVUFfJhpK2tDY888kjO5ddcc82gAZSmaYnwLdc4S/Gm6vlYrdacwVJ8upArFWoRNdkKyejupvqiydZK/mS4NNSWAZLDAqXcqodIZfF7I0Qqt0GJT7utkJTTbznGgKO0lcrrGg2u1E7SxguhCYiImgytUsa3SnYV1IIxvYthli6FQw2Z4hwLquCYV210m3MV3EJlshJCIBYJIzTgR8jvR9jvN6Z9CA34ER7wI+jX7+PzzfNEgZ8/4i79zM1YfPGlUCzj67hEuwJ617xd3Yi2m65aKwP2WZV617xFNQW1notEIti9ezc2b96MEydOJObX19dj1apVWLp06aheXbnUXtdK5XyDiGioGD6NoFJ6Mxgv30DnbUVlhFQilP3qORkKaEUle2wIxEIpoVS2oGooXf0cDseg41C53W785je/SWnxlK68vBwf+9jH4Pf7s7ZaKnR8LEVREi2TcrVaGqxFl4hpKWMmmVskpQRNvmjOcUBykexKoqtb8j7ZQsncWqkYY4Yw4Cht4+V1bbLSNBVHd+7Aay++gDUXvb8kBk2eLIQQ+oDrpoHYQ7t74HvpvbzrVn98Plxn1Y9BLUuLGosiZARHYSNIigdK8cAoHiiFBgaS8wb8UIfQyjobxWqFxWZDeGAgf2GjfP3M2ZgyZz6mzJmHKXPnw1PXMG4GcI+eDCC4qwfBnScRPWF6zhJgn1mhB1GLa6GU5w+ijh8/jtbWVuzcuROxmP7Z0GazYenSpVi5ciUaGxtHvv4Mn4iIRgTDpxFUam8GpfZmeTq0iJo6BtVItqLy2CBnhFR2CKcEf2AgZwuq+PRQuvqdLkmSMq4Ml37vcrkyxpASqmZc6S1tHCWjZZK5tVLBQV+8TlY5GSbFWyOZu8CZ7sfDJbUZcJS2ifS6NpGMt0GTJ4PJMFi/pqkIBwJ666N4UOT3ITQwYLQ28pmCJR/Cfj+CA3prpWg4dFr7lmQZDncZHGXlcLjLYC8rMx6XJebb3VnmlZXBarPj2O4deORfv5V3P1aHA9FQZl1dFZVonDPPCKTmo3HOXNhdYzsW0nDEeoKJq+ZF3zO11pYA2xkeuBbXwrmkFopn8JZMwWAQb7/9NjZv3oyenp7E/ObmZqxatQotLS2wWEbmot6l9r5TaucbRESFGplXZaJRJtsUyLVOWGudOcskWlGlD5Den9mKSkQ0xLqDqVdpSWe0orJ77Gj02DC1og6KZyqUGcmQSi63ISLFBm1FFZ8uhN1uR01NzaBXhosP4J14vvGWSJ0RaAf74PV16UGSacBubWBogRIUKbNFUrzrW3nqgN2SXRk3374WQkBDV/AY3vW3oTnYiBmogoTSD82IiiXXoMn+U9144p47Sn7Q5InKPrMCSoUt71h29pkVY1irTPFxkMzd1DJbIBnLTN3YQgN+hAMB4DS/Q7W73TnDIns8XDKFR/H5ttMcE3LqwkUoq65NCWzTldfU4tM/+RX6OzvRcXAf2g/uQ/uB/Th59DAC/X04vGUTDm/ZpBeWJFQ3TdPDqLnz0DhnPuqmnwG5SBdXycVS40T5hc0ov7AZsVMhBHfpV82LHPMhcsSLyBEv+p48DNsMT6JFlKUyM4hyOp0499xzcc455+Cdd97B5s2bsXfvXhw7dgzHjh3Dhg0bsGzZMqxYsQLV1dVFeKZERJSOLZ9GUCl9E8HuD7llbUVlurpffLrgVlRWOeVKftlaUR3tPobfPvRQ3m1df/31mF4/La1lUpYub359HKUhDVArA7LbZhpHydxKKbW1kuS0TKhAqVBsvVH6Su0b6MlO01T88uZP5z2BHk+DJk8kwV3d6H5oDyBEymu6EAKQJNSO4Fh20Ug4rQWSuUtb2ry0cZKGOg5SOqvdYQRDbqMFkhEYmcKiRIBkaoFkd7mK+ns53KvdRSNhdB05rAdSB/ah/eB+eE92ZpSz2OxomDUbjXPmo2nufDTOmY/ymtqSfH+P9YUQ3NmD4K5uRI6mDlFgm16uXzVvSS0sVY6c2/D5fNi6dSu2bNmSMszBnDlzsHLlSsybN29YVxcutfedUjrfICIaCoZPI6hU3gx4An36CmpF5Y1ABAtrUaRB4A/21zCAMJDtM58A3LDjY9E1kLUhfCiUANltzTp+UrxlUrzVUq4rvZFuvF/yejJgqH76NFVFLBpBLKLf1Ph0NAI1EkUsEkYsGk2U0ZenPY5PRyLwdp/Ee3t25d1vw6w5cHkqICkKZFmGJMuQZcW4l1PnK6b5sj4/Pi99veR8BbKSXJ6+rfhyWUotm5gvp+1TSe5bSlmevc6leDIP6K9rW/7r/2F5zSVwWZKfSwZiXmzreR4r/v6vU17X1FgsowVS2J85gHZisG3TvJEYBym1BZI7ER4l5pWltkpylpXD7naPu8G4zbJ9ZiuvqcXF1w/tM9tAXy86Du1H+4H9aD+4Dx0H9yMSzBy70l1VjSlz9JZRU+bMR+PsObA5XSPyXEaK2h9GIN4i6qg35Ys267QyuJbUwbm4Bpaa7K3hVVXFgQMHsHnzZhw6dCgx3+PxYOXKlVi2bBnKy8sLrg/DJyKikcHwaQSVwpsBT6DHlhZRU1tPpXTxS21FdUTuwvNWY/wN83mK8Rd4SXQJZmr6oK+yy6K3REofnDt9oG63lZe/HgF6641PwX+qJ2cZV0Ul/upb/wqL1QpZUaAoFkiKDEWxQFYs+gmsYkme7Jboyeh4NZFCdU1T9aAnLciJRZPhTyL0iYShmsKgjMAoGkXUPC8REOnbiKZt+3RbmFB2kiRnhlKFBG1Z5seDr/QAbmjBnQJIwLann0QkGIAECbWOaXAqZQiqfnSH3oOAgGKxoqppKsIDAwgN+BENDdIVvZCfQ2IcJL31Ufo4SHZT17XEPKOFktU2elcrK3WjEawLTcOpE8eNIMrorvfukYzXAEmSUTOtWQ+j5s7DlLkLUDOtuWSCfdUbRnB3D4I7uxE+0p8aRE0tg3NJLVyLa2HJMSzDqVOn0Nraim3btiEY1H+/ZVnGwoULsXLlSpxxxhl5368ZPhERjQyGTyOo2G8G7P5QmoQmMLCpHX1/PIQjchfetO7HgBROLHcLO86NzsNMrR4VH5yNsrMbi3Klt4lGCIFoOIRAXx8C3j4E+vsz7oPGvbenG5FAYVcdKpSsKBmhVO552efrAZcCJaXcYNvNV0afryhKYruSsR85Yx/p20wL2MYwXBuNUF1oGmKxaEprH3OAEw92Ei2BIlla/iQConj5tFZE0SzbikShqUMcg22UKFYrLFZb4spbFqsNis0Gi9UKi80Oi9UKxWrTl9lsyWlrvIwN3p6T2Pb0k3n3dfaHr0HVlCYITYOmqvq9pkFoqnFf4HxVPc31NGiamrE8Pm+w9YSYPMFdfByklLDICIySLZDK01ognf44SJPZWAQc0XAInYcPov3gfnQY3fV8PSczylkdTjTOmoPGucbV9ebMR1l1zajUaShUX8QIok4ifDgtiJri1seIWlILa11mS65oNIq2tjZs3rwZ772XvApkbW0tVq5ciTPPPBNOZ2aApWkaDh8+jFdeeQUXXHABZs2aNayueyOp2OcbRETDxfBpBBX7zaDQK6es+fh1aF64JDmIZlk5lBG6IghlZ77qkAaBDrkPQYThhB2NWiVkoynUeL7q0FhQYzEEfV4E+vsQ8Pbr96bpYHyetx+B/n7EIuH8Gx0Cm9MFWVGgqTFoqmbcqyO6j/Ei3soiX2iWGXLlC81S50uyjLc3/hmRYO4WGVa7A/NWnw81Gk0NjLK0Koq3IjrdLkIjRVYssNisWYIdOxSbHg4lgp9EEJRaXp/OEhilB0fm7VqskEbgBGoyfekhhMgIpXKFVvHplDBMU6GpxjxVS1meCM6M5emhWMr8rEGaeV/6/anjx3B0x/a8z+vsD/015p59XqIFUrHHQZqsitW6xt97Sm8dZYRRHYcOZG0BV1ZTmwiipsyZj4ZZc2B15B5/abSp/giCbUaLqEN9gCkbtja6EmNEWRsyrwDY0dGBzZs3Y8eOHYkrFlutVixZsgQrV65EU1MTAKCtrQ0bNmxIGT/K4/Fg3bp1aGlpGdXnN5hin28QEQ0Xw6cRVOw3gz2vvYSn/uMHw1rX5nQa32IagVS5B07TN5uOck8irHKWlSemx/M4C2NJaAIdd2/Ke9WhxltXTapxmYQQCAcGEq2Rgumtk/pMIZO3HyF/YVcNNLPaHXBVVMDlqYTTuHeZ7ysq4e3uwsb/+o+827rmn+9A86KlGc9BaBpUNQahqlBV1biPQaj6fE1VTbcYtJiqn4jG7zPKJMuqMRVCU6HGYvp+YjH9sXl78SAssd2Ysd3M7SWmYzHjJFmfl6y3uf7649O9mlSpkyQ5GdLkafljtdkSLYZSWwMZwU68FVFa4GOxWvVtJwImGxSbdUKc5LO7d2kq9AupbK9rNPZKpWuXpqk49d4xnDhgdNc7uB89x97NaPknyTJqp5+RDKTmzkd107QRCbWHSh2IItTWg8DOboQP9qVcMMZS79K75i2phaXBldIyLxQKYceOHdi8eTNOnky2AJs6dSqampqwefPmnPu85pprihZAFft8g4houBg+jaBivxkU+kGzqmkqhKrpg4YGBk7rxNLqcCZaT5lDKYcxnT7PWe6B3V0GSwn0mR9rwV3d6HloT87lNSN41aFiikWjyRZI/anhUUaLpf7+IXdBkiQZTo8HropK/eapSL1PC5gK+WZ2MrXeGI54i43MkCyWOT8efKUEYdnDuYwQLkto1n3sKN7ZviVvHeevvgBT5i4ovBWRKTAqtUuRj0cjNWgyjRy+ro0vpRI+ZRMJBdF56ADaD+5HuxFK+XtPZZSzOV1onD0XU4wr602ZMw/uyqoxrasWiCLYdgrBXd0IHegFVFMQVefUu+YtroV1ijsRRAkh8O6772Lz5s1oa2uDVsDYeB6PB7fccktRuuAV+3yDiGi4GD6NoGK/GQzng6amqfpAo36ffglkvw8hvw9B4z7nvAH/6YVW8csil5XBWR5vcWUKrsqN8MrUEstRVj7uQ6vgrm70PXkopQWUUmFH5dWzSjZ4EpqG0IA/dcyk/l5TiNSPgDc5flJ4GGMn2ZyujNAo3irJHCw5PRVwlpWPyjerbL1Rmth6Y/zg1QhLD1/Xxo9SDp+y8fV0o/3gPiOM2o+OwwcQC2d2dffU1aNxznw0GYFU/cxZYza4vBaMIbhH75oX2p8WRNU44FxSp3fNa0oGUX6/Hy+88AK2bt2ad/vXX389Zs6cOWr1z6XY5xtERMPFgX4mEFlW8P4bPjvoB82Lr/9sysmALCtwlnvgLB/am5fQNIQDAQT93pSQKugzAqoBU3Dl0x8H/folm4XQEA2HEA2Hsg50ORiL3W6EUvFAKncrK/M8i802pP2MFufiWtgWVOLYC9uwf+suzFu+GFPev2zMx9yKhkODDsA90N+HYLyVkrd/yFfIkhVLWphUAWda6yR3RRWcHn1ZKRyfueechw+u/xZbb5SYqQsXoay6Nm+oPnXhojGsFWUjywqmtSxG+TvvYlrLYgZPJYCvazRaymtqUV5Ti3nnrAGAREvV9gP7jCvs7UfP8WPwnuyC92QX9r/xCgD9Yhx1M2YmWkZNmTsfVY1No/Klkuy0wL28Ae7lDdBCMYT2nkJgRzdC+08h1hOC78Vj8L14DEq1I3HVPPe0MsycObOg8Mnv9494nYmIJjK2fBpBpfJNRCl3fxCahnAwoAdS8RZVA36EfN6UVlahAT+CKfP8p3WlIYvNnjZeVWpIlQyqUltejfS3c6N1uXhNUxHy+TBg6uoWzNXlra8P0XBoyPtwuMtMAVIFXBVVaV3d4t3fKmF3u8ftFY/YeqP0sPXG+DHeWm9MFnxdK30T8W8nHBhAx6ED6Di4P9FKKtDfl1HO7najcbYeRE2ZMx+Nc+bB5akYtXpp4RhCe3sR3HkSoX29ENHk50ul0o7uGTE8um9j3u2w5RMR0dCw5dMENPec8zB71Tkl+UFTkuXEJZuBKQWvJzQNkVAw2bIqb/fA5GOhaYhFwvCfCsN/qmdI9bVYbaZuf2Up3QOd5pZX7nK9+6CxzGKzZ4QvuU6g/ae68cQ9d6ScQAshEA0FM1sn9WUPlII+75C7QSpWayIsSm+llOjuZoRNTo9n0gwuz9YbpYetN4hOD1/XqBjsLjdmLDkLM5acBUD/bOPrPmkEUXvRfmA/uo4cQnhgAEd3bMPRHdsS61Y2TEHjnGQgVXfGrBEbekG2W+A6sw6uM+ugRVSE9hpjRO05BbUvjIo+AbfdjgGEgWzfownALTkwvXn6iNSHiGiyYPg0QU20D5qSLMPucsPucgMNjQWvJ4RAJBhEyK+3okqEVWndA4Mp8/TgSlNVxKIR+HtPZR1YczCK1ZrS7c/uduPozu2DrvPnn/wANY/PQNDXj2B/P2LR3FfGy0qS4CwrzzkQt/lKb+6KSlgdznHbOokmn1IO1YmIKD9JkuCpq4enrh7zV18AAFBjMXS/+06iu177wf3oPfEe+jrb0dfZjr2vvQQAUCwW1J0xS7+y3px5aJw7H5UNU077c4xsU+BaWgfXUj2ICu/vhe+NEzj3yDw8b90JCKQGUMb3fOdG5iJ61AdlduVp7Z+IaDJh+EQTmiRJsLtcsLtcqKgvfL14y6NkSyu/EVT5Mualt8bSVBVqNIqB3lMYGEJopUaj6DpyMGWe1e5ItEqKh0fuysrMMZQ8FXCWe3jVLprQJlqoTkQ02SkWCxpmzUHDrDk46/KrAAAhvx8dh/Ynxo5qP7APQZ9XH9j84H7E20c5yj36uFHxQGrOfDjKyoZdF9mmwLm4FiKmYeahflwSXYI3rfv1FlAGN+w4NzoPM7V6aL4hfklIRDTJMXwiykKSJNicLticLlTUNxS8nhAC0XAIIV9ql8B33t6CXX95Nu/6Kz/wEcxbfb7eQslTAavDcTpPg4iIiGhccZSV4Ywzl+OMM5cD0D9b9Xd1JrrrdRzYj653DiHk8+LItlYc2daaWLdqytREy6gpc+ajbsYZQx42QC7XL4IyU6vHjHAdOuQ+BBGGE3Y0apWQjaZQ8XJERFQYhk9EI0iSJNgcTtgcTnjqkk2tXB5PQeHTrOWrMGXO/NGsIhEREdG4IUkSKhsaUdnQiIVrLgQAxKJRnDx6GO0H9qPjoN5lr6+jHb3tx9Hbfhxtr/wFgD4MQv3M2XrrKCOQ8tTVD9pdzz6zAkqFDWp/BDIkNGlVGWWUCjvsM0dvUHQioomI4RPRGODl4omIiIhGhsVqNbrbzQdwNQAkuubFx47qOLAPoQE/2vfvRfv+vYl1XRWV+mDmc+JX15urjylqkGQJlVfPRvdDewAhUoIqIQQgSai8ehYkmeNmEhENBcMnojEgywref8NnB71c/MXXf5Zj2BARERENg7Pcg5nLVmLmspUA9KCot/1EomVU+4H9OHn0CAL9fTi8ZRMOb9mkryhJqG6aZrSO0seO6vO1Y1vn41hecwlcFk9iHwHVh209z2PFgIK5qC3G0yQiGrcYPhGNEV4unoiIiGhsSJKE6qapqG6aipb3vR8AEItE0PXOIbQfiA9ovg/9XZ04dfwYTh0/ht0vPZeyjROBA6h1TINTKUNQ9aM79B4EBLwP/gKzV53DLw2JiIaA4RPRGOLl4omIiIiKw2KzoWneQjTNW5iYF+jv07vpGd31ju9tQyyiX+FOQOBk6FjGdnw93Ti+ZzeaFy0ds7oTEY13DJ+IxhgvF09ERERUGlwVlZi94mzMXnE2AGDPK3/BUz/9Ud71/H29o101IqIJRS52BYiIiIiIiEpBWXVNYeUqM6+CR0REuTF8IiIiIiIiQvIKxYPhFYqJiIaO4RMRERERERGSVygeDK9QTEQ0dAyfiIiIiIiKRNVUtHa24u3I22jtbIWqqcWu0qQXv0Jxeguo8ppafHD9t3iFYiKiYeCA4xOU+YNMfWc9zm46Gwq/oSEiIiIqGc8dfQ53bboLnYFOAMD/Pv+/aHA14BtnfwOXzri0yLWb3HiFYiKikcXwaQLiBxkiIiKi0vbc0eew/sX1EBAp87sCXVj/4nrcc9E9/NxWZLxCMRHRyGG3uwkm/kEmHjzFxT/IPHf0uSLVjGh8YPeH0sVjU9p4fEoXj03piapR3LnpzozgCUBi3t2b7uaxIiKiCYMtnyYQVVNx16a7Bv0g829v/hume6ajyl4Fj90Du2If62oSlSy2GixdPDaljcendE32YyOEQEyLIaJFEFWjiGgRRNRI4nFUiyYeR9RkmcR8NTmdUVaL5t1mVDWta9pHTMQGrzcEOgId+PGWH+O8qeehyd2EKWVT+LmNiIjGLUkIkZlU0LB4vV5UVFSgv78fHo9nzPe/uWMzPvXMp4a0jl2xw2Pz6De7JzFdYa/ImJc+zQ9AwxeNRvHUU0/hyiuvhNVqLXZ1CLm7P0iQAIDdH4qIx6a06cfnKxBCAJKUmC8Zj++56Mc8PkUy1n87qqYWHsyYQpyYFkt5PFgwZA5xEvtJ22b6uhNJrbM2EUQ1lTWhyd2Ucu+yuopdxQmn1D6zFft8g4houNjyaQI5GThZUDmnxYmwGoYmNITVME4GT+JksLB1zXIFVx67BxW2CgZXNG7kazUoQcJdm+7ChdMuhEW2QDKdYNPoyn9s9K4pFzdfXHIXVRBCQBMaNGjJaaFBQEAVasa8xLQQ0GCaNm0jZb0s2x10G/EbMrebvo1s+zXPj5eLaTH85u2fZwRPACAkCRAC33n5G9i35EYoUvL4xMMPACl/T7nmmxW07hC2U7T9D3Fd8/xCtiMg8IPNPxi0NfR3XvsO2nraEBOxEQl7VFH6XcRkSYZNtsGqWGGTbbAp+s0qW2GVrYnHNtmYp1gTjxPlzOsa20qsa9qmRbakPDZvc/fJnbjlpfV567u4ZjGCsSBODJxAMBZEd7Ab3cFu7OjekbV8hb0iEURNcacFVGVN8Ng8fA8jIqKiYPg0gdS56goq95+X/CdWNKzAQHQA3ogX3rAX/ZF+eMNe/bExL+t0xAtfxDeqwVVKy6sJGFzxSoSnTxMaQrEQgrEggrFgyrT5FogFci4zzz8VOpUxTpqZgEBnoBPLH1qeMl+CBEmSEP9nzEw8TiwzPuhnTOuFM7aTfjKZso+08lm3K0kZZQBk3UfWeci+zLz/9H2llC/gZ5I+L+vPBBL6wn15jg3QEejAdU9fB4/dkwxHBglwsoU1hQY4Q1lnUsl1MitJ8Gth/Nfb/zW29aGC+KN+/HLnL0dt++aQxxzYxIMac9hjlU3lTEGNTbEVFPYkykoW2CQJNkmGVRj3kGCDBBsARQhAiwFqVL9PmY4Cmpp/WTQKaGFAHTAtiwFq+nSuZVHUBXrQYI+hS1H0oDaNJAQaVBUPVZ0LZe7lEGX16JOAE4F2tPvbcdx/HO0D7TjhP4H2Af2xL+JDf7gf/eF+7Dm1J+sxcVlciSAqWzhV46hhOEVERKOC3e5GULGbwaqaissfvRxdga6s33RKkNDgasCGj244rbBDE1pKcOWNeNEf7h9ScHU6xnNwlT72BoAJOfaGEAJRLZo19MkWFgViAX06GkRITQuLosY6afOJJhIZEmQjmEufliQJslFGnwfIklEOgBRfPzGN1GmROl8W8eXCtFxAFsIoZ5oW8WkBRQhIxmMZ+vQJSUWrLf/7yTnhGKYb33cJSEZYJekn3YkTXRmQsiwHAElKnY/kesKYp2ed8WlJfxdMKY/U9VL2Y14Xqfs0by+xHaRsN33/yX2n79NcJ/N+0rdRQNmUMqnlAYGTgW7s7z+Y79Dg3PrlmOuZCZukwCrJsEmKEdjIyXtIsEmSEeZIsArAJgAbACsAmxCwCmHME7BpGiyaBkmoOYKdbAHNIMuyBjk5lo2j4Pc5lxPr62sBICWAkoyP5vd0dePSgOn9TrEDZQ1AeYN+X9YAlDcCZfVAWSP8Tg9OSALtWhjHAx0Z4dSp0Km8dbLJNr1LX3rrKSOkqnPVwSJPru+u2e2OiGhkMHwaQaXwZhAfewNCZH6QKYGxN0o9uBpsvKvTDa5KbdwaVVOTgU7UaCVkepwSFqkhBKKBgoKk+G2sul/YFTucFmfGzWFxpDx2WVw5lx31HsXdm+/Ou697L74XZ9WdlTiG8ZdPAQEhRMr8xD9TGf0/kVLePH+wdVO2b95WlvLp62SrW8Z2s9Qtsa207WTUOceybPvKVjdoMSAWhoiFIdQQRCykT8fCeOfkLvzWvz/vsbkRFZhjq4YkNMhC0wOTxLSmhyaaBlmoyfmaZkyrxjKjrKZC1tTktFFG0jTIWkyfRjLE0cMac8AjIAlzCCRMgU+yvDkkGq82O+z41JSGvOV+096JVaHwGNSI4nhsTCQZkC2AbNXvlfTp01ymWAFZMS0zPVaMefFb/HH3AeClu/Ccy4m7aqrQaUkGOo2xGG7t6dWDJ08zEPECof6hPGHAXQuUGcFUeSNQ1oCQqwbtdjvaZQnHRQTtagAnQt2JllQngyfzfs5SJAUNrobM1lNGONXoboRNsQ3zQJUmhk9ERCNjcn11MQlcOhDAPZ3duLumAmVuGR5FwKtKGBjQ8PWeflw6EChq/WRJRrmtHOW2ckwtmzqkdUciuBrNroKDBVcWyZJ3TKH0cWuEEAir4dythAYJfga7xdcJq2NzsmGRLMmgx+qEQ0kNfpxWIxAy5rusrrxBUjxMclgckCX5tOt4nnYeHtj9QN5WgxdNu4hdJGMRIOIHIgNZ7rNMh3MtMz0e5HdRBbCxuSlv15QvH9uJkjkykmKceFqMadk0bdGXJU6Gh1pOTlvHoq9nXidrOeOWsm3T/JRyltT9mveTVm75ie1o2PmjvMdn+fvvAJqW6a1ShGrca3prl8Q8kTbPXFaklU1fXyTnZ6w/yHY1Lcu+4mVFjn2l3TLqJXLsy1SX034OpuU5LA+F0RDL361reSicI5yJByvZApjTXZYtrLFkThe0zNhWYpn5cXze6b9PjDhNBbb9Ny71tuPiwAlsddhxUlFQZxwTBRLgmQrc8rb+fKJBwN8F+DsBX4d+nzHdCQx06b8XAyf1m6nXsgPATOOWYCtPtKSKus9Cp7sS7TY7jisK2qUYTqghtEe8OB7sQkegAzEthhMDJ3Bi4ETKtuMkSPqg6EYYNaVsCqaWTU2EVFPcUzgoOhHRJMWWTyOo6N9EaCpw72J0Wbuxf44bYXvyVMweVjHv4ADqw1XAZ14AHOWA1a1/GJwEsgVXKeHVKLe4sspWRLVo3nK1jloIiERro7EaNyZby6HBgp98t/g6LosLVqX43xIWotRbDQ6ZEEAsnCUkKiAMCqeXMy0r4Pd42GQLYCszbm79pkbxnO9g/q4pLZ8AaubmDEkKDVNyBjUpYc1ggY6ce/yjiUhT8dzPlmB9mX5yn/X4+DVc+vmd+s+HRl6uAO2dV/Hc/92Y/2/nrx8BZr2vKFWf9NqeAB75O+OB+eO4cayu+W+g5YND26amAoGewQMqf4d+P5Qu7LIValk9ustq0e6uwnG7E+0WC07IGk5oYZyI+tAePoVQAV9sVdmrEl37soVTpTYoOls+ERGNjMmRPEwWR19Hl7UbO1vKMxaFbTJ2tpRjSVsv6u9dlFyg2JMneTY3YHVleVwG2Iz51vgyY36u8pbSanI90i2uhhpcFRI8AUB3qDvrfKtsHXLwY25ZFO9ylmh1ZDWVVxwl9SGvWOKtBr9fXYGpMRV1qoqTioITFgX/eGqUWw0KoX+rnbUV0SCtiszhUNiXGRaNZtfHxGtHWeprgK0MsJelPh502nSf7XVDU3HpvYtxT1cP7qqpTOma0qCquLWnD5daqoErf8hwoxhkBZe+/y7c86fP5T4+H/g5j81okuMdONPMXYtLLVX5/3bOWDN2daVULR/UA6YNtwLeE8n5niZg3V1DD54A/W+trF6/DUYI/X0ja0uqrmRA5e8EgqcALQrFexwN3uNoAHBWtk0C6JVltLurcbysGu0ON05YrTihACe0KNpVP3xqGL3hXvSGe9HW05a1amXWsmQ45TbCKdM4VNWOan5uISIah9jyaQQV+5sIseMRvHb86wjbcnzzLgTsYQ1rNvWZhy8dHbJlaGHVoOGWadrqHFetCuLB1SvHX8GtL98KQB//ZbZdS3SJPBSWjUFtgW+d/S0sb1ieESRNtsE9x5zRahDeExBIHYMn8dgzFbhlp/4oGhik5VC+rmg5uqON5t+kxZkjAHID9vICgqL4Y9O8sWzRZrQOUAFsddhMXVMiele74bQOoJHV9gTUDbdia6QneXxstVCGewJNI4N/O+ODpiJ2+GVsf+UZnHXB5bDMel9pBbaxsBFIxUOp9ICqI9klUIsNuimvLOktpiwWnLA50e4sxwm7HSdkGe2I4ZSI5K2OQ3Gg0d2YMtaUOZyqc9aNWBd5NRbB5rcfQOuOV7By6QVYdeYNUIr8BWuxzzeIiIaL4dMIKvabQW/bL7C1I/+gydM8l6Ks/nx9wFtVhawJSKoKWY1BjsUgx6KQYlHIsSjkaAhyNAI5GoEUCUCOhCBFApCiQeOE2jgJjxon0Wr+Dw2nRxokuBpmKy2bSy87imNCqJqKyx9+HxqUU/hIVRRVluSfXW9MwuO9VnRpNdjwsZcm75hCmmZcuShquoJRNMslr9OXpV0lKX1ZxlWRsuyj/xiw/5lE/JMePiXmKQ5ADY3uz8Hqzh0ApQRFg4VFaeUmwu9U2xMQG76OPqkbYZsEe0SgUtRBWnc3T55LRamfQE9WbU9kaVkzdfgta2hUlFrXrmHRNL2VVK6ufv6u5PyIP+smApKEDouih1MWC9otCo5brGi3O3DCouCklG1kxlQWyYIGd0MimEofGL3R1VjQkADPvXon7tr/O3QqyU8FDarAN+b9LS49/5tD+cmMqGKfbxARDRebU0wg4aoGoMN4IAQq+6OwRwTCNgl9FdZEi6H3vM8B3ucK37AMwG7cAAASZNkGWbZBkmyQ5SrIcj1k2Q5ZskKCAhkKZMiQhX5hcFkAsha/acZVozTIMSP0UlU98IpGIMeMWyQMKRqGHAlCjob1kEwAshaAHAlADgtje/r8024PlWgdcjqttLKUVyxQAHwj2g00xPRj05c8NsJjxY21EeC9k4UPmBy/QljW8CWaJaiJ5ViWHuxkWZY1/IkOc/85wp8SuDy2JiHr75F+0XJ9uZwePKUHRfFwKNHtrNDuZ2XJ35lSHBi3BHTV2rH/7Go4uwYSfzvB+irMq7UjT+cSGiNCAnorrOist6O3wopaaXxfyW/CaPkgsOAqBoM0+mRZv8qeuxZoWDR42bA/a1c/l68Ts/z6Db4OwJc6HEEUQIfFghNGQNVuseC4RUm0puq0KIghhuP+4zjuP5511xIk1LnqEsFUejg1xT0Fr715L9Yf/B1E2ltylwysP/g73AMUNYAiIhqPGD5NIHaHfknluu4w5h0cgCOSPJkP2WTsn+PGyVo7KivOhsVaDk2LQNMiEFoEmogkHmtaBEJEUx4D5mBAQNPC0LQRuFqaBQX8FjqN2+AkyKbQS4YkpGToJQQkTUBWNaO1lwoppkJWo4kAS9YEZBGApA1AFif1xyFADgpI8TLCCLuMberrxbefWkbW4q1lbBCKDY5lVpR3RzH/UCDj2Oyb7YKvzgrxk+WQLM784U+eZu1DJcz3xtmikMzzpDzL9f/Fp5PfSia/oZQkQMRXiic6CgA5/lAyNm0aFBeSsW/9gvT6GA+mUvGwSIjkvRCmez3oLOQEWB7kq1QJejCVIWq0+hswnq0kAxYbhGIFFJsxbdOnjcdQ7Pp8iz0xLSkOCIsdksUOWBzGzQ4pMe2AZHEaj+Pr2Y1tOkzbtSeXT6CLCXR1PYOOFz+DlQf9aX87e7D/xGeAi36F+vrLi1hD6up6Bvv33wZn1zHMiAi8+8pvsK++GfPm/QuPTSmQFYgZ5+P4bi/OnHE+gycqPrsxPmDN7MHLqVH9qn1GQGX1d6DZ14nm9JZUvZ2AGoEKGOM16gGVHk7pLajiLanCsoyuQBe6Al3YfnJ71t1KQqR8/okTkgRJCNy9/3e4+NyvFr0LHhHReDJxzk4IlZWr0NTnxIK2zEGr7RENS9p82Lu0CgsufgiSNLQPnpoWgxARaFrUFFDFw6mwfi+iepBlvokIhGmdeMiVNfBKmRfNG4oJEU2po4AGFRpUwEgLjAU5n6oy2MKRIfQQCkKgpi+KJXsym5nbIxqW7vFjZ0s5Xp/TD1n06asi2WxA/wCk11dIjuQ8o0wiPJIQT3kgaVIiIJOQGZpJIjMsS4RwiXIFzEsL5RTVCPq0bEPgFtLLd3R7AmuScZMl46bX3RHJv9+IRYKQYfoZpLbskIQGREOQoqPcNa8AAoAmy9BkCUKRockyhCwZ9wo0Rb8XsgxNUYxpBUIxbrICoVj0m6xAKFZjmX7pcqFYICzxaSNws1gSYau+zAZY9MudS5ICSZKN1x45OS3JkJA5LUmy/jsvgFOv3Yolbd6M56i/rnnRpnwZlvc/CFm2QIJpP5Kib8s0L7mftHmm/SYfs91OIRgOEtGoUaz6AOyepsHLCQEEe6H4O9Ho70SjrxPL0wMqfydEdyd6oj6jpZQRTlkticcnLBYMyHLK1SEzdiVJ6FCArTt/i1XLPj3CT5iIaOJi+DSBSAKYd0i/IleurkPz952CtON/9cuBD761lEfx0gVFNSlv2PGAx1HAesatwF5HAgJCUyEQg9Bi0KBCaLHEYyFi0EQMQqgQIn1eLHUeTGXi24uvqyXLayIGmLcRL4dkuazhiRCYf3Ag8TTTn7YAsHCfH+9OdUAGhhf6aIOFPsUn4oGPJEFTJGiSDGHca4qUCEb0cES/1+cnw5JEcCLLEIoMoSjQjABFn5YhFAs0WQFkGZpFgZAtiSBFk2VIigV6myp9YH4JEmztB9Dy1s68z+HAsgUINZ6hH2/jcuZCi0FSY5DUqN7KKj6tapC0GCRVhaQZre1UzZg2up6qaqILqn4vUoKtRIu9LK3qUh8bwaKprhIARdOgaABio3jVuwLoQVj8+KcGf0KSkstk0+9IYlpgfqfeyjLX387cPR3YH/kIhCRDSDBukhHGmh4jdVl6WX25eZmstxCRFUC2GIGYJSW00n+PlMHnJR7H5xnbgBGEmdZLhGMpj1O3lRKsmebFA7vs2zKHcpnzEtuEqT7x7SF3cAcA3a9+ZdBwcK/la6j7yKVD/tKDiKhgkgS4qvVb/cLcxQDURgKo9XdiSfpV/fwdEN4OPOrdh9vK8n/5cNL77gg+ASKiiY/h00Ry9HUoAz05F0sApLAfePxzY1enUWRu3DTeSQCsqsDsd4Mjvm29K5g92Q0sMW108YpPJ7pwmbpuWR1Gdy6ja5fFaXQBi3cFM5VNlHFk3ZZkjH1Viqefvc2vIbTtA7BHsnfREwDCdhlN5/4IVTVrRq0e+vUfNCMw1e/1x5nTQmjQoEE1pgENQg1DxMIQsRCkWAgiFtYHSI9FgFhIv6kR/cpFsTCghiHFInq3BjU+L2rMi0BSY/q6WtQI1KJALApJi+ohW0zvAqoHbsYtHriZxvDSgzA9IE3+REeGBMAWE1i8b2DEtjkYDTCFWlJqgIUsgVbegAuA+TFyrJexDSO4yxa2AdAkKTV4S98m8tQzrS4w7S/luQuB8/b2JY5F+rERAGbuew+vvHIebPYqfWxA2Q5FdkBWHFkeO4zHdsiKQ58v2/X5ij3lsWJaP/6YAVd2Qo1gYPevML3/JQzsPo6KJZ+BpLC7UKlQhcAbfQPYZHGhqm8Aa2oroLDl5eixuYDqmfotjQRgxrZfAzvuzbuZOs/0ka8bEdEExqvdjaCiX31i5/8DHi2g+W99C1DWkGXBMH4Vhv3rM5b7Gov9DL6OGOiC1H0g/1ZmnA+pocUU3mQLdOKPTWP8mMcBSg+QJtDYP6NFCBV7Hz8TC3YcA5D9and7l07Hgo9s58ltoTQ1EXAlwq+04Eu/jwdjEWOeeTqMyNG/wHbkzby7i1XPgMUzXd9vfIw0oRqPs82LQeQoK4nithSbiPwuGRGrAk1Jbd2mKlJaizhAUySoKS3iMqfVjPnQWzJK1mSglSXMSj7WwyxZdujLjPBLMYVZyfDLliUIS5aVJGtJd9Hsf+NfYX/xP+AIJ7uqh+xWhC/6EipW/3MRa0YA8OeTffinA8fRbjo+U+xWfG/uVFxVV1m8ik1iaiyCy/97ObqM1rnpJCHQoAEb/m5rUcZ8Kvr5BhHRMPGsdCLJGihlccX3gZkXjG5dKIV05BXgwQ/kL3fRN3hsikCSFNSc/yM8Hrsbqw++gymRZAvCDnsN3ph9Bs4//1YGT0MhK/q3y3Cd1masR1YDR/JfDl65+ifAzAuHtO2ccYEQehAlTOGUOcRKzM8zr4AALHW+ljZvBOqQt16m/SX2n2sbw7/QQVlAb503mjQpHkplD63U9O6dpmlVlhCVgXCW+RndQjMCMBmKxWkEWzZTq6wRCr7SthffTyGBV/8b/wrPMz/K+HrEFo7C/syP0A8wgCqiP5/sw2d2vZNxfDrCUXxm1zv41eIzGEAVgWKx4Rvz/hbrD/5OH3jc9LcmGV9Q3jrvbznYOBHREDF8mkhmnIegewrsA+1Zx/zRAITLpsA547yxrhnx2JS8zdI5uLnuR5BqVZzbvxP1kR502WrwZsUSCEnBr6SZuKrYlZyEpBnnQ3XXQB7oydklUiurgTLj/BHcqWS0GLQAsI/cdicCTUsJpMSRlyE9fG3e1cTF34JUPdto+RY07kPJ+2go9XFB5YJ6YGaQBSCrAvpVJ8a2UXdKy62CQyt9fmyw9Ywx8lTzNiRAU2RAsUNYHHrwpdjTwi0HJFgw6y9PQiBzHEAZ+vuO9OJ98C/6G9gcdbBYKiDL1jH9uU1mqhD4pwPHs/6mCujh+HcOHMc6dsErikvP/ybuAXDn/t/jPdcCaEolZLUPzYG9+Ma8a3Hp+d8sdhWJiMYdhk8TiCrJ+Kc5X8QP3v4WNKR+2Ix/PP/2rC/g61EViqTPkUync/Gp+GccKW1+ahkp97K0GVn3kWNf5vLpZbKvPz4+kBVybL4z+4u4W5JLckykiS55EiBBSBa8XrksZTlPAopIVrD9gtuxbMPfZ5xEx/92tp9/O1bw0vEFE8YlxAUATegXb9CEMZ4VhN7wyyinpZXTl0nQhAIBBdHmi+Gw16E+fDJnsN5pr0Nk5RdhVSyQJEA2XuX1YamS0zKMa05IUmJMP8mYlqX4OH+SaRqQtFhmaBU1h1aFBlmhtPLZtpUsJ2Ihfd+GogZfQKK7onmwfmgCZZHcrc1kAJ5wAAcfvQTeCgUxRYZmd0FyVAKOGljtlbBaKmGxemC1VMJqrYDFWgmrpQIWa0VintVaCVl2jsj7cfx3ThX676Qa/90UAqoxXxjzVWO+Bv33UxUCqvE7qhrlE+uatisAqEYZfV3z8uQ289YhsY/Ucsl9GHU0zTdvtz0cSelql/GzAHAiHMWX97yLWS47rJKk32QJNlmftsmycS+l3MfLWWUJNkk27qWUe6skQeb72aDC8/8Bp6Sr0R9J/q27bBaE500rYq2IiMYvjvk0gordB/u1Xh8+uv0Qrjz5Mr538D/QFDmZWHbcXo/vzP4inqp735jXa6yNdMAVnxo0BMu6neQ+oprAgKblPTYeRYZNlnMGgFJaXbIFhKnLpazlMtfP/vPIHEA4+/4H30f2OmCIdRjNn0FfNIYd/hDyWV7uQpXVknXf2X6m2X4vEuUHeR7ZQt7cz2/wn122n1vmcU3uL9vv9qC/L4Mcp0Kfm/k+vf6aEPjle914X8eLOf92Xm68CDdOrQUQD030Ez4hjODEFKhoKcGLMAUraeukBC/GOvHtIn5SawQyQM4QJ1HWvB70Beb6xOsd30a8PpqpPvHnZ663ZgQdiX0k9m8Kj0Tqtkb6Tf/Kky/jV23fAZA9HPxMy7+N6nuPOZySjd+7+N+FOdTKFXxlDbayLE/ftkXEYNeisGsR2LUQHMa0VQvr02oYdi0MmxaBXY0kpm3x+/g8NT4/AqsaMR6HYVX1bdmMe6uanGfVcocWIyWg2DGgOOC3OOG3uDBgccKnuBKPvRY3/IoLPosbXmsZfJZyeC0e+K3l6LdUIKw4oEkWCCjQIEODDAEJGmSo0Ae0V0Xyd1cVYx3bkSLBFEbJmSFWWliVKJM23xyGWSQkA68s29HvZdgkCZb4ulm3J6eEaYqUfN8YC7m6RMZrUMwukcU+3yAiGi6GTyOo2G8Gj3f24h/ajgIAZC2G1e9tRUOwG53OWrwxbTk0mQ3dSgGPTYkTAnJvBAirgF2BVmXLTI+oKPi3U3wy4mGMHtRoQiAqkDdYtxjBj4bUwI+GRxIaHFrECL70m1MLpzxe5t2Db7/zy7zb2us6AzIEymMDqIj54dLyB/GFiEgWeC1l6LeUwWdxo18pg8947LWUwWtx6/eKG/2W8tR5Fjd8ilu/Wmv6c4cemsjQAwlZkiADUCT9dzI+XzHCdMUILmTjd1aWJP3Kq5IeJio5tqOYyxuPJWO7Q9lfrvLvhSL4Xfsp/UkN8r5zZa0HtTYrIppAVAhENIGYcR8VWmJ+VBOIZNxriMbLGy2xxisJyBGOJVt2WdKX5WghZjWFWinbNEIxRQK+e/AE+mJq1mMjSRKm2K3YvLqlKK2hi32+QUQ0XPzUnuZnP/sZfvCDH6C9vR2LFi3CvffeiwsuGB8DQNfb9MMpdwZh3dOHLeGpAKYCAKyHTyK6sBJagxOPnjUba6rKE+uZ88f0C6HHF5k/rwjjUa4y2cpi0DKp9ciog7lsxnYyP0nlqk+i3qZVcu0r288ks75Z6pfjZ7PVO4Av7z2W99j8eH4zzvS4stYld11z1yPXz33o204th7Tl2beR+vMutA4Z28tRh8F/L7LXIVdd9/mD+Pd3uxLHRwonu6oIu5w4Pjc312GO25Fcd5D9ZqtTtuec7Wc62N9Ytp9ftp/dYD+3bH9H6fvK+rxM+8r2u5L1GBWwr8F+RocDYbzS58/7t3NxdTnmuhypLVykeFhi7saVPCmMt2aRjXOH+MlnvLVLvEuKfiE1KTV4QbIVWep6Umod4tsytZqJlzHXLVvrG/N2Jclc58L2k7INKe25DrKflG2Z65blJCve4naDtgp/Cf87zom2oR596EIl3hItCGvVAIA/nJn6vhOXrQtgcjp9eXorseTfWkaXQSRbi5m3bW79ZW5NJtK2HW+dJkzLky3KUlucmeuWPp1ozZZYL1nPbOXNreyyP+/Ubae28Etd/o7/Ypw48Uc0RnJ3iWy31+OBqx/HrLKyxO+BRcTgjPphD3thj/rgiPhgi/hgj/hgi3hhM+6tER+sYS8s4T5Ywv2whL2wRPywRgcgCQ02EUNttA+10b4se89PAIgpEmIWGTGLpN8UKTGtWm0QNheE3Q3hqIDkqIDkqIbkqoHsrIfsboDVUZvRTVBRykqiy74qBF445UPX0X7Y9vam/u1YWxBZUIWGGRX45eKZIxZwqEYoFQ+x9Hst5XE0Z5ilZYRbg4Vh2UMxLWX7qfUw32uIZXnfDmsCYQije+vokzuDsO85lXFswgurcaIBeLPPn/V1jYiIsmP4ZPKHP/wBt9xyC372s59hzZo1+PnPf44rrrgCbW1tmD59erGrl9e5lWWo7hjAwNt9mQvDGqzbT6HszEqcW1mWssj8ISzj403WzzvF/9A23sxy2XHbi3vzHptrLqrmmEJFoNZX4rebjuQ9Pt+66EwenzH2Wq8Prz1zEtbtpzIXGscmelY1vnBW9nCDkoSqQqgqEI3q07EYRCwGmKdjMQhVhRaNQVNjxnzVKKcvE1FjOhbD/EgUlf0eBA9EoAF4Ey3J/YUB6/ZTcM21YUH/O+i3WiEpFkgWBVAUSBYLJEUBjHnp07JizEuUy7GORYEkZ4tXJjdVCHzltU/j3uN36WMNml66NOPE/u6aT+HHC0Yu3NA3rgERPxD2AqF+IBS/7zfm9QEhL0SoF1qgByJ0ypjngxT2QY4EIKkxSACsqoBVVYFwth2FAHgHrYoqwwitZEQsEgIWPczSrA5odieErQzCUQ7JXgE4qyA5q6E4ayG5G2FxGTerMd6VpQLyCLa0VCQJVx/pQOful/Ev1v9Gky35GndCVOO2nX+HBu19UM5bNKL7VBQJjhHb4ujRW1UWFoZlC88GC9fM24mZQrH4/PdCEew93Iurd2zIfmx2/B2eXLoOXZHhXwGUiGgyYvhkcs899+DTn/40PvOZzwAA7r33XjzzzDO47777cOeddxa5dvmJmAplWwcgO7KO6SIAyNvaEfxQBBYrD/1YikVjp31scp0bSDnCwNzls5XNsY3sm8i97XEazBTyt6Nsa4f4axXg386YWul2wN7Wq1+ZK21Z/NjY207hzA/ZEIlpKa3ONGFqYWJqUQJhbmEi9GkjZNGMEEaNxSBUDSIWgxaLQVNViKgKocagxVSoMRUiFoVQNSOk0YMdTVWhxTRosSiEpkFEVWiaEe6omr5cVRPT8UBIUzX9XlMhYho0TTMtUyE0kSiXWKbF1xGJx5qq6S16VFUvZ15m/ASFJBntdiQICRCQ9Ft8vnGvz48/Ti4XxnqApI/ds+hKQLHlPD7aXj9+1rYhpfVNvAa5xC9nnr69VKYykgRZkgFFNpp5yZBkWX9NUhT9Pj5PlgHjJsv6fEgyJMW4l+NlFUCWsqwT349eVl+mGOsppu0qejlZgmzM1/cT36YxT5YgyUpy/4qc2L+kSJAk47EiA5KSWA5ZhpyY1p+j+SVYVVVsPLgA/2C5RT+BRvIEugM1uC16HV4+uAB/3HIMipJ9wP7Te0mXAFQaN4PNuHkGf7+Q1TCsUR8sUR+s8VvMB2vEC0vMB0u4F5ZIL5RoP6yRfr1czA9bbAC2WBA2VU+rFA1QIgL2jKYyYQD9eZ+BBglh2YKAYkFItiCi2BBRHIhYnIhYXIhZyxC1liFmrUDMVoGYrQqqvRqqrQbCUQfVVguLrQKSbM14r1ZjKry7nsV9tvsy9tuIU7jPei/W7wrjz9vnQ7EU/rkg9/v2SL3PZ9vGED5wDLrPwuuYXtRq3DLrYrQpzT4bWXp2YkfEj227N+I+670Zy+LHBntl1F6yMGt9iYgoO475ZIhEInC5XPjf//1ffOQjH0nM//KXv4zt27fjpZdeyruNYvfB/sufXsWNr+b/MEVUCrKdXAL5T0oLKSvl2ESuD7waALWAq6Upmgo5Z/2kwXdSgNN5MRZFaJF4Ovss9LnGww8iGj4ZGs6W9ya6Dm3SFkDL2hlvYpChoQxBeKQAPBhAOYLwSAMoR8CYF0B5yv0APFIgZblVGpm+XQPCDi/c8AknvHDDK1zwwQWfcOJDymsoQyjrS5wQQC/K8M/RGyAm8LEqRRI0/Jv1AVTCn/XYaEIPcNtW/AaXfvCiMa9fsc83iIiGi1/hG7q7u6GqKhoaGlLmNzQ0oKOjI+s64XAY4XCyLbjXqzf/jkajiEZH/0o06do7TwHg5cZpfBA5AoURCVFGKatQZWWshpqgIpCE0TZI6L+Fkoi3CYr/SiWn9ZtIuYd5mYTUssZjpI8/ZbQgSpQ3Wq/Ex15KeZxlWjam9ZY/+r0kSXqLHEmCLEvJ8inTcmJaluL10yuRrG9yHzA/J9N4U++9140dffn/Ks6qUjC9ud74KWZGj7nGZUufKSCMAZGEPi6YpiWnhYDQksvj8/VlmjFIUrJs6vK09TSRut1sZXLcm29aymNk7BtG6zy9fvoPwvwckVLGWKaJrIFs+s+sx+HBOxVNAAANMt7UWjLWAYAZ/SdQHfZlWTK0F9KhhOe5Xv9zK7x8tnoEYUUQleg0t8IatC4CdikKtxSCSw7BLQfhUsJwKyG4Lfq8MjkElxKCWwqhTArBlbgPowwhOBEBALilMNwIY8oQn7IkAdXw46e2nw5tRRp1sgQ0oQfbjj+NaHTNmO+/GOcYREQjgeFTmvQmv0KInM2A77zzTtx2220Z8zdu3AiXyzUq9RtMz8kTAPKPTfXVyDac0ZCjx7+U44FpMveHxiG00U6bL3LsK2ObBdQvdbtDq0fu+uUqX1j93j3Wjx9r+Ztnf0Xeg+nTKzI+PWecrImcD4wTlOxVytrYSGQvkFE0beX0n1pKI0qRYxtZN562z7SVJPOzz9dQU4jc4VWOdQWAd7uC+JllyeDbBnBzZCem19ky5qfsMfEkBvkhZOtSJOIdobKUy/bzyjIv62+syD/P3AotsY0sxzPbvqVB6pN136YyUtri5LaS5Y94Jfy4cnWW9VOtH9iMmXV2CEXvwhTv7gTF6NqkKMYo2nJynlFOUmQIWYYw5gtFMZKWZOwUr+HYE2n3peXAFIEdfda85c5vDGGu+9gY1GikpB/7EmIEUpKmAZoGSdUATYWkacl5moZ3Dp/C92NNeTf3cc9JzJpqjAVZ0K9Zvtfh/FsoqIVryuvkMH//T6txvwzABQgngKqcpaIAeo2bmSRUWBCCBX5YZR8skg9WyQ+LFIAFQVgCXZgdzv7lplmP1QXJXgK/i3l+lMWv4ci9RmoRoCYayFvOEjiMp556asT2W6hAIH/diIhKEbvdGYbT7S5by6fm5mZ0d3cXpRlsLBrDBd/+I7pt5dkDFSFQF/Hh5ds/zDGfxhiPTWnj8SldPDalTdUELrz9WXSGs7fGgRBocEh46VuXQZGLf3o6mfBvp7R5d/wcNU9+O2+5nqtvh2fp58agRhRX6sfG6/WitraW3e6IaNzhpw2DzWbDihUr8Oyzz6aET88++yw+9KEPZV3HbrfDbrdnzLdarbBa838TPNKsViu+taIK63fG9G/7zB82jYzxmyuq4HQ5x7xukx2PTWnj8SldPDalzQrgtmuW4x8e2qq3fkw7PpIk4ba/WQ6HPbPFII0u/u2UtuqzPgvf0/8GdzSEbLmsJgC/1YHqsz4LSRn7z5STWakfm2KcYxARjQSOYGiyfv16/OpXv8JvfvMb7NmzB1/5ylfw7rvv4u///u+LXbWC/dUn1+GeJRbURvwp8+siPtyzxIK/+uS6ItWMeGxKG49P6eKxKW3rFk/BfZ9cjsaK1O7cUyqduO+Ty7Fu8ZQi1Yz4t1O6JMUG7ZKbIUl6mGEWH9ZLXHIzJIXB7VjjsSEiGh3sdpfmZz/7Gb7//e+jvb0dixcvxo9//GO8733vK2jdUrr6RCwaw4tPv4ZNm3fg7FVLcdEVa9isvkTw2JQ2Hp/SxWNT2lRN4I2DXdj4yltYe8E5WD2nnl3tSgT/dkpX/xv/CseL/wF7ODmIdMhuRfiiL6Fi9T8XsWZUqsemlM43iIiGguHTCCq1N4NoNIqnnnoKV155JZvolhgem9LG41O6eGxKG49P6eKxKV1CjaB/569wZMdLmLn0QlQs+Qxb1ZSIUjw2pXa+QURUKH7tRURERERUJJJig3vRTXj36FQsXnQlx3gqITw2REQjh2M+ERERERERERHRqGH4REREREREREREo4bhExERERERERERjRqGT0RERERERERENGoYPhERERERERER0ahh+ERERERERERERKOG4RMREREREREREY0ahk9ERERERERERDRqGD4REREREREREdGoYfhERERERERERESjhuETERERERERERGNGoZPREREREREREQ0ahg+ERERERERERHRqGH4REREREREREREo4bhExERERERERERjRpLsSswkQghAABer7fINdFFo1EEAgF4vV5YrdZiV4dMeGxKG49P6eKxKW08PqWLx6a08fiUrlI7NvHzjPh5BxHReMHwaQT5fD4AQHNzc5FrQkREREREE5XP50NFRUWxq0FEVDBJMDYfMZqm4cSJEygvL4ckScWuDrxeL5qbm3Hs2DF4PJ5iV4dMeGxKG49P6eKxKW08PqWLx6a08fiUrlI7NkII+Hw+NDU1QZY5ggoRjR9s+TSCZFnGtGnTil2NDB6PpyTeLCkTj01p4/EpXTw2pY3Hp3Tx2JQ2Hp/SVUrHhi2eiGg8YlxORERERERERESjhuETERERERERERGNGoZPE5jdbse//Mu/wG63F7sqlIbHprTx+JQuHpvSxuNTunhsShuPT+nisSEiGhkccJyIiIiIiIiIiEYNWz4REREREREREdGoYfhERERERERERESjhuETERERERERERGNGoZPE9DLL7+Mq6++Gk1NTZAkCX/84x+LXSUy3HnnnVi1ahXKy8tRX1+PD3/4w9i3b1+xq0UA7rvvPixduhQejwcejwerV6/G008/XexqURZ33nknJEnCLbfcUuyqEIDvfve7kCQp5dbY2FjsapHJ8ePH8clPfhI1NTVwuVw466yzsGXLlmJXa9I744wzMv52JEnCzTffXOyqEYBYLIZ/+qd/wsyZM+F0OjFr1iz867/+KzRNK3bViIjGJUuxK0Ajb2BgAGeeeSZuvPFGfPSjHy12dcjkpZdews0334xVq1YhFovh29/+NtauXYu2tja43e5iV29SmzZtGu666y7MmTMHAPDggw/iQx/6ELZt24ZFixYVuXYUt3nzZvziF7/A0qVLi10VMlm0aBGee+65xGNFUYpYGzLr7e3FmjVrcPHFF+Ppp59GfX09Dh06hMrKymJXbdLbvHkzVFVNPN61axcuu+wy/M3f/E0Ra0Vxd999N/7rv/4LDz74IBYtWoTW1lbceOONqKiowJe//OViV4+IaNxh+DQBXXHFFbjiiiuKXQ3KYsOGDSmP77//ftTX12PLli143/veV6RaEQBcffXVKY9vv/123HfffXjzzTcZPpUIv9+Pv/3bv8Uvf/lLfO973yt2dcjEYrGwtVOJuvvuu9Hc3Iz7778/Me+MM84oXoUooa6uLuXxXXfdhdmzZ+PCCy8sUo3I7I033sCHPvQhXHXVVQD0v5v/+Z//QWtra5FrRkQ0PrHbHVER9ff3AwCqq6uLXBMyU1UVDz/8MAYGBrB69epiV4cMN998M6666ipceumlxa4KpTlw4ACampowc+ZMfPzjH8fhw4eLXSUyPPHEE1i5ciX+5m/+BvX19Vi2bBl++ctfFrtalCYSieChhx7Cpz71KUiSVOzqEIDzzz8fzz//PPbv3w8AePvtt/Hqq6/iyiuvLHLNiIjGJ7Z8IioSIQTWr1+P888/H4sXLy52dQjAzp07sXr1aoRCIZSVleHxxx9HS0tLsatFAB5++GFs3boVmzdvLnZVKM0555yD//7v/8a8efPQ2dmJ733vezjvvPOwe/du1NTUFLt6k97hw4dx3333Yf369fjWt76FTZs24Utf+hLsdjv+7u/+rtjVI8Mf//hH9PX14YYbbih2Vchw6623or+/HwsWLICiKFBVFbfffjs+8YlPFLtqRETjEsMnoiL5whe+gB07duDVV18tdlXIMH/+fGzfvh19fX149NFHcf311+Oll15iAFVkx44dw5e//GVs3LgRDoej2NWhNOZu3kuWLMHq1asxe/ZsPPjgg1i/fn0Ra0YAoGkaVq5ciTvuuAMAsGzZMuzevRv33Xcfw6cS8utf/xpXXHEFmpqail0VMvzhD3/AQw89hN///vdYtGgRtm/fjltuuQVNTU24/vrri109IqJxh+ETURF88YtfxBNPPIGXX34Z06ZNK3Z1yGCz2RIDjq9cuRKbN2/Gv//7v+PnP/95kWs2uW3ZsgVdXV1YsWJFYp6qqnj55Zfx05/+FOFwmANclxC3240lS5bgwIEDxa4KAZgyZUpGgL5w4UI8+uijRaoRpTt69Ciee+45PPbYY8WuCpn84z/+I77xjW/g4x//OAA9XD969CjuvPNOhk9ERMPA8IloDAkh8MUvfhGPP/44XnzxRcycObPYVaJBCCEQDoeLXY1J75JLLsHOnTtT5t14441YsGABbr31VgZPJSYcDmPPnj244IILil0VArBmzRrs27cvZd7+/fsxY8aMItWI0sUvPhIf2JpKQyAQgCynDo+rKAo0TStSjYiIxjeGTxOQ3+/HwYMHE4+PHDmC7du3o7q6GtOnTy9izejmm2/G73//e/zf//0fysvL0dHRAQCoqKiA0+kscu0mt29961u44oor0NzcDJ/Ph4cffhgvvvhixhUKaeyVl5dnjIvmdrtRU1PD8dJKwNe+9jVcffXVmD59Orq6uvC9730PXq+XLQNKxFe+8hWcd955uOOOO3DNNddg06ZN+MUvfoFf/OIXxa4aQe8Wef/99+P666+HxcKP5aXk6quvxu23347p06dj0aJF2LZtG+655x586lOfKnbViIjGJUkIIYpdCRpZL774Ii6++OKM+ddffz0eeOCBsa8QJeS6gs3999/PQUaL7NOf/jSef/55tLe3o6KiAkuXLsWtt96Kyy67rNhVoywuuuginHXWWbj33nuLXZVJ7+Mf/zhefvlldHd3o66uDueeey7+7d/+jWOllZA//elP+OY3v4kDBw5g5syZWL9+PW666aZiV4sAbNy4EZdffjn27duHefPmFbs6ZOLz+fCd73wHjz/+OLq6utDU1IRPfOIT+Od//mfYbLZiV4+IaNxh+ERERERERERERKNGzl+EiIiIiIiIiIhoeBg+ERERERERERHRqGH4REREREREREREo4bhExERERERERERjRqGT0RERERERERENGoYPhERERERERER0ahh+ERERERERERERKOG4RMREREREREREY0ahk9ERETjkCRJ+OMf/1jsahARERER5cXwiYiIaAhuuOEGSJKEv//7v89Y9vnPfx6SJOGGG24Ysf1997vfxVlnnTVi2yMiIiIiGmsMn4iIiIaoubkZDz/8MILBYGJeKBTC//zP/2D69OlFrBkRERERUelh+ERERDREy5cvx/Tp0/HYY48l5j322GNobm7GsmXLEvPC4TC+9KUvob6+Hg6HA+effz42b96cWP7iiy9CkiQ8//zzWLlyJVwuF8477zzs27cPAPDAAw/gtttuw9tvvw1JkiBJEh544IHE+t3d3fjIRz4Cl8uFuXPn4oknnhj9J09ERERENEQMn4iIiIbhxhtvxP333594/Jvf/Aaf+tSnUsp8/etfx6OPPooHH3wQW7duxZw5c3D55Zfj1KlTKeW+/e1v40c/+hFaW1thsVgS2/nYxz6Gr371q1i0aBHa29vR3t6Oj33sY4n1brvtNlxzzTXYsWMHrrzySvzt3/5txraJiIiIiIqN4RMREdEwXHfddXj11Vfxzjvv4OjRo3jttdfwyU9+MrF8YGAA9913H37wgx/giiuuQEtLC375y1/C6XTi17/+dcq2br/9dlx44YVoaWnBN77xDbz++usIhUJwOp0oKyuDxWJBY2MjGhsb4XQ6E+vdcMMN+MQnPoE5c+bgjjvuwMDAADZt2jRmPwMiIiIiokJYil0BIiKi8ai2thZXXXUVHnzwQQghcNVVV6G2tjax/NChQ4hGo1izZk1intVqxdlnn409e/akbGvp0qWJ6SlTpgAAurq68o4fZV7P7XajvLwcXV1dp/W8iIiIiIhGGsMnIiKiYfrUpz6FL3zhCwCA//zP/0xZJoQAAEiSlDE/fZ7Vak1Mx5dpmpZ3/+b14usWsh4RERER0VhitzsiIqJhWrduHSKRCCKRCC6//PKUZXPmzIHNZsOrr76amBeNRtHa2oqFCxcWvA+bzQZVVUeszkREREREY40tn4iIiIZJUZREFzpFUVKWud1u/MM//AP+8R//EdXV1Zg+fTq+//3vIxAI4NOf/nTB+zjjjDNw5MgRbN++HdOmTUN5eTnsdvuIPg8iIiIiotHE8ImIiOg0eDyenMvuuusuaJqG6667Dj6fDytXrsQzzzyDqqqqgrf/0Y9+FI899hguvvhi9PX14f7778cNN9wwAjUnIiIiIhobkogPSkFERERERERERDTCOOYTERERERERERGNGoZPREREREREREQ0ahg+ERERERERERHRqGH4REREREREREREo4bhExERERERERERjRqGT0RERERERERENGoYPhERERERERER0ahh+ERERERERERERKOG4RMREREREREREY0ahk9ERERERERERDRqGD4REREREREREdGoYfhERERERERERESj5v8DptycH/kQ1mAAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Group by month and count service requests\n",
+ "monthly_counts = data.groupby('Month')['RequestType'].value_counts().unstack(fill_value=0)\n",
+ "\n",
+ "# Plot line charts for each month\n",
+ "monthly_counts.plot(kind='line', figsize=(12, 6), marker='o')\n",
+ "plt.title('Service Requests Over Time by Request Type')\n",
+ "plt.xlabel('Month')\n",
+ "plt.ylabel('Count')\n",
+ "plt.legend(title='Request Type', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Total Service Requests Over Time\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Group by month and count total service requests\n",
+ "monthly_total_counts = data.groupby('Month').size()\n",
+ "\n",
+ "# Plot line chart for total service requests over time\n",
+ "monthly_total_counts.plot(kind='line', figsize=(12, 6), marker='o', color='blue')\n",
+ "plt.title('Total Service Requests Over Time')\n",
+ "plt.xlabel('Month')\n",
+ "plt.ylabel('Total Count')\n",
+ "plt.grid(True)\n",
+ "plt.tight_layout()\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "RequestSource\n",
+ "Call 354423\n",
+ "Mobile App 311413\n",
+ "Self Service 145375\n",
+ "Driver Self Report 86038\n",
+ "Council's Office 2229\n",
+ "Email 1707\n",
+ "Voicemail 246\n",
+ "Social 54\n",
+ "Walk-in 7\n",
+ "Fax 4\n",
+ "Web Form 3\n",
+ "Queue Initiated Customer Call 1\n",
+ "Letter 1\n",
+ "City Attorney 1\n",
+ "Radio 1\n",
+ "Name: count, dtype: int64\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Bar chart: Service requests by source\n",
+ "source_counts = data['RequestSource'].value_counts()\n",
+ "print(source_counts)\n",
+ "source_counts.plot(kind='bar', figsize=(8, 6))\n",
+ "plt.title('Service Requests by Source')\n",
+ "plt.xlabel('Source')\n",
+ "plt.ylabel('Count')\n",
+ "plt.show()\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total Counts for Each Status:\n",
+ " Total Count\n",
+ "Status \n",
+ "Cancelled 37282\n",
+ "Closed 793751\n",
+ "Forward 178\n",
+ "Open 38359\n",
+ "Pending 30901\n",
+ "Referred Out 1032\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Group by month and status\n",
+ "monthly_counts = data.groupby(['Month', 'Status']).size().unstack(fill_value=0)\n",
+ "\n",
+ "# Plot the counts for open and closed service requests for each month\n",
+ "ax = monthly_counts.plot(kind='line', figsize=(12, 6))\n",
+ "plt.title('Open and Closed Service Requests by Month')\n",
+ "plt.xlabel('Month')\n",
+ "plt.ylabel('Count')\n",
+ "plt.legend(title='Status')\n",
+ "plt.show()\n",
+ "\n",
+ "# Display total counts in a table\n",
+ "total_counts = monthly_counts.sum()\n",
+ "total_counts_table = pd.DataFrame(total_counts, columns=['Total Count'])\n",
+ "print(\"Total Counts for Each Status:\")\n",
+ "print(total_counts_table)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "NCName\n",
+ "Boyle Heights 30312\n",
+ "Wilshire Center-Koreatown 20979\n",
+ "Empowerment Congress Southeast 20570\n",
+ "Downtown Los Angeles 20409\n",
+ "Van Nuys 20192\n",
+ " ... \n",
+ "Westwood 3317\n",
+ "Elysian Valley Riverside 1797\n",
+ "North Westwood 1473\n",
+ "Arts District Little Tokyo 1299\n",
+ "Hermon 907\n",
+ "Name: count, Length: 99, dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "ncname_counts = data['NCName'].value_counts()\n",
+ "print(ncname_counts)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total count of NCName: 888250\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Count total occurrences of 'NCName'\n",
+ "ncname_total_count = data['NCName'].count()\n",
+ "\n",
+ "# Display the total count\n",
+ "print(\"Total count of NCName:\", ncname_total_count)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Get the top 10 NCNames\n",
+ "top_ncnames = data['NCName'].value_counts().head(10).index\n",
+ "\n",
+ "# Filter the data for the top 10 NCNames\n",
+ "filtered_data = data[data['NCName'].isin(top_ncnames)]\n",
+ "\n",
+ "# Group by NCName and RequestType and count occurrences\n",
+ "ncname_request_counts = filtered_data.groupby(['NCName', 'RequestType']).size().unstack(fill_value=0)\n",
+ "\n",
+ "# Plot the bar chart\n",
+ "ncname_request_counts.plot(kind='bar', stacked=True, figsize=(12, 8))\n",
+ "plt.title('Top 10 NCNames and Request Types')\n",
+ "plt.xlabel('NCName')\n",
+ "plt.ylabel('Count')\n",
+ "plt.xticks(rotation=45, ha='right')\n",
+ "plt.legend(title='Request Type')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CDMember\n",
+ "Heather Hutt 66463\n",
+ "Hugo Soto-Martinez 65545\n",
+ "Marqueece Harris-Dawson 64171\n",
+ "Imelda Padilla 58392\n",
+ "Paul Krekorian 57779\n",
+ "John Lee 56648\n",
+ "Kevin de León 54929\n",
+ "Nithya Raman 53420\n",
+ "Eunisses Hernandez 53226\n",
+ "Monica Rodriguez 49625\n",
+ "Bob Blumenfield 49407\n",
+ "Tim McOsker 49036\n",
+ "Traci Park 49027\n",
+ "Curren D. Price Jr. 48521\n",
+ "Katy Yaroslavsky 45263\n",
+ "Nury Martinez 1\n",
+ "Vacant 1\n",
+ "Mike Bonin 1\n",
+ "Name: count, dtype: int64\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "cdmember_count=data['CDMember'].value_counts()\n",
+ "print(cdmember_count)\n",
+ "# Create a bar plot\n",
+ "plt.figure(figsize=(12, 6)) # Adjust size if needed\n",
+ "sns.barplot(x=cdmember_count.index, y=cdmember_count.values)\n",
+ "plt.title('Distribution of CDMember')\n",
+ "plt.xlabel('CEMember')\n",
+ "plt.ylabel('Frequency')\n",
+ "plt.xticks(rotation=90) # Rotate x-axis labels for better readability\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Create a GeoDataFrame from the service request data\n",
+ "geometry = [Point(xy) for xy in zip(data['Longitude'], data['Latitude'])]\n",
+ "geo_data = gpd.GeoDataFrame(data, geometry=geometry, crs='EPSG:4326')\n",
+ "\n",
+ "# Plot the data with a larger size\n",
+ "geo_data.plot(column='RequestType', cmap='viridis', legend=True, markersize=5, figsize=(20, 10))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Convert the 'RequestType' column to a categorical data type\n",
+ "geo_data['RequestType'] = geo_data['RequestType'].astype('category')\n",
+ "\n",
+ "# Create a scatter plot to visualize the spatial distribution of service requests\n",
+ "fig, ax = plt.subplots(figsize=(10, 8))\n",
+ "sc = ax.scatter(x=geo_data['Longitude'], y=geo_data['Latitude'], c=geo_data['RequestType'].cat.codes, cmap='viridis', norm=LogNorm(), s=10)\n",
+ "plt.colorbar(sc, label='Request Type')\n",
+ "plt.title('Spatial Distribution of Service Requests')\n",
+ "plt.xlabel('Longitude')\n",
+ "plt.ylabel('Latitude')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Data Cleaning"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data=df.copy()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Number of duplicate rows: 0\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Remove duplicates\n",
+ "print(f\"Number of duplicate rows: {data.duplicated().sum()}\")\n",
+ "data.drop_duplicates(inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Columns with missing values:\n",
+ " MobileOS 590066\n",
+ "AssignTo 8666\n",
+ "ServiceDate 70805\n",
+ "ClosedDate 70678\n",
+ "ApproximateAddress 366217\n",
+ "Address 270\n",
+ "HouseNumber 129893\n",
+ "Direction 59888\n",
+ "StreetName 129892\n",
+ "Suffix 71369\n",
+ "ZipCode 1199\n",
+ "Latitude 1069\n",
+ "Longitude 1069\n",
+ "Location 1069\n",
+ "TBMPage 1076\n",
+ "TBMColumn 1076\n",
+ "TBMRow 1076\n",
+ "APC 1130\n",
+ "CD 1072\n",
+ "CDMember 80048\n",
+ "NC 13253\n",
+ "NCName 13253\n",
+ "PolicePrecinct 1094\n",
+ "dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Checking for missing values\n",
+ "null_counts = data.isnull().sum()\n",
+ "print(\"Columns with missing values:\\n\", null_counts[null_counts > 0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 901503 entries, 0 to 901502\n",
+ "Data columns (total 34 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 SRNumber 901503 non-null object \n",
+ " 1 CreatedDate 901503 non-null datetime64[ns]\n",
+ " 2 UpdatedDate 901503 non-null datetime64[ns]\n",
+ " 3 ActionTaken 901503 non-null object \n",
+ " 4 Owner 901503 non-null object \n",
+ " 5 RequestType 901503 non-null object \n",
+ " 6 Status 901503 non-null object \n",
+ " 7 RequestSource 901503 non-null object \n",
+ " 8 CreatedByUserOrganization 901503 non-null object \n",
+ " 9 MobileOS 311437 non-null object \n",
+ " 10 Anonymous 901503 non-null object \n",
+ " 11 AssignTo 892837 non-null object \n",
+ " 12 ServiceDate 830698 non-null datetime64[ns]\n",
+ " 13 ClosedDate 830825 non-null datetime64[ns]\n",
+ " 14 AddressVerified 901503 non-null object \n",
+ " 15 ApproximateAddress 535286 non-null object \n",
+ " 16 Address 901233 non-null object \n",
+ " 17 HouseNumber 771610 non-null float64 \n",
+ " 18 Direction 841615 non-null object \n",
+ " 19 StreetName 771611 non-null object \n",
+ " 20 Suffix 830134 non-null object \n",
+ " 21 ZipCode 900304 non-null object \n",
+ " 22 Latitude 900434 non-null float64 \n",
+ " 23 Longitude 900434 non-null float64 \n",
+ " 24 Location 900434 non-null object \n",
+ " 25 TBMPage 900427 non-null float64 \n",
+ " 26 TBMColumn 900427 non-null object \n",
+ " 27 TBMRow 900427 non-null float64 \n",
+ " 28 APC 900373 non-null object \n",
+ " 29 CD 900431 non-null float64 \n",
+ " 30 CDMember 821455 non-null object \n",
+ " 31 NC 888250 non-null float64 \n",
+ " 32 NCName 888250 non-null object \n",
+ " 33 PolicePrecinct 900409 non-null object \n",
+ "dtypes: datetime64[ns](4), float64(7), object(23)\n",
+ "memory usage: 233.8+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Convert date columns to datetime\n",
+ "date_cols = ['CreatedDate', 'UpdatedDate', 'ServiceDate', 'ClosedDate']\n",
+ "for col in date_cols:\n",
+ " data[col] = pd.to_datetime(data[col], errors='coerce')\n",
+ " \n",
+ "\n",
+ "data.info() \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " CD CDMember Count\n",
+ "8 1.0 Eunisses Hernandez 53226\n",
+ "4 2.0 Paul Krekorian 57779\n",
+ "10 3.0 Bob Blumenfield 49406\n",
+ "7 4.0 Nithya Raman 53420\n",
+ "14 5.0 Katy Yaroslavsky 45263\n",
+ "3 6.0 Imelda Padilla 58392\n",
+ "16 6.0 Vacant 1\n",
+ "9 7.0 Monica Rodriguez 49625\n",
+ "2 8.0 Marqueece Harris-Dawson 64169\n",
+ "13 9.0 Curren D. Price Jr. 48521\n",
+ "0 10.0 Heather Hutt 66463\n",
+ "15 11.0 Mike Bonin 1\n",
+ "12 11.0 Traci Park 49027\n",
+ "5 12.0 John Lee 56648\n",
+ "1 13.0 Hugo Soto-Martinez 65545\n",
+ "6 14.0 Kevin de León 54929\n",
+ "11 15.0 Tim McOsker 49036\n"
+ ]
+ }
+ ],
+ "source": [
+ "#CD and CDMember, suggests they might represent the same data, and emphasizes the need for analysis-driven decision making on dropping one column.\n",
+ "# # Group data by each categorical variable and count occurrences\n",
+ "cd_value_counts = data[['CD', 'CDMember']].value_counts().reset_index(name='Count')\n",
+ "\n",
+ "# Sort by CD and CDMember in ascending order\n",
+ "cd_value_counts = cd_value_counts.sort_values(by=['CD', 'CDMember'], ascending=True)\n",
+ "\n",
+ "# Print the table\n",
+ "print(cd_value_counts.to_string(index=True))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " NC NCName Count\n",
+ "73 4.0 Granada Hills North 5407\n",
+ "5 5.0 Sylmar 20055\n",
+ "53 6.0 Arleta 7657\n",
+ "17 7.0 Pacoima 12477\n",
+ "25 8.0 Sun Valley Area 10907\n",
+ "87 9.0 Foothills Trails District 4577\n",
+ "27 10.0 Sunland-Tujunga 10703\n",
+ "41 11.0 West Hills 9238\n",
+ "45 13.0 Canoga Park 8825\n",
+ "33 14.0 Winnetka 10017\n",
+ "8 15.0 Reseda 15258\n",
+ "11 16.0 Woodland Hills-Warner Center 14456\n",
+ "47 17.0 Tarzana 8455\n",
+ "44 18.0 Encino 8941\n",
+ "20 19.0 Lake Balboa 11838\n",
+ "4 20.0 Van Nuys 20192\n",
+ "23 21.0 Greater Valley Glen 11029\n",
+ "82 22.0 North Hollywood West 4797\n",
+ "19 23.0 North Hollywood Northeast 12146\n",
+ "7 24.0 NoHo 16281\n",
+ "72 25.0 Valley Village 5489\n",
+ "13 26.0 Sherman Oaks 14004\n",
+ "49 27.0 Studio City 8315\n",
+ "93 28.0 Greater Toluca Lake 3370\n",
+ "50 29.0 Hollywood Hills West 7998\n",
+ "79 30.0 Hollywood United 4951\n",
+ "80 32.0 Central Hollywood 4888\n",
+ "24 33.0 Hollywood Studio District 11004\n",
+ "12 34.0 East Hollywood 14124\n",
+ "60 36.0 Los Feliz 7279\n",
+ "90 37.0 Atwater Village 3883\n",
+ "42 38.0 Silver Lake 9089\n",
+ "70 39.0 Glassell Park 5720\n",
+ "63 40.0 Eagle Rock 6738\n",
+ "22 41.0 Historic Highland Park 11092\n",
+ "81 42.0 Arroyo Seco 4873\n",
+ "95 43.0 Elysian Valley Riverside 1797\n",
+ "6 44.0 Echo Park 16305\n",
+ "97 46.0 Arts District Little Tokyo 1299\n",
+ "48 47.0 Lincoln Heights 8326\n",
+ "28 48.0 LA-32 10514\n",
+ "0 50.0 Boyle Heights 30312\n",
+ "3 52.0 Downtown Los Angeles 20409\n",
+ "67 53.0 Rampart Village 5938\n",
+ "78 54.0 MacArthur Park 4958\n",
+ "1 55.0 Wilshire Center-Koreatown 20979\n",
+ "14 58.0 Mid-City West 13555\n",
+ "65 60.0 P.I.C.O. 6504\n",
+ "34 61.0 South Robertson 9941\n",
+ "59 62.0 Westside 7313\n",
+ "94 63.0 Westwood 3317\n",
+ "89 64.0 Bel Air-Beverly Crest 4122\n",
+ "57 66.0 West LA - Sawtelle 7404\n",
+ "32 67.0 Mar Vista 10035\n",
+ "21 68.0 Venice 11184\n",
+ "66 70.0 Del Rey 6039\n",
+ "29 71.0 Westchester/Playa 10429\n",
+ "55 73.0 Mid City 7471\n",
+ "15 74.0 United Neighborhoods 13438\n",
+ "52 75.0 West Adams 7778\n",
+ "40 76.0 Pico Union 9255\n",
+ "10 77.0 Empowerment Congress North 14648\n",
+ "31 78.0 South Central 10198\n",
+ "46 79.0 Empowerment Congress West 8559\n",
+ "26 80.0 Park Mesa Heights 10710\n",
+ "9 81.0 Empowerment Congress Central 14751\n",
+ "37 84.0 Empowerment Congress Southwest 9682\n",
+ "36 86.0 CANNDU 9845\n",
+ "2 87.0 Empowerment Congress Southeast 20570\n",
+ "58 88.0 Watts 7366\n",
+ "43 90.0 Harbor Gateway North 9000\n",
+ "68 91.0 Harbor Gateway South 5855\n",
+ "74 92.0 Harbor City 5346\n",
+ "18 93.0 Wilmington 12268\n",
+ "86 94.0 Northwest San Pedro 4597\n",
+ "51 95.0 Central San Pedro 7972\n",
+ "61 96.0 Coastal San Pedro 7079\n",
+ "88 97.0 Westlake North 4500\n",
+ "39 99.0 Chatsworth 9416\n",
+ "16 100.0 Panorama City 12742\n",
+ "76 101.0 Mission Hills 5115\n",
+ "91 102.0 Greater Cypress Park 3558\n",
+ "84 104.0 Olympic Park 4671\n",
+ "30 109.0 Voices 10419\n",
+ "71 110.0 Central Alameda 5638\n",
+ "92 111.0 North Hills West 3421\n",
+ "62 112.0 North Hills East 7053\n",
+ "85 113.0 Northridge West 4608\n",
+ "75 114.0 Porter Ranch 5134\n",
+ "69 115.0 Palms 5738\n",
+ "54 118.0 Granada Hills South 7609\n",
+ "38 119.0 Greater Wilshire 9515\n",
+ "83 120.0 Northridge East 4754\n",
+ "64 121.0 Westlake South 6545\n",
+ "56 124.0 Northridge South 7429\n",
+ "35 125.0 Zapata-King 9874\n",
+ "98 126.0 Hermon 907\n",
+ "96 127.0 North Westwood 1473\n",
+ "77 128.0 Historic Cultural North 4990\n"
+ ]
+ }
+ ],
+ "source": [
+ "#NC and NCName, suggests they might represent the same data, and emphasizes the need for analysis-driven decision making on dropping one column.\n",
+ "# # # Group data by NC, NCName, and count occurrences\n",
+ "nc_value_counts = data[['NC', 'NCName']].value_counts().reset_index(name='Count')\n",
+ "\n",
+ "# Sort by NC and NCName in ascending order\n",
+ "nc_value_counts = nc_value_counts.sort_values(by=['NC', 'NCName'], ascending=True)\n",
+ "\n",
+ "# Print the table\n",
+ "print(nc_value_counts.to_string(index=True))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Remove Unnecessary Columns - Remove columns not useful for analysis \n",
+ "#SRNumber: Unique identifier, likely not directly relevant to analysis.\n",
+ "# MobileOS: Not essential unless analyzing trends related to mobile operating systems.A\n",
+ "# nonymous: May not be a key factor depending on the analysis focus. \n",
+ "# HouseNumber, Direction, StreetName, Suffix: These details are already captured within the address column and are therefore redundant for analysis purposes.\n",
+ "# TBMPage, TBMColumn, TBMRow: Redundant if you have a more comprehensive address or location data point.\n",
+ "#CDMember: Missing values can be filled based on CD column, However ease of analysis droping this column \n",
+ "# for information about dataset: https://data.lacity.org/City-Infrastructure-Service-Requests/MyLA311-Service-Request-Data-2024/b7dx-7gc3/about_data\n",
+ "\n",
+ "unnecessary_columns = ['SRNumber', 'MobileOS', 'Anonymous','HouseNumber','Direction','StreetName','Suffix','ApproximateAddress','TBMPage', 'TBMColumn', 'TBMRow','CDMember']\n",
+ "data.drop(columns=unnecessary_columns, inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(901503, 22)"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Categorical Data Cleaning\n",
+ "#Lowercasing below categorical variables ensures data consistency, reduces errors in analysis, and simplifies comparisons/grouping.\n",
+ "\n",
+ "cat_columns = ['ActionTaken', 'RequestType', 'Status', 'RequestSource', 'CreatedByUserOrganization']\n",
+ "data[cat_columns] = data[cat_columns].apply(lambda x: x.str.lower())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Columns with missing values:\n",
+ " AssignTo 8666\n",
+ "ServiceDate 70805\n",
+ "ClosedDate 70678\n",
+ "Address 270\n",
+ "ZipCode 1199\n",
+ "Latitude 1069\n",
+ "Longitude 1069\n",
+ "Location 1069\n",
+ "APC 1130\n",
+ "CD 1072\n",
+ "NC 13253\n",
+ "NCName 13253\n",
+ "PolicePrecinct 1094\n",
+ "dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Checking for missing values\n",
+ "null_counts = data.isnull().sum()\n",
+ "print(\"Columns with missing values:\\n\", null_counts[null_counts > 0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Handling missing values based on column-specific strategies : For example, impute categorical columns with mode and numeric columns with mean or median\n",
+ "\n",
+ "# Drop rows with missing values in any of the specified columns\n",
+ "data = data.dropna(subset=['Longitude', 'Latitude', 'Location'],thresh=2)\n",
+ "\n",
+ "#ServiceDate and ClosedDate values are missing : based on statusand updated state filling thes values "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\t\n",
+ "# Open - Being reviewed and worked on. \n",
+ "# Pending - Has been reviewed and requires additional work \n",
+ "# Forward - Has been reviewed and forwarded to another department for fulfillment.\n",
+ "# Closed - The request has been completed. \n",
+ "# Canceled - The request could not be completed. \n",
+ "# Referred Out - The request was referred out to an outside agency and the request can no longer be tracked in MyLA311"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "70481\n",
+ "69900\n"
+ ]
+ }
+ ],
+ "source": [
+ "print( data['ServiceDate'].isna().sum())\n",
+ "print(data['ClosedDate'].isna().sum())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Define a function to update dates based on status\n",
+ "def update_dates(row):\n",
+ " if row['Status'] not in ['open', 'pending']: # Update only for non-Open/Pending rows\n",
+ " if pd.isna(row['ServiceDate']):\n",
+ " row['ServiceDate'] = row['UpdatedDate']\n",
+ " if pd.isna(row['ClosedDate']):\n",
+ " row['ClosedDate'] = row['UpdatedDate']\n",
+ " return row\n",
+ "\n",
+ "# Apply the function to each row\n",
+ "data = data.apply(update_dates, axis=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "18567\n",
+ "68490\n"
+ ]
+ }
+ ],
+ "source": [
+ "print( data['ServiceDate'].isna().sum())\n",
+ "print(data['ClosedDate'].isna().sum())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "68490"
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "open_pending_count = data[data['Status'].isin(['open', 'pending'])].shape[0]\n",
+ "open_pending_count"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Filter out rows with invalid ZipCode values\n",
+ "data = data[~data['ZipCode'].isin(['VE, 0'])]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Columns with missing values:\n",
+ " AssignTo 7651\n",
+ "ServiceDate 18567\n",
+ "ClosedDate 68490\n",
+ "ZipCode 130\n",
+ "APC 61\n",
+ "CD 5\n",
+ "NC 12184\n",
+ "NCName 12184\n",
+ "PolicePrecinct 25\n",
+ "dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Checking for missing values\n",
+ "null_counts = data.isnull().sum()\n",
+ "print(\"Columns with missing values:\\n\", null_counts[null_counts > 0])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Initial data cleaning has been conducted to establish a solid foundation. To ensure optimal data quality for subsequent analyses, further cleaning and preparation will be required as needed, aligned with specific analytical requirements"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Saving 311 Data into Monthly CSV Files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Data for 2024-01 saved to ./Data_csvfile/service_requests_2024-01.csv\n",
+ "Data for 2024-02 saved to ./Data_csvfile/service_requests_2024-02.csv\n",
+ "Data for 2024-03 saved to ./Data_csvfile/service_requests_2024-03.csv\n",
+ "Data for 2024-04 saved to ./Data_csvfile/service_requests_2024-04.csv\n",
+ "Data for 2024-05 saved to ./Data_csvfile/service_requests_2024-05.csv\n",
+ "Data for 2024-06 saved to ./Data_csvfile/service_requests_2024-06.csv\n",
+ "Data for 2024-07 saved to ./Data_csvfile/service_requests_2024-07.csv\n",
+ "Data for 2024-08 saved to ./Data_csvfile/service_requests_2024-08.csv\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "# Ensure 'CreatedDate' is in datetime format (handle potential errors)\n",
+ "try:\n",
+ " data['CreatedDate'] = pd.to_datetime(data['CreatedDate'])\n",
+ "except (ValueError, TypeError) as e:\n",
+ " print(f\"Error converting 'CreatedDate': {e}\")\n",
+ " # Optionally, consider default actions for invalid data (e.g., removing rows)\n",
+ "\n",
+ "# Group data by month (without creating a new column)\n",
+ "grouped_data = data.groupby(data['CreatedDate'].dt.to_period('M'))\n",
+ " \n",
+ "# Directory to save CSV files (create it if it doesn't exist)\n",
+ "save_dir = './Data_csvfile/'\n",
+ "import os\n",
+ "os.makedirs(save_dir, exist_ok=True) # Create directory if it doesn't exist\n",
+ "\n",
+ "# Iterate over each month and save data to CSV\n",
+ "for month, group in grouped_data:\n",
+ " file_name = f'{save_dir}service_requests_{month}.csv'\n",
+ " group.to_csv(file_name, index=False)\n",
+ " print(f\"Data for {month} saved to {file_name}\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Save cleaned data\n",
+ "#data.to_csv('cleaned_data.csv', index=False)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "base",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.5"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/311-data/CSV_files/Data_csvfiles b/311-data/CSV_files/Data_csvfiles
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/311-data/CSV_files/Data_csvfiles
@@ -0,0 +1 @@
+
diff --git a/311-data/CSV_files/Docs/CleaningRules.txt b/311-data/CSV_files/Docs/CleaningRules.txt
new file mode 100644
index 0000000..81c24ba
Binary files /dev/null and b/311-data/CSV_files/Docs/CleaningRules.txt differ
diff --git a/311-data/webscraping/scrape_more_info.py b/311-data/webscraping/scrape_more_info.py
new file mode 100644
index 0000000..d63baf5
--- /dev/null
+++ b/311-data/webscraping/scrape_more_info.py
@@ -0,0 +1,62 @@
+"""Scrapes extra info for desired tech categories
+
+Takes tech_table produced by Rajinders' scrape.py script
+
+Extra info includes: url of tech found on builtwith, text description of tech, url for tech website, subcategories listed on builtwith,
+number of live sites that use technology, list of top 5 competitors of tech
+"""
+
+import requests
+from bs4 import BeautifulSoup, element
+import pandas as pd
+import numpy as np
+
+def get_extra_info(url_list):
+ columns = ['builtwith_tech_url', 'tech_description', 'tech_website', 'subcategories','num_live_sites','competitors']
+ extra_info = pd.DataFrame(columns=columns)
+
+ for url in url_list:
+ print(url)
+ res = requests.get(url)
+ soup = BeautifulSoup(res.content, "html.parser")
+
+ #first card search for tech description, tech website, subcategories
+ div = soup.findAll("div", {"class": "col-9 col-md-10"})
+
+ ls = [url]
+ for d in div:
+ info = d.findAll("p")
+ for i in info:
+ ls.append(i.text)
+
+ #second search, for top competitors
+ div2 = soup.find("div", {"class": "list-group small"})
+ comp = div2.findAll("a", href=True)
+ links = []
+
+ try:
+ for i in range(5): #get top 5 competitors
+ if 'trends' in str(comp[i]): #some sites don't have competitors listed
+ links.append(comp[i]["href"][2:])
+ else:
+ continue
+ except:
+ continue
+
+ try:
+ ls.append(soup.find("dd", {"class": "col-6"}).text) #get number of live websites
+ except:
+ ls.append(np.NaN)#some urls don't have this info yet
+
+ ls.append(links)
+ extra_info.loc[len(extra_info)] = ls
+
+ return extra_info
+
+def main():
+ tech = pd.read_csv('tech_table.csv')
+ more_info = tech[tech['category'].isin(['widgets', 'analytics', 'cms','copyright','framework','link','mobile','payment','ssl','widgets'])] #choose which tech categories to collect more data
+ urls = list(more_info['URL of tech'])
+ info = get_extra_info(urls)
+ info['subcategories'] = info['subcategories'].str.replace(' · ', ', ') #formatting for subcategories column
+ info.to_csv('techtable_extrainfo.csv', index=False)
\ No newline at end of file
diff --git a/Pedestrian_Data/Images/Accidents_vs_crosswalks_-_QGIS_-_7:25:21.png b/Pedestrian_Data/Images/Accidents_vs_crosswalks_-_QGIS_-_7-25-21.png
similarity index 100%
rename from Pedestrian_Data/Images/Accidents_vs_crosswalks_-_QGIS_-_7:25:21.png
rename to Pedestrian_Data/Images/Accidents_vs_crosswalks_-_QGIS_-_7-25-21.png
diff --git a/README.md b/README.md
index 166f413..f138fb5 100644
--- a/README.md
+++ b/README.md
@@ -7,18 +7,16 @@ Welcome to the Data Science Community of Practice. We are happy you are here!
If you have not read the [Guide for New Volunteers](https://www.hackforla.org/getting-started), please do so.
1. Join the [#data-science](https://hackforla.slack.com/archives/CGRATJCCF) Slack channel and introduce yourself.
-1. Slack one of our Data Science Community of Practice leads [Ryan](https://hackforla.slack.com/team/UPB2FHJCX) or [Sophia](https://hackforla.slack.com/team/UN7V7L934) with your Gmail address.
-1. Accept your Google Drive invite to access the [shared folder](https://drive.google.com/drive/u/0/folders/17VuPq--bK2RvBiAG87C0Vo1oM7nluuS7).
-1. Add yourself to the [Team Roster](https://docs.google.com/spreadsheets/d/1QJltNh1gOybfebe-RkT-xS7m4OtxbuFfaJ4OujeA4h0/edit) and inform Ryan or Sophia after you have done so.
-1. Join our meetings Thursday at 8 pm PST via [Zoom](https://us02web.zoom.us/j/81067015817?pwd=M3l6a0tQTWhLbnlTbEZNOWJ5UXN3QT09).
-1. Check out the [open Data Science roles](https://github.com/hackforla/data-science/projects/2) we have available.
+1. Come to one of the Data Science Community of Practice meetings and provide your gmail address to on of the leads so that they can add you to the drive.
+1. After you have been added to the drive, Add yourself to the [Team Roster] and the leads know you have added yourself
+1. Join our meetings Monday at 7- 8 pm PST via [Zoom] link in the Slack channel. We do not meet during holidays or on the first Monday of the month.
The Data Science Community of Practice is one of many. [See all our Communities of Practices](https://github.com/hackforla/communities-of-practice/blob/main/README.md)
## Focus
-The Hack For LA Data Science team is a group within the LA brigade seeking to make analytical and machine learning services available to local communities and organizations. We have three main goals as a team:
+The Hack For LA Data Science team is a group within Hack for LA seeking to make analytical and machine learning services available to local communities and organizations. We have three main goals as a team:
1. To provide data science services to communities in the Los Angeles area. Please [contact us](mailto:datascience@hackforla.org) if you have a proposal for a data science project. We have many talented data scientists with track records in industry and academia, and we are excited to be able to support our communities.
diff --git a/Workshop-Feedback_Bigram_Analysis.ipynb b/Workshop-Feedback_Bigram_Analysis.ipynb
new file mode 100644
index 0000000..db28dd4
--- /dev/null
+++ b/Workshop-Feedback_Bigram_Analysis.ipynb
@@ -0,0 +1,665 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "08ae87dc",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# code credit : https://towardsdatascience.com/text-analysis-basics-in-python-443282942ec5\n",
+ "corpus = [\n",
+ "\"Neighborhoods(single family homes) being turned into multi unit apartments\",\n",
+ "\"Add more catalogs\",\n",
+ "\"Working the system of data\",\n",
+ "\"housing data\",\n",
+ "\"entitlement information\",\n",
+ "\"How to acquire specific data related to homelessness and affordable housing.\", \n",
+ "\"More hands on. In depth. Follow along\",\n",
+ "\"Step by step in using data sets to build a geospatial map\",\n",
+ "\"How to bring more data into the platforms. How to join data together to understand complex correlations.\", \n",
+ "\"More specific examples of how the data can be used at the community level.\",\n",
+ "\"How to contribute data to website. How to better read data. What type of information residents like.\",\n",
+ "\"Grassroots and community data gathering like stories, photo narrative.\",\n",
+ "\"Specify just one training for My LA 311 app. A few people in the room know. I will like to work more in this campaign at the NC level\",\n",
+ "\"Actually do the reports(find the info wanted)\",\n",
+ "\"Safety\",\n",
+ "\"Clean lines\",\n",
+ "\"Little more info on CIS dashboard\",\n",
+ "\"Little more info on Geohub\",\n",
+ "\"How to make pivot tables\", \n",
+ "\"A road map with examples on how to use this data and apply it in day to day. Examples of how different people have used it successfully.\", \n",
+ "\"Geohub. Also, it'd be neat do do this as a topic- specific services- for example \"\" Data for Land use.\"\" perhaps in partnership with the NC.\",\n",
+ "\"Census vs NC Data. More time on change metrics.\",\n",
+ "\"Not at this time.\",\n",
+ "\"A workshop on the LA 311 app.\",\n",
+ "\"Department of transportation data. Any other departments that are not inluded.\",\n",
+ "\"How Council Districts use this data to targets certain pockets of the district.\",\n",
+ "\"Budget data and how it intersects with other community data.\",\n",
+ "\"City Service related. When NCs advocate for improved intersections, get approval and then are held up due to no budget the process takes years and years to realize the improvement becoming a \"\"political\"\" football instead of a improvement for public safety.\",\n",
+ "\"The disconnect between City Planning approvals and final approvals through LA Dept. of Building & Safety.\",\n",
+ "\"Data on number of and types of complaints submitted through 311 as relates to LADBS such as construction without permit, signage, certificates of occupancy. Many of these are left as either no violation or there's a violation but no resolution.\",\n",
+ "\"How diverse is my NC\",\n",
+ "\"Mar Vista 90066 neighborhood\",\n",
+ "\"economic information\",\n",
+ "\"Mental health care resources, community health information and organizations, opportunities to take skill building classes\",\n",
+ "\"Community health resources\",\n",
+ "\"Median income, and I want to advocate for affordable housing.\",\n",
+ "\"Property Ownership\",\n",
+ "\"Communication/Homelessness\",\n",
+ "\"I don’t know what type of data sets I would like to gain access to that’s one of the reasons for attending, for me.\",\n",
+ "\"The issues I would like to focus on our: homelessness, poverty, Arts and healing, well-being.\",\n",
+ "\"Public safey\",\n",
+ "\"Reproductive Justice, Maternal and Infant Health, HIV\",\n",
+ "\"Unknown\",\n",
+ "\"Neighborhood Council\",\n",
+ "\"Neighborhood Council\",\n",
+ "\"Urban Forestry DEPT\",\n",
+ "\"Sidewalk repair program\",\n",
+ "\"Homeless families health and fitness small business community safety student loans more\",\n",
+ "\"Requests for City services within each Neighborhood Council if possible\",\n",
+ "\"Zimas, Census Map\",\n",
+ "\"Demographic data, housing data, health data\",\n",
+ "\"I would like access to any datasets that relate to education, community demographics, socioeconomic status, youth/community development, and recreational activities/spaces.\",\n",
+ "\"Dont know\",\n",
+ "\"Demographic data\",\n",
+ "\"MyLA311; Building and Safety Permit Information; Crime Data from 2010 to Present\",\n",
+ "\"College and retirement planning for families.\",\n",
+ "\"College and Retirement planning for families.\",\n",
+ "\"Unsafe drivers on Foothill blvd. Speeding and ignorant drivers regarding safety rules such as stopping at stop signs, knowing who has right of way, double parking, unlawful u-turns to name a few.\",\n",
+ "\"Sloppy work by street maintenance crews\",\n",
+ "\"Safety\",\n",
+ "\"Safety\",\n",
+ "\"Community events, points of contact\",\n",
+ "\"Demographics of Sunland-Tujunga for arts advocacy.\",\n",
+ "\"Housing\",\n",
+ "\"Population demographics\",\n",
+ "\"Crime, transportation, import/export, trade, government spending\",\n",
+ "\"Not sure\"\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "336a9339",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "df = pd.DataFrame(corpus)\n",
+ "df.columns = ['reviews']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "701fa1cf",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Collecting textblob\n",
+ " Downloading textblob-0.15.3-py2.py3-none-any.whl (636 kB)\n",
+ "\u001b[K |████████████████████████████████| 636 kB 4.1 MB/s eta 0:00:01\n",
+ "\u001b[?25hCollecting nltk>=3.1\n",
+ " Downloading nltk-3.6.2-py3-none-any.whl (1.5 MB)\n",
+ "\u001b[K |████████████████████████████████| 1.5 MB 49.7 MB/s eta 0:00:01\n",
+ "\u001b[?25hCollecting joblib\n",
+ " Downloading joblib-1.0.1-py3-none-any.whl (303 kB)\n",
+ "\u001b[K |████████████████████████████████| 303 kB 1.6 MB/s eta 0:00:01\n",
+ "\u001b[?25hRequirement already satisfied: click in /opt/conda/lib/python3.8/site-packages (from nltk>=3.1->textblob) (7.1.2)\n",
+ "Requirement already satisfied: tqdm in /opt/conda/lib/python3.8/site-packages (from nltk>=3.1->textblob) (4.60.0)\n",
+ "Collecting regex\n",
+ " Downloading regex-2021.4.4-cp38-cp38-manylinux2014_x86_64.whl (733 kB)\n",
+ "\u001b[K |████████████████████████████████| 733 kB 1.6 MB/s eta 0:00:01:01\n",
+ "\u001b[?25hInstalling collected packages: regex, joblib, nltk, textblob\n",
+ "Successfully installed joblib-1.0.1 nltk-3.6.2 regex-2021.4.4 textblob-0.15.3\n"
+ ]
+ }
+ ],
+ "source": [
+ "#!pip install textblob -c conda-forge\n",
+ "!pip install -U textblob"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "0803e0cf",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[nltk_data] Downloading package brown to /home/jovyan/nltk_data...\n",
+ "[nltk_data] Unzipping corpora/brown.zip.\n",
+ "[nltk_data] Downloading package punkt to /home/jovyan/nltk_data...\n",
+ "[nltk_data] Unzipping tokenizers/punkt.zip.\n",
+ "[nltk_data] Downloading package wordnet to /home/jovyan/nltk_data...\n",
+ "[nltk_data] Unzipping corpora/wordnet.zip.\n",
+ "[nltk_data] Downloading package averaged_perceptron_tagger to\n",
+ "[nltk_data] /home/jovyan/nltk_data...\n",
+ "[nltk_data] Unzipping taggers/averaged_perceptron_tagger.zip.\n",
+ "[nltk_data] Downloading package conll2000 to /home/jovyan/nltk_data...\n",
+ "[nltk_data] Unzipping corpora/conll2000.zip.\n",
+ "[nltk_data] Downloading package movie_reviews to\n",
+ "[nltk_data] /home/jovyan/nltk_data...\n",
+ "[nltk_data] Unzipping corpora/movie_reviews.zip.\n",
+ "Finished.\n"
+ ]
+ }
+ ],
+ "source": [
+ "!python -m textblob.download_corpora"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "90711db7",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " reviews polarity subjective\n",
+ "0 Neighborhoods(single family homes) being turne... 0.00 0.000000\n",
+ "1 Add more catalogs 0.50 0.500000\n",
+ "2 Working the system of data 0.00 0.000000\n",
+ "3 housing data 0.00 0.000000\n",
+ "4 entitlement information 0.00 0.000000\n",
+ ".. ... ... ...\n",
+ "62 Demographics of Sunland-Tujunga for arts advoc... 0.00 0.000000\n",
+ "63 Housing 0.00 0.000000\n",
+ "64 Population demographics 0.00 0.000000\n",
+ "65 Crime, transportation, import/export, trade, g... 0.00 0.000000\n",
+ "66 Not sure -0.25 0.888889\n",
+ "\n",
+ "[67 rows x 3 columns]\n"
+ ]
+ }
+ ],
+ "source": [
+ "from textblob import TextBlob\n",
+ "df['polarity'] = df['reviews'].apply(lambda x: TextBlob(x).polarity)\n",
+ "df['subjective'] = df['reviews'].apply(lambda x: TextBlob(x).subjectivity)\n",
+ "print(df)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "1353128e",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "[nltk_data] Downloading package stopwords to /home/jovyan/nltk_data...\n",
+ "[nltk_data] Unzipping corpora/stopwords.zip.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import nltk\n",
+ "nltk.download('stopwords')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "id": "a98abafe",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from nltk.corpus import stopwords\n",
+ "stoplist = stopwords.words('english') + ['would'] + ['like']\n",
+ "# maybe need to add more "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "5a2c94cc",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Collecting scikit-learn\n",
+ " Downloading scikit_learn-0.24.2-cp38-cp38-manylinux2010_x86_64.whl (24.9 MB)\n",
+ "\u001b[K |████████████████████████████████| 24.9 MB 46 kB/s s eta 0:00:01 |████ | 3.0 MB 3.1 MB/s eta 0:00:07 |██████ | 4.7 MB 3.1 MB/s eta 0:00:07 MB 66.6 MB/s eta 0:00:01\n",
+ "\u001b[?25hRequirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.8/site-packages (from scikit-learn) (1.0.1)\n",
+ "Collecting threadpoolctl>=2.0.0\n",
+ " Downloading threadpoolctl-2.1.0-py3-none-any.whl (12 kB)\n",
+ "Collecting scipy>=0.19.1\n",
+ " Using cached scipy-1.6.3-cp38-cp38-manylinux1_x86_64.whl (27.2 MB)\n",
+ "Requirement already satisfied: numpy>=1.13.3 in /opt/conda/lib/python3.8/site-packages (from scikit-learn) (1.20.2)\n",
+ "Installing collected packages: threadpoolctl, scipy, scikit-learn\n",
+ "Successfully installed scikit-learn-0.24.2 scipy-1.6.3 threadpoolctl-2.1.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip install -U scikit-learn"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "b4a720a5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.feature_extraction.text import CountVectorizer\n",
+ "c_vec = CountVectorizer(stop_words=stoplist, ngram_range=(1,3))\n",
+ "# matrix of ngrams\n",
+ "ngrams = c_vec.fit_transform(df['reviews'])\n",
+ "# count frequency of ngrams\n",
+ "count_values = ngrams.toarray().sum(axis=0)\n",
+ "# list of ngrams\n",
+ "vocab = c_vec.vocabulary_\n",
+ "df_ngram = pd.DataFrame(sorted([(count_values[i],k) for k,i in vocab.items()], reverse=True)\n",
+ " ).rename(columns={0: 'frequency', 1:'bigram/trigram'})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "id": "6fdc34fc",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " frequency \n",
+ " bigram/trigram \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 24 \n",
+ " data \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 9 \n",
+ " community \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 8 \n",
+ " safety \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 6 \n",
+ " health \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 5 \n",
+ " information \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " 5 \n",
+ " housing \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " 4 \n",
+ " neighborhood \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " 4 \n",
+ " nc \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " 4 \n",
+ " council \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " 3 \n",
+ " use \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " 3 \n",
+ " specific \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " 3 \n",
+ " planning \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " 3 \n",
+ " neighborhood council \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " 3 \n",
+ " map \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " 3 \n",
+ " la \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " 3 \n",
+ " know \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " 3 \n",
+ " info \n",
+ " \n",
+ " \n",
+ " 17 \n",
+ " 3 \n",
+ " homelessness \n",
+ " \n",
+ " \n",
+ " 18 \n",
+ " 3 \n",
+ " families \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " 3 \n",
+ " examples \n",
+ " \n",
+ " \n",
+ " 20 \n",
+ " 3 \n",
+ " demographics \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " 3 \n",
+ " city \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " 3 \n",
+ " building \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " 3 \n",
+ " 311 \n",
+ " \n",
+ " \n",
+ " 24 \n",
+ " 2 \n",
+ " years \n",
+ " \n",
+ " \n",
+ " 25 \n",
+ " 2 \n",
+ " work \n",
+ " \n",
+ " \n",
+ " 26 \n",
+ " 2 \n",
+ " violation \n",
+ " \n",
+ " \n",
+ " 27 \n",
+ " 2 \n",
+ " used \n",
+ " \n",
+ " \n",
+ " 28 \n",
+ " 2 \n",
+ " use data \n",
+ " \n",
+ " \n",
+ " 29 \n",
+ " 2 \n",
+ " type \n",
+ " \n",
+ " \n",
+ " 30 \n",
+ " 2 \n",
+ " transportation \n",
+ " \n",
+ " \n",
+ " 31 \n",
+ " 2 \n",
+ " time \n",
+ " \n",
+ " \n",
+ " 32 \n",
+ " 2 \n",
+ " step \n",
+ " \n",
+ " \n",
+ " 33 \n",
+ " 2 \n",
+ " sets \n",
+ " \n",
+ " \n",
+ " 34 \n",
+ " 2 \n",
+ " services \n",
+ " \n",
+ " \n",
+ " 35 \n",
+ " 2 \n",
+ " retirement planning families \n",
+ " \n",
+ " \n",
+ " 36 \n",
+ " 2 \n",
+ " retirement planning \n",
+ " \n",
+ " \n",
+ " 37 \n",
+ " 2 \n",
+ " retirement \n",
+ " \n",
+ " \n",
+ " 38 \n",
+ " 2 \n",
+ " resources \n",
+ " \n",
+ " \n",
+ " 39 \n",
+ " 2 \n",
+ " related \n",
+ " \n",
+ " \n",
+ " 40 \n",
+ " 2 \n",
+ " public \n",
+ " \n",
+ " \n",
+ " 41 \n",
+ " 2 \n",
+ " planning families \n",
+ " \n",
+ " \n",
+ " 42 \n",
+ " 2 \n",
+ " permit \n",
+ " \n",
+ " \n",
+ " 43 \n",
+ " 2 \n",
+ " people \n",
+ " \n",
+ " \n",
+ " 44 \n",
+ " 2 \n",
+ " one \n",
+ " \n",
+ " \n",
+ " 45 \n",
+ " 2 \n",
+ " little info \n",
+ " \n",
+ " \n",
+ " 46 \n",
+ " 2 \n",
+ " little \n",
+ " \n",
+ " \n",
+ " 47 \n",
+ " 2 \n",
+ " level \n",
+ " \n",
+ " \n",
+ " 48 \n",
+ " 2 \n",
+ " la 311 app \n",
+ " \n",
+ " \n",
+ " 49 \n",
+ " 2 \n",
+ " la 311 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " frequency bigram/trigram\n",
+ "0 24 data\n",
+ "1 9 community\n",
+ "2 8 safety\n",
+ "3 6 health\n",
+ "4 5 information\n",
+ "5 5 housing\n",
+ "6 4 neighborhood\n",
+ "7 4 nc\n",
+ "8 4 council\n",
+ "9 3 use\n",
+ "10 3 specific\n",
+ "11 3 planning\n",
+ "12 3 neighborhood council\n",
+ "13 3 map\n",
+ "14 3 la\n",
+ "15 3 know\n",
+ "16 3 info\n",
+ "17 3 homelessness\n",
+ "18 3 families\n",
+ "19 3 examples\n",
+ "20 3 demographics\n",
+ "21 3 city\n",
+ "22 3 building\n",
+ "23 3 311\n",
+ "24 2 years\n",
+ "25 2 work\n",
+ "26 2 violation\n",
+ "27 2 used\n",
+ "28 2 use data\n",
+ "29 2 type\n",
+ "30 2 transportation\n",
+ "31 2 time\n",
+ "32 2 step\n",
+ "33 2 sets\n",
+ "34 2 services\n",
+ "35 2 retirement planning families\n",
+ "36 2 retirement planning\n",
+ "37 2 retirement\n",
+ "38 2 resources\n",
+ "39 2 related\n",
+ "40 2 public\n",
+ "41 2 planning families\n",
+ "42 2 permit\n",
+ "43 2 people\n",
+ "44 2 one\n",
+ "45 2 little info\n",
+ "46 2 little\n",
+ "47 2 level\n",
+ "48 2 la 311 app\n",
+ "49 2 la 311"
+ ]
+ },
+ "execution_count": 52,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_ngram.head(50)\n",
+ "# standardized data neighborhood council = nc \n",
+ "# remove stopwords - e.g. data \n",
+ "# seperate unigrams from bigrams and trigrams "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1780c84c",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/affordable-housing-to-pantries/Affordable_Housing_Access_to_Food_Pantries.ipynb b/affordable-housing-to-pantries/Affordable_Housing_Access_to_Food_Pantries.ipynb
new file mode 100644
index 0000000..f011f40
--- /dev/null
+++ b/affordable-housing-to-pantries/Affordable_Housing_Access_to_Food_Pantries.ipynb
@@ -0,0 +1,50899 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ " # Project (Affordable Housing to Pantries)\n",
+ " #### This python notebook contains the basic analysis of how the Affordable Housing is situated withing Food Pantries\n",
+ "##### AIM:: To correlate how affordable housing is located to proximate near the food pantries and meal programs\n",
+ "##### Authors: Divya Prakash Manivannan , Rachael Lim\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Imports"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import geopandas as gpd\n",
+ "from shapely.geometry import Point\n",
+ "import folium\n",
+ "import requests, json\n",
+ "from geopy.geocoders import Nominatim"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Requests"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## Housing unit response\n",
+ "URL = 'https://data.lacity.org/resource/mymu-zi3s.json'\n",
+ "house_response = requests.get(URL).json()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## Food Oasis Wiki retrieval\n",
+ "URL = 'https://la.foodoasis.net/api/stakeholderbests/select-all?tenantId=1'\n",
+ "response = requests.get(URL).json()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = pd.DataFrame.from_dict(response)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_housing = pd.DataFrame.from_dict(house_response)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['id', 'name', 'address1', 'address2', 'city', 'state', 'zip', 'phone',\n",
+ " 'latitude', 'longitude', 'website', 'notes', 'createdDate',\n",
+ " 'modifiedDate', 'approvedDate', 'requirements', 'inactive',\n",
+ " 'parentOrganization', 'physicalAccess', 'email', 'items', 'services',\n",
+ " 'facebook', 'twitter', 'pinterest', 'linkedin', 'description',\n",
+ " 'reviewNotes', 'instagram', 'adminContactName', 'adminContactPhone',\n",
+ " 'adminContactEmail', 'covidNotes', 'foodTypes', 'languages',\n",
+ " 'verificationStatusId', 'inactiveTemporary', 'hours', 'categoryIds',\n",
+ " 'neighborhoodId', 'neighborhoodName', 'isVerified',\n",
+ " 'parentOrganizationId', 'allowWalkins', 'hoursNotes', 'tags',\n",
+ " 'categories'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 59,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df.to_csv('pantries.csv',',')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(853, 47)"
+ ]
+ },
+ "execution_count": 61,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = df.convert_dtypes()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Cleaning of Housing Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "housing = pd.read_csv(\"LAHD_Affordable_Housing_Projects_List__2003_to_Present__20240212.csv\")\n",
+ "housing.drop(['CONTACT PHONE', 'PHOTO', 'JOBS', 'PROJECT SUMMARY URL', \n",
+ " 'CONTRACT NUMBERS', 'DATE FUNDED', 'LAHD FUNDED', \n",
+ " 'TDC', 'TAX EXEMPT CONDUIT BOND', 'IN-SERVICE DATE', \n",
+ " 'DEVELOPER', 'SITE UNITS', 'PROJECT TOTAL UNITS', \n",
+ " 'LEVERAGE', 'MANAGEMENT COMPANY'], axis = 1, inplace = True)\n",
+ "housing = housing.dropna(subset=['CONSTRUCTION TYPE', 'SITE COMMUNITY'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "Make this Notebook Trusted to load map: File -> Trust Notebook
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 64,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import folium\n",
+ "\n",
+ "# Create a base map\n",
+ "map = folium.Map(location=[34.0522, -118.2437], zoom_start=12) # Los Angeles coordinates\n",
+ "\n",
+ "# Loop through the data and add each point to the map\n",
+ "for index, row in housing.iterrows():\n",
+ " folium.Marker([row['SITE LATITUDE'], row['SITE LONGITUDE']], \n",
+ " popup=row['NAME']).add_to(map)\n",
+ "\n",
+ "# Display the map\n",
+ "map"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 65,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Convert DataFrame to GeoDataFrame\n",
+ "geometry = [Point(xy) for xy in zip(housing['SITE LONGITUDE'], housing['SITE LATITUDE'])]\n",
+ "geo_df = gpd.GeoDataFrame(housing, geometry=geometry)\n",
+ "\n",
+ "# Plotting\n",
+ "geo_df.plot(marker='o', color='b', markersize=5)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Cleaning of Pantries Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id Int64\n",
+ "name string\n",
+ "address1 string\n",
+ "address2 string\n",
+ "city string\n",
+ "state string\n",
+ "zip string\n",
+ "phone string\n",
+ "latitude string\n",
+ "longitude string\n",
+ "website string\n",
+ "notes string\n",
+ "createdDate string\n",
+ "modifiedDate string\n",
+ "approvedDate string\n",
+ "requirements string\n",
+ "inactive boolean\n",
+ "parentOrganization string\n",
+ "physicalAccess string\n",
+ "email string\n",
+ "items string\n",
+ "services string\n",
+ "facebook string\n",
+ "twitter string\n",
+ "pinterest string\n",
+ "linkedin string\n",
+ "description string\n",
+ "reviewNotes string\n",
+ "instagram string\n",
+ "adminContactName string\n",
+ "adminContactPhone string\n",
+ "adminContactEmail string\n",
+ "covidNotes string\n",
+ "foodTypes string\n",
+ "languages string\n",
+ "verificationStatusId Int64\n",
+ "inactiveTemporary boolean\n",
+ "hours object\n",
+ "categoryIds object\n",
+ "neighborhoodId Int64\n",
+ "neighborhoodName string\n",
+ "isVerified boolean\n",
+ "parentOrganizationId object\n",
+ "allowWalkins boolean\n",
+ "hoursNotes string\n",
+ "tags object\n",
+ "categories object\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pd.set_option('display.max_colwidth', None)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " address1 \n",
+ " address2 \n",
+ " city \n",
+ " state \n",
+ " zip \n",
+ " phone \n",
+ " latitude \n",
+ " longitude \n",
+ " ... \n",
+ " hours \n",
+ " categoryIds \n",
+ " neighborhoodId \n",
+ " neighborhoodName \n",
+ " isVerified \n",
+ " parentOrganizationId \n",
+ " allowWalkins \n",
+ " hoursNotes \n",
+ " tags \n",
+ " categories \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 3159 \n",
+ " St. Thomas the Apostle Catholic Church - Pico Blvd. \n",
+ " 2727 W. Pico Boulevard \n",
+ " \n",
+ " Los Angeles \n",
+ " CA \n",
+ " 90006 \n",
+ " (323) 737-3325 \n",
+ " 34.0244139091765 \n",
+ " -118.460970086499 \n",
+ " ... \n",
+ " [{'week_of_month': 2, 'day_of_week': 'Sat', 'open': '06:00:00', 'close': '07:30:00'}, {'week_of_month': 3, 'day_of_week': 'Sat', 'open': '06:00:00', 'close': '07:30:00'}] \n",
+ " [1, 8] \n",
+ " <NA> \n",
+ " <NA> \n",
+ " True \n",
+ " None \n",
+ " False \n",
+ " \n",
+ " None \n",
+ " [{'id': 1, 'name': 'Food Pantry', 'displayOrder': 10}, {'id': 8, 'name': 'Food Bank', 'displayOrder': 18}] \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 3149 \n",
+ " St. Lawrence of Brindisi \n",
+ " 10122 Compton Avenue \n",
+ " \n",
+ " Los Angeles \n",
+ " CA \n",
+ " 90002 \n",
+ " (323) 567-1439 \n",
+ " 33.9446176 \n",
+ " -118.2460508 \n",
+ " ... \n",
+ " [{'week_of_month': 0, 'day_of_week': 'Mon', 'open': '08:00:00', 'close': '11:00:00'}, {'week_of_month': 0, 'day_of_week': 'Tue', 'open': '08:00:00', 'close': '11:00:00'}, {'week_of_month': 0, 'day_of_week': 'Wed', 'open': '20:00:50', 'close': '11:00:50'}, {'week_of_month': 0, 'day_of_week': 'Thu', 'open': '08:00:50', 'close': '11:00:50'}, {'week_of_month': 0, 'day_of_week': 'Fri', 'open': '08:00:50', 'close': '11:00:50'}, {'week_of_month': 0, 'day_of_week': 'Sat', 'open': '08:00:18', 'close': '11:00:18'}, {'week_of_month': 0, 'day_of_week': 'Sun', 'open': '08:00:20', 'close': '11:00:20'}] \n",
+ " [1] \n",
+ " 38 \n",
+ " WATTS NC \n",
+ " True \n",
+ " None \n",
+ " True \n",
+ " \n",
+ " None \n",
+ " [{'id': 1, 'name': 'Food Pantry', 'displayOrder': 10}] \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
2 rows × 47 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name \\\n",
+ "0 3159 St. Thomas the Apostle Catholic Church - Pico Blvd. \n",
+ "1 3149 St. Lawrence of Brindisi \n",
+ "\n",
+ " address1 address2 city state zip phone \\\n",
+ "0 2727 W. Pico Boulevard Los Angeles CA 90006 (323) 737-3325 \n",
+ "1 10122 Compton Avenue Los Angeles CA 90002 (323) 567-1439 \n",
+ "\n",
+ " latitude longitude ... \\\n",
+ "0 34.0244139091765 -118.460970086499 ... \n",
+ "1 33.9446176 -118.2460508 ... \n",
+ "\n",
+ " hours \\\n",
+ "0 [{'week_of_month': 2, 'day_of_week': 'Sat', 'open': '06:00:00', 'close': '07:30:00'}, {'week_of_month': 3, 'day_of_week': 'Sat', 'open': '06:00:00', 'close': '07:30:00'}] \n",
+ "1 [{'week_of_month': 0, 'day_of_week': 'Mon', 'open': '08:00:00', 'close': '11:00:00'}, {'week_of_month': 0, 'day_of_week': 'Tue', 'open': '08:00:00', 'close': '11:00:00'}, {'week_of_month': 0, 'day_of_week': 'Wed', 'open': '20:00:50', 'close': '11:00:50'}, {'week_of_month': 0, 'day_of_week': 'Thu', 'open': '08:00:50', 'close': '11:00:50'}, {'week_of_month': 0, 'day_of_week': 'Fri', 'open': '08:00:50', 'close': '11:00:50'}, {'week_of_month': 0, 'day_of_week': 'Sat', 'open': '08:00:18', 'close': '11:00:18'}, {'week_of_month': 0, 'day_of_week': 'Sun', 'open': '08:00:20', 'close': '11:00:20'}] \n",
+ "\n",
+ " categoryIds neighborhoodId neighborhoodName isVerified parentOrganizationId \\\n",
+ "0 [1, 8] True None \n",
+ "1 [1] 38 WATTS NC True None \n",
+ "\n",
+ " allowWalkins hoursNotes tags \\\n",
+ "0 False None \n",
+ "1 True None \n",
+ "\n",
+ " categories \n",
+ "0 [{'id': 1, 'name': 'Food Pantry', 'displayOrder': 10}, {'id': 8, 'name': 'Food Bank', 'displayOrder': 18}] \n",
+ "1 [{'id': 1, 'name': 'Food Pantry', 'displayOrder': 10}] \n",
+ "\n",
+ "[2 rows x 47 columns]"
+ ]
+ },
+ "execution_count": 68,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[:2]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 [{'id': 1, 'name': 'Food Pantry', 'displayOrder': 10}, {'id': 8, 'name': 'Food Bank', 'displayOrder': 18}]\n",
+ "Name: categories, dtype: object"
+ ]
+ },
+ "execution_count": 69,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[:1]['categories']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "\n",
+ "['CA', 'California', 'TX', 'FL', 'CA ', 'OR', 'Texas', 'HI']\n",
+ "Length: 8, dtype: string"
+ ]
+ },
+ "execution_count": 70,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df['state'].unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "name 0\n",
+ "address1 0\n",
+ "address2 0\n",
+ "city 0\n",
+ "state 0\n",
+ "zip 0\n",
+ "phone 0\n",
+ "latitude 1\n",
+ "longitude 2\n",
+ "website 0\n",
+ "notes 0\n",
+ "createdDate 0\n",
+ "modifiedDate 2\n",
+ "approvedDate 52\n",
+ "requirements 0\n",
+ "inactive 0\n",
+ "parentOrganization 0\n",
+ "physicalAccess 0\n",
+ "email 0\n",
+ "items 0\n",
+ "services 0\n",
+ "facebook 0\n",
+ "twitter 0\n",
+ "pinterest 0\n",
+ "linkedin 0\n",
+ "description 0\n",
+ "reviewNotes 0\n",
+ "instagram 0\n",
+ "adminContactName 0\n",
+ "adminContactPhone 0\n",
+ "adminContactEmail 0\n",
+ "covidNotes 0\n",
+ "foodTypes 0\n",
+ "languages 0\n",
+ "verificationStatusId 0\n",
+ "inactiveTemporary 0\n",
+ "hours 1\n",
+ "categoryIds 0\n",
+ "neighborhoodId 582\n",
+ "neighborhoodName 582\n",
+ "isVerified 0\n",
+ "parentOrganizationId 853\n",
+ "allowWalkins 0\n",
+ "hoursNotes 0\n",
+ "tags 847\n",
+ "categories 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 71,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## List of unwanted columns\n",
+ "\n",
+ "columns_list = ['neighborhoodId','neighborhoodName','parentOrganizationId','tags','approvedDate','linkedin','pinterest','twitter','facebook','instagram','categories']\n",
+ "\n",
+ "df_clean = df.drop(columns=columns_list,axis=1)\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id Int64\n",
+ "name string\n",
+ "address1 string\n",
+ "address2 string\n",
+ "city string\n",
+ "state string\n",
+ "zip string\n",
+ "phone string\n",
+ "latitude string\n",
+ "longitude string\n",
+ "website string\n",
+ "notes string\n",
+ "createdDate string\n",
+ "modifiedDate string\n",
+ "requirements string\n",
+ "inactive boolean\n",
+ "parentOrganization string\n",
+ "physicalAccess string\n",
+ "email string\n",
+ "items string\n",
+ "services string\n",
+ "description string\n",
+ "reviewNotes string\n",
+ "adminContactName string\n",
+ "adminContactPhone string\n",
+ "adminContactEmail string\n",
+ "covidNotes string\n",
+ "foodTypes string\n",
+ "languages string\n",
+ "verificationStatusId Int64\n",
+ "inactiveTemporary boolean\n",
+ "hours object\n",
+ "categoryIds object\n",
+ "isVerified boolean\n",
+ "allowWalkins boolean\n",
+ "hoursNotes string\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 73,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_clean.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['id', 'name', 'address1', 'address2', 'city', 'state', 'zip', 'phone',\n",
+ " 'latitude', 'longitude', 'website', 'notes', 'createdDate',\n",
+ " 'modifiedDate', 'requirements', 'inactive', 'parentOrganization',\n",
+ " 'physicalAccess', 'email', 'items', 'services', 'description',\n",
+ " 'reviewNotes', 'adminContactName', 'adminContactPhone',\n",
+ " 'adminContactEmail', 'covidNotes', 'foodTypes', 'languages',\n",
+ " 'verificationStatusId', 'inactiveTemporary', 'hours', 'categoryIds',\n",
+ " 'isVerified', 'allowWalkins', 'hoursNotes'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 74,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_clean.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2\n",
+ "1\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(df_clean['longitude'].isna().sum())\n",
+ "print(df_clean['latitude'].isna().sum())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "name 0\n",
+ "address1 0\n",
+ "address2 0\n",
+ "city 0\n",
+ "state 0\n",
+ "zip 0\n",
+ "phone 0\n",
+ "latitude 1\n",
+ "longitude 2\n",
+ "website 0\n",
+ "notes 0\n",
+ "createdDate 0\n",
+ "modifiedDate 2\n",
+ "requirements 0\n",
+ "inactive 0\n",
+ "parentOrganization 0\n",
+ "physicalAccess 0\n",
+ "email 0\n",
+ "items 0\n",
+ "services 0\n",
+ "description 0\n",
+ "reviewNotes 0\n",
+ "adminContactName 0\n",
+ "adminContactPhone 0\n",
+ "adminContactEmail 0\n",
+ "covidNotes 0\n",
+ "foodTypes 0\n",
+ "languages 0\n",
+ "verificationStatusId 0\n",
+ "inactiveTemporary 0\n",
+ "hours 1\n",
+ "categoryIds 0\n",
+ "isVerified 0\n",
+ "allowWalkins 0\n",
+ "hoursNotes 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 76,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_clean.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# # Function to geocode address and return latitude and longitude\n",
+ "# geolocator = Nominatim(user_agent=\"MyUniqueGeoApp\")\n",
+ "\n",
+ "# def geocode_address(address):\n",
+ "# try:\n",
+ "# location = geolocator.geocode(address)\n",
+ "# if location:\n",
+ "# print(\"11\")\n",
+ "# return location.latitude, location.longitude\n",
+ "# else:\n",
+ "# print('22')\n",
+ "# return None, None\n",
+ "# except Exception as e:\n",
+ "# print(e)\n",
+ "# return None, None\n",
+ " \n",
+ "# for i,val in df_clean.iterrows():\n",
+ "# if val['longitude'] is None or val['latitude'] is None:\n",
+ "# print(geocode_address(val['address1']))\n",
+ "# val['latitude'], val['longitude'] = geocode_address(val['address1'])\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_clean = df_clean.dropna()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id 0\n",
+ "name 0\n",
+ "address1 0\n",
+ "address2 0\n",
+ "city 0\n",
+ "state 0\n",
+ "zip 0\n",
+ "phone 0\n",
+ "latitude 0\n",
+ "longitude 0\n",
+ "website 0\n",
+ "notes 0\n",
+ "createdDate 0\n",
+ "modifiedDate 0\n",
+ "requirements 0\n",
+ "inactive 0\n",
+ "parentOrganization 0\n",
+ "physicalAccess 0\n",
+ "email 0\n",
+ "items 0\n",
+ "services 0\n",
+ "description 0\n",
+ "reviewNotes 0\n",
+ "adminContactName 0\n",
+ "adminContactPhone 0\n",
+ "adminContactEmail 0\n",
+ "covidNotes 0\n",
+ "foodTypes 0\n",
+ "languages 0\n",
+ "verificationStatusId 0\n",
+ "inactiveTemporary 0\n",
+ "hours 0\n",
+ "categoryIds 0\n",
+ "isVerified 0\n",
+ "allowWalkins 0\n",
+ "hoursNotes 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 79,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_clean.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(848, 36)"
+ ]
+ },
+ "execution_count": 80,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_clean.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 81,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 81,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_clean['city'].unique"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_clean['state'].replace('Texas', 'TX', inplace=True)\n",
+ "df_clean['state'].replace('California', 'CA', inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "\n",
+ "['CA', 'TX', 'FL', 'CA ', 'OR', 'HI']\n",
+ "Length: 6, dtype: string"
+ ]
+ },
+ "execution_count": 83,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_clean['state'].unique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 84,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_texas = df_clean[df_clean['state'] == 'TX']\n",
+ "df_california = df_clean[df_clean['state'] == 'CA']\n",
+ "df_oreagon = df_clean[df_clean['state'] == 'OR']\n",
+ "df_hawai = df_clean[df_clean['state'] == 'HI']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 85,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_california.reset_index(inplace=True,drop=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### California Exploration"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(792, 36)"
+ ]
+ },
+ "execution_count": 86,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_california.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 87,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "id Int64\n",
+ "name string\n",
+ "address1 string\n",
+ "address2 string\n",
+ "city string\n",
+ "state string\n",
+ "zip string\n",
+ "phone string\n",
+ "latitude string\n",
+ "longitude string\n",
+ "website string\n",
+ "notes string\n",
+ "createdDate string\n",
+ "modifiedDate string\n",
+ "requirements string\n",
+ "inactive boolean\n",
+ "parentOrganization string\n",
+ "physicalAccess string\n",
+ "email string\n",
+ "items string\n",
+ "services string\n",
+ "description string\n",
+ "reviewNotes string\n",
+ "adminContactName string\n",
+ "adminContactPhone string\n",
+ "adminContactEmail string\n",
+ "covidNotes string\n",
+ "foodTypes string\n",
+ "languages string\n",
+ "verificationStatusId Int64\n",
+ "inactiveTemporary boolean\n",
+ "hours object\n",
+ "categoryIds object\n",
+ "isVerified boolean\n",
+ "allowWalkins boolean\n",
+ "hoursNotes string\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 87,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_california.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 88,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 88,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_california['city'].nunique"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "747\n"
+ ]
+ }
+ ],
+ "source": [
+ "df_california_active = df_california[df_california['inactive'] == False]\n",
+ "df_california_active.reset_index(inplace=True,drop=True)\n",
+ "print(len(df_california_active))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Analysis"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['id', 'name', 'address1', 'address2', 'city', 'state', 'zip', 'phone',\n",
+ " 'latitude', 'longitude', 'website', 'notes', 'createdDate',\n",
+ " 'modifiedDate', 'requirements', 'inactive', 'parentOrganization',\n",
+ " 'physicalAccess', 'email', 'items', 'services', 'description',\n",
+ " 'reviewNotes', 'adminContactName', 'adminContactPhone',\n",
+ " 'adminContactEmail', 'covidNotes', 'foodTypes', 'languages',\n",
+ " 'verificationStatusId', 'inactiveTemporary', 'hours', 'categoryIds',\n",
+ " 'isVerified', 'allowWalkins', 'hoursNotes'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 90,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_california.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " name \n",
+ " address1 \n",
+ " address2 \n",
+ " city \n",
+ " state \n",
+ " zip \n",
+ " phone \n",
+ " latitude \n",
+ " longitude \n",
+ " ... \n",
+ " covidNotes \n",
+ " foodTypes \n",
+ " languages \n",
+ " verificationStatusId \n",
+ " inactiveTemporary \n",
+ " hours \n",
+ " categoryIds \n",
+ " isVerified \n",
+ " allowWalkins \n",
+ " hoursNotes \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 744 \n",
+ " 5457 \n",
+ " Burbank Heights and Orchards \n",
+ " 7777 Bodega Ave \n",
+ " \n",
+ " Sebastopol \n",
+ " CA \n",
+ " 95472 \n",
+ " (707) 823-1361 \n",
+ " 38.397080986014146 \n",
+ " -122.83440596556031 \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " English \n",
+ " 4 \n",
+ " False \n",
+ " [{'week_of_month': 0, 'day_of_week': 'Mon', 'open': '09:00:00', 'close': '16:00:00'}, {'week_of_month': 0, 'day_of_week': 'Tue', 'open': '09:00:00', 'close': '16:00:00'}, {'week_of_month': 0, 'day_of_week': 'Wed', 'open': '09:00:00', 'close': '16:00:00'}, {'week_of_month': 0, 'day_of_week': 'Thu', 'open': '09:00:00', 'close': '16:00:00'}, {'week_of_month': 0, 'day_of_week': 'Fri', 'open': '09:00:00', 'close': '16:00:00'}] \n",
+ " [7, 1] \n",
+ " True \n",
+ " False \n",
+ " \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
1 rows × 36 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " id name address1 address2 \\\n",
+ "744 5457 Burbank Heights and Orchards 7777 Bodega Ave \n",
+ "\n",
+ " city state zip phone latitude \\\n",
+ "744 Sebastopol CA 95472 (707) 823-1361 38.397080986014146 \n",
+ "\n",
+ " longitude ... covidNotes foodTypes languages \\\n",
+ "744 -122.83440596556031 ... English \n",
+ "\n",
+ " verificationStatusId inactiveTemporary \\\n",
+ "744 4 False \n",
+ "\n",
+ " hours \\\n",
+ "744 [{'week_of_month': 0, 'day_of_week': 'Mon', 'open': '09:00:00', 'close': '16:00:00'}, {'week_of_month': 0, 'day_of_week': 'Tue', 'open': '09:00:00', 'close': '16:00:00'}, {'week_of_month': 0, 'day_of_week': 'Wed', 'open': '09:00:00', 'close': '16:00:00'}, {'week_of_month': 0, 'day_of_week': 'Thu', 'open': '09:00:00', 'close': '16:00:00'}, {'week_of_month': 0, 'day_of_week': 'Fri', 'open': '09:00:00', 'close': '16:00:00'}] \n",
+ "\n",
+ " categoryIds isVerified allowWalkins hoursNotes \n",
+ "744 [7, 1] True False \n",
+ "\n",
+ "[1 rows x 36 columns]"
+ ]
+ },
+ "execution_count": 91,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_california_active[744:745]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 92,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(747, 36)\n",
+ "(532, 16)\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "# df_california_active = df_california[df_california['inactive'] == False]\n",
+ "print(df_california_active.shape)\n",
+ "print(housing.shape)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Distance Analysis of Nearest Pantries from each Affordable Housing Unit"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 93,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "housing_gdf = gpd.GeoDataFrame(\n",
+ " housing, \n",
+ " geometry=[Point(xy) for xy in zip(housing['SITE LONGITUDE'], housing['SITE LATITUDE'])]\n",
+ ")\n",
+ "\n",
+ "# Convert pantry DataFrame to a GeoDataFrame\n",
+ "pantry_gdf = gpd.GeoDataFrame(\n",
+ " df_california_active, \n",
+ " geometry=[Point(xy) for xy in zip(df_california_active['longitude'], df_california_active['latitude'])]\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 94,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(532, 17)\n",
+ "(747, 37)\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(housing_gdf.shape)\n",
+ "print(pantry_gdf.shape)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 95,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Function to find the nearest pantry and calculate distance\n",
+ "def find_nearest_and_distance(housing_point, pantries):\n",
+ "\n",
+ " distances = pantries.distance(housing_point)\n",
+ " nearest_idx = distances.idxmin()\n",
+ " nearest_distance = distances[nearest_idx]\n",
+ " return nearest_idx, nearest_distance\n",
+ "\n",
+ "\n",
+ "housing_gdf['nearest_pantry'], housing_gdf['distance_to_nearest_pantry'] = zip(*housing_gdf.apply(lambda x: find_nearest_and_distance(x.geometry, pantry_gdf.geometry), axis=1))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 96,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " NAME nearest_pantry distance_to_nearest_pantry\n",
+ "0 SAN LUCAS APARTMENTS 85 0.005661\n",
+ "1 WILSHIRE TOWERS 138 0.003362\n",
+ "2 POINTE ON LA BREA 168 0.008992\n",
+ "3 LEEWARD APTS. (SITE 7) 90 0.010746\n",
+ "4 FLORENCE MILLS (SITE 5) 606 0.002296\n",
+ ".. ... ... ...\n",
+ "565 MAIN STREET APARTMENTS 339 0.003279\n",
+ "566 GRAND AVENUE PARCEL Q APTS. 694 0.003093\n",
+ "567 FLORENCE MILLS (SITE 4) 606 0.001848\n",
+ "568 LAS MARGARITAS (SITE 2) 169 0.005551\n",
+ "569 UNION POINT 321 0.006994\n",
+ "\n",
+ "[532 rows x 3 columns]\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Print or analyze the results\n",
+ "print(housing_gdf[['NAME', 'nearest_pantry', 'distance_to_nearest_pantry']])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 97,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "Make this Notebook Trusted to load map: File -> Trust Notebook
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 97,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Assuming housing_gdf and pantry_gdf are your GeoDataFrames with the required data\n",
+ "\n",
+ "# Create a map centered around an average location\n",
+ "map_center = [housing_gdf['SITE LATITUDE'].mean(), housing_gdf['SITE LONGITUDE'].mean()]\n",
+ "folium_map = folium.Map(location=map_center, zoom_start=12)\n",
+ "\n",
+ "# Add housing projects to the map\n",
+ "for idx, row in housing_gdf.iterrows():\n",
+ " folium.Marker(\n",
+ " location=[row['SITE LATITUDE'], row['SITE LONGITUDE']],\n",
+ " popup=row['NAME'],\n",
+ " icon=folium.Icon(color='red', icon='home')\n",
+ " ).add_to(folium_map)\n",
+ "\n",
+ "# Add pantries to the map\n",
+ "for idx, row in pantry_gdf.iterrows():\n",
+ " folium.Marker(\n",
+ " location=[row['latitude'], row['longitude']],\n",
+ " popup=row['name'],\n",
+ " icon=folium.Icon(color='blue', icon='cutlery')\n",
+ " ).add_to(folium_map)\n",
+ "\n",
+ "# # Draw colored lines based on distance\n",
+ "for idx, row in housing_gdf.iterrows():\n",
+ " nearest_pantry_idx = row['nearest_pantry']\n",
+ " pantry_point = pantry_gdf.iloc[nearest_pantry_idx]\n",
+ " # Calculate the distance using Geopandas\n",
+ " distance = row.geometry.distance(pantry_point.geometry) * 100 # Assuming the CRS is in degrees, converting to kilometers\n",
+ "\n",
+ " # Convert distance to miles\n",
+ " distance_miles = distance * 0.621371\n",
+ "\n",
+ " # Set line color based on distance \n",
+ " if distance_miles < 2:\n",
+ " line_color = 'green'\n",
+ " elif 2 <= distance_miles < 5:\n",
+ " line_color = 'orange'\n",
+ " else:\n",
+ " line_color = 'red'\n",
+ "\n",
+ " line = folium.PolyLine(\n",
+ " locations=[\n",
+ " [row['SITE LATITUDE'], row['SITE LONGITUDE']],\n",
+ " [pantry_point['latitude'], pantry_point['longitude']]\n",
+ " ],\n",
+ " weight=2,\n",
+ " color=line_color\n",
+ " ).add_to(folium_map)\n",
+ "\n",
+ "# Display the map\n",
+ "folium_map\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 98,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from matplotlib import pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 99,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "close_threshold = 1\n",
+ "moderate_threshold = 5\n",
+ "\n",
+ "housing_gdf['Distance (miles)'] = housing_gdf.apply(lambda row: row.geometry.distance(pantry_gdf.iloc[row['nearest_pantry']].geometry) * 100 * 0.621371, axis=1)\n",
+ "housing_gdf['Distance Category'] = pd.cut(housing_gdf['Distance (miles)'], bins=[-float('inf'), close_threshold, moderate_threshold, float('inf')], labels=['Close', 'Moderate', 'Far'])\n",
+ "\n",
+ "# Count housing projects in each distance category\n",
+ "distance_counts = housing_gdf['Distance Category'].value_counts()\n",
+ "\n",
+ "# Create a histogram\n",
+ "plt.figure(figsize=(8, 6))\n",
+ "distance_counts.plot(kind='bar', color=['green', 'orange', 'red'])\n",
+ "plt.title('Counts of Housing Projects by Distance')\n",
+ "plt.xlabel('Distance Category')\n",
+ "plt.ylabel('Count')\n",
+ "plt.xticks(rotation=0)\n",
+ "\n",
+ "# Display counts above the bars\n",
+ "for i, count in enumerate(distance_counts):\n",
+ " plt.text(i, count + 1, str(count), ha='center', va='bottom')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Analysis of Housing Units to Pantries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 100,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " Linked Housing Units \n",
+ " city \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Mac Arthur Park Tower \n",
+ " 14 \n",
+ " Los Angeles \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " First Southern Baptist Church of Hollywood \n",
+ " 13 \n",
+ " Hollywood \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Bresee Youth Center \n",
+ " 13 \n",
+ " Los Angeles \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " First Presbyterian Church of Los Angeles \n",
+ " 12 \n",
+ " Los Angeles \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " Catholic Charities - Los Angeles \n",
+ " 11 \n",
+ " Los Angeles \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 132 \n",
+ " Fred Jordan Missions \n",
+ " 1 \n",
+ " Los Angeles \n",
+ " \n",
+ " \n",
+ " 133 \n",
+ " Salvation Army - LA Central \n",
+ " 1 \n",
+ " Los Angeles \n",
+ " \n",
+ " \n",
+ " 134 \n",
+ " White Memorial S.D.A. Church \n",
+ " 1 \n",
+ " Los Angeles \n",
+ " \n",
+ " \n",
+ " 135 \n",
+ " Hurting & Hungry \n",
+ " 1 \n",
+ " Los Angeles \n",
+ " \n",
+ " \n",
+ " 165 \n",
+ " Downtown Women's Center \n",
+ " 1 \n",
+ " Los Angeles \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
166 rows × 3 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name Linked Housing Units \\\n",
+ "0 Mac Arthur Park Tower 14 \n",
+ "2 First Southern Baptist Church of Hollywood 13 \n",
+ "1 Bresee Youth Center 13 \n",
+ "3 First Presbyterian Church of Los Angeles 12 \n",
+ "4 Catholic Charities - Los Angeles 11 \n",
+ ".. ... ... \n",
+ "132 Fred Jordan Missions 1 \n",
+ "133 Salvation Army - LA Central 1 \n",
+ "134 White Memorial S.D.A. Church 1 \n",
+ "135 Hurting & Hungry 1 \n",
+ "165 Downtown Women's Center 1 \n",
+ "\n",
+ " city \n",
+ "0 Los Angeles \n",
+ "2 Hollywood \n",
+ "1 Los Angeles \n",
+ "3 Los Angeles \n",
+ "4 Los Angeles \n",
+ ".. ... \n",
+ "132 Los Angeles \n",
+ "133 Los Angeles \n",
+ "134 Los Angeles \n",
+ "135 Los Angeles \n",
+ "165 Los Angeles \n",
+ "\n",
+ "[166 rows x 3 columns]"
+ ]
+ },
+ "execution_count": 100,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pantry_link_count = housing_gdf['nearest_pantry'].value_counts()\n",
+ "\n",
+ "# Convert pantry_link_count to a DataFrame\n",
+ "pantry_link_count_df = pantry_link_count.reset_index()\n",
+ "pantry_link_count_df.columns = ['Pantry Index', 'Linked Housing Units']\n",
+ "\n",
+ "# Merge with pantry_gdf to get pantry names\n",
+ "pantry_link_count_df = pantry_link_count_df.merge(pantry_gdf, left_on='Pantry Index', right_index=True)\n",
+ "\n",
+ "# Sort the pantries based on the count\n",
+ "sorted_pantries = pantry_link_count_df.sort_values(by='Linked Housing Units', ascending=False)\n",
+ "\n",
+ "# Output the sorted list\n",
+ "sorted_pantries[['name', 'Linked Housing Units', 'city']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 101,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "grouped_data = sorted_pantries.groupby('city')['Linked Housing Units'].sum().reset_index()\n",
+ "sorted_grouped_data = grouped_data.sort_values(by = 'Linked Housing Units', ascending = False)\n",
+ "\n",
+ "# Plotting the data\n",
+ "plt.figure(figsize=(10, 6))\n",
+ "plt.barh(sorted_grouped_data['city'], sorted_grouped_data['Linked Housing Units'], color='skyblue')\n",
+ "plt.xlabel('Linked Housing Units')\n",
+ "plt.ylabel('City')\n",
+ "plt.title('Linked Housing Units by City')\n",
+ "plt.gca().invert_yaxis() # To display the highest value at the top\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Analysis of Not Linked Pantries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 102,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " city \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Inglewood Church of Christ \n",
+ " Inglewood \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " St. Paul's Methodist Church - Project: NEEDS \n",
+ " Redondo Beach \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " Tower Apts. \n",
+ " Rohnert Park \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " Dwelling Place Anaheim \n",
+ " Anaheim \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " Justice for Murdered Children \n",
+ " San Pedro \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 742 \n",
+ " Santa Rosa Veterans Memorial Building \n",
+ " Santa Rosa \n",
+ " \n",
+ " \n",
+ " 743 \n",
+ " FISH of Sonoma \n",
+ " Sonoma \n",
+ " \n",
+ " \n",
+ " 744 \n",
+ " Burbank Heights and Orchards \n",
+ " Sebastopol \n",
+ " \n",
+ " \n",
+ " 745 \n",
+ " Cloverdale Senior Multi Purpose Center \n",
+ " Cloverdale \n",
+ " \n",
+ " \n",
+ " 746 \n",
+ " Vintage Chateau Apts \n",
+ " Petaluma \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
580 rows × 2 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " name city\n",
+ "2 Inglewood Church of Christ Inglewood\n",
+ "3 St. Paul's Methodist Church - Project: NEEDS Redondo Beach\n",
+ "4 Tower Apts. Rohnert Park\n",
+ "5 Dwelling Place Anaheim Anaheim\n",
+ "7 Justice for Murdered Children San Pedro\n",
+ ".. ... ...\n",
+ "742 Santa Rosa Veterans Memorial Building Santa Rosa\n",
+ "743 FISH of Sonoma Sonoma\n",
+ "744 Burbank Heights and Orchards Sebastopol\n",
+ "745 Cloverdale Senior Multi Purpose Center Cloverdale\n",
+ "746 Vintage Chateau Apts Petaluma\n",
+ "\n",
+ "[580 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 102,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "linked_pantry_names = set(sorted_pantries['name'])\n",
+ "\n",
+ "unlinked_pantries = pantry_gdf[~pantry_gdf['name'].isin(linked_pantry_names)]\n",
+ "\n",
+ "unlinked_pantries = unlinked_pantries[['name', 'city']]\n",
+ "unlinked_pantries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 103,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " city Number of Pantries\n",
+ "105 Los Angeles 72\n",
+ "103 Long Beach 31\n",
+ "130 Pomona 21\n",
+ "29 Santa Rosa 16\n",
+ "99 Lancaster 15\n",
+ ".. ... ...\n",
+ "69 Etiwanda 1\n",
+ "68 Escondido 1\n",
+ "67 Encino 1\n",
+ "61 Culver City 1\n",
+ "181 la verne 1\n",
+ "\n",
+ "[182 rows x 2 columns]\n"
+ ]
+ },
+ {
+ "data": {
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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "grouped_pantries = unlinked_pantries.groupby('city')['name'].count().reset_index()\n",
+ "grouped_pantries.columns = ['city', 'Number of Pantries']\n",
+ "sorted_grouped_pantries = grouped_pantries.sort_values(by='Number of Pantries', ascending=False)\n",
+ "print(sorted_grouped_pantries)\n",
+ "\n",
+ "# Plotting the data \n",
+ "plt.figure(figsize=(50, 50))\n",
+ "plt.barh(sorted_grouped_pantries['city'], sorted_grouped_pantries['Number of Pantries'], color='skyblue')\n",
+ "plt.xlabel('Linked Housing Units')\n",
+ "plt.ylabel('City')\n",
+ "plt.title('UnLinked Housing Units by City')\n",
+ "plt.gca().invert_yaxis() # To display the highest value at the top\n",
+ "plt.show()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.18"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/affordable-housing-to-pantries/Affordable_Housing_Project_HackforLA.pdf b/affordable-housing-to-pantries/Affordable_Housing_Project_HackforLA.pdf
new file mode 100644
index 0000000..79dd0f9
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diff --git a/affordable-housing-to-pantries/README.md b/affordable-housing-to-pantries/README.md
new file mode 100644
index 0000000..8048f94
--- /dev/null
+++ b/affordable-housing-to-pantries/README.md
@@ -0,0 +1,9 @@
+# Affordable Housing Access to Food Pantries (Issue 181)
+
+This repository contains the analysis of how accessible is Affordable Housing to the meal programs in the LA county.
+
+Aim of this analysis was to to correlate how affordable housing is located to proximate near the food pantries and meal programs.
+
+Eventhough this analysis is baisc, it acts as a good starting platform for further analysis
+
+Note: Please make sure to us URL/CSV file of the recent Affordable Housing list from the official website.
\ No newline at end of file
diff --git a/data-collection-methods-main.zip b/data-collection-methods-main.zip
new file mode 100644
index 0000000..820ef46
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diff --git a/la_crime_analysis/LA Crime Data 2020-2023.ipynb b/la_crime_analysis/LA Crime Data 2020-2023.ipynb
new file mode 100644
index 0000000..5ff374f
--- /dev/null
+++ b/la_crime_analysis/LA Crime Data 2020-2023.ipynb
@@ -0,0 +1,4064 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "from pandas import read_csv\n",
+ "import numpy as np\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# reading the csv file "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_crimes= pd.read_csv('Crime_Data_from_2020_to_Present (version 1).csv', index_col='DATE OCC')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " DR_NO \n",
+ " Date Rptd \n",
+ " DATE OCC \n",
+ " TIME OCC \n",
+ " AREA \n",
+ " AREA NAME \n",
+ " Rpt Dist No \n",
+ " Part 1-2 \n",
+ " Crm Cd \n",
+ " Crm Cd Desc \n",
+ " ... \n",
+ " Status \n",
+ " Status Desc \n",
+ " Crm Cd 1 \n",
+ " Crm Cd 2 \n",
+ " Crm Cd 3 \n",
+ " Crm Cd 4 \n",
+ " LOCATION \n",
+ " Cross Street \n",
+ " LAT \n",
+ " LON \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 10304468 \n",
+ " 1/8/2020 \n",
+ " 1/8/2020 \n",
+ " 2230 \n",
+ " 3 \n",
+ " Southwest \n",
+ " 377 \n",
+ " 2 \n",
+ " 624 \n",
+ " BATTERY - SIMPLE ASSAULT \n",
+ " ... \n",
+ " AO \n",
+ " Adult Other \n",
+ " 624.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1100 W 39TH PL \n",
+ " NaN \n",
+ " 34.0141 \n",
+ " -118.2978 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 190101086 \n",
+ " 1/2/2020 \n",
+ " 1/1/2020 \n",
+ " 330 \n",
+ " 1 \n",
+ " Central \n",
+ " 163 \n",
+ " 2 \n",
+ " 624 \n",
+ " BATTERY - SIMPLE ASSAULT \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 624.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 700 S HILL ST \n",
+ " NaN \n",
+ " 34.0459 \n",
+ " -118.2545 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 200110444 \n",
+ " 4/14/2020 \n",
+ " 2/13/2020 \n",
+ " 1200 \n",
+ " 1 \n",
+ " Central \n",
+ " 155 \n",
+ " 2 \n",
+ " 845 \n",
+ " SEX OFFENDER REGISTRANT OUT OF COMPLIANCE \n",
+ " ... \n",
+ " AA \n",
+ " Adult Arrest \n",
+ " 845.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 200 E 6TH ST \n",
+ " NaN \n",
+ " 34.0448 \n",
+ " -118.2474 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 191501505 \n",
+ " 1/1/2020 \n",
+ " 1/1/2020 \n",
+ " 1730 \n",
+ " 15 \n",
+ " N Hollywood \n",
+ " 1543 \n",
+ " 2 \n",
+ " 745 \n",
+ " VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 745.0 \n",
+ " 998.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " 5400 CORTEEN PL \n",
+ " NaN \n",
+ " 34.1685 \n",
+ " -118.4019 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 191921269 \n",
+ " 1/1/2020 \n",
+ " 1/1/2020 \n",
+ " 415 \n",
+ " 19 \n",
+ " Mission \n",
+ " 1998 \n",
+ " 2 \n",
+ " 740 \n",
+ " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 740.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 14400 TITUS ST \n",
+ " NaN \n",
+ " 34.2198 \n",
+ " -118.4468 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
5 rows × 28 columns
\n",
+ "
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+ ],
+ "text/plain": [
+ " DR_NO Date Rptd DATE OCC TIME OCC AREA AREA NAME Rpt Dist No \\\n",
+ "0 10304468 1/8/2020 1/8/2020 2230 3 Southwest 377 \n",
+ "1 190101086 1/2/2020 1/1/2020 330 1 Central 163 \n",
+ "2 200110444 4/14/2020 2/13/2020 1200 1 Central 155 \n",
+ "3 191501505 1/1/2020 1/1/2020 1730 15 N Hollywood 1543 \n",
+ "4 191921269 1/1/2020 1/1/2020 415 19 Mission 1998 \n",
+ "\n",
+ " Part 1-2 Crm Cd Crm Cd Desc ... \\\n",
+ "0 2 624 BATTERY - SIMPLE ASSAULT ... \n",
+ "1 2 624 BATTERY - SIMPLE ASSAULT ... \n",
+ "2 2 845 SEX OFFENDER REGISTRANT OUT OF COMPLIANCE ... \n",
+ "3 2 745 VANDALISM - MISDEAMEANOR ($399 OR UNDER) ... \n",
+ "4 2 740 VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... ... \n",
+ "\n",
+ " Status Status Desc Crm Cd 1 Crm Cd 2 Crm Cd 3 Crm Cd 4 \\\n",
+ "0 AO Adult Other 624.0 NaN NaN NaN \n",
+ "1 IC Invest Cont 624.0 NaN NaN NaN \n",
+ "2 AA Adult Arrest 845.0 NaN NaN NaN \n",
+ "3 IC Invest Cont 745.0 998.0 NaN NaN \n",
+ "4 IC Invest Cont 740.0 NaN NaN NaN \n",
+ "\n",
+ " LOCATION Cross Street LAT LON \n",
+ "0 1100 W 39TH PL NaN 34.0141 -118.2978 \n",
+ "1 700 S HILL ST NaN 34.0459 -118.2545 \n",
+ "2 200 E 6TH ST NaN 34.0448 -118.2474 \n",
+ "3 5400 CORTEEN PL NaN 34.1685 -118.4019 \n",
+ "4 14400 TITUS ST NaN 34.2198 -118.4468 \n",
+ "\n",
+ "[5 rows x 28 columns]"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_crimes.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
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+ " TIME OCC \n",
+ " AREA \n",
+ " AREA NAME \n",
+ " Rpt Dist No \n",
+ " Part 1-2 \n",
+ " Crm Cd \n",
+ " Crm Cd Desc \n",
+ " Mocodes \n",
+ " ... \n",
+ " Status \n",
+ " Status Desc \n",
+ " Crm Cd 1 \n",
+ " Crm Cd 2 \n",
+ " Crm Cd 3 \n",
+ " Crm Cd 4 \n",
+ " LOCATION \n",
+ " Cross Street \n",
+ " LAT \n",
+ " LON \n",
+ " \n",
+ " \n",
+ " DATE OCC \n",
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+ " 0344 1822 \n",
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+ " NaN \n",
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+ " NaN \n",
+ " 34.0611 \n",
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+ " Foothill \n",
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+ " 1300 0329 \n",
+ " ... \n",
+ " IC \n",
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+ " 740.0 \n",
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+ " NaN \n",
+ " 12500 BRANFORD ST \n",
+ " NaN \n",
+ " 34.2466 \n",
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+ " \n",
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+ " 16 \n",
+ " Foothill \n",
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+ " 230 \n",
+ " ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ " 0416 0411 1822 \n",
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+ " IC \n",
+ " Invest Cont \n",
+ " 230.0 \n",
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+ " NaN \n",
+ " NaN \n",
+ " 12800 FILMORE ST \n",
+ " NaN \n",
+ " 34.2790 \n",
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+ " \n",
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+ " 12 \n",
+ " 77th Street \n",
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+ " 230 \n",
+ " ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ " 0601 0445 0416 0359 \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 230.0 \n",
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+ " NaN \n",
+ " 6100 S VERMONT AV \n",
+ " NaN \n",
+ " 33.9841 \n",
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+ " \n",
+ " \n",
+ " 3/5/2023 \n",
+ " 230906458 \n",
+ " 3/5/2023 \n",
+ " 900 \n",
+ " 9 \n",
+ " Van Nuys \n",
+ " 914 \n",
+ " 2 \n",
+ " 745 \n",
+ " VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ " 0329 1822 \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 745.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 14500 HARTLAND ST \n",
+ " NaN \n",
+ " 34.1951 \n",
+ " -118.4487 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
5 rows × 27 columns
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+ "
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+ ],
+ "text/plain": [
+ " DR_NO Date Rptd TIME OCC AREA AREA NAME Rpt Dist No \\\n",
+ "DATE OCC \n",
+ "1/8/2023 230804266 1/8/2023 1030 8 West LA 839 \n",
+ "1/26/2023 231604807 1/27/2023 1800 16 Foothill 1663 \n",
+ "3/22/2023 231606525 3/22/2023 1000 16 Foothill 1602 \n",
+ "4/12/2023 231210064 4/12/2023 1630 12 77th Street 1239 \n",
+ "3/5/2023 230906458 3/5/2023 900 9 Van Nuys 914 \n",
+ "\n",
+ " Part 1-2 Crm Cd \\\n",
+ "DATE OCC \n",
+ "1/8/2023 1 341 \n",
+ "1/26/2023 2 740 \n",
+ "3/22/2023 1 230 \n",
+ "4/12/2023 1 230 \n",
+ "3/5/2023 2 745 \n",
+ "\n",
+ " Crm Cd Desc \\\n",
+ "DATE OCC \n",
+ "1/8/2023 THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LI... \n",
+ "1/26/2023 VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ "3/22/2023 ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ "4/12/2023 ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ "3/5/2023 VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ "\n",
+ " Mocodes ... Status Status Desc Crm Cd 1 Crm Cd 2 \\\n",
+ "DATE OCC ... \n",
+ "1/8/2023 0344 1822 ... IC Invest Cont 341.0 NaN \n",
+ "1/26/2023 1300 0329 ... IC Invest Cont 740.0 NaN \n",
+ "3/22/2023 0416 0411 1822 ... IC Invest Cont 230.0 NaN \n",
+ "4/12/2023 0601 0445 0416 0359 ... IC Invest Cont 230.0 NaN \n",
+ "3/5/2023 0329 1822 ... IC Invest Cont 745.0 NaN \n",
+ "\n",
+ " Crm Cd 3 Crm Cd 4 LOCATION \\\n",
+ "DATE OCC \n",
+ "1/8/2023 NaN NaN 10200 SANTA MONICA BL \n",
+ "1/26/2023 NaN NaN 12500 BRANFORD ST \n",
+ "3/22/2023 NaN NaN 12800 FILMORE ST \n",
+ "4/12/2023 NaN NaN 6100 S VERMONT AV \n",
+ "3/5/2023 NaN NaN 14500 HARTLAND ST \n",
+ "\n",
+ " Cross Street LAT LON \n",
+ "DATE OCC \n",
+ "1/8/2023 NaN 34.0611 -118.4184 \n",
+ "1/26/2023 NaN 34.2466 -118.4054 \n",
+ "3/22/2023 NaN 34.2790 -118.4116 \n",
+ "4/12/2023 NaN 33.9841 -118.2915 \n",
+ "3/5/2023 NaN 34.1951 -118.4487 \n",
+ "\n",
+ "[5 rows x 27 columns]"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Defining the tail of the dataset\n",
+ "df_crimes.tail()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(708084, 27)"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# getting access to the shape of the attribute\n",
+ "df_crimes.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['1/8/2020', '1/1/2020', '2/13/2020', '1/1/2020', '1/1/2020', '1/1/2020',\n",
+ " '1/2/2020', '1/4/2020', '1/4/2020', '5/26/2020',\n",
+ " ...\n",
+ " '2/2/2023', '4/2/2023', '2/5/2023', '3/2/2023', '1/12/2023', '1/8/2023',\n",
+ " '1/26/2023', '3/22/2023', '4/12/2023', '3/5/2023'],\n",
+ " dtype='object', name='DATE OCC', length=708084)"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# getting access to the index of the attribute\n",
+ "df_crimes.index"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['DR_NO', 'Date Rptd', 'DATE OCC', 'TIME OCC', 'AREA', 'AREA NAME',\n",
+ " 'Rpt Dist No', 'Part 1-2', 'Crm Cd', 'Crm Cd Desc', 'Mocodes',\n",
+ " 'Vict Age', 'Vict Sex', 'Vict Descent', 'Premis Cd', 'Premis Desc',\n",
+ " 'Weapon Used Cd', 'Weapon Desc', 'Status', 'Status Desc', 'Crm Cd 1',\n",
+ " 'Crm Cd 2', 'Crm Cd 3', 'Crm Cd 4', 'LOCATION', 'Cross Street', 'LAT',\n",
+ " 'LON'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# getting access to the columns of the attribute\n",
+ "df_crimes.columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "DR_NO int64\n",
+ "Date Rptd object\n",
+ "TIME OCC int64\n",
+ "AREA int64\n",
+ "AREA NAME object\n",
+ "Rpt Dist No int64\n",
+ "Part 1-2 int64\n",
+ "Crm Cd int64\n",
+ "Crm Cd Desc object\n",
+ "Mocodes object\n",
+ "Vict Age int64\n",
+ "Vict Sex object\n",
+ "Vict Descent object\n",
+ "Premis Cd float64\n",
+ "Premis Desc object\n",
+ "Weapon Used Cd float64\n",
+ "Weapon Desc object\n",
+ "Status object\n",
+ "Status Desc object\n",
+ "Crm Cd 1 float64\n",
+ "Crm Cd 2 float64\n",
+ "Crm Cd 3 float64\n",
+ "Crm Cd 4 float64\n",
+ "LOCATION object\n",
+ "Cross Street object\n",
+ "LAT float64\n",
+ "LON float64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# dataype of each column \n",
+ "df_crimes.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " Rpt Dist No \n",
+ " Part 1-2 \n",
+ " Crm Cd \n",
+ " Crm Cd Desc \n",
+ " Mocodes \n",
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+ " Status Desc \n",
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+ " Crm Cd 4 \n",
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+ " Cross Street \n",
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+ " LON \n",
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+ " \n",
+ " 1/8/2020 \n",
+ " 10304468 \n",
+ " 1/8/2020 \n",
+ " 2230 \n",
+ " 3 \n",
+ " Southwest \n",
+ " 377 \n",
+ " 2 \n",
+ " 624 \n",
+ " BATTERY - SIMPLE ASSAULT \n",
+ " 0444 0913 \n",
+ " ... \n",
+ " AO \n",
+ " Adult Other \n",
+ " 624.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1100 W 39TH PL \n",
+ " NaN \n",
+ " 34.0141 \n",
+ " -118.2978 \n",
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+ " \n",
+ " 1/1/2020 \n",
+ " 190101086 \n",
+ " 1/2/2020 \n",
+ " 330 \n",
+ " 1 \n",
+ " Central \n",
+ " 163 \n",
+ " 2 \n",
+ " 624 \n",
+ " BATTERY - SIMPLE ASSAULT \n",
+ " 0416 1822 1414 \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 624.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 700 S HILL ST \n",
+ " NaN \n",
+ " 34.0459 \n",
+ " -118.2545 \n",
+ " \n",
+ " \n",
+ " 2/13/2020 \n",
+ " 200110444 \n",
+ " 4/14/2020 \n",
+ " 1200 \n",
+ " 1 \n",
+ " Central \n",
+ " 155 \n",
+ " 2 \n",
+ " 845 \n",
+ " SEX OFFENDER REGISTRANT OUT OF COMPLIANCE \n",
+ " 1501 \n",
+ " ... \n",
+ " AA \n",
+ " Adult Arrest \n",
+ " 845.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 200 E 6TH ST \n",
+ " NaN \n",
+ " 34.0448 \n",
+ " -118.2474 \n",
+ " \n",
+ " \n",
+ " 1/1/2020 \n",
+ " 191501505 \n",
+ " 1/1/2020 \n",
+ " 1730 \n",
+ " 15 \n",
+ " N Hollywood \n",
+ " 1543 \n",
+ " 2 \n",
+ " 745 \n",
+ " VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ " 0329 1402 \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 745.0 \n",
+ " 998.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " 5400 CORTEEN PL \n",
+ " NaN \n",
+ " 34.1685 \n",
+ " -118.4019 \n",
+ " \n",
+ " \n",
+ " 1/1/2020 \n",
+ " 191921269 \n",
+ " 1/1/2020 \n",
+ " 415 \n",
+ " 19 \n",
+ " Mission \n",
+ " 1998 \n",
+ " 2 \n",
+ " 740 \n",
+ " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ " 329 \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 740.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 14400 TITUS ST \n",
+ " NaN \n",
+ " 34.2198 \n",
+ " -118.4468 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 1/8/2023 \n",
+ " 230804266 \n",
+ " 1/8/2023 \n",
+ " 1030 \n",
+ " 8 \n",
+ " West LA \n",
+ " 839 \n",
+ " 1 \n",
+ " 341 \n",
+ " THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LI... \n",
+ " 0344 1822 \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 341.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 10200 SANTA MONICA BL \n",
+ " NaN \n",
+ " 34.0611 \n",
+ " -118.4184 \n",
+ " \n",
+ " \n",
+ " 1/26/2023 \n",
+ " 231604807 \n",
+ " 1/27/2023 \n",
+ " 1800 \n",
+ " 16 \n",
+ " Foothill \n",
+ " 1663 \n",
+ " 2 \n",
+ " 740 \n",
+ " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ " 1300 0329 \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 740.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 12500 BRANFORD ST \n",
+ " NaN \n",
+ " 34.2466 \n",
+ " -118.4054 \n",
+ " \n",
+ " \n",
+ " 3/22/2023 \n",
+ " 231606525 \n",
+ " 3/22/2023 \n",
+ " 1000 \n",
+ " 16 \n",
+ " Foothill \n",
+ " 1602 \n",
+ " 1 \n",
+ " 230 \n",
+ " ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ " 0416 0411 1822 \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 230.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 12800 FILMORE ST \n",
+ " NaN \n",
+ " 34.2790 \n",
+ " -118.4116 \n",
+ " \n",
+ " \n",
+ " 4/12/2023 \n",
+ " 231210064 \n",
+ " 4/12/2023 \n",
+ " 1630 \n",
+ " 12 \n",
+ " 77th Street \n",
+ " 1239 \n",
+ " 1 \n",
+ " 230 \n",
+ " ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ " 0601 0445 0416 0359 \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 230.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 6100 S VERMONT AV \n",
+ " NaN \n",
+ " 33.9841 \n",
+ " -118.2915 \n",
+ " \n",
+ " \n",
+ " 3/5/2023 \n",
+ " 230906458 \n",
+ " 3/5/2023 \n",
+ " 900 \n",
+ " 9 \n",
+ " Van Nuys \n",
+ " 914 \n",
+ " 2 \n",
+ " 745 \n",
+ " VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ " 0329 1822 \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 745.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 14500 HARTLAND ST \n",
+ " NaN \n",
+ " 34.1951 \n",
+ " -118.4487 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
708084 rows × 27 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " DR_NO Date Rptd TIME OCC AREA AREA NAME Rpt Dist No \\\n",
+ "DATE OCC \n",
+ "1/8/2020 10304468 1/8/2020 2230 3 Southwest 377 \n",
+ "1/1/2020 190101086 1/2/2020 330 1 Central 163 \n",
+ "2/13/2020 200110444 4/14/2020 1200 1 Central 155 \n",
+ "1/1/2020 191501505 1/1/2020 1730 15 N Hollywood 1543 \n",
+ "1/1/2020 191921269 1/1/2020 415 19 Mission 1998 \n",
+ "... ... ... ... ... ... ... \n",
+ "1/8/2023 230804266 1/8/2023 1030 8 West LA 839 \n",
+ "1/26/2023 231604807 1/27/2023 1800 16 Foothill 1663 \n",
+ "3/22/2023 231606525 3/22/2023 1000 16 Foothill 1602 \n",
+ "4/12/2023 231210064 4/12/2023 1630 12 77th Street 1239 \n",
+ "3/5/2023 230906458 3/5/2023 900 9 Van Nuys 914 \n",
+ "\n",
+ " Part 1-2 Crm Cd \\\n",
+ "DATE OCC \n",
+ "1/8/2020 2 624 \n",
+ "1/1/2020 2 624 \n",
+ "2/13/2020 2 845 \n",
+ "1/1/2020 2 745 \n",
+ "1/1/2020 2 740 \n",
+ "... ... ... \n",
+ "1/8/2023 1 341 \n",
+ "1/26/2023 2 740 \n",
+ "3/22/2023 1 230 \n",
+ "4/12/2023 1 230 \n",
+ "3/5/2023 2 745 \n",
+ "\n",
+ " Crm Cd Desc \\\n",
+ "DATE OCC \n",
+ "1/8/2020 BATTERY - SIMPLE ASSAULT \n",
+ "1/1/2020 BATTERY - SIMPLE ASSAULT \n",
+ "2/13/2020 SEX OFFENDER REGISTRANT OUT OF COMPLIANCE \n",
+ "1/1/2020 VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ "1/1/2020 VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ "... ... \n",
+ "1/8/2023 THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LI... \n",
+ "1/26/2023 VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ "3/22/2023 ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ "4/12/2023 ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ "3/5/2023 VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ "\n",
+ " Mocodes ... Status Status Desc Crm Cd 1 Crm Cd 2 \\\n",
+ "DATE OCC ... \n",
+ "1/8/2020 0444 0913 ... AO Adult Other 624.0 NaN \n",
+ "1/1/2020 0416 1822 1414 ... IC Invest Cont 624.0 NaN \n",
+ "2/13/2020 1501 ... AA Adult Arrest 845.0 NaN \n",
+ "1/1/2020 0329 1402 ... IC Invest Cont 745.0 998.0 \n",
+ "1/1/2020 329 ... IC Invest Cont 740.0 NaN \n",
+ "... ... ... ... ... ... ... \n",
+ "1/8/2023 0344 1822 ... IC Invest Cont 341.0 NaN \n",
+ "1/26/2023 1300 0329 ... IC Invest Cont 740.0 NaN \n",
+ "3/22/2023 0416 0411 1822 ... IC Invest Cont 230.0 NaN \n",
+ "4/12/2023 0601 0445 0416 0359 ... IC Invest Cont 230.0 NaN \n",
+ "3/5/2023 0329 1822 ... IC Invest Cont 745.0 NaN \n",
+ "\n",
+ " Crm Cd 3 Crm Cd 4 LOCATION \\\n",
+ "DATE OCC \n",
+ "1/8/2020 NaN NaN 1100 W 39TH PL \n",
+ "1/1/2020 NaN NaN 700 S HILL ST \n",
+ "2/13/2020 NaN NaN 200 E 6TH ST \n",
+ "1/1/2020 NaN NaN 5400 CORTEEN PL \n",
+ "1/1/2020 NaN NaN 14400 TITUS ST \n",
+ "... ... ... ... \n",
+ "1/8/2023 NaN NaN 10200 SANTA MONICA BL \n",
+ "1/26/2023 NaN NaN 12500 BRANFORD ST \n",
+ "3/22/2023 NaN NaN 12800 FILMORE ST \n",
+ "4/12/2023 NaN NaN 6100 S VERMONT AV \n",
+ "3/5/2023 NaN NaN 14500 HARTLAND ST \n",
+ "\n",
+ " Cross Street LAT LON \n",
+ "DATE OCC \n",
+ "1/8/2020 NaN 34.0141 -118.2978 \n",
+ "1/1/2020 NaN 34.0459 -118.2545 \n",
+ "2/13/2020 NaN 34.0448 -118.2474 \n",
+ "1/1/2020 NaN 34.1685 -118.4019 \n",
+ "1/1/2020 NaN 34.2198 -118.4468 \n",
+ "... ... ... ... \n",
+ "1/8/2023 NaN 34.0611 -118.4184 \n",
+ "1/26/2023 NaN 34.2466 -118.4054 \n",
+ "3/22/2023 NaN 34.2790 -118.4116 \n",
+ "4/12/2023 NaN 33.9841 -118.2915 \n",
+ "3/5/2023 NaN 34.1951 -118.4487 \n",
+ "\n",
+ "[708084 rows x 27 columns]"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Display n rows\n",
+ "pd.set_option('display.max_rows', 1000)\n",
+ "df_crimes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Index: 708084 entries, 1/8/2020 to 3/5/2023\n",
+ "Data columns (total 27 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 DR_NO 708084 non-null int64 \n",
+ " 1 Date Rptd 708084 non-null object \n",
+ " 2 TIME OCC 708084 non-null int64 \n",
+ " 3 AREA 708084 non-null int64 \n",
+ " 4 AREA NAME 708084 non-null object \n",
+ " 5 Rpt Dist No 708084 non-null int64 \n",
+ " 6 Part 1-2 708084 non-null int64 \n",
+ " 7 Crm Cd 708084 non-null int64 \n",
+ " 8 Crm Cd Desc 708084 non-null object \n",
+ " 9 Mocodes 610782 non-null object \n",
+ " 10 Vict Age 708084 non-null int64 \n",
+ " 11 Vict Sex 615442 non-null object \n",
+ " 12 Vict Descent 615436 non-null object \n",
+ " 13 Premis Cd 708076 non-null float64\n",
+ " 14 Premis Desc 707699 non-null object \n",
+ " 15 Weapon Used Cd 245937 non-null float64\n",
+ " 16 Weapon Desc 245937 non-null object \n",
+ " 17 Status 708084 non-null object \n",
+ " 18 Status Desc 708084 non-null object \n",
+ " 19 Crm Cd 1 708075 non-null float64\n",
+ " 20 Crm Cd 2 52707 non-null float64\n",
+ " 21 Crm Cd 3 1774 non-null float64\n",
+ " 22 Crm Cd 4 54 non-null float64\n",
+ " 23 LOCATION 708084 non-null object \n",
+ " 24 Cross Street 114624 non-null object \n",
+ " 25 LAT 708084 non-null float64\n",
+ " 26 LON 708084 non-null float64\n",
+ "dtypes: float64(8), int64(7), object(12)\n",
+ "memory usage: 151.3+ MB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df_crimes.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " DR_NO \n",
+ " TIME OCC \n",
+ " AREA \n",
+ " Rpt Dist No \n",
+ " Part 1-2 \n",
+ " Crm Cd \n",
+ " Vict Age \n",
+ " Premis Cd \n",
+ " Weapon Used Cd \n",
+ " Crm Cd 1 \n",
+ " Crm Cd 2 \n",
+ " Crm Cd 3 \n",
+ " Crm Cd 4 \n",
+ " LAT \n",
+ " LON \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " count \n",
+ " 7.080840e+05 \n",
+ " 708084.000000 \n",
+ " 708084.000000 \n",
+ " 708084.000000 \n",
+ " 708084.000000 \n",
+ " 708084.000000 \n",
+ " 708084.000000 \n",
+ " 708076.000000 \n",
+ " 245937.000000 \n",
+ " 708075.000000 \n",
+ " 52707.000000 \n",
+ " 1774.000000 \n",
+ " 54.000000 \n",
+ " 708084.000000 \n",
+ " 708084.000000 \n",
+ " \n",
+ " \n",
+ " mean \n",
+ " 2.137536e+08 \n",
+ " 1334.079821 \n",
+ " 10.712702 \n",
+ " 1117.662766 \n",
+ " 1.416064 \n",
+ " 500.753584 \n",
+ " 29.948323 \n",
+ " 305.425029 \n",
+ " 362.280401 \n",
+ " 500.493076 \n",
+ " 956.916728 \n",
+ " 983.462232 \n",
+ " 989.925926 \n",
+ " 33.964565 \n",
+ " -117.975215 \n",
+ " \n",
+ " \n",
+ " std \n",
+ " 9.727613e+06 \n",
+ " 654.127506 \n",
+ " 6.089897 \n",
+ " 608.993182 \n",
+ " 0.492905 \n",
+ " 207.954152 \n",
+ " 21.700830 \n",
+ " 216.706277 \n",
+ " 123.773236 \n",
+ " 207.745098 \n",
+ " 112.531302 \n",
+ " 52.123400 \n",
+ " 29.327591 \n",
+ " 1.927668 \n",
+ " 6.685399 \n",
+ " \n",
+ " \n",
+ " min \n",
+ " 8.170000e+02 \n",
+ " 1.000000 \n",
+ " 1.000000 \n",
+ " 101.000000 \n",
+ " 1.000000 \n",
+ " 110.000000 \n",
+ " -2.000000 \n",
+ " 101.000000 \n",
+ " 101.000000 \n",
+ " 110.000000 \n",
+ " 210.000000 \n",
+ " 434.000000 \n",
+ " 821.000000 \n",
+ " 0.000000 \n",
+ " -118.667600 \n",
+ " \n",
+ " \n",
+ " 25% \n",
+ " 2.020086e+08 \n",
+ " 900.000000 \n",
+ " 6.000000 \n",
+ " 622.000000 \n",
+ " 1.000000 \n",
+ " 331.000000 \n",
+ " 12.000000 \n",
+ " 101.000000 \n",
+ " 308.000000 \n",
+ " 331.000000 \n",
+ " 998.000000 \n",
+ " 998.000000 \n",
+ " 998.000000 \n",
+ " 34.013200 \n",
+ " -118.429400 \n",
+ " \n",
+ " \n",
+ " 50% \n",
+ " 2.117007e+08 \n",
+ " 1415.000000 \n",
+ " 11.000000 \n",
+ " 1142.000000 \n",
+ " 1.000000 \n",
+ " 442.000000 \n",
+ " 31.000000 \n",
+ " 203.000000 \n",
+ " 400.000000 \n",
+ " 442.000000 \n",
+ " 998.000000 \n",
+ " 998.000000 \n",
+ " 998.000000 \n",
+ " 34.058400 \n",
+ " -118.321400 \n",
+ " \n",
+ " \n",
+ " 75% \n",
+ " 2.212140e+08 \n",
+ " 1900.000000 \n",
+ " 16.000000 \n",
+ " 1617.000000 \n",
+ " 2.000000 \n",
+ " 626.000000 \n",
+ " 45.000000 \n",
+ " 501.000000 \n",
+ " 400.000000 \n",
+ " 626.000000 \n",
+ " 998.000000 \n",
+ " 998.000000 \n",
+ " 998.000000 \n",
+ " 34.163100 \n",
+ " -118.273900 \n",
+ " \n",
+ " \n",
+ " max \n",
+ " 2.399097e+08 \n",
+ " 2359.000000 \n",
+ " 21.000000 \n",
+ " 2199.000000 \n",
+ " 2.000000 \n",
+ " 956.000000 \n",
+ " 120.000000 \n",
+ " 973.000000 \n",
+ " 516.000000 \n",
+ " 956.000000 \n",
+ " 999.000000 \n",
+ " 999.000000 \n",
+ " 999.000000 \n",
+ " 34.334300 \n",
+ " 0.000000 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " DR_NO TIME OCC AREA Rpt Dist No \\\n",
+ "count 7.080840e+05 708084.000000 708084.000000 708084.000000 \n",
+ "mean 2.137536e+08 1334.079821 10.712702 1117.662766 \n",
+ "std 9.727613e+06 654.127506 6.089897 608.993182 \n",
+ "min 8.170000e+02 1.000000 1.000000 101.000000 \n",
+ "25% 2.020086e+08 900.000000 6.000000 622.000000 \n",
+ "50% 2.117007e+08 1415.000000 11.000000 1142.000000 \n",
+ "75% 2.212140e+08 1900.000000 16.000000 1617.000000 \n",
+ "max 2.399097e+08 2359.000000 21.000000 2199.000000 \n",
+ "\n",
+ " Part 1-2 Crm Cd Vict Age Premis Cd \\\n",
+ "count 708084.000000 708084.000000 708084.000000 708076.000000 \n",
+ "mean 1.416064 500.753584 29.948323 305.425029 \n",
+ "std 0.492905 207.954152 21.700830 216.706277 \n",
+ "min 1.000000 110.000000 -2.000000 101.000000 \n",
+ "25% 1.000000 331.000000 12.000000 101.000000 \n",
+ "50% 1.000000 442.000000 31.000000 203.000000 \n",
+ "75% 2.000000 626.000000 45.000000 501.000000 \n",
+ "max 2.000000 956.000000 120.000000 973.000000 \n",
+ "\n",
+ " Weapon Used Cd Crm Cd 1 Crm Cd 2 Crm Cd 3 Crm Cd 4 \\\n",
+ "count 245937.000000 708075.000000 52707.000000 1774.000000 54.000000 \n",
+ "mean 362.280401 500.493076 956.916728 983.462232 989.925926 \n",
+ "std 123.773236 207.745098 112.531302 52.123400 29.327591 \n",
+ "min 101.000000 110.000000 210.000000 434.000000 821.000000 \n",
+ "25% 308.000000 331.000000 998.000000 998.000000 998.000000 \n",
+ "50% 400.000000 442.000000 998.000000 998.000000 998.000000 \n",
+ "75% 400.000000 626.000000 998.000000 998.000000 998.000000 \n",
+ "max 516.000000 956.000000 999.000000 999.000000 999.000000 \n",
+ "\n",
+ " LAT LON \n",
+ "count 708084.000000 708084.000000 \n",
+ "mean 33.964565 -117.975215 \n",
+ "std 1.927668 6.685399 \n",
+ "min 0.000000 -118.667600 \n",
+ "25% 34.013200 -118.429400 \n",
+ "50% 34.058400 -118.321400 \n",
+ "75% 34.163100 -118.273900 \n",
+ "max 34.334300 0.000000 "
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Describe the statistics of the attributes\n",
+ "df_crimes.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "708084"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#obtaining the length of the dataframe (no of rows)\n",
+ "len(df_crimes)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "708083"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#obtaining the highest index of the dataframe\n",
+ "max(df_crimes.index)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#obtaining the lowest index of the dataframe\n",
+ "min(df_crimes.index)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "pandas.core.frame.DataFrame"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#obtaining the data type \n",
+ "type(df_crimes)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " DR_NO \n",
+ " Date Rptd \n",
+ " DATE OCC \n",
+ " TIME OCC \n",
+ " AREA \n",
+ " AREA NAME \n",
+ " Rpt Dist No \n",
+ " Part 1-2 \n",
+ " Crm Cd \n",
+ " Crm Cd Desc \n",
+ " ... \n",
+ " Status \n",
+ " Status Desc \n",
+ " Crm Cd 1 \n",
+ " Crm Cd 2 \n",
+ " Crm Cd 3 \n",
+ " Crm Cd 4 \n",
+ " LOCATION \n",
+ " Cross Street \n",
+ " LAT \n",
+ " LON \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 10304468 \n",
+ " 1/8/2020 \n",
+ " 1/8/2020 \n",
+ " 2230 \n",
+ " 3 \n",
+ " Southwest \n",
+ " 377 \n",
+ " 2 \n",
+ " 624 \n",
+ " BATTERY - SIMPLE ASSAULT \n",
+ " ... \n",
+ " AO \n",
+ " Adult Other \n",
+ " 624.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1100 W 39TH PL \n",
+ " NaN \n",
+ " 34.01 \n",
+ " -118.30 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 190101086 \n",
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+ " 1/1/2020 \n",
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+ " 1 \n",
+ " Central \n",
+ " 163 \n",
+ " 2 \n",
+ " 624 \n",
+ " BATTERY - SIMPLE ASSAULT \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 624.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 700 S HILL ST \n",
+ " NaN \n",
+ " 34.05 \n",
+ " -118.25 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 200110444 \n",
+ " 4/14/2020 \n",
+ " 2/13/2020 \n",
+ " 1200 \n",
+ " 1 \n",
+ " Central \n",
+ " 155 \n",
+ " 2 \n",
+ " 845 \n",
+ " SEX OFFENDER REGISTRANT OUT OF COMPLIANCE \n",
+ " ... \n",
+ " AA \n",
+ " Adult Arrest \n",
+ " 845.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 200 E 6TH ST \n",
+ " NaN \n",
+ " 34.04 \n",
+ " -118.25 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 191501505 \n",
+ " 1/1/2020 \n",
+ " 1/1/2020 \n",
+ " 1730 \n",
+ " 15 \n",
+ " N Hollywood \n",
+ " 1543 \n",
+ " 2 \n",
+ " 745 \n",
+ " VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 745.0 \n",
+ " 998.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " 5400 CORTEEN PL \n",
+ " NaN \n",
+ " 34.17 \n",
+ " -118.40 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 191921269 \n",
+ " 1/1/2020 \n",
+ " 1/1/2020 \n",
+ " 415 \n",
+ " 19 \n",
+ " Mission \n",
+ " 1998 \n",
+ " 2 \n",
+ " 740 \n",
+ " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 740.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 14400 TITUS ST \n",
+ " NaN \n",
+ " 34.22 \n",
+ " -118.45 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 708079 \n",
+ " 230804266 \n",
+ " 1/8/2023 \n",
+ " 1/8/2023 \n",
+ " 1030 \n",
+ " 8 \n",
+ " West LA \n",
+ " 839 \n",
+ " 1 \n",
+ " 341 \n",
+ " THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LI... \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 341.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 10200 SANTA MONICA BL \n",
+ " NaN \n",
+ " 34.06 \n",
+ " -118.42 \n",
+ " \n",
+ " \n",
+ " 708080 \n",
+ " 231604807 \n",
+ " 1/27/2023 \n",
+ " 1/26/2023 \n",
+ " 1800 \n",
+ " 16 \n",
+ " Foothill \n",
+ " 1663 \n",
+ " 2 \n",
+ " 740 \n",
+ " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 740.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 12500 BRANFORD ST \n",
+ " NaN \n",
+ " 34.25 \n",
+ " -118.41 \n",
+ " \n",
+ " \n",
+ " 708081 \n",
+ " 231606525 \n",
+ " 3/22/2023 \n",
+ " 3/22/2023 \n",
+ " 1000 \n",
+ " 16 \n",
+ " Foothill \n",
+ " 1602 \n",
+ " 1 \n",
+ " 230 \n",
+ " ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 230.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 12800 FILMORE ST \n",
+ " NaN \n",
+ " 34.28 \n",
+ " -118.41 \n",
+ " \n",
+ " \n",
+ " 708082 \n",
+ " 231210064 \n",
+ " 4/12/2023 \n",
+ " 4/12/2023 \n",
+ " 1630 \n",
+ " 12 \n",
+ " 77th Street \n",
+ " 1239 \n",
+ " 1 \n",
+ " 230 \n",
+ " ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 230.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 6100 S VERMONT AV \n",
+ " NaN \n",
+ " 33.98 \n",
+ " -118.29 \n",
+ " \n",
+ " \n",
+ " 708083 \n",
+ " 230906458 \n",
+ " 3/5/2023 \n",
+ " 3/5/2023 \n",
+ " 900 \n",
+ " 9 \n",
+ " Van Nuys \n",
+ " 914 \n",
+ " 2 \n",
+ " 745 \n",
+ " VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 745.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 14500 HARTLAND ST \n",
+ " NaN \n",
+ " 34.20 \n",
+ " -118.45 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
708084 rows × 28 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " DR_NO Date Rptd DATE OCC TIME OCC AREA AREA NAME \\\n",
+ "0 10304468 1/8/2020 1/8/2020 2230 3 Southwest \n",
+ "1 190101086 1/2/2020 1/1/2020 330 1 Central \n",
+ "2 200110444 4/14/2020 2/13/2020 1200 1 Central \n",
+ "3 191501505 1/1/2020 1/1/2020 1730 15 N Hollywood \n",
+ "4 191921269 1/1/2020 1/1/2020 415 19 Mission \n",
+ "... ... ... ... ... ... ... \n",
+ "708079 230804266 1/8/2023 1/8/2023 1030 8 West LA \n",
+ "708080 231604807 1/27/2023 1/26/2023 1800 16 Foothill \n",
+ "708081 231606525 3/22/2023 3/22/2023 1000 16 Foothill \n",
+ "708082 231210064 4/12/2023 4/12/2023 1630 12 77th Street \n",
+ "708083 230906458 3/5/2023 3/5/2023 900 9 Van Nuys \n",
+ "\n",
+ " Rpt Dist No Part 1-2 Crm Cd \\\n",
+ "0 377 2 624 \n",
+ "1 163 2 624 \n",
+ "2 155 2 845 \n",
+ "3 1543 2 745 \n",
+ "4 1998 2 740 \n",
+ "... ... ... ... \n",
+ "708079 839 1 341 \n",
+ "708080 1663 2 740 \n",
+ "708081 1602 1 230 \n",
+ "708082 1239 1 230 \n",
+ "708083 914 2 745 \n",
+ "\n",
+ " Crm Cd Desc ... Status \\\n",
+ "0 BATTERY - SIMPLE ASSAULT ... AO \n",
+ "1 BATTERY - SIMPLE ASSAULT ... IC \n",
+ "2 SEX OFFENDER REGISTRANT OUT OF COMPLIANCE ... AA \n",
+ "3 VANDALISM - MISDEAMEANOR ($399 OR UNDER) ... IC \n",
+ "4 VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... ... IC \n",
+ "... ... ... ... \n",
+ "708079 THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LI... ... IC \n",
+ "708080 VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... ... IC \n",
+ "708081 ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT ... IC \n",
+ "708082 ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT ... IC \n",
+ "708083 VANDALISM - MISDEAMEANOR ($399 OR UNDER) ... IC \n",
+ "\n",
+ " Status Desc Crm Cd 1 Crm Cd 2 Crm Cd 3 Crm Cd 4 \\\n",
+ "0 Adult Other 624.0 NaN NaN NaN \n",
+ "1 Invest Cont 624.0 NaN NaN NaN \n",
+ "2 Adult Arrest 845.0 NaN NaN NaN \n",
+ "3 Invest Cont 745.0 998.0 NaN NaN \n",
+ "4 Invest Cont 740.0 NaN NaN NaN \n",
+ "... ... ... ... ... ... \n",
+ "708079 Invest Cont 341.0 NaN NaN NaN \n",
+ "708080 Invest Cont 740.0 NaN NaN NaN \n",
+ "708081 Invest Cont 230.0 NaN NaN NaN \n",
+ "708082 Invest Cont 230.0 NaN NaN NaN \n",
+ "708083 Invest Cont 745.0 NaN NaN NaN \n",
+ "\n",
+ " LOCATION Cross Street LAT LON \n",
+ "0 1100 W 39TH PL NaN 34.01 -118.30 \n",
+ "1 700 S HILL ST NaN 34.05 -118.25 \n",
+ "2 200 E 6TH ST NaN 34.04 -118.25 \n",
+ "3 5400 CORTEEN PL NaN 34.17 -118.40 \n",
+ "4 14400 TITUS ST NaN 34.22 -118.45 \n",
+ "... ... ... ... ... \n",
+ "708079 10200 SANTA MONICA BL NaN 34.06 -118.42 \n",
+ "708080 12500 BRANFORD ST NaN 34.25 -118.41 \n",
+ "708081 12800 FILMORE ST NaN 34.28 -118.41 \n",
+ "708082 6100 S VERMONT AV NaN 33.98 -118.29 \n",
+ "708083 14500 HARTLAND ST NaN 34.20 -118.45 \n",
+ "\n",
+ "[708084 rows x 28 columns]"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "round(df_crimes, 2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 F\n",
+ "1 M\n",
+ "2 X\n",
+ "3 F\n",
+ "4 X\n",
+ " ..\n",
+ "708079 M\n",
+ "708080 M\n",
+ "708081 F\n",
+ "708082 M\n",
+ "708083 F\n",
+ "Name: Vict Sex, Length: 708084, dtype: object"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# select a column with [] (preferred way to select a column)\n",
+ "df_crimes['Vict Sex']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "pandas.core.series.Series"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# check out the data type of a column\n",
+ "type(df_crimes['Vict Sex'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# series: attributes and methods\n",
+ "df_crimes['Vict Sex'].index\n",
+ "df_crimes['Vict Sex'].head"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " DATE OCC \n",
+ " Crm Cd Desc \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 1/8/2020 \n",
+ " BATTERY - SIMPLE ASSAULT \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 1/1/2020 \n",
+ " BATTERY - SIMPLE ASSAULT \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 2/13/2020 \n",
+ " SEX OFFENDER REGISTRANT OUT OF COMPLIANCE \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 1/1/2020 \n",
+ " VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 1/1/2020 \n",
+ " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 708079 \n",
+ " 1/8/2023 \n",
+ " THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LI... \n",
+ " \n",
+ " \n",
+ " 708080 \n",
+ " 1/26/2023 \n",
+ " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ " \n",
+ " \n",
+ " 708081 \n",
+ " 3/22/2023 \n",
+ " ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ " \n",
+ " \n",
+ " 708082 \n",
+ " 4/12/2023 \n",
+ " ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ " \n",
+ " \n",
+ " 708083 \n",
+ " 3/5/2023 \n",
+ " VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
708084 rows × 2 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " DATE OCC Crm Cd Desc\n",
+ "0 1/8/2020 BATTERY - SIMPLE ASSAULT\n",
+ "1 1/1/2020 BATTERY - SIMPLE ASSAULT\n",
+ "2 2/13/2020 SEX OFFENDER REGISTRANT OUT OF COMPLIANCE\n",
+ "3 1/1/2020 VANDALISM - MISDEAMEANOR ($399 OR UNDER)\n",
+ "4 1/1/2020 VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA...\n",
+ "... ... ...\n",
+ "708079 1/8/2023 THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LI...\n",
+ "708080 1/26/2023 VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA...\n",
+ "708081 3/22/2023 ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT\n",
+ "708082 4/12/2023 ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT\n",
+ "708083 3/5/2023 VANDALISM - MISDEAMEANOR ($399 OR UNDER)\n",
+ "\n",
+ "[708084 rows x 2 columns]"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# SELECT 2 COLUMN UsING [[]]\n",
+ "df_crimes[['DATE OCC','Crm Cd Desc']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "pandas.core.frame.DataFrame"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# check out the data type of the selection\n",
+ "type(df_crimes[['Vict Sex','Crm Cd Desc']])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Vict Sex \n",
+ " Crm Cd Desc \n",
+ " Premis Desc \n",
+ " Weapon Desc \n",
+ " Status Desc \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " F \n",
+ " BATTERY - SIMPLE ASSAULT \n",
+ " SINGLE FAMILY DWELLING \n",
+ " STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE) \n",
+ " Adult Other \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " M \n",
+ " BATTERY - SIMPLE ASSAULT \n",
+ " SIDEWALK \n",
+ " UNKNOWN WEAPON/OTHER WEAPON \n",
+ " Invest Cont \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " X \n",
+ " SEX OFFENDER REGISTRANT OUT OF COMPLIANCE \n",
+ " POLICE FACILITY \n",
+ " NaN \n",
+ " Adult Arrest \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " F \n",
+ " VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ " MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC) \n",
+ " NaN \n",
+ " Invest Cont \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " X \n",
+ " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ " BEAUTY SUPPLY STORE \n",
+ " NaN \n",
+ " Invest Cont \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 708079 \n",
+ " M \n",
+ " THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LI... \n",
+ " HEALTH SPA/GYM \n",
+ " NaN \n",
+ " Invest Cont \n",
+ " \n",
+ " \n",
+ " 708080 \n",
+ " M \n",
+ " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ " VEHICLE, PASSENGER/TRUCK \n",
+ " NaN \n",
+ " Invest Cont \n",
+ " \n",
+ " \n",
+ " 708081 \n",
+ " F \n",
+ " ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ " SIDEWALK \n",
+ " STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE) \n",
+ " Invest Cont \n",
+ " \n",
+ " \n",
+ " 708082 \n",
+ " M \n",
+ " ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ " LAUNDROMAT \n",
+ " UNKNOWN WEAPON/OTHER WEAPON \n",
+ " Invest Cont \n",
+ " \n",
+ " \n",
+ " 708083 \n",
+ " F \n",
+ " VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ " MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC) \n",
+ " NaN \n",
+ " Invest Cont \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
708084 rows × 5 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Vict Sex Crm Cd Desc \\\n",
+ "0 F BATTERY - SIMPLE ASSAULT \n",
+ "1 M BATTERY - SIMPLE ASSAULT \n",
+ "2 X SEX OFFENDER REGISTRANT OUT OF COMPLIANCE \n",
+ "3 F VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ "4 X VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ "... ... ... \n",
+ "708079 M THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LI... \n",
+ "708080 M VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ "708081 F ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ "708082 M ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT \n",
+ "708083 F VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ "\n",
+ " Premis Desc \\\n",
+ "0 SINGLE FAMILY DWELLING \n",
+ "1 SIDEWALK \n",
+ "2 POLICE FACILITY \n",
+ "3 MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC) \n",
+ "4 BEAUTY SUPPLY STORE \n",
+ "... ... \n",
+ "708079 HEALTH SPA/GYM \n",
+ "708080 VEHICLE, PASSENGER/TRUCK \n",
+ "708081 SIDEWALK \n",
+ "708082 LAUNDROMAT \n",
+ "708083 MULTI-UNIT DWELLING (APARTMENT, DUPLEX, ETC) \n",
+ "\n",
+ " Weapon Desc Status Desc \n",
+ "0 STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE) Adult Other \n",
+ "1 UNKNOWN WEAPON/OTHER WEAPON Invest Cont \n",
+ "2 NaN Adult Arrest \n",
+ "3 NaN Invest Cont \n",
+ "4 NaN Invest Cont \n",
+ "... ... ... \n",
+ "708079 NaN Invest Cont \n",
+ "708080 NaN Invest Cont \n",
+ "708081 STRONG-ARM (HANDS, FIST, FEET OR BODILY FORCE) Invest Cont \n",
+ "708082 UNKNOWN WEAPON/OTHER WEAPON Invest Cont \n",
+ "708083 NaN Invest Cont \n",
+ "\n",
+ "[708084 rows x 5 columns]"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Select 2 or more columns usimg [[]]\n",
+ "df_crimes[['Vict Sex','Crm Cd Desc', 'Premis Desc','Weapon Desc','Status Desc']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "708084"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#creating an array of 708084 elements\n",
+ "len(np.arange(0,708084))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "21205928"
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# select a column and calculate total sum\n",
+ "df_crimes['Vict Age'].sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "120"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# count, mean, std, min, max\n",
+ "df_crimes['Vict Age'].count()\n",
+ "df_crimes['Vict Age'].mean()\n",
+ "df_crimes['Vict Age'].std()\n",
+ "df_crimes['Vict Age'].min()\n",
+ "df_crimes['Vict Age'].max()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "708084"
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# counting Vict Sex elements\n",
+ "# len function\n",
+ "len(df_crimes['Vict Sex'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "615442"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# .count() method\n",
+ "df_crimes['Vict Sex'].count()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "M 293879\n",
+ "F 261903\n",
+ "X 59578\n",
+ "H 82\n",
+ "Name: Vict Sex, dtype: int64"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# counting Vict Sex elements by category\n",
+ "df_crimes['Vict Sex'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "M 0.477509\n",
+ "F 0.425553\n",
+ "X 0.096805\n",
+ "H 0.000133\n",
+ "Name: Vict Sex, dtype: float64"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# return the relative frequency (divide all values by the sum of the values)%\n",
+ "df_crimes ['Vict Sex'].value_counts(normalize=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "VEHICLE - STOLEN 76059\n",
+ "BATTERY - SIMPLE ASSAULT 55851\n",
+ "THEFT OF IDENTITY 46061\n",
+ "BURGLARY FROM VEHICLE 44148\n",
+ "VANDALISM - FELONY ($400 & OVER, ALL CHURCH VANDALISMS) 43562\n",
+ "BURGLARY 43185\n",
+ "ASSAULT WITH DEADLY WEAPON, AGGRAVATED ASSAULT 40642\n",
+ "THEFT PLAIN - PETTY ($950 & UNDER) 36225\n",
+ "INTIMATE PARTNER - SIMPLE ASSAULT 35817\n",
+ "THEFT FROM MOTOR VEHICLE - PETTY ($950 & UNDER) 27868\n",
+ "THEFT FROM MOTOR VEHICLE - GRAND ($950.01 AND OVER) 25938\n",
+ "ROBBERY 24338\n",
+ "THEFT-GRAND ($950.01 & OVER)EXCPT,GUNS,FOWL,LIVESTK,PROD 22415\n",
+ "VANDALISM - MISDEAMEANOR ($399 OR UNDER) 19764\n",
+ "CRIMINAL THREATS - NO WEAPON DISPLAYED 14705\n",
+ "SHOPLIFTING - PETTY THEFT ($950 & UNDER) 14357\n",
+ "BRANDISH WEAPON 10983\n",
+ "INTIMATE PARTNER - AGGRAVATED ASSAULT 9680\n",
+ "TRESPASSING 9659\n",
+ "VIOLATION OF RESTRAINING ORDER 9024\n",
+ "BIKE - STOLEN 6371\n",
+ "LETTERS, LEWD - TELEPHONE CALLS, LEWD 5861\n",
+ "OTHER MISCELLANEOUS CRIME 5151\n",
+ "VIOLATION OF COURT ORDER 4906\n",
+ "BUNCO, GRAND THEFT 4414\n",
+ "ATTEMPTED ROBBERY 3740\n",
+ "OTHER ASSAULT 3326\n",
+ "THEFT, PERSON 3177\n",
+ "BATTERY WITH SEXUAL CONTACT 3122\n",
+ "SHOPLIFTING-GRAND THEFT ($950.01 & OVER) 2999\n",
+ "BURGLARY, ATTEMPTED 2929\n",
+ "RAPE, FORCIBLE 2779\n",
+ "EMBEZZLEMENT, GRAND THEFT ($950.01 & OVER) 2770\n",
+ "CHILD ABUSE (PHYSICAL) - SIMPLE ASSAULT 2632\n",
+ "DOCUMENT FORGERY / STOLEN FELONY 2409\n",
+ "CONTEMPT OF COURT 2115\n",
+ "DISCHARGE FIREARMS/SHOTS FIRED 2069\n",
+ "VEHICLE - ATTEMPT STOLEN 2045\n",
+ "BATTERY POLICE (SIMPLE) 1990\n",
+ "ARSON 1959\n",
+ "BUNCO, PETTY THEFT 1577\n",
+ "PICKPOCKET 1568\n",
+ "EXTORTION 1444\n",
+ "SHOTS FIRED AT INHABITED DWELLING 1351\n",
+ "CRM AGNST CHLD (13 OR UNDER) (14-15 & SUSP 10 YRS OLDER) 1327\n",
+ "VEHICLE, STOLEN - OTHER (MOTORIZED SCOOTERS, BIKES, ETC) 1259\n",
+ "CRIMINAL HOMICIDE 1224\n",
+ "DISTURBING THE PEACE 1139\n",
+ "FAILURE TO YIELD 1073\n",
+ "SEXUAL PENETRATION W/FOREIGN OBJECT 1016\n",
+ "ASSAULT WITH DEADLY WEAPON ON POLICE OFFICER 897\n",
+ "INDECENT EXPOSURE 894\n",
+ "CHILD NEGLECT (SEE 300 W.I.C.) 889\n",
+ "CHILD ANNOYING (17YRS & UNDER) 774\n",
+ "THEFT FROM MOTOR VEHICLE - ATTEMPT 773\n",
+ "SEX,UNLAWFUL(INC MUTUAL CONSENT, PENETRATION W/ FRGN OBJ 764\n",
+ "SEX OFFENDER REGISTRANT OUT OF COMPLIANCE 721\n",
+ "RESISTING ARREST 719\n",
+ "VIOLATION OF TEMPORARY RESTRAINING ORDER 679\n",
+ "KIDNAPPING 614\n",
+ "THROWING OBJECT AT MOVING VEHICLE 608\n",
+ "ORAL COPULATION 541\n",
+ "BURGLARY FROM VEHICLE, ATTEMPTED 521\n",
+ "LEWD CONDUCT 507\n",
+ "STALKING 480\n",
+ "CHILD ABUSE (PHYSICAL) - AGGRAVATED ASSAULT 478\n",
+ "UNAUTHORIZED COMPUTER ACCESS 420\n",
+ "SODOMY/SEXUAL CONTACT B/W PENIS OF ONE PERS TO ANUS OTH 401\n",
+ "THREATENING PHONE CALLS/LETTERS 387\n",
+ "SHOTS FIRED AT MOVING VEHICLE, TRAIN OR AIRCRAFT 378\n",
+ "THEFT PLAIN - ATTEMPT 368\n",
+ "HUMAN TRAFFICKING - COMMERCIAL SEX ACTS 339\n",
+ "CHILD STEALING 334\n",
+ "BOMB SCARE 333\n",
+ "PEEPING TOM 285\n",
+ "FALSE IMPRISONMENT 254\n",
+ "DEFRAUDING INNKEEPER/THEFT OF SERVICES, $950 & UNDER 251\n",
+ "BUNCO, ATTEMPT 250\n",
+ "RAPE, ATTEMPTED 247\n",
+ "RECKLESS DRIVING 196\n",
+ "CHILD PORNOGRAPHY 192\n",
+ "CRUELTY TO ANIMALS 191\n",
+ "BATTERY ON A FIREFIGHTER 186\n",
+ "KIDNAPPING - GRAND ATTEMPT 182\n",
+ "PROWLER 147\n",
+ "DRIVING WITHOUT OWNER CONSENT (DWOC) 130\n",
+ "FALSE POLICE REPORT 121\n",
+ "PIMPING 109\n",
+ "COUNTERFEIT 99\n",
+ "EMBEZZLEMENT, PETTY THEFT ($950 & UNDER) 97\n",
+ "CREDIT CARDS, FRAUD USE ($950.01 & OVER) 93\n",
+ "BOAT - STOLEN 93\n",
+ "PANDERING 92\n",
+ "THEFT FROM PERSON - ATTEMPT 88\n",
+ "ILLEGAL DUMPING 84\n",
+ "PURSE SNATCHING 83\n",
+ "HUMAN TRAFFICKING - INVOLUNTARY SERVITUDE 81\n",
+ "SHOPLIFTING - ATTEMPT 76\n",
+ "CREDIT CARDS, FRAUD USE ($950 & UNDER 75\n",
+ "LEWD/LASCIVIOUS ACTS WITH CHILD 66\n",
+ "DEFRAUDING INNKEEPER/THEFT OF SERVICES, OVER $950.01 56\n",
+ "DOCUMENT WORTHLESS ($200.01 & OVER) 47\n",
+ "DISHONEST EMPLOYEE - GRAND THEFT 31\n",
+ "WEAPONS POSSESSION/BOMBING 28\n",
+ "CONTRIBUTING 27\n",
+ "DOCUMENT WORTHLESS ($200 & UNDER) 24\n",
+ "DRUNK ROLL 21\n",
+ "CHILD ABANDONMENT 19\n",
+ "THEFT, COIN MACHINE - PETTY ($950 & UNDER) 18\n",
+ "TILL TAP - PETTY ($950 & UNDER) 17\n",
+ "LYNCHING 15\n",
+ "CONSPIRACY 14\n",
+ "DISHONEST EMPLOYEE - PETTY THEFT 13\n",
+ "LYNCHING - ATTEMPTED 11\n",
+ "PURSE SNATCHING - ATTEMPT 10\n",
+ "REPLICA FIREARMS(SALE,DISPLAY,MANUFACTURE OR DISTRIBUTE) 10\n",
+ "DRUGS, TO A MINOR 10\n",
+ "TILL TAP - GRAND THEFT ($950.01 & OVER) 9\n",
+ "DISRUPT SCHOOL 9\n",
+ "BEASTIALITY, CRIME AGAINST NATURE SEXUAL ASSLT WITH ANIM 7\n",
+ "BRIBERY 7\n",
+ "MANSLAUGHTER, NEGLIGENT 7\n",
+ "PETTY THEFT - AUTO REPAIR 7\n",
+ "BIKE - ATTEMPTED STOLEN 6\n",
+ "THEFT, COIN MACHINE - ATTEMPT 5\n",
+ "GRAND THEFT / INSURANCE FRAUD 5\n",
+ "BLOCKING DOOR INDUCTION CENTER 5\n",
+ "THEFT, COIN MACHINE - GRAND ($950.01 & OVER) 5\n",
+ "TELEPHONE PROPERTY - DAMAGE 5\n",
+ "BIGAMY 4\n",
+ "FIREARMS EMERGENCY PROTECTIVE ORDER (FIREARMS EPO) 4\n",
+ "FIREARMS RESTRAINING ORDER (FIREARMS RO) 4\n",
+ "INCEST (SEXUAL ACTS BETWEEN BLOOD RELATIVES) 4\n",
+ "PICKPOCKET, ATTEMPT 3\n",
+ "GRAND THEFT / AUTO REPAIR 2\n",
+ "FAILURE TO DISPERSE 2\n",
+ "DISHONEST EMPLOYEE ATTEMPTED THEFT 2\n",
+ "INCITING A RIOT 1\n",
+ "Name: Crm Cd Desc, dtype: int64"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# counting \"Crm Cd Desc\" elemnts by category\n",
+ "df_crimes ['Crm Cd Desc'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Central 47443\n",
+ "77th Street 44877\n",
+ "Pacific 40958\n",
+ "Southwest 39763\n",
+ "Hollywood 37947\n",
+ "Southeast 36377\n",
+ "Olympic 35453\n",
+ "N Hollywood 35392\n",
+ "Newton 35172\n",
+ "Wilshire 33468\n",
+ "Rampart 32770\n",
+ "West LA 32382\n",
+ "Northeast 30809\n",
+ "Van Nuys 29915\n",
+ "West Valley 29619\n",
+ "Harbor 29449\n",
+ "Devonshire 28632\n",
+ "Topanga 28605\n",
+ "Mission 28381\n",
+ "Hollenbeck 26725\n",
+ "Foothill 23947\n",
+ "Name: AREA NAME, dtype: int64"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# counting \"Crm Cd Desc\" elemnts by category\n",
+ "df_crimes ['AREA NAME'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " DR_NO \n",
+ " Date Rptd \n",
+ " DATE OCC \n",
+ " TIME OCC \n",
+ " AREA \n",
+ " AREA NAME \n",
+ " Rpt Dist No \n",
+ " Part 1-2 \n",
+ " Crm Cd \n",
+ " Crm Cd Desc \n",
+ " ... \n",
+ " Status \n",
+ " Status Desc \n",
+ " Crm Cd 1 \n",
+ " Crm Cd 2 \n",
+ " Crm Cd 3 \n",
+ " Crm Cd 4 \n",
+ " LOCATION \n",
+ " Cross Street \n",
+ " LAT \n",
+ " LON \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 618317 \n",
+ " 220717413 \n",
+ " 12/5/2022 \n",
+ " 12/5/2022 \n",
+ " 1210 \n",
+ " 7 \n",
+ " Wilshire \n",
+ " 721 \n",
+ " 2 \n",
+ " 756 \n",
+ " WEAPONS POSSESSION/BOMBING \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 756.0 \n",
+ " 998.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " 8700 GRACIE ALLEN DR \n",
+ " NaN \n",
+ " 34.0753 \n",
+ " -118.3795 \n",
+ " \n",
+ " \n",
+ " 18865 \n",
+ " 200715172 \n",
+ " 10/21/2020 \n",
+ " 10/21/2020 \n",
+ " 1400 \n",
+ " 7 \n",
+ " Wilshire \n",
+ " 714 \n",
+ " 2 \n",
+ " 902 \n",
+ " VIOLATION OF TEMPORARY RESTRAINING ORDER \n",
+ " ... \n",
+ " AA \n",
+ " Adult Arrest \n",
+ " 902.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 300 N FULLER AV \n",
+ " NaN \n",
+ " 34.0762 \n",
+ " -118.3498 \n",
+ " \n",
+ " \n",
+ " 65426 \n",
+ " 200708848 \n",
+ " 5/2/2020 \n",
+ " 5/2/2020 \n",
+ " 1925 \n",
+ " 7 \n",
+ " Wilshire \n",
+ " 722 \n",
+ " 2 \n",
+ " 902 \n",
+ " VIOLATION OF TEMPORARY RESTRAINING ORDER \n",
+ " ... \n",
+ " AO \n",
+ " Adult Other \n",
+ " 902.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 6600 DREXEL AV \n",
+ " NaN \n",
+ " 34.0693 \n",
+ " -118.3706 \n",
+ " \n",
+ " \n",
+ " 89140 \n",
+ " 200715415 \n",
+ " 10/28/2020 \n",
+ " 10/28/2020 \n",
+ " 1955 \n",
+ " 7 \n",
+ " Wilshire \n",
+ " 719 \n",
+ " 2 \n",
+ " 902 \n",
+ " VIOLATION OF TEMPORARY RESTRAINING ORDER \n",
+ " ... \n",
+ " AO \n",
+ " Adult Other \n",
+ " 902.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 500 N LARCHMONT BL \n",
+ " NaN \n",
+ " 34.0790 \n",
+ " -118.3236 \n",
+ " \n",
+ " \n",
+ " 95093 \n",
+ " 200715609 \n",
+ " 11/3/2020 \n",
+ " 11/3/2020 \n",
+ " 1400 \n",
+ " 7 \n",
+ " Wilshire \n",
+ " 788 \n",
+ " 2 \n",
+ " 902 \n",
+ " VIOLATION OF TEMPORARY RESTRAINING ORDER \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 902.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 4000 W 21ST ST \n",
+ " NaN \n",
+ " 34.0373 \n",
+ " -118.3279 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 670595 \n",
+ " 231210460 \n",
+ " 4/19/2023 \n",
+ " 4/19/2023 \n",
+ " 1545 \n",
+ " 12 \n",
+ " 77th Street \n",
+ " 1267 \n",
+ " 1 \n",
+ " 648 \n",
+ " ARSON \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 648.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 900 W 84TH ST \n",
+ " NaN \n",
+ " 33.9624 \n",
+ " -118.2895 \n",
+ " \n",
+ " \n",
+ " 680798 \n",
+ " 231207929 \n",
+ " 3/6/2023 \n",
+ " 3/6/2023 \n",
+ " 240 \n",
+ " 12 \n",
+ " 77th Street \n",
+ " 1249 \n",
+ " 1 \n",
+ " 648 \n",
+ " ARSON \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 648.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 600 W 65TH ST \n",
+ " NaN \n",
+ " 33.9806 \n",
+ " -118.2838 \n",
+ " \n",
+ " \n",
+ " 685533 \n",
+ " 231210626 \n",
+ " 4/22/2023 \n",
+ " 4/22/2023 \n",
+ " 1400 \n",
+ " 12 \n",
+ " 77th Street \n",
+ " 1259 \n",
+ " 1 \n",
+ " 648 \n",
+ " ARSON \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 648.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 600 E 75TH ST \n",
+ " NaN \n",
+ " 33.9721 \n",
+ " -118.2652 \n",
+ " \n",
+ " \n",
+ " 688472 \n",
+ " 231207327 \n",
+ " 2/24/2023 \n",
+ " 2/24/2023 \n",
+ " 343 \n",
+ " 12 \n",
+ " 77th Street \n",
+ " 1283 \n",
+ " 1 \n",
+ " 648 \n",
+ " ARSON \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 648.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 09300 S WESTERN AV \n",
+ " NaN \n",
+ " 33.9517 \n",
+ " -118.3090 \n",
+ " \n",
+ " \n",
+ " 701968 \n",
+ " 231205122 \n",
+ " 1/20/2023 \n",
+ " 1/20/2023 \n",
+ " 200 \n",
+ " 12 \n",
+ " 77th Street \n",
+ " 1235 \n",
+ " 1 \n",
+ " 648 \n",
+ " ARSON \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 648.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1500 W 58TH PL \n",
+ " NaN \n",
+ " 33.9883 \n",
+ " -118.3024 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
708084 rows × 28 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " DR_NO Date Rptd DATE OCC TIME OCC AREA AREA NAME \\\n",
+ "618317 220717413 12/5/2022 12/5/2022 1210 7 Wilshire \n",
+ "18865 200715172 10/21/2020 10/21/2020 1400 7 Wilshire \n",
+ "65426 200708848 5/2/2020 5/2/2020 1925 7 Wilshire \n",
+ "89140 200715415 10/28/2020 10/28/2020 1955 7 Wilshire \n",
+ "95093 200715609 11/3/2020 11/3/2020 1400 7 Wilshire \n",
+ "... ... ... ... ... ... ... \n",
+ "670595 231210460 4/19/2023 4/19/2023 1545 12 77th Street \n",
+ "680798 231207929 3/6/2023 3/6/2023 240 12 77th Street \n",
+ "685533 231210626 4/22/2023 4/22/2023 1400 12 77th Street \n",
+ "688472 231207327 2/24/2023 2/24/2023 343 12 77th Street \n",
+ "701968 231205122 1/20/2023 1/20/2023 200 12 77th Street \n",
+ "\n",
+ " Rpt Dist No Part 1-2 Crm Cd \\\n",
+ "618317 721 2 756 \n",
+ "18865 714 2 902 \n",
+ "65426 722 2 902 \n",
+ "89140 719 2 902 \n",
+ "95093 788 2 902 \n",
+ "... ... ... ... \n",
+ "670595 1267 1 648 \n",
+ "680798 1249 1 648 \n",
+ "685533 1259 1 648 \n",
+ "688472 1283 1 648 \n",
+ "701968 1235 1 648 \n",
+ "\n",
+ " Crm Cd Desc ... Status Status Desc \\\n",
+ "618317 WEAPONS POSSESSION/BOMBING ... IC Invest Cont \n",
+ "18865 VIOLATION OF TEMPORARY RESTRAINING ORDER ... AA Adult Arrest \n",
+ "65426 VIOLATION OF TEMPORARY RESTRAINING ORDER ... AO Adult Other \n",
+ "89140 VIOLATION OF TEMPORARY RESTRAINING ORDER ... AO Adult Other \n",
+ "95093 VIOLATION OF TEMPORARY RESTRAINING ORDER ... IC Invest Cont \n",
+ "... ... ... ... ... \n",
+ "670595 ARSON ... IC Invest Cont \n",
+ "680798 ARSON ... IC Invest Cont \n",
+ "685533 ARSON ... IC Invest Cont \n",
+ "688472 ARSON ... IC Invest Cont \n",
+ "701968 ARSON ... IC Invest Cont \n",
+ "\n",
+ " Crm Cd 1 Crm Cd 2 Crm Cd 3 Crm Cd 4 \\\n",
+ "618317 756.0 998.0 NaN NaN \n",
+ "18865 902.0 NaN NaN NaN \n",
+ "65426 902.0 NaN NaN NaN \n",
+ "89140 902.0 NaN NaN NaN \n",
+ "95093 902.0 NaN NaN NaN \n",
+ "... ... ... ... ... \n",
+ "670595 648.0 NaN NaN NaN \n",
+ "680798 648.0 NaN NaN NaN \n",
+ "685533 648.0 NaN NaN NaN \n",
+ "688472 648.0 NaN NaN NaN \n",
+ "701968 648.0 NaN NaN NaN \n",
+ "\n",
+ " LOCATION Cross Street LAT \\\n",
+ "618317 8700 GRACIE ALLEN DR NaN 34.0753 \n",
+ "18865 300 N FULLER AV NaN 34.0762 \n",
+ "65426 6600 DREXEL AV NaN 34.0693 \n",
+ "89140 500 N LARCHMONT BL NaN 34.0790 \n",
+ "95093 4000 W 21ST ST NaN 34.0373 \n",
+ "... ... ... ... \n",
+ "670595 900 W 84TH ST NaN 33.9624 \n",
+ "680798 600 W 65TH ST NaN 33.9806 \n",
+ "685533 600 E 75TH ST NaN 33.9721 \n",
+ "688472 09300 S WESTERN AV NaN 33.9517 \n",
+ "701968 1500 W 58TH PL NaN 33.9883 \n",
+ "\n",
+ " LON \n",
+ "618317 -118.3795 \n",
+ "18865 -118.3498 \n",
+ "65426 -118.3706 \n",
+ "89140 -118.3236 \n",
+ "95093 -118.3279 \n",
+ "... ... \n",
+ "670595 -118.2895 \n",
+ "680798 -118.2838 \n",
+ "685533 -118.2652 \n",
+ "688472 -118.3090 \n",
+ "701968 -118.3024 \n",
+ "\n",
+ "[708084 rows x 28 columns]"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# sort by one column descending\n",
+ "df_crimes.sort_values(['AREA NAME', 'Crm Cd Desc'], ascending=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_crimes = df_crimes.iloc[:, 3: ]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " TIME OCC \n",
+ " AREA \n",
+ " AREA NAME \n",
+ " Rpt Dist No \n",
+ " Part 1-2 \n",
+ " Crm Cd \n",
+ " Crm Cd Desc \n",
+ " Mocodes \n",
+ " Vict Age \n",
+ " Vict Sex \n",
+ " ... \n",
+ " Status \n",
+ " Status Desc \n",
+ " Crm Cd 1 \n",
+ " Crm Cd 2 \n",
+ " Crm Cd 3 \n",
+ " Crm Cd 4 \n",
+ " LOCATION \n",
+ " Cross Street \n",
+ " LAT \n",
+ " LON \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 2230 \n",
+ " 3 \n",
+ " Southwest \n",
+ " 377 \n",
+ " 2 \n",
+ " 624 \n",
+ " BATTERY - SIMPLE ASSAULT \n",
+ " 0444 0913 \n",
+ " 36 \n",
+ " F \n",
+ " ... \n",
+ " AO \n",
+ " Adult Other \n",
+ " 624.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 1100 W 39TH PL \n",
+ " NaN \n",
+ " 34.0141 \n",
+ " -118.2978 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 330 \n",
+ " 1 \n",
+ " Central \n",
+ " 163 \n",
+ " 2 \n",
+ " 624 \n",
+ " BATTERY - SIMPLE ASSAULT \n",
+ " 0416 1822 1414 \n",
+ " 25 \n",
+ " M \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 624.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 700 S HILL ST \n",
+ " NaN \n",
+ " 34.0459 \n",
+ " -118.2545 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 1200 \n",
+ " 1 \n",
+ " Central \n",
+ " 155 \n",
+ " 2 \n",
+ " 845 \n",
+ " SEX OFFENDER REGISTRANT OUT OF COMPLIANCE \n",
+ " 1501 \n",
+ " 0 \n",
+ " X \n",
+ " ... \n",
+ " AA \n",
+ " Adult Arrest \n",
+ " 845.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 200 E 6TH ST \n",
+ " NaN \n",
+ " 34.0448 \n",
+ " -118.2474 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 1730 \n",
+ " 15 \n",
+ " N Hollywood \n",
+ " 1543 \n",
+ " 2 \n",
+ " 745 \n",
+ " VANDALISM - MISDEAMEANOR ($399 OR UNDER) \n",
+ " 0329 1402 \n",
+ " 76 \n",
+ " F \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 745.0 \n",
+ " 998.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " 5400 CORTEEN PL \n",
+ " NaN \n",
+ " 34.1685 \n",
+ " -118.4019 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 415 \n",
+ " 19 \n",
+ " Mission \n",
+ " 1998 \n",
+ " 2 \n",
+ " 740 \n",
+ " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ " 329 \n",
+ " 31 \n",
+ " X \n",
+ " ... \n",
+ " IC \n",
+ " Invest Cont \n",
+ " 740.0 \n",
+ " NaN \n",
+ " NaN \n",
+ " NaN \n",
+ " 14400 TITUS ST \n",
+ " NaN \n",
+ " 34.2198 \n",
+ " -118.4468 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
5 rows × 25 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " TIME OCC AREA AREA NAME Rpt Dist No Part 1-2 Crm Cd \\\n",
+ "0 2230 3 Southwest 377 2 624 \n",
+ "1 330 1 Central 163 2 624 \n",
+ "2 1200 1 Central 155 2 845 \n",
+ "3 1730 15 N Hollywood 1543 2 745 \n",
+ "4 415 19 Mission 1998 2 740 \n",
+ "\n",
+ " Crm Cd Desc Mocodes \\\n",
+ "0 BATTERY - SIMPLE ASSAULT 0444 0913 \n",
+ "1 BATTERY - SIMPLE ASSAULT 0416 1822 1414 \n",
+ "2 SEX OFFENDER REGISTRANT OUT OF COMPLIANCE 1501 \n",
+ "3 VANDALISM - MISDEAMEANOR ($399 OR UNDER) 0329 1402 \n",
+ "4 VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... 329 \n",
+ "\n",
+ " Vict Age Vict Sex ... Status Status Desc Crm Cd 1 Crm Cd 2 Crm Cd 3 \\\n",
+ "0 36 F ... AO Adult Other 624.0 NaN NaN \n",
+ "1 25 M ... IC Invest Cont 624.0 NaN NaN \n",
+ "2 0 X ... AA Adult Arrest 845.0 NaN NaN \n",
+ "3 76 F ... IC Invest Cont 745.0 998.0 NaN \n",
+ "4 31 X ... IC Invest Cont 740.0 NaN NaN \n",
+ "\n",
+ " Crm Cd 4 LOCATION Cross Street LAT \\\n",
+ "0 NaN 1100 W 39TH PL NaN 34.0141 \n",
+ "1 NaN 700 S HILL ST NaN 34.0459 \n",
+ "2 NaN 200 E 6TH ST NaN 34.0448 \n",
+ "3 NaN 5400 CORTEEN PL NaN 34.1685 \n",
+ "4 NaN 14400 TITUS ST NaN 34.2198 \n",
+ "\n",
+ " LON \n",
+ "0 -118.2978 \n",
+ "1 -118.2545 \n",
+ "2 -118.2474 \n",
+ "3 -118.4019 \n",
+ "4 -118.4468 \n",
+ "\n",
+ "[5 rows x 25 columns]"
+ ]
+ },
+ "execution_count": 39,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_crimes.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_crimes.index = pd.to_datetime(df_crimes.index)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(708084, 25)\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(df_crimes.shape)\n",
+ "print(df_crimes.head)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "crimes_count = pd.DataFrame(df_crimes.groupby('Crm Cd Desc').size().sort_values(ascending=False).rename('counts').reset_index())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Crm Cd Desc \n",
+ " counts \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " VEHICLE - STOLEN \n",
+ " 76059 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " BATTERY - SIMPLE ASSAULT \n",
+ " 55851 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " THEFT OF IDENTITY \n",
+ " 46061 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " BURGLARY FROM VEHICLE \n",
+ " 44148 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... \n",
+ " 43562 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Crm Cd Desc counts\n",
+ "0 VEHICLE - STOLEN 76059\n",
+ "1 BATTERY - SIMPLE ASSAULT 55851\n",
+ "2 THEFT OF IDENTITY 46061\n",
+ "3 BURGLARY FROM VEHICLE 44148\n",
+ "4 VANDALISM - FELONY ($400 & OVER, ALL CHURCH VA... 43562"
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "crimes_count.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(138, 2)"
+ ]
+ },
+ "execution_count": 44,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "crimes_count.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set(style=\"whitegrid\")\n",
+ "\n",
+ "# Initialize the matplotlib figure\n",
+ "f, ax = plt.subplots(figsize=(6, 15))\n",
+ "\n",
+ "\n",
+ "# Plot the total crimes\n",
+ "sns.set_color_codes(\"pastel\")\n",
+ "sns.barplot(x=\"counts\", y=\"Crm Cd Desc\", data=crimes_count.iloc[:10, :],\n",
+ " label=\"Total\", color=\"b\")\n",
+ "\n",
+ "ax.legend(ncol=2, loc=\"lower right\", frameon=True)\n",
+ "ax.set(ylabel=\"Type\",\n",
+ " xlabel=\"Crimes\")\n",
+ "sns.despine(left=True, bottom=True)\n",
+ "\n",
+ "# Add a legend and informative axis label\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_crimes.index = pd.to_datetime(df_crimes.index)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(708084, 27)\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(df_crimes.shape)\n",
+ "print(df_crimes.head)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "#Parts breakdown with\n",
+ "df_crimes_2020 = df_crimes.loc['2020']\n",
+ "df_crimes_2021 = df_crimes.loc['2021']\n",
+ "df_crimes_2022 = df_crimes.loc['2022']\n",
+ "df_crimes_2023 = df_crimes.loc['2023']\n",
+ "\n",
+ "#Yearly Crimes\n",
+ "arrest_yearly = df_crimes[df_crimes['Part 1-2']== 1]['Part 1-2']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "DATE OCC\n",
+ "2020-01-01 1\n",
+ "2020-01-02 1\n",
+ "2020-01-04 1\n",
+ "2020-05-26 1\n",
+ "2020-01-04 1\n",
+ "Name: Part 1-2, dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(arrest_yearly.head())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.subplot()\n",
+ "# yearly arrest\n",
+ "arrest_yearly.resample('A').sum().plot()\n",
+ "plt.title('Yearly Part 1-2')\n",
+ "plt.show()\n",
+ "# Monthly arrest\n",
+ "arrest_yearly.resample('M').sum().plot()\n",
+ "plt.title('Monthly Part 1-2')\n",
+ "plt.show()\n",
+ "# Weekly arrest\n",
+ "arrest_yearly.resample('W').sum().plot()\n",
+ "plt.title('Weekly Part 1-2')\n",
+ "plt.show()\n",
+ "# daily arrest\n",
+ "arrest_yearly.resample('D').sum().plot()\n",
+ "plt.title('Daily Part 1-2')\n",
+ "plt.show()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "#Parts breakdown with\n",
+ "df_crimes_2020 = df_crimes.loc['2020']\n",
+ "df_crimes_2021 = df_crimes.loc['2021']\n",
+ "df_crimes_2022 = df_crimes.loc['2022']\n",
+ "df_crimes_2023 = df_crimes.loc['2023']\n",
+ "\n",
+ "#Yearly Crimes\n",
+ "arrest_yearly = df_crimes[df_crimes['Part 1-2']== 2]['Part 1-2']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "DATE OCC\n",
+ "2020-01-08 2\n",
+ "2020-01-01 2\n",
+ "2020-02-13 2\n",
+ "2020-01-01 2\n",
+ "2020-01-01 2\n",
+ "Name: Part 1-2, dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(arrest_yearly.head())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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2V1/Q2t45m9DNRUFYkCcL47VMCvJgYrAnYUGeeLrblh57sMhkMhbGa9m5/wI3Gtvx9rhzF1JpVRM19W3Miro1/TQ00AOAEl2TCAqCIAhdrlY00Npu4pm06SyK1+Lv7TLgRWKDbWFcCJl/v8Cx0+UsnR9+x/27UlvcviYhwMcNZ6XTmJ+BJMYUBEGwSenNP4qL4rUE+LiO+IAAMCnYE22AmsMF5Vbtn3+hmmA/d4L83C3bnOQyJgSoKakSQUEQBMGipKoJV5UT/t4uw90Uq8lkMhbFaym8rKeuoa3ffY0mM6cv64mL6rlyOTTQwxIUxyoRFARBsElJZSNajceoeEK43cL4EMwSHD3V/9PChet1tLYbie81KKipqmultX3s1okWQUEQBJuUVDUy8eag62gSFuRJaKAHh+7QhZR/oRqZDGZO8e/x2oSb111WNXYXsYmgIAiC1VraDNTUtzFBM3wL0gZiUVwIZ6/WUFPf2uc++ReqmTLBGw+3nrOnuoLh9THchSSCgiAIVuuaeRM6Cp8UABbGa5EkOHqq94VsLW0Gzl+v67XrCCDY3x0nuYzSMTzYLIKCIAhW68r9Mxq7j6AzmE0K9uwzF1Lh5RrMZqnPoKBwkhMS4G7XtNQL1+sorx753U4iKAiCYLXSqkYUTnICfd2Guyl2WxgXwrniWvQ3enYhnbxQhbPSiamTfPt8/wSNh81BQZIkfvU/3/CrP39jdxrvoSKCgiAIVruua0Qb4I6T0+j907EwXgvAkV5mIRVcrCY2wg+lou9U36GBHlTUtGAwmqw+57XKRuoa2ynRNXHwZKntjR5Co/fOCoIw5Ep1TaN2PKGLNkBNRIgXh7/ThaS/0UqJrumOldVCAz0wmyXKq5utPmdXxtUgPzd27CvCaDLb3vAhIoKCIAhWaTeY0NU2j/qgAJ1rFoqu1VFV12LZ1vWHe1b0HYLCzZlXtqxszr9QTYi/O+sfnkFlTQv7c67b0eqhIYKCIAhWKa9uwix11hUY7RbG3exCum3NQv6FarzUzoQFefb7Xq1GjUyG1QV3jCYzZ650rpBOnBpIdJgP739xng6D9d1PQ0kEBUEQrGKZjho0+oNCsL87UyZ4cbigswtJkiTyL1YTd1uq7L64OCvQ+LhZPdjcuULaRFxkADKZjHUpU9HXt5F1vHiglzEoRFAQBMEqJbom5DLQBrjfeedRYGGclgvXb6CrbeFaZSM3GtstVdbupLM0p3VBoeCivtsK6ZmR/syY7M+H+y/SNgLTZVgdFJqamkhLS6O0tHPk/OTJkzz++OOkpqbyT//0T3R0dFYjOnfuHOnp6SQnJ7Nx40aMxs6LLi8vZ+3ataSkpPD888/T3Nw5SNPQ0MD69etZunQpa9eupbq62tHXKAiCA5ToGgn0c+93Zs5osiAuBIDD+WW3UmX3sT7hu0IDPSirbrJqemnBxWoma70sK6RlMhlPLI3hRmM7nx+5amfrB49VQaGgoIDVq1dTXFwMdAaIn/zkJ/zyl7/k888/B7DUZd6wYQObNm1i3759SJJkqeO8efNm1qxZQ1ZWFrGxsWzbtg2ArVu3kpiYyN69e1m5ciVbtmxx9DUKguAAozXnUV+C/NyJDPXmcEEZ+Req0Aa4o/Gxbv1FqEaNwWhGV9v/DKTWdiPnr9X2mNE0LdyPhBgNH311kebbqtWNBFYFhczMTDIyMtBoNAAcOXKE+Ph4YmJiAPjFL37BAw88QFlZGW1tbcTHxwOQnp5OVlYWBoOBnJwckpOTu20HyM7OZvny5QCkpaVx8OBBDIaR9U0ShPHOZDJTXt00anMe9WVRvJZLpfUUXNQTH6Wx+n1d4yqldxhsPnOlBqNJ6nWa6xMpU2lsMfDJwcu2NXqQWVV57buf3q9du4abmxv/+I//yJUrV5g9ezY///nPOXv2LAEBt1UqCghAp9NRV1eHWq1GoVB02w5QVVVleY9CoUCtVlNbW0tgYKBVF5B78hQqpRgaGYlyc3OHuwlCH2y9N/oGA0aThKm1ZkzdV095Z/e20WRGLW+w+traOjrXGRzLO4dTW+8pMwC+yLuBkxzab1wnN7ekx+tTQ13ZeeACEzwacFN1dssN9/fXrnKcJpOJw4cP88EHHxASEsLGjRt55513mD9/frcc65IkIZPJLP/erq9c7JIkIZdb/0e+weRNyrxIey5DGES5ubkkJCQMdzOEXthzb46drgB0LJo7g6iJPoPTsGGyN/8gF6/X8UjyXNxdlVa/z/eLLMwKLxISZve5z9+ys5ke4c+8uYm9vu4f0sBP3vyKy7XuPJ02fUh+b9rb2yksLOzzdbs+Yvv7+xMXF0doaChOTk4sXbqUU6dOERQU1G2gWK/Xo9Fo8PX1pbGxEZOpc15udXW1pStKo9Gg1+sBMBqNNDc34+3tbXVbrC2vJwj2Mo/wXDVDoSsr6FjrPgJ4KnUaz62ItSkgwJ1nINU3tXOlvL7fFdJhwZ4kxU/g08NX71gRbqjYFRQWLlzImTNnqKjoTD/71VdfMX36dLRaLSqVyvL4s3v3bpKSklAqlSQmJrJnzx4Adu3aRVJSEgCLFy9m165dAOzZs4fExESUSutvzrXKRoorGuy5DEGwymvbc3jp94doaRu/Y10lukb8vVxwc7HtD+doMGOyPw8tmmzz+0I1HpRWNSFJvX9oOHWp88NuXGTPYj23W5McjdFk5sMDF21uw2CwKygEBwfzy1/+kh/+8IekpKRQX1/PD37wAwDeeOMNXn31VVJSUmhpaeHJJ58EICMjg8zMTJYtW8aJEyd48cUXAXjhhRfIz88nNTWVHTt2sGnTJpva4iSX8fdvR+6ScWF0a2s38u2ZSs5erWXzH4+PyHnlQ6FE1zgm0ls4UmiQB63tRmrqe/+EX3CxGncXBVMm9N/zERKgZkliKHuPFlPfPPw/XzaNKRw4cMDy/3vuuYd77rmnxz4xMTGW6am302q1bN++vcd2b29v3nrrLVua0c3MyACy80p4Om0ailGcuVEYmc5ercVokki5exJfHC9my5+/5V+em4uzcmzM1beG2SxRWtXEg3PDhrspI0pXuo/rukb8vV17vF5wsZrYyf5WZZRd9UA0X+WWcPBMI/clObypNhn1f0UXxoVQ39TBiXO64W6KMAadulSNwknGc8un89PvzSL/YjWv/e3EiM5y6Wj6+lbaOkyW+sRCpwmBneMrpb2MK1TWNFNZ09JnsZ7v0vi6kTJvEicvN1Ohtz776mAY9UEhNsIPHw+V6EISBkXBJT3RYb64qBQsmTORH6bP5Nuzlbz5Xu6IL5biKF2DqWNp4ZojeKtVeLgpe63XXHCxazzBuqAA8NiSSGQy+Oir4R1bGPVBwclJzr0JoZw4p+NGY/twN0cYQ5paOrhcesOSswYgdUE4z6RN53BBOb/74OS4mJnUlQ10LM48GgiZTMaEm4PN31VwsRpfTxebvmd+Xq7MinBnf871XqvCDZVRHxQAlswJxWSWyM7ruThEEOx1+nINktTz0176vVNY82A0B06U8NbHp/qcfTJWlFY14unujJdaNdxNGXEmBnlwvbL7k4LZLHHqUjVxkf59rsfqy4JpHpgl+Dj7kiObaZMxERQmBnkSNdGbv397fcz/ggpD59SlapyVTr0u1lr1YDTp90xh79Fi/vzZ2TH9c3e9Usw86ssEjQeNLR3UN93qpbhW2UB9U4fV4wm381EruGf2BLKOX+t2zKE0JoICwP1zJnKtspHLpfXD3RRhjCi4qGd6uC9KRc9fE5lMxtNp00hdEM7H2Zd4/4vzYzIwSJJEaZUICn0JvTnYfPsitq4KbraMJ9zusfsiMRhN7B6mnEhjJigsmjUBZ4Wcv4/gMnfC6FHX0EaJrpGZ/fxiy2Qy1j88gyVzQtnxxXl+8Op+3v74FHlFVSO2qpat6ps6aGwxWEpQCt11Bcvbg0L+hWomaNT4efWcpmrtMefPCOHzI1dpGoYMqnblPhqJ1K5K5s0I5uu8Up5dPn1czSMXHM/a1ahyuYyfPD6LqZN8OV5YyRfHr/HZ4auonJ2Ij+wsv5g4NbDXeeyjQdcfOzEdtXcB3q64ODtRcnOw2WA0c+ZKDUvmTBzQcVcuieTIqXI+P3KF790f7YimWm3MBAWAJXMmcvBkGd+cqWRRvHa4myOMYqcu6XF3URChvXMeLie5jOR5k0ieN4l2g4nTl/ScOKcj55yOb85UAhAe4knURB9USieUCjkKJzkKhRzlzX8VTnJUSjnzYoNR3yzGMhJ0FacX01F7J5PJmBDoQcnNweYL1+to6zDZ3XXUZfIEbxJiNOz++gorFk3GRTV0f6rHVFCIiwzA38uFv+dcF0FBGBDLatQ71Ov9LpXSyfJ08ANJokTXaAkQxwsrMBrNGIxmDCYzvQ1BFFc08v0VsQ66ioEr0TXiqlLg5+Uy3E0ZsUI1asuTZcHFauQymDGl/ydMazx+fxQv/f4wWcev8fBi23Mz2WtMBQUnuYz75kxk5/4L1NS32t2nJ4xvlTXN6GpbWJE0sF9EmUzGxCBPJgZ5kn5vz/TuJrOEwWjCaJIwGs1sfT+PIwVlPLt8+h2Lxw+VEl0jEzRqm6dWjiehgR58lVtKS5uB/AvVTAn1Rm1jxtXeTAv3I3ayHx9nXyJ1waQhK4M6ZgaauyyZE4pZggMnxJoFwT6nb37qm3mH8YSBcpLLcHFWoHZV4u2hImnWBPT1bVwoqRvU89qiRNckZh7dQdf35+L1G1y4XjfgrqPbPb4kitqGNvbnDN3fszEXFEL81UyP8GN/jlizINjn1CU93h6qIe9Hnzs9CIWTjCMjpEZIc6uB2oY2ERTuoOv7s/dYMSazRNwUxwWF+KgAIkO9+eiri5iGKN/WmAsKAEsSQymrbqaoeOR84hJGB0mSKLhYzcwptq9GHSh3VyXxURqOniofER9ougaZxXTU/gX5uqFwknOssAJnhZyp4b4OO7ZMJuPx+6OorGnhYH7fZT8daUwGhQVxIaicncSaBcFmpVVN1DW2M9OBn/ZssTAuhKq6Vi6W3BiW89+uK/tnV5F6oXdOTnK0Ae6YzRJTw30dPh3+rmlBhAV58OH+i0OSa2tMBgU3FyULZoZwKL+Mto7hL1ohjB6nLKtRB3c8oS8jqQupRNeEUiEn0Nd9uJsy4nWt43DkeEIXuVzGyiVRlOgaOV5Y4fDj9zjfoJ9hmNx/10Ra2403C44LgnUKLunR+LgS6Os2LOdXuzkTFxnAkRHQhXRd14g2QG3ztNzxaOIgBgXofIIM9nMnc/+FQf+5GLNBITbCjyA/N74Ss5AEK5nMEqcv6YmLDBjWKZgLZoagq20Z9jxeIueR9e5LDGXNg9F3LL1pLycnOY/eF8nl0nryzlcNyjm6WB0UmpqaSEtLo7S0FICXX36ZBx98kBUrVrBixQq+/PJLAI4ePcry5ct58MEH+e1vf2t5/7lz50hPTyc5OZmNGzdiNHZ265SXl7N27VpSUlJ4/vnnaW52TNUhmUxGYkwg54prx00xFGFgrpbX09Rq6FY/YTjMmxGMk1zGkVPD14XUbjChq20Rg8xWCvJzZ3VyzKCuL7kvMRR/Lxc+OjC4abWtCgoFBQWsXr2a4uJiy7bCwkLeffdddu/eze7du3nggQdoa2vjlVdeYdu2bezZs4fCwkK+/vprADZs2MCmTZvYt28fkiSRmZkJwObNm1mzZg1ZWVnExsaybds2h11cdJgPbR0mrlc2OOyYwth16ma1LEesRh0IDzdnZk7x50jB8HUhlVU1IUki59FIolTISZk/idOX9VTVtgzaeawKCpmZmWRkZKDRaABobW2lvLycV155heXLl/O73/0Os9nMqVOnCAsLIzQ0FIVCwfLly8nKyqKsrIy2tjbi4+MBSE9PJysrC4PBQE5ODsnJyd22O0rMpM6pYUXXxNRU4c5OXaomNND+7JaOtCBOS0VNM1fLh+cDjSjBOTItnjUBgK9Plg7aOaxKc7Fly5ZuX+v1eubNm0dGRgYeHh784Ac/YOfOnbi5uREQcGugRaPRoNPpqKqq6rY9ICAAnU5HXV0darUahULRbbstCgsL+3xNkiTcVHKO5l1E41xj03GFgcvNzR3uJljNaOqslhUf7qvDJ4IAACAASURBVDYi2u1qMiGTwc59uSyJ83L48e90jd+eqkcmg8qSC+jLxUDzULrTvZng70zW0UtEePesDe0IduU+Cg0N5Q9/+IPl63Xr1rFr1y6Sk5O7DdBJkoRMJsNsNve6vevf29k6wBcbG4tK1XeZwNiCbyjXN5GQkGDTcYWByc3NHVXf87NXazAYy7h//jQSZoYMd3MA+PL0US7rWtgwe7ZDB76tuTdfFuYQ7Gdm7l2JDjuvcGfW3JuK1iu8/fFp/EIimRTsafM52tvb+/0wbdfso/Pnz7Nv3z7L15IkoVAoCAoKorq62rK9uroajUbTY7ter0ej0eDr60tjYyMmk6nb/o4UHeZDaVUTTS0dDj2uMLacuqRH5qDslo4yPy6Ecn0zxRVD34V0XSdmHo1UC+O0yOUyDg5SF5JdQUGSJP7t3/6N+vp6DAYDH3zwAQ888ABxcXFcvXqVa9euYTKZ+Oyzz0hKSkKr1aJSqSyPRbt37yYpKQmlUkliYiJ79uwBYNeuXSQlJTnu6ugMCgAXrg//ClFh5Dp1UU+E1guPEVTL4O7YYOQyhnwWkslkpkIvEuGNVN4eKuKjAvg6r3RQVjjbFRRiYmJYv349q1evJjU1lalTp5KWloZKpeLXv/41P/nJT1i2bBkRERGkpKQA8MYbb/Dqq6+SkpJCS0sLTz75JAAZGRlkZmaybNkyTpw4wYsvvui4qwMiQ72Ry6DoWq1DjzvUWtuNvLv3nHjiGQRtHUbOFdcOW2qLvnh7qIidPPSzkCpqmjGaJEv9YWHkWTxrAlV1rYPyd82mMYUDBw5Y/r927VrWrl3bY5+7776bTz75pMf2mJgYdu7c2WO7Vqtl+/bttjTDJm4uSiYGeXJ+lM9A2nngIpl/v4C3h4q0hRHD3Zwxpai4FqPJPOzrE3qzIC6E//roFNcrGwmzo//YHl0zj8STwsg1LzYIZ6UTX+eVMi3cz6HHHrMrmm8XHebD+et1Q5JMajDU1Ley6+vLAIO+mnE8OnVJj5NcxvQIx/5yOcLdscHIhrgLqUTXWW94gkYEhZHKzUXJ3OlBHC4ox+jglNrjIijEhPnQ3GqgrLppuJtil/eyijCbzSRODeT0JT0G49DkVR8vCi5WEzXRB9chrINrLR9PF6ZH+HF4CBLk1TW2sefoVfbnXMff23VEfj+EWxbP0tLQ3EH+heo772yDcREUosM6F7GNxi6kaxUN7M+5TuqCCJLnhdHWYeJcsVhz4SjNrQYuldwY9CprA7FgZgglusZBWZlf39TO3mPFbPyvIzy9eR//9dEp5HIZT6TEOPxcgmPNjglE7ark6zzHzkIaFx8FtAFq3F0UnL9ex/13TRzu5tjkL5+fxVWl4PH7o1A4yXCSy8grqhpxg6KjVV5RFWZp8LJbOsLdM4J5Z9dpjpyqYGLQwMcVmttM7DtezOH8ck5d1mM2S2gD3Fm5JIqF8VrCgjxETeZRQKmQsyAuhK/zSmlrN+LioCe7cREU5HIZURN9KCoeXTOQTl/Sc+KcjqdTp+Hp3jlVMmaSLyfPV/N02jA3bgxoN5j4296zTNComTrJcdWyHM3Py5Wpk3w5eqqc1Q9GD+hYxRUN/HZ3JUZTBcH+7jx67xQWxWuZFOwpAsEotHj2BPYdv8a3ZytJupkCY6DGRfcRdHYhXa9soKXNMNxNsYrZLPE/n53B39uVtEW3ZhslxGi4Ul5PXWPbMLZubPi/AxeprGnhh4/MROE0sn8VFsSFUFzRQGnVwFIbHDxZisks8eYLSbz98yU8uWwa4SFeIiCMUtPD/fDzcuHrPMeV6hzZvwkOFDPJB7MEl0pHxyK2IwXlXCq5wbqlMahuK+83K7pzxffJ844dXBpvKvTNfHjgIovitcRFjdyuoy7zZ3Sm3hjoLKTcc1WE+jsTNdFHBIIxQC6XkTRrArlFOhqaHbOGadwEhaiJnSubR8Ngs8Fo4q97zhIe4sni2aHdXosI8cJL7UxekZiaai9Jknhn12kUTjKee2j6cDfHKv7enV1IAynTWdvQxpXyeiJDXBzYMmG43TN7Aiaz5LBpy+MmKHi4OaMNUI+KoLD3aDG62haeTpveoxSiXC5jVpSGkxeqRu26i+F2vLCSE+d0rEmOGRFpsq01f2YIV8sbKNfbN7U6r6gzA/EUERTGlPAQT0ID1Q6bhTRuggLcXMR2rW7Ya9/2p6nVwPtfXiA+KoDZ0b0nB5wVraGhuYMrZcNbrnE0ausw8t+7TxMW5DHqVobPnxEMwNFT9tUdP1FUha+niiBvpSObJQwzmUzG4lkTOHOlhuq61gEfb1wFhZgwH240taMbxKpFA/XRgYs0tnTwdOq0PveZFd3ZBy5WN9su8+8XqK5r5YfpI39w+bs0vm5Ehnpz1I5uApPJTP6FamZHB4qxhDGoa+bRofyBPy2Mrt+KAepaxDZSK7FV17XyycHL3JMwgcn9FAD38XAhIsRLBAUblVY18nH2Je5NmEDs5JG7WK0/82eGcLHkhs3lGIuu1dHcaiBhqmNT0wsjQ7C/O9FhPmQ7oAtpXAWFsCAPXJydOD9CM6a+t+8cZgnWpUy9476zogMoKq4dNVNsh5skSbz9f6dxVjrxzPLRMbjcm/kzb3YhnbatCym3SIdcLiM+SgSFsWrxrAlcLW/g2gBXvo+roODkJCcy1GdEDjZfLa/nwIkSli+KQOPrdsf9Z8doMJklTl3SD0HrRr8jp8rJv1jNEylT8fEYvQOtIf5qJgV72tyFlFtURUyYD2pXMZ4wVi2MD0Eug4MnB7ZmYVwFBegcbL5SVk+7wTTcTbGQJIk/fVKIu4uSx5dEWvWeqZP8cHF2El1IVmhpM/DH3YVEhHixbP6k4W7OgM2fGULRtVpqG6xbwFjX0MaVsnoSpwYOcsuE4eTj4UJcZGfxnYFMphmXQcFklrhSOnJm7uw7fo2Ci3rWLZuK2srKX0qFnBlT/DkpgsIdvf/lBWrq23j+0Zk4jbLB5d7MnxmMJMExK7uQcm+uaUmIEUFhrLsnYQK62pYB9YaM/t8QG0V3LWK7PjLGFXS1LfzPp4XERfqTMm+STe+dHa2hsqbF7nnr48G1ygY+OXiZB+6aSMwIzm9ki4mBHkzQqK3uQsot0uHrqSI8ZGiK9AjDpyvwD6Qim1VBoampibS0NEpLu49sv/vuu6xbt87ydXl5OWvXriUlJYXnn3+e5uZmABoaGli/fj1Lly5l7dq1VFd3pmjo6Ohgw4YNLF26lEceeYTLly/bfSHW8vF0QePrRlHx8I8rmM0S//H+SUDGT783C7nctqmCs2NuprwQq5t71TW47KpS8FQ/U3xHG5lMxvyZIRReqaG+qb3ffU0mMyfFVNRxw9PdGSe5bEApL+4YFAoKCli9ejXFxcXdtl+6dIl33nmn27bNmzezZs0asrKyiI2NZdu2bQBs3bqVxMRE9u7dy8qVK9myZQsA27dvx9XVlb179/LKK6/w8ssv230htogJ8xkRM5A+P3KV05f1fH9FLBqfOw8uf1eIv5ogPzfyRB6kXp25UsPpy3pWJ0fjpVYNd3Mcav6MYMxmieOFlf3ud/66mIo6nshkMjzdnalvGsSgkJmZSUZGBhrNrR+qjo4ONm3axE9/+lPLNoPBQE5ODsnJyQCkp6eTlZUFQHZ2NsuXLwcgLS2NgwcPYjAYyM7O5qGHHgJgzpw51NbWUl4++BWmosN80Ne3ob8x8NV/9iqvbuIvn58lcWogDwygxsOsaA2nLlWLamy9+OirS3i6O/Pg3LDhborDRWi9CPR14+jp/n9fcouqxFTUccbT3ZmG5v6fIPtzx3oKXZ/qb/fmm2/y6KOPMmHCrfzddXV1qNVqFIrOQwYEBKDTdeZaqaqqIiCgcxWuQqFArVZTW1vbbXvXeyorKwkJCbH6AgoLC63et4vU0hlF9351gmkTbf+E3u1YksSHR2rx91CweIZnj1xFvTGbJf7892rkmEmKlpOXl2f3+b0UrbR1mNj9xTHCA0fWVMvc3NxhO7fuhoET53TcM8OTM6cLhq0dg2lyoJzj56s4fCwHV+feP98dzNUxwU/J+bOnum0fznsj9G+g90Zm7qBc1273cWwusnPkyBEqKip4+eWX+eabbyzbJUnq0WfZVx+mJEnI5fIe7+nabovY2FhUKtu6BmYazfz1wOcYFL4kJAxsIdPV8nrOXs8G4Ea7ig1PJOLt0X97/u+rS5Toy/inNbO5NyG0333vZOp0Ax8e3kuT2fuO12I2SxzKL2N2jAYPK2c52Ss3N5eEhIRBPUd/fvu/eaicnfh/KxdYChSNNe7+tRw9d4gOZRALe/k5qmtoo3JHKeuWTiUhIcqyfbjvjdA3R9ybL8/kUFze0Odx2tvb+/0wbfPso88++4yLFy+yYsUKfvGLX1BYWMiLL76Ir68vjY2NmEyd8/+rq6stXU4ajQa9vnORldFopLm5GW9vbwIDA6mqujVIqtfru3VTDRalQs5krZdDxhW+PdvZp/vs8ukUFdfy4m+z+63wdr2ygXezzjEvNoh7Zg+8UpKbi9JSja0/BqOZN9/L5Y33ctm5/+KAzzuSVde18nVeKQ/ODRuzAQEgKtQHfy+XPmch3ZqKKrqOxpPO7qNBHFP4rldffZW9e/eye/dufvWrXxEbG8vWrVtRKpUkJiayZ88eAHbt2kVSUhIAixcvZteuXQDs2bOHxMRElEolixcvZvfu3QCcOHEClUplU9fRQESH+XKp5MaA++JzzuqIDPXmkXum8O8/TUKpkPPytsN8dvhKjwUkJpOZre+fxMVZwY8ei3PYbJDZ0f1XY2tpM/DLPx7nYH4Z7q5Kzl6tcch5R6pPDl1GAlYkTR7upgwquVzG3TNDyDtf1Wu6k9wiHT4eKiK0XsPQOmG4eLmraGrtwGRnan2HrlPIyMggMzOTZcuWceLECV588UUAXnjhBfLz80lNTWXHjh1s2rQJgHXr1tHR0UFqaipbtmzh9ddfd2Rz+hUd5kOH0Uxxhf2L2G40tnPheh13TQ8COgf/fvviYmZFa3j749P8Zkcebe1Gy/47v7rIxZIb/OixmQ5NtTC7n2psNxrb2fjWUU5d1vPC92aRMi+MS6U3RtSKbkdqaulg3/FiFsVpCbQiXchoN39GMAajmdxz3acld01FTYgRU1HHG093ZySp83fBHlaPKRw4cKDHtrlz5zJ37lzL11qtlu3bt/fYz9vbm7feeqvHdpVKxWuvvWZtExwq5mbG1PPX6ogM9bHrGLlFOiQJ5tyWPkDt5swvnpnLh/sv8N6+Iq6W1/Py03fRYTDx/hfnWRSvZWGc1iHX0CVC21mN7eT5Ku5LvNW3XFnTTMY7x9DXt7Hxmbu4a1oQ356t5KOvLnHheh0zRmmm0P7sPVZMa7uJR++bMtxNGRJTw/3wVqs4crqcRbNu/VyJqajjl5e6s8u0obnDrqnY425Fcxd/bxd8PV0GtBw856wOX0+XHo/ncrmM7z0Qzb/+v7upbWjnn7Z+zat/zUHt6swPHpkx0Kb3IJfLiI/sXo3tank9//yfh2ho7uBXP5jPXdM6n2am3VzVe/bK2OtC6jCY+OTQFWZHawgPGR9dJk5yGfNmBJN7Ttft6U9MRR2/usbR7rSwsS/jNijIZDJLJTZ7GIxm8s5XMWda34/ns6M1bP3HxWgD1FTom/nxyrhBW0Q1OyaA+qYOrpTXc/qynp//4TByuYxf/8NCpobfSu+gdnMmLMiDs1eHf/Geox04UcKNxnbS7x0fTwld5s8Ipq3D1K1ud26RTmRFHac83Tv/xtg72GzzlNSxJCbMh2OnK6hvarf5j/XZKzW0thstn8D7ovF147V/WEh5dTNhwYOXe2bWzU+E2/ec4/RlPYG+bmxef3evK6WnRfiRnVuKySxZta5iNDCZJT7OvsSUCV7MnDL2usX6M2OKPx5uSo6eLufuGcHUNbRxubSedUvvXJdDGHu6uo/q7QwK4/ZJAW5VYrPnU/O35ypxVsiZGXnnP0BKhdOgBgTozOkUHuJJ3vkqIkK8eO0fFvWZOmNauB+t7UaKy0dOptiB+qawgnJ9M4/eFznuBlYVTnLmTg8m50wlBqPJkk5dTEUdn7q6j+xd1Tyug0LURG+81Sq+/PaaTe+TJImcMzpmRgbg4jxyHrZW3hdFyt2T+NUP5/c7P396uB8AZ8bI1FRJkvjoq4sE+blx94yhmdI80syfGUxzm5GCi3pyi6rEVNRxTKlwwlWlsLv7aFwHBaXCieS7wzhxTmdT+unSqiYqapqZM21k5adfNEvLjx+Lw0XVf6AK8HElwMeVs1dG9rhCUXGtVdPqCq/UcOH6DR65Z8qY6Q6zVXxUAG4uCg7ll3HyfBWzYzTj7olJuMXT3ZkGO5PijeugALBsfjhymYzPD1+1+j05ZztzOo3mSlbTw/04e7VmQBWaBtO1ygY2/Ochnv3Vl2zfe67fTz3/99UlvNTOLJljf2LB0U6pcGLO1CCy80ppajWIgjrjnJfa/lXN4z4o+Hq6sDBOy5ffXu91VWhvcs5VMinY06501yPFtHBf6hrbqahpHu6m9Cr3XGfgnTnFnw/3X+C5X33BXz47w43G7v2kxRUNnDinY/nCCFRKp+Fo6ogxf2ZnOm25XMasqIA7v0EYszzdVdSLMQX7PZQUQWu7kf05JXfct6mlg7NXa0dc15GtpkV0jiuM1C6k3KIqJgV78otn5/KfP7uXu6YH8XH2JZ7b8iV/+qTQUp/44+xLuDg7sWxB+DC3ePjNjtGgcnbqnIo6yAkPhZFtIPmPRs4o6TCKmuhDdJgPnx2+QuqC8H4roOWd71wg1pXaYrQK1XigvpkH6f4B1HMYDC1tBs5erbHkLgoL8mTDE4msfjCaD/df5JNDV9hz5Cr3zZnI13mlpC4MH/Ssr6OBi7OCn61NwNdzZKVQF4beQArtiCeFm5YvjKBc30xuka7f/XLO6vBSO9udGmOkkMtlTLs5rjDSnLqkx2iSevSLT9B48I+rZ/PWS0tYPHsCX37TOWtsrCe+s8W82GCiJo7un01h4DzdnekwmGjrMN555+8QQeGmBXEh+Hq68OmhK33uYzKZyS3SkRATOCZmuUyP8KWsurnP7KrDJbeoCleVEzGTfHt9PdjfnZ9+bxbvvHw/r/+k7/UYgjBedS3GtacLSQSFmxROcpYtmMTJC9WU6Bp73afoWh2NLYY7rmIeLabdXK9wbgSlvJAkibwiHXGRASgV/f94anzdxKdiQeiFZQGbHV1IIijcJmXeJJQKeZ9PCzlnK3GSy5gVPTZmdkye4I2zQj6iFrGVVjVRVdcqplQKwgDcWtUsgsKAeKlVLJ41gQO5Jb0umso5pyN2sh9uLmMjyZhSIScqzGdEJcfrqhY2W6RoEAS7dXUf2TMtVQSF71i+KIL2DhNffHO92/bKmmauVzYyZ4x0HXWZHu7HlbJ6WtttH5AaDLlFOkIDPcQ4gSAMgHhScKAIrRfTI/z4/MgVTKZbpTpP3FxMNdrXJ3zXtHA/zGbJIfWqu9Q2tLHreC2NNlZ+ams3Uni5RiRyE4QBcndRIpfLRFBwlIcWRVBV18q3Zyst23LO6tAGqAnxVw9jyxwvZpIPchmcceAitr1Hi8m/0sLnR6xPHQJw+rIeo8ksgoIgDJBcLsPTzdmuQjtWB4WmpibS0tIoLS0FYMeOHaSmprJs2TJee+01Sw6dc+fOkZ6eTnJyMhs3bsRo7OyWKC8vZ+3ataSkpPD888/T3NyZXqGhoYH169ezdOlS1q5dS3V1zzrDQ23u9CA0Pq58cnPAuaXNwKlL+jH3lADg5qJkUoiXw9YrSJLE13mdPyN7jlzFYLS+FnRuURUqZyem31xtLQiC/TztzH9kVVAoKChg9erVFBcXA1BSUsJf/vIXPvzwQz799FNOnjzJkSNHANiwYQObNm1i3759SJJEZmYmAJs3b2bNmjVkZWURGxvLtm3bANi6dSuJiYns3buXlStXsmXLFpsvwtGcnOSkLgin8HINV8rqKbhYjdFkHjNTUb9reoQf56/XYbytu8xeF67XUVHTzPSJrtQ1tnMov9yq90mSRG6RjplT/FEqxncOI0FwBHtTXVgVFDIzM8nIyECj6XysDw0N5fPPP8fNzY2Ghgaamprw9PSkrKyMtrY24uPjAUhPTycrKwuDwUBOTg7JycndtgNkZ2ezfPlyANLS0jh48CAGg3WJ6QbTg3PDUDk78dnhK+Sc1eHuquxW1nIsmRbuS3uHiStlAy+6k51XilIhJ+0uH0ID1Xxy6LJVmVgr9M1U1rSQEC26jgTBETqDgu3dR1blPurt07tSqSQzM5PXXnuNmTNnEhMTw5kzZwgIuDWHPyAgAJ1OR11dHWq1GoVC0W07QFVVleU9CoUCtVpNbW0tgYHWddUUFhZatZ89Yie6cODEdZyVciYHqSjIPzlo5xpOxtbOLp59BwtonOph93FMZomvTlQQGazC1VlO3EQFn+Xc4OOsY4Rp+i93evx854JBZ1M1ubn21c0WrJebmzvcTRD64Kh709HSQM2NVpuPN6CEeI8//jjp6em8/PLL/P73v2fx4sXdCntIkoRMJrP8e7u+CoBIkoRcbv34d2xsLCqVbfWVrRWgbeDH//4Vre1mkhdMJSEhdFDOMxLsOPh3GgyuJCQk2H2M3CIdzW1lPLxkBnSU81T6ArILv+B8lYL0pf0f99O8Y2gD3Hlg8Vy7zy9YJzc3d0D3WRg8jrw356rOkXf5ArNmze6W5LO9vb3fD9N2zT6qqKiwRB+FQkFqairnz58nKCio20CxXq9Ho9Hg6+tLY2MjJlPnJ9Lq6mpLV5RGo0Gv1wNgNBppbm7G29vbnmY53MQgT+KjApDLYPYYX2E7LcKXs1drB1R0JzuvFHdXJYlTO++ti7OClLsncfx0Bbralj7f124wcfqSfsx/jwVhKHmqnTFL0NRqW3e8XUGhsbGRDRs20NDQgCRJ7Nu3j4SEBLRaLSqVyhIwdu/eTVJSEkqlksTERPbs2QPArl27SEpKAmDx4sXs2rULgD179pCYmIhSOXJWDP/o0Th+/tScfmsejwXTw/1oaO6gtMr6sqS3a2s3cvx0BQvjQroNFC+bHw4yGZ8d7jvRYOFlPR1GMRVVEBzJ0/3mqmYbp6XaFRSioqJYv349q1at4qGHHsLFxYVnnnkGgDfeeINXX32VlJQUWlpaePLJJwHIyMggMzOTZcuWceLECV588UUAXnjhBfLz80lNTWXHjh1s2rTJniYNmmB/93FRDN5SdMfOqanfnKmkrcPE4tkTum0P8HFlwcwQvvzmWp+rpvOKqnBWyImd7G/XuQVB6MneVc02jSkcOHDA8v9Vq1axatWqHvvExMSwc+fOHtu1Wi3bt2/vsd3b25u33nrLlmYIgyDE3x1vtYozV2pInjfJ5vdn55Xi7+3K9PCeawweSorgUH4ZB3Kuk7owosfruUU6Yqf4j/tymoLgSF6WoDAETwrC2COTyZga7mtXcrz6pnZOnq9i8Sxtr1XrYsJ8iZ7owyeHrmA2dx+zqKxppqy6WUxFFQQH6+o+svVJQQQFwWJ6hB+62hZq6lttet/h/DJMZqlH19HtHkrqvbJdV1bUhKlikFkQHMlTbV/3kQgKgsW0m4vzztqYByk7r5SwIA/CQ7z63Gf+zBD8vFz45GD3AefcIh1Bfm6E+Lvb3mBBEPqkUjrh4uxkc61mERQEi4gQL1ycnWwqulNZ00zRtbp+nxKgs7Jd6oJw8i9Wc62iAQCD0cSpS3pmR2v6XLciCIL9PNUqMaYg2M/JSU5MmK9NM5C6kt8tntV/UABInjcJZ6WTJdHgmSs1tHeYRNeRIAwST3dn6kX3kTAQsVP8KK5o4NjpijvuK0kS2XmlTI/wQ+N756I4nu7O3JcYSnZuCfVN7eQWVaFwkjNTTEUVhEFhT1I8ERSEbpYvjCAq1IfX/pbD8cL+A8PlsnpKq5ru2HXU/fjhdBjN7Dt+jdyiKmIj/HBRDSjbiiAIffASQUEYKDcXJZvX382UCd78+q/9B4av80pROMlYGGf94r6JQZ7Migpg19eXKNE1ilrMgjCIPN1VNAzFimZhbHN3vRUY+npiMJklDp4sJSEmEA8321KAPJQ0mcaWznwsIrWFIAweL7UzbR0m2g3WF7sSQUHoVVdgmKztPTAUXtJT29DOPQnWdx11mR2tQRugJsDHldBA+1N1C4LQP0uqCxumpYqgIPTpu4Hhm9sCQ3ZeKa4qBXPsqEYnl8vY+MxdbHz6LjEVVRAGkacdqS5EUBD61RUYIrRe/PpmYOgwmDh6upz5M4PtzlcUGujB5AkjI0W6IIxV9qS6EEFBuCN3VyW/XD/fEhje2XWaljYj99gw60gQhKHX9aRgy1oFERQEq9weGPYdv4avp4oZUwLu/EZBEIaNl7rrSUF0HwmDoCswzJ0exGP3ReHUS0ZUQRBGDrWrErnMtoFmsWpIsIm7q5JfPCvqKAvCaCCXy/CwcQGbeFIQBEEYwzrzH4nuI0EQBIGbq5oH40mhqamJtLQ0Sks7s2J+8MEHpKWlsXz5cl5++WU6OjpPeu7cOdLT00lOTmbjxo0YjZ11ecvLy1m7di0pKSk8//zzNDc3A9DQ0MD69etZunQpa9eupbq62urGC4IgCP2zNSmeVUGhoKCA1atXU1xcDMDVq1f505/+xPvvv88nn3yC2Wxmx44dAGzYsIFNmzaxb98+JEkiMzMTgM2bN7NmzRqysrKIjY1l27ZtAGzdupXExET27t3LypUr2bJliy3XKwiCIPTD093Z8SuaMzMzycjIQKPpzFPj7OxMRkYGarUamUxGVFQU5eXllJWV0dbWRnx8PADp6elkZWVhMBjIyckhOTm523aA7Oxsli9fDkBaWhoHDx7EYDBYf8WCIAhCn7zUKhpaOnrUR++LVbOP3Bed5gAAFFlJREFUvvvpXavVotVqAaitreW9997j1VdfpaqqioCAW3PXAwIC0Ol01NXVoVarUSgU3bYD3d6jUChQq9XU1tYSGGhd4ZXCwkKr9hOGXm5u7nA3QeiDuDcjl6PvTX1tI2azxJHjJ3BT3fk5YEBTUnU6Hd///vd59NFHmTt3Lrm5ud1y2UiShEwms/x7u75y3kiShFxu/fh3bGwsKpXKvgsQBk1ubi4JCQnD3QyhF+LejFyDcW8aKWFfXh4RkVPRBqhpb2/v98O03bOPLl++zKpVq3jkkUf48Y9/DEBQUFC3gWK9Xo9Go8HX15fGxkZMps70rdXV1ZauKI1Gg16vB8BoNNLc3Iy3t8iJIwiC4AiW/EdWjivYFRSampp47rnneOGFF3j22Wct27VaLSqVyvL4s3v3bpKSklAqlSQmJrJnzx4Adu3aRVJSEgCLFy9m165dAOzZs4fExESUSqU9zRIEQRC+41b+I+vWKtgVFHbu3Iler+fPf/4zK1asYMWKFfzHf/wHAG+88QavvvoqKSkptLS08OSTTwKQkZFBZmYmy5Yt48SJE7z44osAvPDCC+Tn55OamsqOHTvYtGmTPU0SBEEQeuGp7kqfbd2Tgk1jCgcOHADg6aef5umnn+51n5iYGHbu3Nlju1arZfv27T22e3t789Zbb9nSDEEQBMFKlicFK8tyihXNgiAIY5iLswKVs5PVTwoiKAiCIIxxtqxqFkFBEARhjBNBQRAEQbDwcldZXWhHBAVBEIQxztPdmfrBXKcgCIIgjB6eatF9JAiCINzk6e5Ma7sRg9F0x31FUBAEQRjjvLpSXVjxtCCCgiAIwhjXtYBNBAVBEATBplXNIigIgiCMcV5q0X0kCIIg3HTrSUEEBUEQhHFP7eaMTCaeFARBEATASS5D7eps1apmERQEQRDGAU93Z+rFk4IgCIIA4KV2plEEBUEQBAG68h85sPuoqamJtLQ0SktLLdsMBgNPPfUU33zzjWXbuXPnSE9PJzk5mY0bN2I0GgEoLy9n7dq1pKSk8Pzzz9Pc3AxAQ0MD69evZ+nSpaxdu5bq6mqrL1IQBEGwjpda5biB5oKCAlavXk1xcbFl25UrV1i3bh0nT57stu+GDRvYtGkT+/btQ5IkMjMzAdi8eTNr1qwhKyuL2NhYtm3bBsDWrVtJTExk7969rFy5ki1btlh7jYIgCIKVumoqSJLU735WBYXMzEwyMjLQaDSWbTt37uT73/8+cXFxlm1lZWW0tbURHx8PQHp6OllZWRgMBnJyckhOTu62HSA7O5vly5cDkJaWxsGDBzEYDDZcqiAIgnAnnu4qTGaJ1vb+k+IprDlYb5/e//mf/xmAv/71r5ZtVVVVBAQEWL4OCAhAp9NRV1eHWq1GoVB02/7d9ygUCtRqNbW1tQQGBlrTNAoLC63aTxh6ubm5w90EoQ/i3oxcg3Vvaqs7u+xz8wvxUff9p9+qoGAts9mMTCazfC1JEjKZzPLv7b779e3vkcutH/+OjY1FpVLZ12Bh0OTm5pKQkDDczRB6Ie7NyDWY90Zy0/HxseOETJhE643SPvdz6OyjoKCgbgPFer0ejUaDr68vjY2NmEydjy3V1dWWriiNRoNerwfAaDTS3NyMt7e3I5slCIIw7nmpO1Nd/P/t3XtQVOX/B/D3Igv6BfE2LDh+GTVvNJLxNSrLAnVWuaxoUI4pIxYagpfB8tJajtgYxigJ4wWdmrJGhxpRA3JWbBCtKVSEvGGiNCMaXlYskhXaZZd9fn8o5+dKIMrCHtj36x9nn/Ps2c/Dx93PnvOc8+zd+tZPz9u1KAwaNAju7u7S4U9ubi6Cg4OhVCoRFBQEnU4HAMjJyUFwcDAAICQkBDk5OQAAnU6HoKAgKJVKe4ZFROT0vO7/poKhvvUrkOx+n0JaWho++eQThIWFob6+HrGxsQCA5ORk7NmzBxERESgpKcHSpUsBAElJSTh9+jQ0Gg2ysrKwZs0ae4dEROT0+ni07UjhseYUCgsLm7Xt2rXL5rG/vz/27t3brN+gQYOa9QWAvn37YseOHY8TBhERPSZ3tx5wc3WB4Z8GwKvlfryjmYjICSgUCnh5unf+6SMiIpInLw833P2nEyeaiYhIvrw83HC3jkWBiIgA9PFwh6EzL0klIiL58vJ0w91/OKdARES4d1nqPyZLq31YFIiInITX/XsVWsOiQETkJJruam4NiwIRkZPw8uSRAhER3cfTR0REJOnD00dERNSk938evQI1iwIRkZPo0cMFHr1aXweVRYGIyIl49mp9XoFFgYjIiXj+h0WBiIju692r9XkFFgUiIifi+YjJZhYFIiIn8qh7FdpcFO7evYupU6eiqqoKAFBUVITIyEhMmTIF6enpUr8LFy4gOjoaoaGh+PDDD2Gx3Ft86fr164iJiUFYWBgSExNRV1cHAKitrUV8fDzCw8MRExOD6urqxx4kERG1Tcj//tvq9jYVhTNnzmDWrFmorKwEABiNRnzwwQfIzMyETqdDWVkZfvzxRwDAihUrsGbNGhw6dAhCCOzZswcA8NFHH2H27NnIz89HQEAAMjMzAQAZGRkICgrCwYMHMWPGDKSkpDzpWImI6BEG9O3V6vY2FYU9e/YgOTkZKpUKAHD27FkMHjwYfn5+cHV1RWRkJPLz83Ht2jUYjUYEBgYCAKKjo5Gfnw+z2YyTJ08iNDTUph0Ajh49isjISADA1KlT8dNPP8Fsbv1HIIiIqGO0fhfDfQ9/e7916xa8vb2lxyqVCnq9vlm7t7c39Ho9ampq4OnpCVdXV5v2h/fl6uoKT09P/PXXX/Dx8WnTAMrKytrUjzpfaWmpo0OgFjA38uXo3LSpKDzMarVCoVBIj4UQUCgULbY3/fughx8/+BwXl7bPfwcEBMDd/dHreVDnKi0txXPPPefoMOhfMDfy1Rm5MZlMrX6ZfqKrj3x9fW0mhKurq6FSqZq13759GyqVCv3794fBYEBjY6NNf+DeUcbt27cBABaLBXV1dejbt++ThEVERO30REXh2WefxeXLl3HlyhU0NjbiwIEDCA4OxqBBg+Du7i4d/uTm5iI4OBhKpRJBQUHQ6XQAgJycHAQHBwMAQkJCkJOTAwDQ6XQICgqCUvnoRZuIiMj+nuj0kbu7O1JTU7FkyRKYTCaEhIQgLCwMAJCWlobVq1fj7t27GD16NGJjYwEAycnJ0Gq12L59OwYOHIhNmzYBAJKSkqDVaqHRaNC7d2+kpaXZaWhERPS4FEII4eggnkTTeTHOKcgTz1vLF3MjX505p9DSZ+cTHSnIQVMta2hocHAk1BKTyeToEKgFzI18dXRumj4zWzoe6LJHCgaDAZcuXXJ0GEREXdLIkSPRu3fvZu1dtihYrVbU1dVBqVS2eHkrERHZEkLAbDbDw8PjXy//77JFgYiI7I+rpBIRkYRFgYiIJCwKREQkYVEgIiIJiwIREUlYFBxo//790Gq1LW7XarXYv39/J0ZETZgb+WJuOhaLAhERSbpMUXjUt4OubM6cOThx4gQAoKqqCpMmTXJwRI+HuZEv5ka+5JqbLlMUiIio43W5BfGKi4uRnp4Oo9GI2tparFq1Cmq1GlqtFp6enjh//jz0ej0WLVqE119/3dHhOhXmRr6YG/mSW266XFHYvXs3Pv74YwwbNgzHjh3D+vXroVarAQA3b95EVlYWLl26hNjYWFn+5y4pKYGfnx98fHwghECPHj0A/P+KhRaLxZHhtQtzI1/MjXzJLTdd7vTRxo0bUVFRgW3btmHnzp2oq6uTto0fPx4KhQIjR47E33//7cAoW7Zv3z4UFBQAAC5evAg/Pz/069cPv//+OwBI27oi5ka+mBv5kltuZF0USkpKoNfrAUD6djB79mycPXsWAQEBSEhIsOnf9IMRcl41NT4+Hjk5OQgPD0dFRQVmzZqF+fPnIysrC1FRUTAajY4OsU2YG/libuSrK+RG1qeP9u3bh4CAAMTExEjfDvLz85GVlQU3NzekpaWhsbHR0WE+lqFDhyI7O9umbcyYMdLvVwPA4sWLAQCpqamdGtvjYG6Ym87E3HQeWReF+Ph4rFy5Ert374avry8yMjJQU1MDjUYDV1dXjBs3DkajEfX19Y4O1ekwN/LF3MhXV8gNf0+BiIgksp5TICKizsWiQEREEhYFIiKSyLIobN26FRqNBhqNBhs2bAAAFBUVITIyElOmTEF6errUt6CgANOnT8e0adOwcOFC3LlzBwBw/fp1xMTEICwsDImJiTbX/tKTs0dummRkZGDLli2dGn93Zo/clJaW4o033sD06dMxd+5cXLt2zSFj6W7skZuSkhJER0cjMjISCQkJzd5PdiNk5pdffhEzZ84UJpNJNDQ0iNjYWPH999+LkJAQcfXqVWE2m0VcXJw4evSoMBgMYvz48eLmzZtCCCEyMjLEunXrhBBCxMfHiwMHDgghhNi6davYsGGDw8bUXdgrN7W1tWLVqlVizJgxYvPmzY4cUrdhr9xMnDhRXLhwQQghRHZ2tkhISHDYmLoLe+VGrVaLiooKIYQQGzduFJ9++mmHxCu7IwVvb29otVq4ublBqVRi2LBhqKysxODBg+Hn5wdXV1dERkYiPz8fZrMZycnJ8PHxAQCMGjUKN27cgNlsxsmTJxEaGgoAiI6ORn5+viOH1S3YIzcAcPjwYQwZMgRvv/22I4fTrdgjNw0NDUhKSoK/v79NO7WPvd43Op0Ow4cPh9lshl6vh5eXV4fEK7uiMGLECAQGBgIAKisrcfDgQSgUCnh7e0t9VCoV9Ho9+vXrh8mTJwMAjEYjPvvsM6jVatTU1MDT0xOurvduw/D29pbuIqQnZ4/cAMBrr72G+Ph4af0aaj975MbNzQ3Tp08HAFitVmzdulXKGT05e71vlEolLl68iJCQEJw4cQIajaZD4pVdUWhSUVGBuLg4rFy5En5+fja3eQshbB4bDAbEx8fD398fUVFRzbYD8r6Fv6tpT26oY9kjNw0NDVi+fDksFgsWLFjQqfF3Z/bIzahRo1BUVISFCxfi3Xff7ZA4ZVkUSktL8dZbb2HZsmWIioqCr68vqqurpe3V1dVQqVQAgFu3bmH27NkYNWoUUlJSAAD9+/eHwWCQbhd/sD+1T3tzQx3HHrmpq6vD/PnzYbFYsH37diiVyk4fR3fU3tyYTCabRf+mTZuGixcvdkywHTJT0Q7Xr18XL774oigqKpLajEajCA4OFpWVlcJisYh58+YJnU4nLBaLiIqKEtu2bWu2n3feeUfk5eUJIYTIzMwUa9eu7bQxdFf2yk2TzZs3c6LZTuyVm8TERLF69WrR2NjYmeF3a/bIjcViEa+88oo4d+6cEEKIvXv3iri4uA6JV3ZrH33xxRcwmUw2i1q9+eabSE1NxZIlS2AymRASEoKwsDAUFBTgt99+Q2NjIw4dOgQACAgIQEpKCpKTk6HVarF9+3YMHDgQmzZtctSQug175Ybszx65iYmJweHDhzF8+HDplIVKpcLnn3/ukDF1F/Z636Snp2PNmjVobGyEj49Ph72XuPYRERFJZDmnQEREjsGiQEREEhYFIiKSsCgQEZGERYGIiCSyuySVyJ6qqqowefJkjBw5EsC95Rs8PDwQGxuLiIgIm76FhYVITExEenq6tK22thZz5swBANTX10Ov12Po0KEAgJdffhkxMTE2+39QdnY23NzcmrUfO3YMmZmZ0Ov16NmzJwYMGIBFixYhKChI6qPX65Geno7z589DoVDA3d0dCxYssFl24siRI/jyyy9RW1sLi8WCESNG4P3338fAgQPb+Vcjp9Yhdz8QycQff/whAgMDbdqqqqqEWq0W+fn5Nu3z5s0Ty5YtEzNmzPjXfR0/flxoNJpH7r81BQUFQq1Wi19//VVqO3XqlJgwYYI4evSoEEKIP//8U0yYMEF89913wmq1CiGEuHDhghg3bpz4+eefhRBC5OXlifDwcFFZWSmEEMJqtYodO3YItVotTCZTm+MhehiLAnVrLX1o5+Xl2Xz4X716VTzzzDPi9u3b4oUXXhCnTp1q9hx7FIUpU6ZIH/4P+uGHH0RERIQQQogtW7aI9957r1mf4uJiUV5eLoS4t8R1U4FoYrVaRW5urjAYDG2Oh+hhPH1ETsnf3x+XLl2SHn/zzTeYMGECBgwYgIiICHz11VfIyMho076MRqO0umiTsWPHIjk52aatpqYGlZWVeP7555vt46WXXsLixYtx584dlJWV4dVXX23Wp+l5NTU1uHbtGsaOHWuzXaFQYNq0aW2KmaglLArklBQKBXr27Ang3qqg+/fvx/r16wEAUVFRmDVrFm7cuNGm8/M9e/ZEbm5um1/bYrE0azObzVJcCoUCopWFBlxc7l0fYrVa2/yaRG3Fq4/IKZ07d06aHNbpdKitrcW6deswadIkLF26FAqFArt27bLra/br1w9Dhw5FcXFxs23Hjx/HsGHD4OXlhcDAQJw+fbpZn2+//RY7d+5Enz59MGTIEJw5c6ZZn6SkJJSXl9s1bnIuLArkdC5fvozMzEzExcUBuPdhm5CQgCNHjqCwsBCFhYVYu3YtsrOzUV9fb9fXXrVqFdavX2/zoX/q1CmkpqZi+fLlAICZM2eiuLgYeXl50hFDWVkZNm/eLBWyxYsXIyUlBVeuXAEANDY2IjMzE+Xl5XjqqafsGjM5Fy6IR93aw5ekuri4wN3dHXPnzkV4eDjKy8sxc+ZMHDlyBP3795eeZ7FYEBoairi4OMTExAAATpw4gXXr1uHAgQMt7v9BqampePrpp5u1nzx5Urok1Wq1wtfXFwkJCRg3bpzU58qVK9i4cSMuX74MFxcX9OrVC4mJiZg4caLUJy8vD19//TUsFgtMJhNGjx6NFStWwNfXt/1/OHJaLApERCTh6SMiIpKwKBARkYRFgYiIJCwKREQkYVEgIiIJiwIREUlYFIiISPJ/153wIcFrOsUAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.subplot()\n",
+ "# yearly arrest\n",
+ "arrest_yearly.resample('A').sum().plot()\n",
+ "plt.title('Yearly Part 1-2')\n",
+ "plt.show()\n",
+ "# Monthly arrest\n",
+ "arrest_yearly.resample('M').sum().plot()\n",
+ "plt.title('Monthly Part 1-2')\n",
+ "plt.show()\n",
+ "# Weekly arrest\n",
+ "arrest_yearly.resample('W').sum().plot()\n",
+ "plt.title('Weekly Part 1-2')\n",
+ "plt.show()\n",
+ "# daily arrest\n",
+ "arrest_yearly.resample('D').sum().plot()\n",
+ "plt.title('Daily Part 1-2')\n",
+ "plt.show()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "crimes_count1 = pd.DataFrame(df_crimes.groupby('AREA NAME').size().sort_values(ascending=False).rename('counts').reset_index())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " AREA NAME \n",
+ " counts \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Central \n",
+ " 47443 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 77th Street \n",
+ " 44877 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Pacific \n",
+ " 40958 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " Southwest \n",
+ " 39763 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " Hollywood \n",
+ " 37947 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AREA NAME counts\n",
+ "0 Central 47443\n",
+ "1 77th Street 44877\n",
+ "2 Pacific 40958\n",
+ "3 Southwest 39763\n",
+ "4 Hollywood 37947"
+ ]
+ },
+ "execution_count": 60,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "crimes_count1.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(21, 2)"
+ ]
+ },
+ "execution_count": 61,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "crimes_count1.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set(style=\"whitegrid\")\n",
+ "\n",
+ "# Initialize the matplotlib figure\n",
+ "f, ax = plt.subplots(figsize=(6, 15))\n",
+ "\n",
+ "\n",
+ "# Plot the total crashes\n",
+ "sns.set_color_codes(\"pastel\")\n",
+ "sns.barplot(x=\"counts\", y=\"AREA NAME\", data=crimes_count1.iloc[:10, :],\n",
+ " label=\"Total\", color=\"b\")\n",
+ "\n",
+ "ax.legend(ncol=2, loc=\"lower right\", frameon=True)\n",
+ "ax.set(ylabel=\"Type\",\n",
+ " xlabel=\"Crimes\")\n",
+ "sns.despine(left=True, bottom=True)\n",
+ "\n",
+ "# Add a legend and informative axis label\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 67,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.distplot(df_crimes['Vict Age'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/la_crime_analysis/README.md b/la_crime_analysis/README.md
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/la_crime_analysis/README.md
@@ -0,0 +1 @@
+
diff --git a/la_crime_analysis/hack4la-los-angleo-arrest-data.ipynb b/la_crime_analysis/hack4la-los-angleo-arrest-data.ipynb
new file mode 100644
index 0000000..6b53343
--- /dev/null
+++ b/la_crime_analysis/hack4la-los-angleo-arrest-data.ipynb
@@ -0,0 +1 @@
+{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nfrom scipy.stats import norm\nfrom sklearn.preprocessing import StandardScaler\nfrom scipy import stats\nimport warnings\n\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n for filename in filenames:\n print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-10-17T02:15:51.220396Z","iopub.execute_input":"2023-10-17T02:15:51.220934Z","iopub.status.idle":"2023-10-17T02:15:51.229657Z","shell.execute_reply.started":"2023-10-17T02:15:51.220903Z","shell.execute_reply":"2023-10-17T02:15:51.228513Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"/kaggle/input/los-angeles-crime-arrest-data/UCR-COMPSTAT062618.pdf\n/kaggle/input/los-angeles-crime-arrest-data/socrata_metadata_arrest-data-from-2010-to-present.json\n/kaggle/input/los-angeles-crime-arrest-data/crime-data-from-2010-to-present.csv\n/kaggle/input/los-angeles-crime-arrest-data/socrata_metadata_crime-data-from-2010-to-present.json\n/kaggle/input/los-angeles-crime-arrest-data/MO_CODES_Numerical_20180627.pdf\n/kaggle/input/los-angeles-crime-arrest-data/ucr_handbook_2013.pdf\n/kaggle/input/los-angeles-crime-arrest-data/arrest-data-from-2010-to-present.csv\n","output_type":"stream"}]},{"cell_type":"code","source":"df_arrests = pd.read_csv(\"/kaggle/input/los-angeles-crime-arrest-data/arrest-data-from-2010-to-present.csv\")","metadata":{"execution":{"iopub.status.busy":"2023-10-17T02:19:10.085959Z","iopub.execute_input":"2023-10-17T02:19:10.086354Z","iopub.status.idle":"2023-10-17T02:19:20.454848Z","shell.execute_reply.started":"2023-10-17T02:19:10.086326Z","shell.execute_reply":"2023-10-17T02:19:20.453744Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"df_arrests.head()","metadata":{"execution":{"iopub.status.busy":"2023-10-15T20:00:09.248277Z","iopub.execute_input":"2023-10-15T20:00:09.248652Z","iopub.status.idle":"2023-10-15T20:00:09.293760Z","shell.execute_reply.started":"2023-10-15T20:00:09.248624Z","shell.execute_reply":"2023-10-15T20:00:09.292622Z"},"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":" Report ID Arrest Date Time Area ID Area Name \\\n0 5666847 2019-06-22T00:00:00.000 1630.0 14 Pacific \n1 5666688 2019-06-22T00:00:00.000 1010.0 10 West Valley \n2 5666570 2019-06-22T00:00:00.000 400.0 15 N Hollywood \n3 5666529 2019-06-22T00:00:00.000 302.0 17 Devonshire \n4 5666742 2019-06-22T00:00:00.000 1240.0 14 Pacific \n\n Reporting District Age Sex Code Descent Code Charge Group Code ... \\\n0 1457 44 M W 24.0 ... \n1 1061 8 M O NaN ... \n2 1543 31 F O 22.0 ... \n3 1738 23 F W 22.0 ... \n4 1472 28 M W 8.0 ... \n\n Charge Description \\\n0 VANDALISM \n1 NaN \n2 DRUNK DRIVING ALCOHOL/DRUGS \n3 DRUNK DRIVING ALCOHOL/DRUGS \n4 OBSTRUCT/RESIST EXECUTIVE OFFICER \n\n Address \\\n0 12300 CULVER BL \n1 19000 VANOWEN ST \n2 MAGNOLIA AV \n3 HAYVENHURST ST \n4 6600 ESPLANADE ST \n\n Cross Street \\\n0 NaN \n1 NaN \n2 LAUREL CANYON BL \n3 N REGAN FY \n4 NaN \n\n Location Zip Codes Census Tracts \\\n0 {'latitude': '33.992', 'human_address': '{\"add... 24031.0 918.0 \n1 {'latitude': '34.1687', 'human_address': '{\"ad... 19339.0 321.0 \n2 {'latitude': '34.1649', 'human_address': '{\"ad... 8890.0 205.0 \n3 {'latitude': '34.2692', 'human_address': '{\"ad... 19329.0 69.0 \n4 {'latitude': '33.9609', 'human_address': '{\"ad... 25075.0 937.0 \n\n Precinct Boundaries LA Specific Plans Council Districts \\\n0 1137.0 10.0 10.0 \n1 1494.0 NaN 4.0 \n2 1332.0 17.0 5.0 \n3 388.0 NaN 2.0 \n4 241.0 10.0 10.0 \n\n Neighborhood Councils (Certified) \n0 85.0 \n1 10.0 \n2 39.0 \n3 78.0 \n4 16.0 \n\n[5 rows x 23 columns]","text/html":"\n\n
\n \n \n \n Report ID \n Arrest Date \n Time \n Area ID \n Area Name \n Reporting District \n Age \n Sex Code \n Descent Code \n Charge Group Code \n ... \n Charge Description \n Address \n Cross Street \n Location \n Zip Codes \n Census Tracts \n Precinct Boundaries \n LA Specific Plans \n Council Districts \n Neighborhood Councils (Certified) \n \n \n \n \n 0 \n 5666847 \n 2019-06-22T00:00:00.000 \n 1630.0 \n 14 \n Pacific \n 1457 \n 44 \n M \n W \n 24.0 \n ... \n VANDALISM \n 12300 CULVER BL \n NaN \n {'latitude': '33.992', 'human_address': '{\"add... \n 24031.0 \n 918.0 \n 1137.0 \n 10.0 \n 10.0 \n 85.0 \n \n \n 1 \n 5666688 \n 2019-06-22T00:00:00.000 \n 1010.0 \n 10 \n West Valley \n 1061 \n 8 \n M \n O \n NaN \n ... \n NaN \n 19000 VANOWEN ST \n NaN \n {'latitude': '34.1687', 'human_address': '{\"ad... \n 19339.0 \n 321.0 \n 1494.0 \n NaN \n 4.0 \n 10.0 \n \n \n 2 \n 5666570 \n 2019-06-22T00:00:00.000 \n 400.0 \n 15 \n N Hollywood \n 1543 \n 31 \n F \n O \n 22.0 \n ... \n DRUNK DRIVING ALCOHOL/DRUGS \n MAGNOLIA AV \n LAUREL CANYON BL \n {'latitude': '34.1649', 'human_address': '{\"ad... \n 8890.0 \n 205.0 \n 1332.0 \n 17.0 \n 5.0 \n 39.0 \n \n \n 3 \n 5666529 \n 2019-06-22T00:00:00.000 \n 302.0 \n 17 \n Devonshire \n 1738 \n 23 \n F \n W \n 22.0 \n ... \n DRUNK DRIVING ALCOHOL/DRUGS \n HAYVENHURST ST \n N REGAN FY \n {'latitude': '34.2692', 'human_address': '{\"ad... \n 19329.0 \n 69.0 \n 388.0 \n NaN \n 2.0 \n 78.0 \n \n \n 4 \n 5666742 \n 2019-06-22T00:00:00.000 \n 1240.0 \n 14 \n Pacific \n 1472 \n 28 \n M \n W \n 8.0 \n ... \n OBSTRUCT/RESIST EXECUTIVE OFFICER \n 6600 ESPLANADE ST \n NaN \n {'latitude': '33.9609', 'human_address': '{\"ad... \n 25075.0 \n 937.0 \n 241.0 \n 10.0 \n 10.0 \n 16.0 \n \n \n
\n
5 rows × 23 columns
\n
"},"metadata":{}}]},{"cell_type":"code","source":"df_arrests.rows","metadata":{"execution":{"iopub.status.busy":"2023-10-17T02:22:26.086890Z","iopub.execute_input":"2023-10-17T02:22:26.087291Z","iopub.status.idle":"2023-10-17T02:22:26.117091Z","shell.execute_reply.started":"2023-10-17T02:22:26.087260Z","shell.execute_reply":"2023-10-17T02:22:26.115548Z"},"trusted":true},"execution_count":9,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)","\u001b[0;32m/tmp/ipykernel_32/3971610920.py\u001b[0m in \u001b[0;36m?\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf_arrests\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;32m/opt/conda/lib/python3.10/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 5985\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_accessors\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5986\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5987\u001b[0m ):\n\u001b[1;32m 5988\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5989\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'rows'"],"ename":"AttributeError","evalue":"'DataFrame' object has no attribute 'rows'","output_type":"error"}]},{"cell_type":"code","source":"df_arrests.columns\n","metadata":{"execution":{"iopub.status.busy":"2023-10-15T20:00:18.084934Z","iopub.execute_input":"2023-10-15T20:00:18.085334Z","iopub.status.idle":"2023-10-15T20:00:18.091884Z","shell.execute_reply.started":"2023-10-15T20:00:18.085302Z","shell.execute_reply":"2023-10-15T20:00:18.090847Z"},"trusted":true},"execution_count":11,"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":"Index(['Report ID', 'Arrest Date', 'Time', 'Area ID', 'Area Name',\n 'Reporting District', 'Age', 'Sex Code', 'Descent Code',\n 'Charge Group Code', 'Charge Group Description', 'Arrest Type Code',\n 'Charge', 'Charge Description', 'Address', 'Cross Street', 'Location',\n 'Zip Codes', 'Census Tracts', 'Precinct Boundaries',\n 'LA Specific Plans', 'Council Districts',\n 'Neighborhood Councils (Certified)'],\n dtype='object')"},"metadata":{}}]},{"cell_type":"code","source":"df_arrests['Charge'].describe()","metadata":{"execution":{"iopub.status.busy":"2023-10-17T02:19:36.342619Z","iopub.execute_input":"2023-10-17T02:19:36.342961Z","iopub.status.idle":"2023-10-17T02:19:36.543255Z","shell.execute_reply.started":"2023-10-17T02:19:36.342934Z","shell.execute_reply":"2023-10-17T02:19:36.542270Z"},"trusted":true},"execution_count":6,"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"count 1276160\nunique 8848\ntop 23152(A)VC\nfreq 95872\nName: Charge, dtype: object"},"metadata":{}}]},{"cell_type":"code","source":"df_arrests['Location'].head()","metadata":{"execution":{"iopub.status.busy":"2023-10-17T02:19:49.343058Z","iopub.execute_input":"2023-10-17T02:19:49.343440Z","iopub.status.idle":"2023-10-17T02:19:49.351801Z","shell.execute_reply.started":"2023-10-17T02:19:49.343414Z","shell.execute_reply":"2023-10-17T02:19:49.350756Z"},"trusted":true},"execution_count":7,"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":"0 {'latitude': '33.992', 'human_address': '{\"add...\n1 {'latitude': '34.1687', 'human_address': '{\"ad...\n2 {'latitude': '34.1649', 'human_address': '{\"ad...\n3 {'latitude': '34.2692', 'human_address': '{\"ad...\n4 {'latitude': '33.9609', 'human_address': '{\"ad...\nName: Location, dtype: object"},"metadata":{}}]},{"cell_type":"code","source":"#histogram of ages for arrests\nsns.distplot(df_arrests['Age'])","metadata":{"execution":{"iopub.status.busy":"2023-10-17T02:20:09.768099Z","iopub.execute_input":"2023-10-17T02:20:09.768490Z","iopub.status.idle":"2023-10-17T02:20:15.618967Z","shell.execute_reply.started":"2023-10-17T02:20:09.768463Z","shell.execute_reply":"2023-10-17T02:20:15.618111Z"},"trusted":true},"execution_count":8,"outputs":[{"name":"stderr","text":"/tmp/ipykernel_32/2257843134.py:2: UserWarning: \n\n`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n\nPlease adapt your code to use either `displot` (a figure-level function with\nsimilar flexibility) or `histplot` (an axes-level function for histograms).\n\nFor a guide to updating your code to use the new functions, please see\nhttps://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n\n sns.distplot(df_arrests['Age'])\n","output_type":"stream"},{"execution_count":8,"output_type":"execute_result","data":{"text/plain":""},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"#scatter plot \nvar = \ndata\ndata.plot.scatter(x=var, y='SalePrice', ylim=())","metadata":{"execution":{"iopub.status.busy":"2023-10-15T19:52:57.174824Z","iopub.status.idle":"2023-10-15T19:52:57.175572Z","shell.execute_reply.started":"2023-10-15T19:52:57.175367Z","shell.execute_reply":"2023-10-15T19:52:57.175396Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#scatter plot","metadata":{"execution":{"iopub.status.busy":"2023-10-15T19:52:57.177613Z","iopub.status.idle":"2023-10-15T19:52:57.178082Z","shell.execute_reply.started":"2023-10-15T19:52:57.177820Z","shell.execute_reply":"2023-10-15T19:52:57.177837Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#skewness and kurtosis","metadata":{"execution":{"iopub.status.busy":"2023-10-15T19:52:57.179167Z","iopub.status.idle":"2023-10-15T19:52:57.179512Z","shell.execute_reply.started":"2023-10-15T19:52:57.179358Z","shell.execute_reply":"2023-10-15T19:52:57.179374Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#Box plot","metadata":{"execution":{"iopub.status.busy":"2023-10-15T19:52:57.180188Z","iopub.status.idle":"2023-10-15T19:52:57.180493Z","shell.execute_reply.started":"2023-10-15T19:52:57.180340Z","shell.execute_reply":"2023-10-15T19:52:57.180355Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#correlation matrix","metadata":{"execution":{"iopub.status.busy":"2023-10-15T19:52:57.182675Z","iopub.status.idle":"2023-10-15T19:52:57.183016Z","shell.execute_reply.started":"2023-10-15T19:52:57.182859Z","shell.execute_reply":"2023-10-15T19:52:57.182876Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#saleprice correlation matrix","metadata":{"execution":{"iopub.status.busy":"2023-10-15T19:52:57.184477Z","iopub.status.idle":"2023-10-15T19:52:57.184995Z","shell.execute_reply.started":"2023-10-15T19:52:57.184726Z","shell.execute_reply":"2023-10-15T19:52:57.184751Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}
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+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"logo.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyNOdUbY3r7qqTfVf7FMU06G"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","metadata":{"id":"85WgcdyOj7eg"},"source":["from mpl_toolkits.mplot3d import Axes3D\n","from mpl_toolkits.mplot3d import proj3d\n","from mpl_toolkits.mplot3d import art3d\n","import matplotlib"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"TE8qSKQrkDpP"},"source":["fig = matplotlib.figure.Figure(figsize=(16,16))\n","ax = fig.add_subplot(111, projection='3d')\n","\n","# Set angle\n","ax.azim=65\n","ax.elev=10.5\n","\n","# Remove axes labels\n","ax.set_axis_off()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"6GKBHMjltlXQ"},"source":["def addrect(x, y, length, height, z, zdir, color, alpha):\n"," rect = matplotlib.patches.Rectangle((x, y), length, height)\n"," ax.add_patch(rect)\n"," art3d.patch_2d_to_3d(rect, z=z, zdir=zdir)\n"," rect.set_facecolor(color)\n"," rect.set_alpha(alpha)\n","\n","def addline(startx, endx, starty, endy, z, zdir, color='grey', alpha=1, **kwargs):\n"," line = matplotlib.lines.Line2D([startx, endx], [starty, endy], color=color, alpha=alpha, zorder=.1, **kwargs)\n"," ax.add_line(line)\n"," art3d.line_2d_to_3d(line, zs=z, zdir=zdir)\n"," line.set_alpha(1)\n","\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":901},"id":"Cxw9Aqoowk97","executionInfo":{"status":"ok","timestamp":1635200755929,"user_tz":420,"elapsed":230,"user":{"displayName":"Henry Kaplan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GivVtF83dJqeC6ibEExwuUOMLCPf90iHkSgW2O47A=s64","userId":"00884883390244725230"}},"outputId":"823ec6e7-aec1-4e0a-81b5-7fc78000aa63"},"source":["# Add background\n","addrect(0, 0, 1, 1, 0, 'x', 'lightgrey', .25)\n","addrect(0, 0, 1, 1, 0, 'y', 'lightgrey', .25)\n","addrect(0, 0, 1, 1, 0, 'z', 'lightgrey', .25)\n","\n","# Add background grid\n","numberoflines = 6 \n","for direction in ['x', 'y', 'z']:\n"," for linenumber in range(numberoflines):\n"," lspot = linenumber / (numberoflines - 1)\n"," addline(lspot, lspot, 0.0001, 1, 0, direction, color='lightgrey')\n"," addline(0.0001, 1, lspot, lspot, 0, direction, color='lightgrey')\n","\n","\n","# Add spines\n","addline(0, 0, 0, 1, 0, 'x', color='darkgrey', linewidth = 3)\n","addline(0, 1, 0, 0, 0, 'x', color='darkgrey', linewidth = 3)\n","addline(0, 1, 0, 0, 0, 'y', color='darkgrey', linewidth = 3)\n","\n","# # Add arrows\n","# arrowheadtobodyratio = .05\n","# arrowkwargs = {\n","# \"length\": (1 + (1.25 *arrowheadtobodyratio)),\n","# \"arrow_length_ratio\": arrowheadtobodyratio,\n","# \"color\": \"black\"\n","# }\n","# ax.quiver3D(0,0,0,0,0,1, **arrowkwargs)\n","# ax.quiver3D(0,0,0,0,1,0, **arrowkwargs)\n","# ax.quiver3D(0,0,0,1,0,0, **arrowkwargs)\n","\n","fig"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"image/png":"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\n","text/plain":[""]},"metadata":{},"execution_count":4}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":901},"id":"82ojjs7Cwr6z","executionInfo":{"status":"ok","timestamp":1635200756630,"user_tz":420,"elapsed":431,"user":{"displayName":"Henry Kaplan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GivVtF83dJqeC6ibEExwuUOMLCPf90iHkSgW2O47A=s64","userId":"00884883390244725230"}},"outputId":"71b87a5e-fd1a-4b50-ce92-f44c1b573fb3"},"source":["stepout=.125\n","squaresize = 1 - stepout\n","darkredhex = '#800016'\n","\n","# center line\n","addline(1, 1, stepout, 1, 1, 'x', color=darkredhex)\n","\n","#backleft\n","addline(stepout, stepout, stepout, 1, 1, 'x', color=darkredhex)\n","#topleft\n","addline(1, stepout, 1, 1, 1, 'x', color=darkredhex)\n","#bottomleft\n","addline(1, stepout, stepout, stepout, 1, 'x', color=darkredhex)\n","\n","#backright\n","addline(stepout, stepout, stepout, 1, 1, 'y', color=darkredhex)\n","#topright\n","addline(1, stepout, 1, 1, 1, 'y', color=darkredhex)\n","#bottomright\n","addline(1, stepout, stepout, stepout, 1, 'y', color=darkredhex)\n","\n","fig\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"image/png":"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\n","text/plain":[""]},"metadata":{},"execution_count":5}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":901},"id":"tBq0OLHqi7TY","executionInfo":{"status":"ok","timestamp":1635200778815,"user_tz":420,"elapsed":578,"user":{"displayName":"Henry Kaplan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GivVtF83dJqeC6ibEExwuUOMLCPf90iHkSgW2O47A=s64","userId":"00884883390244725230"}},"outputId":"cb969e3e-6f1b-4ced-e243-96226b3368be"},"source":["# Add grid lines for left pane\n","numpslines = 8\n","\n","#left\n","for ps in range(numpslines):\n"," psloc = stepout + (squaresize * (ps / (numpslines-1)))\n"," #left vertical\n"," addline(psloc, psloc, stepout, 1, 1, 'x', color=darkredhex)\n"," #left horizontal\n"," addline(stepout, 1, psloc, psloc, 1, 'x', color=darkredhex)\n","\n","fig"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA4sAAAN0CAYAAAAd172vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeXQc533m+6eq0d3oBkAQJEGCGwhwEylBIrWYpEWIEiHZkhXbkmNLsj2K7CT2TOxJnIzPuWeWe+bcbSbJ3JubxHbsXNvy2HGs2LKkyEq0eSFIidBC0aa1U5ZIAqRIiTTFHRsBdNf9o1GNbhSWbqDeRlXj+zmHhxQhVhWbhap66ve+v9dyHEcAAAAAAOSyZ/oAAAAAAADBQ1gEAAAAAHgQFgEAAAAAHoRFAAAAAIAHYREAAAAA4EFYBAAAAAB4VEzyddbVAAAAAIDyZY33BSqLAAAAAAAPwiIAAAAAwIOwCAAAAADwICwCAAAAADwIiwAAAAAAD8IiAAAAAMCDsAgAAAAA8CAsAgAAAAA8CIsAAAAAAA/CIgAAAADAg7AIAAAAAPAgLAIAAAAAPAiLAAAAAAAPwiIAAAAAwIOwCAAAAADwICwCAAAAADwIiwAAAAAAD8IiAAAAAMCDsAgAAAAA8CAsAgAAAAA8CIsAAAAAAA/CIgAAAADAg7AIAAAAAPAgLAIAAAAAPAiLAAAAAAAPwiIAAAAAwIOwCAAAAADwICwCAAAAADwIiwAAAAAAD8IiAAAAAMCDsAgAAAAA8CAsAgAAAAA8CIsAAAAAAA/CIgAAAADAg7AIAAAAAPAgLAIAAAAAPAiLAAAAAAAPwiIAAAAAwIOwCAAAAADwICwCAAAAADwIiwAAAAAAD8IiAAAAAMCDsAgAAAAA8CAsAgAAAAA8CIsAAAAAAA/CIgAAAADAg7AIAAAAAPAgLAIAAAAAPAiLAAAAAAAPwiIAAAAAwIOwCAAAAADwICwCAAAAADwIiwAAAAAAD8IiAAAAAMCDsAgAAAAA8CAsAgAAAAA8CIsAAAAAAA/CIgAAAADAg7AIAAAAAPAgLAIAAAAAPAiLAAAAAAAPwiIAAAAAwIOwCAAAAADwICwCAAAAADwIiwAAAAAAD8IiAAAAAMCDsAgAAAAA8CAsAgAAAAA8CIsAAAAAAA/CIgAAAADAg7AIAAAAAPAgLAIAAAAAPAiLAAAAAAAPwiIAAAAAwIOwCAAAAADwICwCAAAAADwIiwAAAAAAD8IiAAAAAMCDsAgAAAAA8CAsAgAAAAA8CIsAAAAAAA/CIgAAAADAg7AIAAAAAPAgLAIAAAAAPAiLAAAAAAAPwiIAAAAAwIOwCAAAAADwICwCAAAAADwIiwAAAAAAD8IiAAAAAMCDsAgAAAAA8CAsAgAAAAA8CIsAAAAAAA/CIgAAAADAg7AIAAAAAPAgLAIAAAAAPAiLAAAAAAAPwiIAAAAAwIOwCAAAAADwICwCAAAAADwIiwAAAAAAD8IiAAAAAMCDsAgAAAAA8CAsAgAAAAA8CIsAAAAAAA/CIgAAAADAg7AIAAAAAPAgLAIAAAAAPAiLAAAAAAAPwiIAAAAAwIOwCAAAAADwICwCAAAAADwIiwAAAAAAD8IiAAAAAMCDsAgAAAAA8CAsAgAAAAA8CIsAAAAAAA/CIgAAAADAg7AIAAAAAPAgLAIAAAAAPAiLAAAAAAAPwiIAAAAAwIOwCAAAAADwICwCAAAAADwIiwAAAAAAD8IiAAAAAMCDsAgAAAAA8CAsAgAAAAA8CIsAAAAAAA/CIgAAAADAg7AIAAAAAPAgLAIAAAAAPAiLAAAAAAAPwiIAAAAAwIOwCAAAAADwICwCAAAAADwIiwAAAAAAD8IiAAAAAMCDsAgAAAAA8CAsAgAAAAA8CIsAAAAAAA/CIgAAAADAg7AIAAAAAPAgLAIAAAAAPAiLAAAAAAAPwiIAAAAAwIOwCAAAAADwqJjpAwAAACiVVCqloaEhWZYl27ZVUcGjEACMhyskAAAoW47jKJ1OK51OK5VK6ejRo9q3b58kaenSpdq6desMHyEABBdhEQAABJLjOEqlUtmgV8jPQ0NDeb/nOE7eNs+fP69oNCrHcdTd3a2DBw+qurpaVVVVSiaTsm1m6ACAi7AIAAB85ThOwUFv9K9z/7tQtm3n/YhEIopGo57fd792+vRpOY6jqqoqpVIpnTx5UidPnpQkJRIJwiMADCMsAgCALHfYZjFBb2hoKO9r6XS6oH258wZt287+enTIsyxLkUgk79ej/1wxenp6sr+OxWJasmSJ0um0Ll68qL6+PvX39xMeAWAYYREAgDKROzev0J9HB73RwzbHM1Z4q6ioGPP3Rwc898dMGOvvZ9u2EomEEomEJBEeAWAYYREAgBk2ugnLWD8PDg6qp6dH0WhUlmWNGfQKNTq8VVRUKBqNjhvqRv8otpoXVOP9PQiPAJBBWAQAYBpMNGGZyMDAQN6wzFgsNm7AGz2Es5yCXikRHgHMVoRFAMCsNJ0mLLm/LlQxTVhGhz3LsjQ4OKh3331XCxYsUDKZNPjJlLdigvl4CI8AZgvCIgAgdIppwjLe3LzpNGGpqKhQLBYbM9SNNUfPj2oeFcHgIjwCKFeERQBASQW1Cct4P4BiFRMeKysr88JjJBKZyUMHgDyERQBAQQppwjI64PX29mYffmnCgqAp1TkyWXh877339N5770nKD4+JRCJ7vgPATCAsAsAsUMomLLmNVNLptCKRSEFNWPwetgmMxY85i9NVTHiMx+Oqqamh8ghgRhAWASDAgtqEZawum6OHbaZSKb399tuaM2eOampqTHw8wJQF6YXEWOHxzJkzunDhghzHGbfySHgEYBphEQAMmY1NWIAwCeo5b9u2otGoJGnRokWybVv9/f3ZH4RHAKVCWASAMdCEBShPQRiGWizLsvIqj47jEB4BlARhEUBZKbYJi/vzxYsXNTQ0JNu2jTdhGT2EEwBGmyjUEh4BlAphEUBgTLUJS+7cvGKbsIwegul2H6QJC1DeHMcJxfdwIcdIeARgCmERwLTNdBOW3GGbxTZhcXV3d+u9995TXV2dKiq4NPopjMP+UL5mw/lIeATgF56IgFku6E1YSr123mx4kAQwuxAeAUwVYREIMZqwAACKRXgEUCjCIjADptqEZWhoSBcvXpRlWUVVwGjCAgDhVIrrL+ERwHgIi0CRgtCEJRqNqrKykiYsADANXB/HVkx4jMfjisViqqys1IIFCwiPQJkhLGLWmIkmLLnVucmasIxV4Rvr73D48GElk0nNnTvXz48HAGYF5iUXb7LweOHCBV24cEEnT55UPB7PVh6rqqoIj0DIERYRCjRhGTk2mOF+tjxIIqg4N2eXIP97jw6Px44dy/5ef3+/Tp06pVOnTkkS4REIOcIijAtLExb36wAQZLw08k8YPsswHKOUmRtfV1cnyVt5JDwC4UVYhK96e3t16NAhRSKRbDWwUNNpwuJ+fbYI8htnAAgyrp/mjTVs9eLFi4RHIIQIi/CV+wbUtm3F4/GCAh5NWAAApcZ9x18TfZ6WZamyslKVlZWSCI9AmBAW4auKiswpNWfOHNXU1Mzw0QCF48ERmH2C/H1fzhVQwiMQHoRF+IomIaXB54sw4XxFkHA+Bs9Uw2Mymcy+pAZgBt9hAAAjgly1AeAfx3F8/X4nPALBwXcUfEVl0TwewAEAswnhEZg5fAchNFJDQ4pw0YdhvOgAEARci8ZHeARKh+8Y+MpU1WvfvT/QK/f9sypr5+iS227WpXd8RLHqaiP7wuxExRaYffi+98dMB9tiw2MsFlMsFlN9fT3hEZgE3yEwwu8bx1D/gCSp/9x5vfT9B/TS9x9QVf18LW/dpJZPfkxVCxf4ur8gsyxrxm/MABBWXD/L32Th8cKFC5KkU6dOKR6PZzutVlVVER6BUfiOgK9MvaWdv3alJOmyT96uWFWVDv3iKZ1/+5jeePgJvfHwE4rX1mjJ+zbq8k/9rupWrjByDAAAIHxGh8cTJ05oYGBANTU16u/v1+nTp3X69GlJUiwWy1uqg/CI2Y7vABjh95tbuyKzrpJt27ri7o/rirs/LieV0luP79Cbj/1CZw50qvMXu9X5i92KJhNatOEyXXbHR9VwZYuvxxEUvBk3h88WmD2CPgw16MfnCtt107Is2batuXPnSvJWHgmPwAjOePjK1I3NDYvpVGpkX5GI1n7kg1r7kQ/KcRwd2b1HbzzyhE6+9hsdfe6XOvrcLxWJRbVg3WpdctstatreGpobLwDAjLAFm7AI0/119Dkw1rDVgYEB9fX1ER4x63GGwwi/b8ZWJHOqOjlhMe/rlqUV27ZoxbYtkqTfvrpfr93/iI6/+KpOvLxfJ17er44//4rmrlyh1R+6UWs/8kE6qwIAAA/LshSPxxWPxyXlh8eLFy8SHjGrcEYjFNxglx4nLI62sGW9FraslySdO3JUr/7wn3V0z691+q1OvfDWvXrha99R7bLFatq+NXSdVWlwAwD+CFM1LOjC9FkWew8dLzwybBWzAWcwfGfihmEND0N1Uumi/2xt4zJt/Y9fkiT1njqt1+5/REd2P69zb7+T7awaTVRq1S3bZ11nVXgRxP0TpodHIGgcx+F7yKDpfLa54bG2tlaS8uY8njlzhvCIssEZi1AYa87iVCTnz9P7vvj7et8Xf18Dvb16458f08vff0CDff3ZzqqVtTVasulKtXz6Y6prorPqbMFDGQBgqgiPKFecofCdiWGSdnbOYvGVxfHEkkldcfcd6tr5rKoXL9SyzVdnO6se+vnTOvTzpwPZWZVQAwBTx+gB/4WxCmr6eAmPKBeckQgFOzo8ZzE9vcriWCzblhzH21n1J4/r5Otv5ndWXb9G6277kFbccG3obowAgPAg1JYXwiPCijMQvjNSWbRtSZKT9q+y6LIitpz0yPGO7qx6/OXXtP+Bf9HxF1/TiZde14mXXpf93/9mxjqr0uAGAPzBS7/ZKQj30KmEx2QyqWg0OpOHjVmIsAgjfF86I5qZsygDYdG27QlDaMMVl6nhisskSWe7jui1+38ydmfVG1t16cc/HKrOqhjBQyOCLggPuOWAz9F/YfxMg3bNLzQ82ratuXPnEh5RMoRF+M7EBdids5j2cc5ilmUVXLGc29SY31n1Rz8Z6az6vR/rpe/9WFUL56uxdbNaPvkxJevn+3+8AACgrI0VHt99911ZluWpPLpDVquqqgiP8B1hEaEQiboNbgzMWYxMXFkcT3L+PL3v3/+B3vfv/yDbWfXQz3fr/NFj2v/Pj2v/Pz+uSDymBZes0ub/8G997awaxre4ABA0Qasu5eI6b04YG/LE43FZlqWqqirNmzcvW3ns6+vT2bNndebMGUlSNBrNm/NIeMR0ERbhu7BVFm07Mu25kG5n1SvuvkOpoSEdeHyH3nr8Fzr1m4M68fJ+/cvv/4eRzqp3fVQNG4LRWRUoBR56ESRhOh/DFGjCdKxhlXvuTjRslfAIPxEW4TsTDVgst7JoYM6iLOU1uJmuSEWFLvnozbrkozfrhx+9R/Xr1yg1OOhbZ1Ua3Jjh/hvw2QJAeQtjZXEyo8PjwMCA+vr6CI+YNsIiQiFSkWlwY6YbakTpoQHftytJdsRW9eJF2vJn/1ZSTmfVX4/qrLqqSWs+1KY1Hy5tZ1UAABAehYbcWCymWCxGeMS08VQK3xlZOmP44mUiLNq2rSED6zdKmTUcc495dGfVV3/0Ex174dc6/eYh7XnzkPZ8Naez6h0fVSyZNHJcQCmU25t7AOPj+z3YCI+YKsIiQsGttplocCPb9nUYaq7RYTHX3KZGtf6n4jurckMGAH8E/Xoa9OMLs9n+2RIeUSjCInxnZM5ixOAwVLvwpTOK3naBy3KM7qy6/8FH1bljt869/U62s2rl3DlasulKLbqxVXMalxo5XjBnESh3fI8jzEyFXMIjxkNYRKikDVQA7Qmqf9NlRSJSkQ8msWRSG+65UxvuuTOvs+qZA1069LOndOhnTymSiGvRZevUvH2rVt96k5FjB4ByVY4NTmZKGMN3GP/9S/05Ex7hIizCd0a7dZqYW2hwGKosyZnGch+5nVUdx9GR3c/p5fsf0bkDnXrnly/pnV++pOe/8m3VX7pWl9z2Ia24/v2huwECwEwJ8vUybIEmTMcaZjP1ORMeZy/CIowwFRbTKf+3O9G8wumy7Ygcx59tW5alFduuVXztSjmOo0P/8IAO/HSXItGojr/4mo6/+JrsiE1nVQCYQBgrYfBXGM+BoB1zseGxsrJS8Xhc1dXVM3nYmAKeJOE727aVNhS+/ApeuWyTcxYNbdtxHFUvXiRJ+tSjPxjprLpnX35n1eWL1dy2Tevv+DCdVSfBOosAUDyumZAmD4/uebJ+/XpFhvtQIBwIizDC3DBUA6HOjkxrqOjE2zY4xNW2JWWa/uR1Vj15Sq/e/xMd2b1H5468oxe/9yO9+L0fqWrhAjW2bsrrrAoAsxlDJxEWYQvlo8PjyZMn1dPTQ1AMIcIifGfs5mtZRoKXbdtGKpaSmcqiOyc0txKW+4kn6+dr0x//oTb98R9O2lm15VO3q65pha/HB4wWtocclLewnI9hOc4wCtt80FxhPW5CYngRFhEqJkJdJtCZuSnbRtdwHA6L6bQ0zkXY01n1sV/orSfyO6vGqpJatPEyXXrnR9VwxWVGjhUAUJ7cUBvWEFMqTjqtwZ5eDXR3a6C7VxcvZH7O/HePBrp79N7rb6r31Bnd9t2vzPThGsE5Ek6ERfjO1MXAsiTHQIMb2baclIEuq5Jk2XJMdHCVZFmZYaiFDs2NVFTokttu0SW33ZLtrPrGw0/o5Otv6e1n9urtZ/YqEovSWRUAUPamcn8b6u/PC3gjga9HAxeGQ9+FnuHw54bA3szXenonPp6ILTsSUXpoyPfjBqaDsAjfGV06w0hl0TZ2vFbE/227Nwor4s5ZLH77bmfVFduulSQdf+lVvf7Av+rEcFfV4y++Jsu2FJ9To42f/aRW/85NZd9ZlRswAJS3dCqlge5u9R4/qUHnpC52Hs2EOk/AGwl9Fy+MhL7Jglw0UalYTbVi1VWKVVepelG9Yquq8n4vVl2laHWV4jXVilUns1+LJhLa89Vvq3NHx5jbDvuw5DAP/Z3tyvvpD+XF0JxFk0tnWJZlrHmOW1n04wbSsKFFDRtaJElnug7rtR89oq5dz6n/7Hk9/7ff0vNf+TadVYEZFvaHxSAK8sNr2B6uS3Wsg719Guju1sWcgDc4XO3L/t6FnlEhsEcXu7s11Hdxwm3bFRWK1wyHuppMyKtevGgk6I0KePGaasWqqjK/V10la5rz8pxUOjvFZDxhOidycf0KL8IifGeqsmhJSpuqLJoKdLYtmapaDo9C9Tvo1jWtUOt/+pIS8+q0/6F/1dqP3Dx2Z9XrNqvlUx9Tcv48X/cPACbx0DqzUoODIyGuxzt8063kDXb36qJb6cuZ3zfZS+NMcKvOBr6aZYtzgl6V4jVVOt/Xp5r58zR/yWLFqpPDVb4qReLxEn0KY3McJ/PcMM7Xwi6sQXe2IywiRCzJSGXRMrYupGVgzclsGLdGls4wwbIsyVF+Z9UHHlVn+9M69/a72v/QY9r/0GOqnDtHSzdfpZZP3q65TY1GjqWUyuGGDACmOOm0Bnt7swGv79wFnezq0gU7InsoPTKU80JuI5eRil9qYGDC7Ufi8WylLl5TrUTdXNU2Ls0ZxlmdF/Cy1b7qKkWTyXHDVq7Dhw+rpqZG8+YF62Wnk04VdPxhFLZKOUYQFuE7Y3MWLTML3NuRiJG5kJLhIa7uOouGjl2jusTGkklt+Myd2vAZb2fVgz/dpYM/3RXqzqrcxIDZZ7Z+36cuXhwespkT5HKDXV7Ay2ni0t2tgZ6+CUfMWLaVCXTDwznj1VWqWjBf0XECXswdyllTpVhVUpFYzPjfP6gvBZ1UeVcWEU6ERYSGZRm6WJqcV2ibqYbmDlUxtjSHNf76k6M7qx5+6jn95pEndPL1N3M6q8ZUf+karfvYh9R4HZ1VAQRDmCoc4x1nOpXSoBvwukcHvN6cX3eP+u8eXbzQU1ijlpx5elUL52veqhX5jVmqqxWtrlIkEdeZ7m4tXL5UdYsWKZpMmPgoZgUnnZ60shiWc3csYT722YywCN8ZuxgYqixmhoqamldoKz048U15ytt2P2djlcvCGgpZlqWmG65V0w3jd1a1IxHVrV6hNR+6aVZ0VgVM4oHLPzP5WQ729WVDnNuYZTAn4J0+fkJDPX16I53OadwyPJ+vr3/CbduRiGI1VXmVvOrFC3OGcVZlK3+5nTrjw5067SIatQwNDWnw6FElFywgKE6T46Sznc7LDZXR8OKJDUaYuShYRprF2BFbMrYWopn5kI7jSMMd00xWFqdidGfVV3/4E73zwq916jeHdOo3bmfVJWq+8Tqt/0TwOqtyQwPKm1/f46nBwZwhnKOHbOZ04hwe7nlx1P872YiWimRC0aqEErVzFKuuUs2ShrEDXk2VZz5fRWWlL3/HQoT1mhnEly5OKj3pcQXxuAsV5mOfzQiL8J3RyqKxuZCm1ln0fz6k+/naJZizKBU2LGY8dU0rdN1//lNJUu/JU3r1Rw/rSMcLOnfkmF787o/04nd/pFhNlVbfvF2XffJ2OquWqbA+TKK8OY6jod4+dR8/MeZQzYnX3etV6uLEyzBEYrG8ZRYSdXNVu3yJotXVnoA38t+Z/z+aTOr4iROSpMWLF5fi40AAZO6301t+I6i4D4QXYRFGGFk6w5aRIZeWHTHWDTUzH9LcEFfJZGVxOCw6jvyI/8n6+dr0J5/Tpj/5nAZ6e/X6j/9FL/3DjzVwoUevP/ioXn/w0bLrrArArNTFi2MEvJ5R6/DlL8/Qc+ZMprI3MKQjhTRqyWnEUju/LqeiV50X8PKGeFb706iFSow5QfxsnXRaVmTs43Kfq4J43IUK87HPZoRF+M7UxcCSZWTJQjtibi1E2x6/ScxUZT9fa6TyZ4KVU1nUNBcaHi2WTGrjZ+7SS//wY2245w5V1tXqrSfadfZgfmfVhisv0/o7wtdZFUBhnFRKAz29mapdT49nmYXRC6uPbtiSmmROeEUinqncDQe8qoXzZc+rVX86rUhVpRoaG1W/dLGiuWvzDQfBaKIye53F+MohxASFk3ayo4bKTZgaSyEfYRFGGBsuamLIpT2yXqHf6xtlmsSYXjrD8JxFU0NHhm8alm1r3e23at3tt3o6qx7p2KsjHaXtrMpQGaA4g319nqGaeUsvjJrPlxsIB3v7Jty226glt5JXvah+jEpeznIMOd06x2rUsn//fp0YHuLZvH69Fi1aZORzQTAF+RrvpFPZNZQ9XwvwcaO8ERbhO2OVRdtMgxvLmv7cvHHZtrlhorbZyqJMb39Y7g3Q01n116/qtQf+RSdeGt1ZtUlrbr1Ja3/npsy8UB/wxhOzVXpoKGcuXm5XzpH5eQMX8hdaH+juyS7ZMFmjlliVO4yzaqRRS243zpyglx3aObzuXikbtQQNlRizgvjZOmln3G6o5RAWg/iZY3KERfjO3MXAYDdUmQlFlm37vl1ruNGP6cqfu32TN6jJludouLJFDVeO1Vn1oE795qD2fOVbmrNsqZpvbA1kZ1WgJBwnM5Szu2d4SGf3GJW8bg3mrck3Ms9v8kYt0ZEqXk2V4nPnqGbZYm/Ay/mRadhSrWhV0v+XcNPkOA5BzAA+z+lz0ulJh6GG9XN2nPIdYlvuCIsIDcu2lB40sMSFO5xzkrfjU9u0uU6rpit/luGlOaRMIC10aPHYnVX36NyRo9nOqtWLFqjxui10VkXopAYGxh2q6c7T6z1zThdOndb+oZSGevtG5vP19E780siysk1X3GBXu2JZdqjm6ICXV/GrrvKlUUtQhfXBG1MX5Aqdk0pln0nKEd9v4URYhO+MLp0hE8NQDVbQLDszB8FnuW/ojIVF99/R1NIcmZ1IUwijeZ1Vu7v1+kOPqmtHh84dfXeks2pdrZZtvlKX3UVnVZjnpNOj5uiNCn05wzc98/kudE/eqKUynlksPR5Tcm6tqhbMU13Tcu+6e9mgl1PtSyZo1AKEgOM42Re14wlr4ApySMfECIsIDcuyZCAryo64FTT/Q50Vsc1dIN3Kn6nrr+GlOSS3ejm97ceqq7XxM5/Uxs98UqmhIb316M+ynVUPPLlLB57cpUi0QkuHg+PClvVjH0tIb8Dwz1Bff85cvLHm6Y3RqXM4EE7WqMWK2IpX5we66kULxlxzL+pZaL1KdkWF+vr6dOLECTU0NKhyFs/lm67R86SDKixDZcPWDTXIoSUzDLU811mUwnOOIB9hEb7LW5/PxwuDO1fPd8MXZhPDUC3LNrJdd9uSjKw9mdm+++9osrLobwOgSEVFfmfVXc9q959/Rel0aqSzajym+kvXat3tt6rxus3cvMqI26gltzHLYM7C6u66e4O5a/DlLMuQTk38wiiaTAwP48x03KxevCgv5I1U+dzKXjIbECsShDsgSIJ47XdSaVkVY4fFsIXysYT52GczwiLCwzLU4MbgEhSW7f8aju7F1h2qkja9NIfRyqLJpT8sNW3fqr3f+K6Wbr5KK2/cNtJZ9dev6vivX83rrLr61huNHAeK4Dga6O3LH8p5YXQlL6c5S7bSl6kCDvVP0qglWjE8XHM4yM2pUc3SxZ7OnPGcpReya+4lE7513sXMCnJlCbNbOp1W1I7O9GEAeQiL8J2xyqJty8Q4VKNLUNhWCcKc6TmLhhvcGF6aQ8MV6bzOqocO69UfPezprJpYVK/G7Vt19d2fUEUiYfa4ylS2UctwqDt98KAupKXfyho7BOZWAXt6Jn45YVmZZRiGK3fxmirVLl86PGzTG/Dcpi7ufL5ybtQCzJSwhu9AVrmc9LgvpcL6ObvCMqwaXoRFGOP3hc3UnEWz3VANhiHTYa4k3VDNVIsn20fdyhW67r/8mSSp57fv6bX7f6IjHXvU8+5v9cY/Paw3/ulhVTfUq7F186zrrOqk0xrsGd2NMzfUjVTyxprPlxoYnHD7FZXxvEpeYn6d5q5Yrmi2U2d1XsCL1VQPB8RqGrVg1uHhenZxUuVA28MAACAASURBVA7XOAQOYRG+M3Vzs2zLSK5wh6GaqABatuX7nMLs52uZHSZamjmLhuah5u1i4kBatXBBtrPqW6/t16ndL+j4s3vH7Kza8qnfVW3jMqPH64eh/v7hJRXceXqFNmwZXoZhAlbEzlTucpq1VC1cMBLucpZniFZX63T3edUuWKCFy5cqWpVUJMoQKwAzJ8gVuvQE6yyGfc4ilcXwIiwiPCz/5/9lNusubm8gFPncwCV/06bXWSzFnMUSDUMt8O8QrUpo3Sdv05Y/+oxSQ0N6819/pgNP7NCZQ4eznVVj1Uk1bGzRZXfdNm5n1elKp1KjhmrmBL28gDd6eYbCG7XkrqtXvahesdXNOUsu5FT2cqqA8erqohu1DB0+rOqaGlXOrZ3ORwIYwcPr9IU1xATyeNMpWZHyXGcxyCEdEyMswndGK4tG1s5wh6GamQ9pZDiucteHDO86i5kOt8Y2n9mHXdxQV/ffK1JRofUfu1XrPzbSWfWNR57Qe/vf0pGOF3Sk44XxO6s6jgb7+nOGbeaHubzqXs5wz4vD/+9QX6GNWqpGGrUsaRj+vWReZ87sQutu8KtK0qgFAALISTsjL7DHEciQW6AwH/tsRliE73Ib3Pi6XUMNbuxsV1ED6yzatpH1GzPbHv6FqcpfCSqLsmRs6Y+RfVjTDtRuZ9Wm7VslSe/ue1mvP/hoXmdVSYrEY4rEYoU3askupp5UzbLFml9TnRPw8kNePGfxdRq1zG48cE1PWCocDNszI8j//ul0emRZrDLE+RxOhEWERqZCZGK7w1UWQ0NczYUts3MKTYX+vH0YegGQtw8D1cvFV12hxVddISnTWfWZ//vrOvWbA4rPqVFj66acjpxVOYGwKq+6RxMDYObx8OofPksfpNOyImN/jmEd7ovwIyzCd8ZChmWbGbJocO6f0Tl5bmMeA8NnJfNzIjM7KXw+4dR3YRkdSlu3coUu//Tt2vW//ZWa21p1zR99xti+AExfkCtLMC/IoSudTk86DDWsqJSHV3mekShLpi6g2W6oBpbOMFlZtE025tHInEij6yzattluq5mdGF+eI3sp5SEUCLzcsBjkh1dC7ezjpNIjo51Gf43zATOEyiJ8Z2zOomXJyJBFN3SZqCxalu+VuZGlMwyvg1iCyqIlw3Mih3dSTB6dynnrdq/jZg6URiqVUjqdHvPH6K+5/+04jtLptPr6+rLbOXPmjKLRqBKJhCoqeCSaiiBX6kLHcbKjesoNlcXw4sqI0Og/d15ypFfue0hN27eqZkmDL9u1DT7oWxFzlTPT6yCOdFs1PGfR9DqLprro5u7DKsGQ3RAjRGMs44W63P92A17u1wo5n2zbViQSkWVZikQiisVism1btm3r1KlT2cA4NDSkU6dOSVI2NCYSCVVWVvJgW+aC+O+bTqdHXmCPEvZQzn0gvAiL8J2pC1kknukAue/e+7Tv3vu0YN1qNd94nZpu2KrkgnlT3q4biiZbm25q27bkGBjeKimnW6mpdRYNVy6lTHXUdFiU/9VdD/dNMDdDj7A+2GByuUFurFA3UQAsJvDZtq2Kioq8/3ZDoBsAR39tIrkVxPr6elVXV6uvr099fX06f/68zp8/L8uyVFlZqWQyqWQyqQjLzaAEnFRqZIpJGeJ+EE6ERRjj91ukyto56n7nhD5x/zfVtetZde7Yrb1f/672fuN7arjiUjW1tWrF9VtUWVvk4t/ZYagmuqH6/4Axss7i8G+YCnOW+QBk2SVocGOoi24uuwRVWMCEyUKe4zjjfm0ylmXlhbmKigrFYrFxQ17uj1I+VMZiMcViMdXW1iqdTqu/v1+9vb3ZAHnq1Km8qmMikSjJcYXlehKW43QFuULnFNDgJojHXagwH/tsRliE70xdDNztVi2s12V33qbL7rxN54++o86dz6hzx249/zff1J6vfltLrt6g5rZWLW/dnFmiYBJ2xOBwTrc6l0r5vxC6bTaglKIbqmWVosFN4ZMWp3zuZpsNTe2PA9NRyNDNsf672MAXiUQUjUYVj8c94W6sABhGtm1nq4mSNDAwMGbV0Q2NpquOPFzPLo7jZOfAA0FBWIQxvje4GeMCOmfZEm34vTu04ffu0JlDXeps71Bne4c6/vJrikT/Xks3X63mtlYte//VqqisHHu7lrluqHZOoPPrlj9SWTQb5koxZzHTfMZ0gxvb+JvvkiwzgrJWyNDNgYEBSdJ7772XDYSFBL7Rwc4d0jleyHMDYlgDXzEmC2MTVR17e3vzqo7JZFKV49xngEI4qfS452SQK6KFCvOxz2aERfjOWGUxN3iNsY+6lU2qW9mkqz53t07uf1Nd7R3q3PmMjnTsUUUiruXXblJzW6uWvG+jItHoyB802Q3V5BqOpsNiKSqLti3T5bjMtMgSNbihtDirTadD52Ry5zFZlpXXsGWyKh+8pnKfClrVMSjCFmKCPGy2kGGoQKkRFmGM75VFe6QRTWSSFuf169eqfv1aXfOFz+rEK/vV1b5bXU89p84duxWrrlLjti1qbmvV4o0t2W6ohTywFc1kE5rstk3NWSzB2oFWCeYsWrbx4aHZNSlNV0lh3Ex16Bxv7l5u4Ovr69OJEyc0f/58xeNx0x9F2XIb7FiWNa2AM17V0f3hR9UxLAEM/nDS6XGnrAQ55E4mbC8UkI+wCN8ZrywODkoFrodl2bYaNlymhg2XadOXPq93972srh27dXjXszrw+A5Vzp2jhVdcmtmukW6oBgNdtv+M6TmLhhvcmL4BWsWF9SkdT3bea3hv5uVipjp05g7dnEqHTpSOie/TYqqOyWRSiURiVlQdgyjIwcVJO2VZWeTeGG6ERfjO1AXYHr6xpoZSUzpx7UhES993pZa+70pt+fKAjr3wa3W179aRZ/ZKkjr+/CtadUubmttaNX/tKp+O2eQwVHPDZzPbNx+ASrGsRTELHE/13LVNV3lnGTp0IuxGVx3d4OhWHSWV3VxHvj+mz0lPPmcxzDhHwomwiPBwh6EODk17U5FYTI2tm9XYulnHX3pNP/2z/6rqJQ3a/9Bjeu3+RzRn6WI1tbWquW2r5jY1Tn1Hlv/DULMXW7eyaGzOotl1HDP7ML+shUqxzuJImdfwfsIjd3jm0NCQent76dCJQMh96C7Fw6tt26qqqlJVVZWkkapjb28vVccZFMTg4qRTZdkNNcjVXEyOsAjfmapIZecWDk0/LOZyl9e4/N98XA1XXKrDu59XV3uHXrnvQb38jw+obuUKNbe1qmn7VtUsaShq2yNNeUw0z4kMbzu86yzKsgte1mLqu7CNh7iR6mV5dUOdyty9sQKfW1XJlVuti0QidOjErFFo1dH93sLsMdkwVMIWZgJhEaGRbXDjc1jMhqJ0WrGaaq259SatufUm9Z05q8NPPavO9g7tu/c+7bv3PtWvX6OmtlY13bBVyQXzCj5mJ+V/WDHdrbRUlUXzS2cUF6inEr7dhgRBLCya7tCZ+yMajXp+7/Tp04rH45o3bx4dOoFRJqo6SlJvb68OHz4c6KojVSN/uPfacpyz6OIcCSfCInxnrLI4XEnzOyyO1w01UTdX626/Vetuv1U9vz2pzp3PqKu9Q3u//l3t/cb31HDFpWpqa9WK67eosrZ2zG1nK04+Vs9GD0M1lVBKMmexFGsglmQfZoN7kDt0TubMmTPZeYEAJpZbdezq6lJlZaUikUhegIxGo9ngWA5zHUstqOE2e1zjzLMP85zFMB87CIsIESs7DNXfYTnZt3gTPOhXLaxXy123q+Wu23X+6Dvq3PmMOnfs1vN/803t+eq3teTqDWpua9Xy1s3ZYa252zayLIflLiViep1Fk8NQzS9kb2UWWjS/D41/Q6RDJ4BiuetpzpuXGcWSW3U8d+6czp07J9u2s+s6BrHqiMK5HdnLeRhq2I9/tiIswnemKlKWoTmLxQ63nLNsiTb83h3a8Ht36MyhLnW2d6izvUMdf/k1RaJ/r6Wbr1ZzW6uWvf/qnG0bHIZqfM6i4QY3plnypYnORCHv/IULkqSL/f06ceIEHTqBAAtLlWP0cY4117G3t1d9fX3q6emRNFJ1TCaTJVuLMyyfpyuoxzsyDLV811lEOBEWERqmGty4S1CkpxDo6lY2qW5lk6763N06uf9NdbV3qHPnMzrSsUcVibjqmldIklIXL/p4vFbecRtbOqMUy0FYtvlOpZaVfWNbyNDNvr4+HT9+vKgOnd3DD2qpoZSGhobo0AkjeODyX1hftow119ENjlQdw8m91zJnEUFDWITvTF0MrOw6iz6HxchIg5vpqF+/VvXr1+qaL3xWJ155XV3tHTr086clSY9/8T+p8fr3q7mtVYs3tmT/LtPhZkVTYW6kQmy4wU2RD8DFzt0bGBhQanBQXV1dBW8/lUoV1aHzgmz9SlKislJLly4t/oMAisAD1/SUY+h2q45z584dt+oYi8WyjXJKVXVE4dwXp+76zJ6vh/i8Deo8URSGsAhj/B+GOtxx0tCcRb8qXJZtq2FDixo2tKj+snXq+IuvquHKFh3e9awOPL5DibparbjhWjW3tWrhZetGhnsWv6fMcRsKcyYriyNdNzPhv6enx1iHTtu25ViWamtrJ63yvf3226qsrFR9fX1Rf5/sm+Dw3suBWakcH15LXXUMWxAI6vFmn0Gs8p2ziHAiLMJ3pi5mprqhjgxD9T90RaJRSdJVn79b1Q0LdeyFX6urfbfeerxdbzz8hKrq56uprVXNba2av3ZVkRs3PEx0knUW/ejQOTA4IGvI0smTJ/O27WeHznhlpQZSadXV1fn32Yzizqd1SItA4IWpQuPH/TS36phKpdTf30/VMYBYOgNBRViE78w3uPG5shgxOPcvZy3ESCymxtbNamzdrMG+Ph19dq862zu0/6HH9Nr9j2jO0sXDwXGr5jY1FnLkGt74lA5tsg6d58+fl5RZ+iD67rtGOnTG4nHJcbRkyRJzHTpL0g3V/JqUADBdkUiEuY7DghZcRoahUllEsBAWERojwyLNDEM1sQSFbY8dIqKJhJpv3KbmG7dp4EK3Du9+Xl3tHXrlvgf18j8+oLqVK9Tc1qqm7VtVs6Qh/3hHrbOYGhzSwMDAuEM3x6sATqa3L7OmlztHdLIOnW4VsJjAV1FRofTgkNk1+Cyr4OrrVG/EI+tphqdiUUphquRgdpntD9+jq459fX3ZH8VWHWf7Zzld2fvUOJXFMF9Hgzr0F4UhLMJ3piqLdsQdhupvqMuGUBMX4gLWKqyoSqr5gzdoxU3b1PPeab3d8byOPPWc9t17n/bde5/mrmnW4muv0cLNVypWO0ep4c6e7tDNs2fP6p133hlz27lLMhTbofOcXaG9kubNrdPixYv9/Vxyjs/0DdCyLfPDQ7NzTMJ7Mwcwu0UiEVVXV6u6ulrSSNWx3NZ1DGrocl+ETxSowhq2gvqZozCERYRGdl6Y7+ssut1Qp16xHG/uXl9fv6TMUM7UyWpPlW+sCt+cTRvVsmmj+k+d1m9feFHvvfCi9v/DA9r//Qc1b91qNVx7tWqvuFS1izJNWBKJhOrr68cc5jktJeiGmqn6mR26aanwyuJUZSvI3A8B+Ggmw0GhVUc754VrmMJM0I51ZBhq+a2z6AraZ47CEBbhO2MNbtzKYsrvYajukhwpDQ4OTjh0s9gOne76e33dPYpfvJit3EWj0XEbtGSrfI2NWnf1VdIXpPNH31Fne4c6d3To9e/8SFbE0qKNl0uSIo6y80/8/VzMr7OY2Yf5ymIxKW5KN+QCKsizFQ8HQPiNrjpevHgxuzxHf3/mpejRo0dDX3WcSU5q4mGoYVYOQXc2IyzCGFNLZ0wUFicLeWN9bbCvT5J0+vRpHTt2bNxtT6VDZ8Xx03pV0qKGRapftmzKf/c5y5Zowz13asM9d+r4/je1/7Gf6/SvXpEkvfbjR3T+7XfU3Naq5ddeo4hPneyyw4lNVv6KmE84nX0U2gRoynMWLYNDmQH4iu/T6YvH44rH45o7d65Onz6t8+fPK5FIeKqOyWRSyWTS7Lz0IgX13z89PLrJtsv3BRsvD8OJsAjfTediMFGHzoHBQUnS+TNndeLECc8SDVPt0FlZkVneIhGv1IIFC8Zt3jIVdsXw2pA+Ns+Zt6pJzZ/4HW36wmf10G2f0fw1K3Vy/5s60rFHFYm4ll+7Sc1trVryvo3ZpTumYmTtQJOVRfNzFmVZ5oeH0uAGCKWgPrwGNdCMxR2G6q5Pm1t1PHv2rM6ePVsWcx2Nc5vATNDgJqjna6HCfvyzFWERvnNvckNDQ+rv7/etQ2ffwEVJ0sWL/RoaGsoGvul26HTXbYzHYtkhNn5x50OauPFbliU7EtHiqy7XlX/4b3TildfV1d6hrqeeU+eO3YpVV6lx2xY1t7Vq8caWbGW26GM3WFksxXzCTBMds/Mis3NMQvSAB8xWYQpiYXi4Hv155lYdJ5rrOFNVx6D++2fvtWU4DBXhRliE79ybW3d3t7q7u8f8+lQ6dPbW16tT0tyaOVq6dKl/xzvO8hb+btvfeZbS8A3PsuWkHVm2rYYNLWrY0KJNX/q83v3VS+pq79DhXc/qwOM7lKir1YobrlVzW6sWXrYu27xmwmMvwdDKYucTTmkflm28SamVLSwG8yEEQL4whLByMNZcR3ddx5muOgbtHHCX77InCItBO+ZCsXRGuBEW4Tv3YpBIJDRnzhzfOnS6Qzr9b3BjbrhldtuGqmeWLU9F1o5EtHTTVVq66Spt+fKAjr3wa3Xu2K23HtuhNx5+QlULF6hp+1Y1t7Vq/tpVE2y7FHMW7YLnE059H8U1nplagxvzQ3YB+MOdtmBZFg+vJeZWHevq6satOsbj8ey6jkGa62jcJJXFML+MDPOxg7AIg6LRqBKJhG/bsyOZ09XvdRYlSZaVfavn62aHA9dkQ2ynyrYjIzeYMURiMTW2blZj62YN9vXp6LN71dneof0PPabX7n9Ec5YuVlNbq1be2KraFctHH3zmZ9NzFk0PQ7UtmS4t2obWFgUwO4XpWjLVYy2m6phMJpVIJCasuhUraC8K3M/RjpRfZdEV9uOfrQiLMMLEBSG7zqLPlUUpM+zDxFBRE8tPWLnBpIhF7aOJhJpv3KbmG7dp4EK3Du9+Xl3tHXrlvgf18j8+oLqVK9Tc1qqm7VtVs6Qhp7Jo8KGliOOfxk7Mr+VIswYAmJbZXnV0R025U0DKCcNQw42wiNCwK4YriwbCohWxzYQi98JoKKxYtj2lIBSrqdaaW2/SmltvUt/pszr89LPqbO/Qvnvv075771P9+jVadu01kmS0OYxVgrCYmRdpdBfZYUOmQykAf/HwGkzjVR3H6rBabNUxsFVb9xmkjLuhIpwIizDCRAgYWYbC/7CYaRTj/4O+2yXTVOCyfFinMDFvrtbdfqvW3X6ruk+cVNeuZ9TV3qFff+eHkqTXH3xUdiSixm1bVFlb68dhZ5WiwY2K6IY61fPWHulwU/SfBYCwMx1iTFQdgxa83OkqdiRYx+WnoH3mKAxhEaFhqsGNlFkE10g31OELo5/zIXMvtlbE3wYx1Yvq1XLX7Wq563adevOgHv13/4uGevv03F9/U89/5dtacvUGNbe1annrZsWqktPfoaGQnrcLyzb/JplW5wB8xLC98ZmsOs4k915o2WNPa6CyiJlCWIQRJiqL1nCDGxOVxcwwVAOhxXSXTB8qi+OZs2yJJOmyT35MS665Qp07OtTZ3qGOv/yaItG/19LNV2eC47XXKBKPT2kfll2CYajm+9vkzyNFHh5uEDR8n5aXsaqObnjMrTq6wdFUw7lpc4+rDK+ZvPwIN8IijPH7hhwxOWfRjhhaZ9H/5Sdyg4ll20aHuGY4qlvZpLqVTbrq83fr5P431dXeoc6dz+hIxx5VJOJafu0mNbe1asn7NioSjRa+jxI0n8ksz1Gah0PTnV0BIGiCVPEaXXXs7+/PhsczZ87ozJkz2WPt6ekJVNVxZBhq+XVD5QVNuBEWYYSRC5rBJiJ+zP0bb7uSucYnlmXJSZlaw3Hsbqj169eqfv1aXfOFz+rEK6+rq71DXU89p84duxWrrlLjti1qbmvV4o0tk3YJLUnzGauUjWe4IcIcHrj8F9aHbxSmsrJSlZWVeVXHs2fPamhoSCdPnpSUX3WcyQ6rI8NQgxFeTeD7LZwIiwgNt7LomFgP0dAw1OzcAwMPeW5l0dii9tmmLWNv37JtNWxoUcOGFm360uf17q9eUld7hw7velYHHt+hRF2tVtxwrZrbWrXwsnVjD60pQdXPsq2CI9x0b2Q8ywPBF6bQzcO1f9yq48DAgM6fP6+Ghobsuo5u1dG27WxwLHXV0X22GS8sBqmCWyyGoYYbYRFGmLgg2FG3wY2JUGdqnUX/G9yM3r6poY/FrBFpRyJauukqLd10lbZ8eUDH9uxTZ3uH3npsh954+AlVLVygpu1b1dzWqvlrV+X8wRIMQy3FUFdXUOfCAIAhYQrfudyqo6S8uY49PT3q7u6WVNqqozulpJwriwgnwiKM8b/BzfAyFCZCnalhqG7gMnQzzXT6NDtnsdjtR2IxNV63RY3XbdFgX5+OPrtXnTs6tP+hx/Ta/Y9ozrLFam5rVXNbqyzL/INGpvpaqoeZcD40AbNJ7jWHSsfsNPrffay5juNVHZPJpCorK32vOk42DDWsoTwX32/hRFiEESYuCEYb3EQiRqpCbmXRz23nN7gxVzUrprI4nmgioeYbt6n5xm0auNCtw7ufV1d7h17+wYN66fsPKDanWs5QSt3vHlf14ga/Dj1Pphtq4X+H6dyQy+BeDiAAyiEYhNnoqqMbHHOrjpWVldnhqn5UHd3+A9nnhjLC+RxuhEUYYWTpjOFhqKZCnYl22pbBpjySJNs214HT54XmYzXVWnPrTVpz603qO31Wh59+Vi//44PqO9+thz79RdWvX6OmtlY13bBVyQXzfNmnpMxajgX+HaZ93nI/BOCjMFRiwjaXrtjjjUQiqqmpUU1NjaSxq46RSCS7ruNUq47uqKlynLPoCvvxz1aERYSGHXEri6bmLJrohpq56Jta18n4OoWWmcplYt5crbv9Vp3tOqrOnR26/NO/q672Du39+ne19xvfU8OGS9Xc1qrGbVtUWVs7vZ0ZeHExHlNDgsOOt8oIKh5eUSxjVUe3CYw9cRfxMOIeEG6ERRhhorIYibrdUE00orElE3Mh3fWSfAyiuQ83lmWmi2t2+4bDqGVbsixLLXfdrpa7bte5t4+pa+cz6tzRoef++pt6/ivf1pKrN6i5rVXLWzcrVpUsfh+WSljx44Y4Gg/jAMpVbtXRcZzsuo5TqTqms91Qx79mhv16Gvbjn60IiwgN05XFtInhnKbXWbQtox04TYdRKX9OZO3ypdpwz53acM+dOnOoS507OtTZ3qGOv/yaItG/19LNV6v5xlYtf/81isTjBW3fKrI6ypxFADMtbJWYMIUAcw3nrGw1USq+6ljO6yyG7XxGPsIijDAzZ3G4smhobqGJ9RvtbDdUUw1uDM5Z1HAYNVpZHL9Tad3KJtWtbNJVn79bJ/e/qa72DnXufEZHOvaoIhHX8ms3qbmtVUvet1GRaHTifZSq4scNEQCgwquO7tIcqaEhSeU9ZxHhRFhEaEQq3KUzDHUtNTDfLNvgxtQ6i0U0b5naDgyHUauwMFq/fq3q16/VNV/4rE688rq62jvU9dRz6tyxW7HqKjVu26LmtlYt3tiSXWIll8m/Q/6OCItA0FHlmN1mInSNrjoODQ1l13Xs7u7WhQsXdPq9U5Kk7p4exQYGjK/rWGoE3fAiLMII27Y1NPyWzLdtDlePTFUWjTShMbjOoumlMyTJsg0/WNnFDXO1bFsNG1rUsKFFm770eb37q5fU1d6hw7ue1YHHdyhRV6sVN1yr5rZWLbxsXWYYsG1uLcr8gxNhEQgZHmCnj4pX8SoqKjxVxzPDUyvOnTun/oiVV3VMJBK85MCMISzCGN8b3FSYbXBjovrnTlQ3FugMdSsd2bzhBjrTGK5sRyJauukqLd10lbZ8eUDH9uxTZ3uH3npsh954+AlVLVygpu1b1X/mXFGVxamftxZZEQiBMDx0u8dICCt/btUxOVx1XLJsqZSozKs6ugYGBjQ4OKjoBFMvgogXCuFGWIQRJi4K7vBCU5VFE0/6tg8L20/Eipgdhmp8zqLlT8CKxGJqvG6LGq/bosG+Pr39zF51tXdo/0OPKT00JFmWXvzuD9Xc1qraFcsnPB4AQHkL4rXeXWcxGo+pcoy5jufPn1d/f7+OHTvmqToG8e+D8kFYROiY6FpqbBhqthuq/9XQzJs6w91KS7A0h99zRaOJhFbetE0rb9qmgQvdevq//Y2O7X1RL//gQb30/QdUt3KFmtta1dy2VdWLG3zdN+ssAuHCQ/b0haFSGwbu6CY7Z53F3LmO58+fV01NjWKxmKfq6HZYTSaTgaw6UlkMN8IijDB6UTCxHqJtmxnemq2GGqosGu9WanhBe8sy2nwmVlOteaub9e6+V/SJ+7+lw08/q84dHdp3733ad+99ql+/Rk1trWq6YauSC+ZNe388NAFAsAU1uGTvHxMcm23bBXdYddd1DMLflXtjuBEWYYSJpTNc6ZSJyqKZ0JJd5sLknMUh/0PuyObNhjlZlvlq3HCgTsybq3W336p1t9+q7hMn1bXrGXW1d2jv17+rvd/4nho2XKp5V1+hBVdfIS2d4r64H46JBwUESZjOxyA86KM0sussRsZfZzH3fBirw6q7ruOFCxcCV3XkXA4vwiJCyMCcxUhE6dSA/9t110vye83J4YuubdsacvztOpu3H9s2sqRIdvuGl+bI7MMbSKsX1avlrtvVctftOvf2MXXtfEadOzr0+nd+KOt79+vg1RvU3Naq5a2bFatKFrgfERaBkOEBdvqCWqkbT1BfFowMQ/WGxUKOuaKiQnPmwYejigAAIABJREFUzNGcOXPGrTpWVFRkg2Opq45hOkeQj7AII0xWFh0TlUXLMrYWoixLaVPrLBa59ETxOzBbWTQ9jFaavIlO7fKl2nDPndpwz506uHefju7eo/f2vqSOv/yaItG/19LNV6v5xlYtf/81igy3Nh8fcxYBAMXL3svHCIuuQgNXMVVHt1FOEOc6IhgIiwgXQ0tFmAxdtoF1/rJh3PTSGYbXKLSs8W+KPu6k4EBas2KZVi9ZpOu//AWd3P+muto71LnzGR3p2KOKRFzLr92k5htbteSajYqMdWMN5gtrAEDAuffaqVYWJzJe1bG3t1enT5/O/j+mqo5hqz4jH2ERRhitLBoILyaXoLBsSzIU6DJhzvDSFiaHieasQ2lN8DZ1OqYaSOvXr1X9+rW65guf1YlXXlfnjg4dfuo5de7YrVh1lRq3bVFzW6sWb2wZaWQU0OFNAMIlbOsshuU4peAGF3fUlKl7oSu36jhv3rySVB25N4YbYREh4xhp6GJ0GKodMdoN1ewwUTPrT2a3P3y/dhxHxm7d7j4KCKRjveSwbFsNG1rUsKFFm//083r3Vy+pq71Dh3c9qwOP71CirlYrbrg2sw/uhwCAKcgusTVGkDUZtgqtOrrBcapVxyAGdBSGsAgjTFwUnHRacqTzx97V83/7La26+QbVr1/ry7YtO2JsOKdly8gajo7jGG9AI8vcsh9STtXP8PIffu3DjkS0dNNVWrrpKm358oCO7dmnzvYOvfXYDjlpR32nz0x7H8B4eDvvj9zPkQfY2SmI/+7pdHrCTqiS+eMeXXUcHBzMBsfz58/r/PnzkoqvOga1movCEBZhjN8PNpZlSbalisq4Djy5U7955EnVNi7T6ltu0MoP3DCtdfKsiMk5ixFjw1BlsiKqEsxZzBmGas7wPnyuXkZiMTVet0WN123RYF+ffvjhuxVNVvq4B2BsPHQhSAgCPkk7Y85XnEnRaFTRaNR41RHBRliEEUYuFpYl27IUn1urj377r9W16xkd/Oku/epbP9C+e+/Tkms2avUt27V86yZFYrGiNm2bHM5pqAmN4ziy7Ui45yyWsLJY6Oc0lc8zmkjIsqwCuqUCwOSoIpsT1M/WSadH7onjmMkgVmjV0f1/ksmkKioq8v48womwCGPMXJAtKe0omkxoza03ac2tN+nCseM6+LOdOvizp/TU//nXilUn1bS9Vatv2a76Sy8pcLP2yHwBv4/YQPMc96Jr2YaHiZZgmKtkeqirf8NQJ9mTZHjNSAD+4gF2dgriv3tmGOrYxxXEgDtW1dFtlNPX16fTp09nq46pVIqlOUKMsAgjjF2Ix6jS1Sxt0Mbf/5Q2fvaTOv7Sazr4ZLsO/fwpvfmvP9OcZYu1+pY2rfzg9aqqXzD+Zg0OQzW7hqPpMGe4gc7wW1TH5JoTJaheAgiPID54hxnDUH2STmemrUwgqJ/z6HUdR1cdJSmVMvNCHuYRFmGMiRtyZsm8cbZrWWrY2KKGjS3a9Kef15Gnn9eBJ9u17977tO87/6QlV12uVbe0acV1mz3DBW3bNtix1GRl0TLSPCe7H9vcEiju9iWzlcVSVC9H9sND6Fh4OAeKw/eMOUENt046LY0zZzFs58PoquM777yjSGTiIIzgIizCiFJWFscSTSS06ubtWnXzdnUfP6GDP31KB37art3//W/1fDKhpu3XavUtbVrYsn54uwYri7bBIa4Gu7hKmcqf2e1nk5zBfZSgepnZE9XLMQTxoQxwBf38DPrxwT/ptDPSvbuMWJYly7Ly5i8iXPiXgxHmbnDFP5BXNyzShs/cqQ333KETr+zXgSfb1dX+jN56bIdqljZo1c3blbp40XBY9D9EZJbOsIwWszLbN7iD4beopZizWOg+pvwGd6KqNwCUqaBW6sYT2Ot0OjVuN9TAHnMRwnSOIB9hEeEyxqLpxfzZRVdcqkVXXKrNX/qcDu/eo4NPtuvF//lDSZJdUaGDP9ulFdu2qKLSvyUQLNv2femM7EXXUKfVkR2Zrixmfja7PIfcnRRwPFO/mTEKFQDCIYjBJZ0afxiqK4jHjfJHWIQRpi5oli1fgldFZaVWfeB6rfrA9eo+cVJP/R9/pVO/OaCOv/iq9vztt7Ti+mu16pbtarji0pFEM+VjNtckJrPtEM9ZzDafMbYLjUxaNJ/kyIpAsJVDhQblyUmnA7fOol/CVn1GPsIiQsWS5fszf/Wiei1Yt1rnj76rG//8v2SGqe58RgeebFf14oVaffN2rfrg9ape3DC1Y7ZsI01oMsNQTc9ZNNwNtRQNbtyhrqYfEiktAvBZWB6ww3KcrkAer+PImqQJTCCPG2WPsAgjsvPE/H6bZFlGhiy66wkubFmnhS3rtPlP/lBHOvbowJM79eI//Fgvfu9+NWy8TKtu3q4V179f0eH20AVtO2JueQvLMjun0PicxZI0uBneRQH7mN65ajZYA/AXD94IEieVzg6EKTdUFsONsIhQMRWORjehicTjar5xm5pv3Kaek+/p0M+f0sEnd+qZ//F32vOVb6vp+vdr1c3b1bCxZfJhqpYlJ2UoRBhc8kOS8TmLKrL5zNR2UYqhrgDCgGGoCOo5kJ5gnUX3mMMauIL6maMwhEUYYa6yKCMP/ZmwOHYoqqpfoMs//XFd/umP6+Trv9GBJ3eqa2eHDvx0l6oX1WvVzTdo1Qe3q2bp2MNUbdv2vRpqDTf6sSyFe51F9zwx2tK1BENdXdwQAfggTA/XYawaBfJ406nMSKQyFcjPHAUhLMIo3294lpk1CycKi7nqL71E9Zdeok1//Ad6+5kXdODJnXr5Bw/qpe8/oEWXr9eqW7ar6YatiiZHhqmabEJjRyLG1yg020CndEtnGC8tciME4DMesGcPJz1yT/R8LUQvD1B+CIswwlw3VEvpIRNzFq3MfIECRWIxNW1vVdP2VvW+d1qHfv6UDjy5U8/+P9/Qnq9+Ryu2bdbqW7arYePlkoEmNPlLZ4R3zqJVgjmL2WaoBXxObsV2yrihA4GW+/1NEJudghq80unUuOdkUI+5GHy/hRdhEaGSmbNoYLt2ZMpDRZML5qnlUx9Ty6c+pvfeeEsHntypzh27dejnT6uqfr7SqZRiycIb4hTDMjDENX8HxYXoqWxfMlxZzHZDNfj3yOyJaZEAZp1yCDKBkE5POgw1rIErjEOVMYKwCCOMVRanW/kZb7s+rYW4YN0aLVi3Ru/74mf19nO/1MEnd+ro879S3+mzevyP/7NWDw9TjVVXTXtf7sXXWPMcZYJWemjI6PYlsw8bI9VLsw80lmV+H2HEAwJQPAKYOUH9bNPp9LjDUIGZxFkJo/yfs2iuG6ok34aLRmIxNV1/rW78i/9V89eu1JxlizXY26vn/t//Tz/++B/o6f/rr3Vs74tT3p/7AO4u+WGK8XUWs9MJy6DBDZkIAEIhiC+xnLQzaVgM4nEXgspiuFFZhBHm5izaMjEONbfC5feRR2IxxWqq9cG/+t916s2DOvBkuzp3dKizvUPJBfO06oPXa9XN21XbuKz4jftUER2P8TAawAY303nBEdQ31gBgCkHAJ+l0pk8AEDCERRiRu3SG79s1Mmdx+HhTKSky9jpHU9+2ndmupPlrV2n+2lW65guf1bHnf6UDT7br1fsf0Sv/9LDq16/Rqlva1Ny2VbHq6km3m7lBl2DOotF1HEvR4KaES2cACDRe6EAKZoUuMwy1fNdZDOuxg7CIkMms+2diu5kLtIllIjIdRfN/LxKNqvG6LWq8bov6zpxV547dOvBEu57/m29q7999R8u3btLqW9q05JoNsiYIr37NtZxw+6UYImpyzqI7rMf4KFQzLzIAmBHkh1dC7ezjpFLMWUQgERZhhKnKoizb8JxFM9tOD47fJCZRN1eXfuIjuvQTH9HpA506+NOdOvTzp9W161kl5s3Vyg9cr9W3bNfcpsZxj1uOY2SdP/NzFs03uHEZ74ZqqPkSMFqQQw78FZZ/67AcpxTcKldmziJLZyB4CIsIFcu25Bgo39gRd6iigcqiZSld4HbnrW7WvNXNuvrf3aOje36lg0/u0v4HH9Vr9z+iBZes1qpbblBz23XZrrDZ4bPp9IQVyCkfu/E5i6VYOsN89XJE+G/oQDkrh4dulCfHScuOxGb6MIwhLIYXYRFGhK3BjSx/u6HmbToSKTpw2RUVaty6WY1bN6v/3Dl1/mK3Dvx0l/Z85V7t/fr3tPDqy9WwdVO2ymqiMU/m4Es1ZzEYS2dM57w1NZ8WAFD+nFR63HtQ2OcsItwIiwiVseb/+bNdc2FR01wLsbK2Vus//mGt//iHdfpglw7+dKcO/GyXju/5tSoSlZKk0wc6tWDdGr+OOMuyzTbQyQ5XNvG5j+wk87PpioIlkRbHRjUHQRSGB+8wHGNQh3WOJ6jXI6dM11kk6IYfYRFGmJyzaOI6b0fMhUXbx8A1b1WT5n3x97X89lt0/Fcv6fDDT+ps5xE99oX/qHlrVmr1zTeo+abrVFlb68v+jM9ZLEWb8BI00QEQDlwHEFSZ6STlt84i33PhV36vMBAovi+dYeqtm8HlFTIdS/0NoXZFRPVXXa7Vt7RJkq75wmdk27Ze+Lv/qQc+/jnt/K//Q0ee2aP00PiNdQqRqeSWoMGNwcpiKZvoUFgEwiOMD97wRxD/7Z20I7sMK4uuIH7mKAyVRRhhbM6i0bmQkpNO+b9x2/Y9hI5ucLPmdz6gy+68TWe7jujAkzt16OdP6UjHHlXWztHKD2zTqlvaNG9V0xR2ZJsdIlqC5jMjSzmanbOYGYdKWhzNPVeBUkulUkqn09kfqVRK/f392a8H+bwM8rGNFqZjDTInnc72T/B8LcRDOcN87MggLMIoI5VFAzcmO2JynUVzgSt78R3e/tymRl3zR5/R1Z+/W+/88iUdeLJdv3nkSb3+4KOat2qFVt3SppU3bVPl3MKGqZpeZ9Gt+slkE51SDHWVhpsBGV6eA5iFHMfJhr3cAOj+evTP7o+xDOWMtkin0zpy5IgSicT/z96bx0dxXvnev6equ3rvlloIBGK1QCADZgfb2BgwmwE5NsROHDvxOI4ny+TO3Llz7yz3nffOnXlnyZ25M5NMNk8mcRLHyTiO8cJmEJjFS7xhG6+A2GywMcFILbW6W2tXvX90V6kluqXuVh2pqnW+n48/wgg9z6Pq7nqeX51zfgc+nw8ej8dyB1qrrYehI580VIYZCVgsMiSQRQBloo2TsM+iJNHU/WmaZmws/UWKkGVUL1uI6mUL0dUWw9mDL+L0ngN47fs/xesPPozqZQswfcNqTLxuMSRH7tuAoI4sGt4zlCKrr6Amm0XwE3aGGYz+oi4fATgYsixDkiTIsgyHw2H8v/53mf/f09ODjz76yPg5j8eDRCKBeDwOIQS8Xq/xHwu10sWKr62mqpC4zyJjQVgsMiTQpaGa30swNS6hK6eQaNJbkV89nhLwY+at6zHz1vVoPfcRTu89iNMNh3H+t0fgCgUwbfUNmL5hNSpqa7IsXZBG/XqNkMimKKrPYnHufrwRMqOHzGjfYAIw8/sDoQs6SZLgcDgMsZf5tb8ALPRz2n8NlZWV0DQNHR0diMfjhnAEYEQcvV5vSdeSmQELgaGjqSog0ZxxGGYosFhkbAWVeyalG6qQJbKngoU2tQ9NnoiFD3wRC+6/Gxdefxun9xzAyV37cfzJZ1A2bRKmp9NUPeHy9AS0qZWkLUv0OQpwQx3SgUcAGtcsMjYkn7TO/gJwsM9TpqhzOp1wuVxXCL/+AnCkEELA4/HA4/EAgCEc4/E42tvbAQBut9sQjsOx1lKIJFkRK9fPpVpnlF6fRTuvnUnBYpEhgap1Blk+P6FoEUKCljR3XMM0pMiIqJAkVC+Zj+ol89EVi+ODQy/i1J6DOPLDn+P1H/0C1UsWoGbDKkDTaA8tw9AD0aiLJD588TbIWIFC6voKjfbJsgxFUa4Qef2/2v1Q6Ha74Xa7UVFRgc7OTkM4NjU1oampCW63G16vFz6fb0RFLlNalKobKj/4sD8sFhlbYUSiTG4CTNnCgcqUxxgbQ6v5U/w+1G5eh9rN69B6/mOcbjiEM3sP4fD//r+QFQcgZFw+fhJjZs0wa9kGpOm/xiSpL+QblhBshsqYRv8UzmQyaUS5IpEIAFwhAPON9kmSZET7stX1ZQq/UiPzGuWzh7hcLrhcLoTDYXR1dRmpqs3NzWhuboaiKPD5fPD5fHAMUP9d6tjlAYGVhYuWTBoPrnNhl+ucDTuvfbQzeu9sDClkkcX0jVRNJiGbuDHrxjkkDeglMejT+2LpTeM0Z92hSdVYeP/dWHDfXfjkzXfwyrd/hOhHn2DX1/8MoSkTMX39Kly19iZ4x4RNma835Ya0aDE9hXUPCUxpk09aZ/9/MxCJROIK4Zcp9rIJwFKMWAyVQg+viqJAURSUl5eju7vbiDhGIhFEIhE4nU4jVVVRFKJVM6WKqqp0vaRHEE5DtT8sFhlbYYij7m7ATLFImIYqEbTO0G+6va0zzDXQEZKECYvmYfzi+eiMxrDoq1/E6T0H8fqPfoE3fvwIJiyej+kbVmHS8qWQh3Ao6o3omrXybHMU/iCgqMi1EKxHc2Dlp/mFoGlaQXV9yWSyoGifw+HIGe2TJAnt7e2IRCKorq4e1VGsoWDWe9HpdKKsrAxlZWXo6ekxIo4tLS1oaWmB0+k0UlWLEY6l8plhCkDTcopFfj8wIwnvNgwJVJFFvR9isidp6ptXkij7LAq6tg0SrdjS9dKMjWswY+MatH18EacbDuL03kM4/Df/AsXvxbTVN6Bm/SpUXj2z8AkMp1JKEx39T8Q1i0KQz8GYR66oXjYXz3yifUKIPlE9p9OZNa1zKNG+rq6uofzKDBEOhwOhUAihUAjJZNIQjq2trWhtbYUsy0aqqsvlKmhsq0dj7BY1svJ6teTgkUUrrjtf7Lz20Q6LRcZe6Gmo3T2D/MNCxyWsnZNk09NbdYMbiVhsiX5R0UB1Febfdxfm/97ncfHou0YbjhPbGxCaNAE1G1ahZu1KeCsr8v49AJC259CLFklSjPvDWnHYMbNhu07/aJ9u6pLLxbOYFg5MaSLLMoLBIILBoFFnGovFEI1GEY1GIUmSkaqqu68yDKCnoZZun0XGvrBYZEigOjjpLS7UHnPFImUaqhBX9vYybWyTaxavGD/VaT7bN1C1YC6qFszF0j96AB8efgmn9xzEG//xS7zx419hwqJrMH3DKky+YRnkgZ6ki+GILA7ei9I8eEMfCoXU9Q012jeQsYtV4QOjuVALfFmW4ff74ff7oaoqEokEEokE2tra0NbWBkmS4PF44Pf74Xa7+YHDMGLJa62qRvZUKWHlaC6THywWGVLIDG5MFov6AVE1ucUFkE6dJc4T1UyuWTTIo97S6fFg+obVmL5hNWKfXMTphsM4tecgnvvbb8Pp9WDqquWYvmEVxs6pu+JnqdKV+06S/lpAn8Wi1sMboUH/aJ+maWhraxtQAObbwkGW5azRPjMatjMMFZIkGcJR0zRDOCYSCcTjcQgh4PV6jf/sAj/AMA9NVXO6ofJ1ZkYSFosMCWSRxXRtodliUU9DJXEoEcL0PotA2oRFr7Wkas2h93PME//4Ksy793OY96U7cfHt93F6z0GcPfA8Tu7aj2D1eNRsWImr1q6Ef1xlanziyCgwjH0WS1SYDBbty7dhe1NTk/HnTFGXrW+fnaJ9DFMoQgijhlHTNHR0dBh1jvF4HEDKQAdgkWA2Vr6eqmpuSzCrwJFF+8NikSGBrHWGkYZqtvunbnBjfoROSBKdmJNo6/FSNYvFRdmq5s1G1bzZWPaHX8GHz7+MU3sO4M2f/Cfe/Ml/YvzCuajZsBrBieNT/540skif6pqaB7ByGmpmtC9fY5dCGrY7HI6sTdpbWloAAFVVVRztY0Ycq4kFIQQ8Ho9Rv9je3o5EIoFYLAYAOH/+PNxuN/x+PzweT0n2vhwJLHkfUpNGqU0pYbXPHFM4LBYZWyGIahZ701DNv6n1N4kxd3DCiCj0msWhrd3hcaNm3UrUrFuJ2MVLOL3vME7vOYAX/v47cLhT9YyRsx9i8vKlJKmcvQ8uTB+6/0zDphVzRfUGigDm28JBr+3L1sKhf8QvH/T0Uz7kMszg6MJRlmW0tLQgEAggkUjg8uXLAAC322205LDCZ4qjRuahDpCGCtj/Gtt9/aMZFosMCXStM2jEYm8aKk3rDAo3VH1sgMjFFQBMXru/aizmffEOzPviHfjdO8fw/uPbce65V3D0oUdx6pkDmL5+NWrW3wR/1TjT5qSOvhrzFLkPDpbWmS0SOPA6RB9xly3Ns/9X3sTtBb9e5mCH6xgOh1FRUYGuri4jVbW5uRnNzc1wuVyGcOS+m/lh5SiXpmo5U+6tvO58scPnjckO310YeyFo+iGSuqFKEpkBDWV/SCBV70eVvjlubh3cQT/OPfcK6m7fiNZzH+Hoz3+Noz97FFXzZ2P6htWYsuI6ODzuoU0k8n8QMNTNTNNSvfDyFYCFNGzPFe3rL/wYhsmN3Q7d+j1JURQoioLy8nJ0dXUZ9Y2RSASRSAROp9Oog9TrHRmboWkD9llkscWMFCwWGRLIW2d0myu+KN1Qi677G2hM/foaWah0NZGkEbm0+czYubOw9A+/gvinl3Gm4TBO7TmAF771Xbz8nR9h6orrULNhNarmzS4qfGdcqwJ+jXzSOvv/m55kEpqm4sKFC1nX0F/4ZUvrHErDditjtwM6Mzqw6+FbF45lZWXo7u42hGNLSwtaWlrgdDqNiKOiKMOyJrtcS6vei7Rk+kxTgpFFTlW2PywWGVKoDG6Spqehpm/QJH0WM9w4zb5Z6mOT9VkkFixG0C913X2VYzD37q2Ye/dWfPreCZzaexAfHHgBp/Yegr9qLGrW3YSa9asQmFCV1/CapqEnvQnrjoMDCcCe9Psqm+DT6d+wXY/2SZIMAYGxY8deIQBHM3xAYKyEnQ/d2XA6nQiFQgiFQkgmk0aqamtrK1pbWyHLshFxdA3U83aUYbX7kl5eUEoPCZnSgcUiQwJdZDHdOiNpssGNTNe4Xci9dYXCbOGQvs6D1bEVTUZN5EDpMcVipP9mueyVs2eicvZMLP3ml3Hu+Vdwau9BvPWLx/HWw79B5ZyZmLzqBoy/fhEklyunAASAtkufAgAikWbIn37aO3eWhu2yLKOzsxOhUMj4//4RwFzootBOPdIYhrEmxexFsiwjGAwiGAwimUwaEcdoNIpoNApJkuDz+eD1eg33VcYipPerXPusnR9ycGTR/rBYZEgxP7KYrtEzObJoGPJQpKGmo3NmOkLq69XFC13NYq9RkVm3+cwWDp2dnQCA9kQCLS0tWdM7VVWFqJmEGd/4EiY1t+DSS6/jdy++hte/+xPI//4wKhbNxYQbliE8ZyYcTueVDdtb2gAA5aFyTJgwYcCG7bFYDJ2dnQgEAoUbRli8dQbDMH0p5cOrLMsIBAIIBAJQVdUQjm1tbWhra4MkSUaqqtvtLvpa2FUIWG29RrmHlHtdVltzvthZ6DIpWCwyJJBHFntMFkeG6KLps5ganKItB3HrjEy31SxCt9C6vmSy7/VtTzdqb4tGjX58mdE8h8PRt65vzBhMqZsJcf/daDl5Fmf3H8YHB17EpZfegG/sGFy17iZMX78KwYm9bqrJQAAA4FQctPU7Nt3IGYYpbSRJgt/vh9/vh6ZpSCQShniMxWIQQhjC0ePx2FaU2JneNNTSLVvg95V9YbHIkEJVs2h2ZNFwFaXQXBJd1NJoOD/EyGL/hu36146OLgDAp5cuQTgcV4jDgcinYXtH2t02HA5jypQpBW0mVXPrUDW3Dkv/4Ms4/9vXcGrPQbz7qyfwziPbMHbOLNSsX4mpq27o/QHq1hnguCLDMNZGCGHUMGqahvb2dsTjceOrEAIejwderxder7fkaugsG+Uy0lBLL7KoY/f1j2ZYLDK2ordm0dwIoOFBY/K4QKYQJdikDLHYO/ZAUb1CG7a3d7YDADoS7XB6PTn79vV38cw73TaeSP0aKH4jkRUFU1cux9SVy9He1IzT+5/D6T0H8dI/P4hXv/sQqhbMNq5LvhTzWpGbATEMM2oYDlGjRxT1Ouv29nYj4phIpO7NHo/HiDhmu69bVnwNgtWEi5rOatIfiPfHrteZKQ1YLDJkUNyMBZFYBGG/QkOIFpHimiuts709JeJao60AUpG/nnPnCor25dOwPVZRgbMAqidWw0lgiGC2wPJUhDHnc7dhzuduQ1PjaZzacwBnGg4DAF76lwfR3HgGNetXITS52tR5AXDNIsPYAD5058bj8cDj8aCiogIdHR2GcNT3G7fbbRjkjHaXZ7PRH/iKAdJQrSZw88Wuda1MLywWGVshOfSaRaI+ixRGMWlB1NXVDWRp2J4rApjPoSaZXq8sy0bKUGakr78QLJReA51hqIk0mYraGlTU1mDGpjXY8ZU/QaBqLN799VN451dPoPLqGZi+YTWmrloOxe83b1I+hzKMbeDDa27cbjfcbjfC4TC6uroQi8WQSCTQ1NSEpqYmuFwueL3eYevjaBaWfVigp6GW4HvSstecyRsWiwwZQggyN1TT01Dl/PsV9hd7gxm7NLdEAAAXzn8EJRS4cu4sDduzpXVmCsC2tjY0NzdjTGUlAKAsFMSYMWPMuyAZawMAaEStOQSd+Y+O7HQCAOZ8/jaMmz8HZ/c/j1N7DuClf/l3vPq9hzB5+RLUbFiNCYvmDWmeUtzkGabU4INr4SiKgnA4bAhHPeIYiUSMf9Pe3g6XywVn+n7LFIb+oLqU01B5j7QvLBYZWyE7zGudoWlar5FLjhYOhUb7+os+l8sFrydVD1JeXg7fmLApDdv1m67+VaUwzwEyXGKJNipDixJuhBntPzzlZbj6jnpcfUc9mk+dTaWp7n8OZw/+Fp5wGSavvB63tAfbAAAgAElEQVSBhXOgTZhQ9DwMw1gfIYTlD69WXJ+iKFAUBWVlZeju7kZbWxui0Sji8Tji8TicTqfhrGrFqKNVRZdugEfRz3ikseo1Z/KHxSJDBkVksacz5c55+cRpJLu7jahRrqjeQBHATLraYgCAWLQNLS0tWRu2Z0vr7B8BzEZzIJXm6MswEjANwrYcQGafRaI+jlKvkKNCZDEBAoDw9GlY+s37sfhr9+KjV17H6T0HcfLpvVCf2I0ztVdhxi03Y9rqG+AKXhkNzjGTyStnGIYKPsAOHafTCb/fj2g0inA4bLTlaG1tRWtrKxwOhyEcXS7XSC+3D5YT4trAYlHTNOutuUDsvv7RDItFhpRCN+TMFg7ZBGDLpcsAgLPPPo+PX30DVTcuQ9WKZfCMq8w5ZqbIu6Jhe/p7Pb6UIAiVhQpu4TAY+s2fRHARR+YEdc2i0K8NpVgc+Emt5HBg8vJlmLx8GZo//gTv725A86tH8cp3/gOvff+nmLR8CaZvWIUJSxYYbrzZJyLNprUtfEBgrASLRBp0YRgKhZBMJo1U1Wg0img0ClmWDXMct9s90su1HKphcFN6kUUd3gvsC4tFhhRVVdHZ2TloXV+2aF9/hBBwjQkDAMbfsBRaVzfO7z2Ec7sPoHLe1ai5ZTWqr1sMp8vVJ+KXD13p84ME81OTDMFlYqqokYZKKUQz5iGLXOo9pSiMhYxJUl/yMdFxlQUxce1NWHrvXYidv4DTew/izL7D+PDwS/CEyzBtzQpM37AK5dOm5JyHYRh7YOXDq51FrSzLCAQCCAQCSCaTRg9HXThKkmREHD0ELtv5YLXXvjcNtXT7LDL2hcUiQ4a+Sei225lkpnJmi/ZlS/UUQqDnxFkAQOW0KVjw5bvQ3tSMk888i5M79+Plb30PnvIQpt9yM2o3r4F/fFXea+11QzW/zyKlSYwAsdiSsqdwmsZwRBal4gRvuGYqwt+4D4u++iV8/MobOL33II4/sRvvP7YdFbVXoWb9Klx1841whYKpebjPIsMwJlIK4kCWZfj9fvj9fqPtk17fGIvFIElSn16OpfA7F4PeWmugNFS7wq0z7A+LRYYMXeiVl5df0cevWPTWGVraDdVTEcY199yBuV/YiguvHUXjjr1499En8c6vnkD1kvmorV+HidcvGTh9EJluqASCTndwJRBc+ropWk8Aw1CzmKOe0ORZUnPksdlm28wkWcak65dg0vVL0NkaxZkDL+D03oN49bs/wZEf/hwTr1uEmvWrTF81w/THzgdGpjQpRAhIkgSfzwefzwdN0wzhqKesCiHgTdf2ezyeIZ0VzFjvcKLv4aXcZ5GxLywWGTL0GkEz00z0G2l/cSQkCdXLFqJ62UIkPm3Cyd3P4uSufTj4v/4RnnAZZmxagxmb1sKfo7aRsjZPFJAGWezgVPdi+ppFffOzXmQxG65QEHW3b0Td7RsROfshTu89hDP7DuPc86+khLumIdnVBdmCLoAMwzBWIVMYapqGjo6OPsIRgBFx1HsIlzL69jRQGqrdsavYZVgsMoRQ3BgkRzpddIA+i97KCsy7905cc89WfPTqG2jc0YB3frkNbz+yDdVLF6C2fh0mXbvIiPhlrnWwusliMJ4UEii63sgcdc0isRvqMLXOMJPyaVOw+Gv3YtED9+Dj147i+b/7V3TFEiwUGYYZMqMpGiOEgMfjMR4sd3R0IJFIIBaLGWUsbrfbEI7FtpyyMnq2VCm6oY6m93KpwmKRIYOidYZwpN6y2gBi0fi3soxJ1y3BpOuWIH7pU5zctR8ndz+Lg3/5LXgrKzBj482YsWkNfJVjeoUjheiSzBd0xqZBLBbp+yzSitHUFLR1kUKWMfHaRfBXjUPzqbMkczAMYw6Z9wG7Hr6tBMV91e12w+12IxwOo7Oz04g4NjU1oampCS6Xy0hnLVQ4WlW49KahlnYElbEnLBYZWyHJqbfsQJHFbPjGVmL+fXdh3pfuxPmXj6BxewPeevg3ePsXv8HEZYtQe+s6ADSiS5Lo6goF4dhAZs0irVikjCwa58E85hjS78vnToaxFSwWrY/L5YLL5UI4HEZXV5chHJubm9Hc3AxFUYyIozPdd9mOGGJRLr3IIsCfNbvDYpEhgyKyKBuRxeLEkZBlo6de7OIlNO7ah1O7n8X5vzgCALh49D0kLjfDm27RYQoEqZa9N15aMScIoqJ9x6d3Q4XhUkr8RJk3Q4axPFaNLDGDoygKFEVBeXk5uru7jVTVSCSCSCQCp9NpCEclRzmAdQ1uSr/PImNfWCwytkJypp1FTehZ6K8ai4X33435v/d5nH/xNRz63/+E3739Ph7//O9j0nWLUVu/DhMWzx/yzZsy+tfbp5DKgCb9u1OJUerIJZDRZ5H2kGi1wwfDMANj5c+sXUTtSIkvp9OJUCiEUCiEnp4eI+LY0tKClpYWOBwOeL1e+P3+nMLRShiRxQGuo5XfrwNh96gow2KRIYSkZlHW3VDN64coyTKmrLgWsqLgqjU3wh0K4NQzB3DuhVfhrxqbclLdeDM84fLi1iwIU0XJaxaHJ7JIJXZTcwyDIE3NRDy+fbHLwZdhrAQfsPPD4XAYwjGZTBrCMRqNIhqNQpZlI+Jo1XvRYGmoDDOSsFhkbIWehlpozWI+SJKA0+fFwge+iPn33YVzL7yCxh0NePMnv8JbP/s1Ji1fgtr69Ziw6JqCUg6NXogmblLGIcIQQlQ1i8OQJgq69QOAKCJVt5jflw922eHrwlgJq4oFxhxkWUYwGEQwGEQymTR6OerCUb8fdXZ2WqrGUX8AnqvPop2jc3ZeO5OCxSJDhiRJ6OnpMXVM4aRzLRWSZIwrORyYunI5pq5cjujHn6BxRwNO7zmID597GYEJ41C7eS1qNqyGp7xs8HF1wWVC6mzOsanSUIeptQWpwY1Em0rbOxHt8AzDMFbFimJAlmX4/X74/X6oqopEIoHW1lZ0d3fj8uXLaG5uhsfjgd/vh9vtHtHfQX9eWor9JPkBjf1hsciQYvZNotcNlaLFhZQ1YhmsHo/FX7sXC+7/As49/zIadzTg9R89gjd/8p+YfOMy1Navw/gFc3NGGynTIHsbzhNF5ozWFtRpovR9Finbc6Smsd5hiWEYhkmJML/fD03T0NTUhIqKCqOfYzwehxACXq/X+G+47+dGaY2UfV67Cy7eH+0Ni0WGDIqbg+zMv89ioUiSNKAmkp1OTFt9I6atvhGt5z5G484GnN57CB8c+i2C1eMxo34tpm9YBXco1Ofneg1uzF+zHs1Sk/Z0QwVS0VHK8XvrOvP/keJaZ/BmyDCMefABmw6v14tAIABN09DR0WHUOcbjceP7+n/DEe0r9T6L/F62NywWGVtBGVkUkgDyFHShydVY8o37sPArd+PD515G4/a9eP3Bh3H0J7/C5BuvRe2t61A1b056XDoTF72+wc41i0ISwxC5HIYns7wZMoyt4APs0LFqK4pc9N8HhBDweDzweDwAgPb2dkM0JhIJAIDb7TYMcmQ5e03hUNHPNLmEKdf9MSMJi0WGDIobm9AjixSRKEkqWISmHFRX4Ko1K9DywTk07tyH03sP4eyBFxCaNAG19esRnDQBAKCauGbj2hbQcL6oeYYhsggQ1ywaBjeD/w5Dec/yPs4wDGNvdOFYUVGBzs5OxONxxONxNDU1oampCW63G16vFz6fz1zhqBpFi+aNaRFY6NofFosMKWZHc2SH3jrDfPEiSUNLhyybOhlLv3k/Fv3+F/HBwRdxYkcDXvvBT43U2cjpDzBh0TyzlpuCunUGcZ/F1BTmt1jpPz4A0rJIwD5P1hlmNJN5r7HyZ5YP2COPy+WCy+VCOBxGV1eXEW1sbm5Gc3MzFEWBz+eDz+eDwzG047QRoc1RswhY+/3KlDYsFhkyKG5sUtrqmqTBvSybIopkRUHN+lWoWb8KkbMf4q2fP4YPD7+EIz/8OU7ufhYz69ehZt1KKAF/8Ws1IovErTOGwQ2Voh9nvwlSX4kNbji0yDDMaMNuxivFps0qigJFUVBeXo6uri4jVTUSiSASicDpdBqpqoqiFL6uQdJQ7Qw/+LA/pfeuZCwDhQjQ+yxSGNxAmN/eonzaFMz9whYAQN3WTVB8Hrz6vYfw2Ge/ghf+4d9w6d3jQxpfkohbZwj6er/MliU0E+T/OwwtDXWYaiNtCF8Txirwe5EZKoqioKysDNXV1Zg4cSLKy8shhEBLSwsuXLiAjz/+GJFIBF1dXXmP2euGWno1i/yZsz8cWWTshURnuCJJsql1hTr6Db5qwVws/eb9aD79ARq378WZ/c/hdMMhlE+bjNpb1+GqNTdB8fsKHTz1lehm3OvkSinmiMWooI+O9kFVASITBIZhzEEIYdvDN2MdHA4HQqEQQqEQksmkkara2tqK1tZWyLJspKq6XK6c46jp/UmSSnPv4M+avWGxyJBBEVkUhDV6QpZoUhX7NYUP10zFtX/8VSz+2r04c+B5NO5owCvf+TGOPPgLTFu9HLX161BZVzvwWjNvvELQ9J1Mj525dpo5JNqaSONaEYvF9OusahpKc7tnmNLB6tEOq69Px25uqDokrb1kGcFgEMFgEMlk0khVjUajiEajkCTJSFXV3VcN9NYZMvdZZKwHi0XGlpidLgoAEAIaQb/CXI6iDo8btZvWonbTWjQ1nkbjjgacefY5nHrmAMLTp6K2fj2uWrMCTq8n27AGqf6QVDWL9JFFaoMbDFNk0XiQkUwCQzQ7YBiGBrsfupmhMVyvvyzLCAQCCAQCUFUViUQCiUQCbW1taGtrgyRJhquq2+3u3WMFV4cx1oNPNAwZlE+SKA7+kiRBzbPPYqHjAgMLroraGlz3J1/H4q//Hs4++xxObG/Ay//67zjyw59h2s03YOatG1BRW5P1Z1P9IW1csyiIW2cYkd381gIM8fclbTPCMAzDDJXhjHRJkgS/3w+/3w9N0wzhGI/HEYvFIIRAtKU1vbBhW9awoWkaWX9KZnhgscjYEk0zX9QJmchoReQfnXN6PaitX4/a+vW4fPwkTuxowNlnX8DJXc+iovYq1Navw7SbbzRq4jRNA4REJuaGxQ1VIkr/7QdV9FVHP3yoHLlgiOCoGGNVOM0wP4QQRg2jpmno6OhALBbDhc5OAMCFTz5BGTR4vV54vd4+7qh8jZmRgsUiQwZlSwSadFGJRBQJuTjH0jGzZmDMrBlY8o37cGbfYTTuaMBL//wgjvzgZ5iy+gYEF89FZWVlKo2TrM/i8LSdIDefEYK27hIZEUyOLDLE8KGx9LGz+6WVsdIDFyEEPB4PPB4PmsrKAAD+QBAdHR1IJBIAAI/HA6/XO5LLHDL8XrY/LBYZUkhuzIJGHAkhkbqhFrtmxefFrNtuwazbbsGn759A4459OLv/OSR37cfZGdOgqSqSBVh0F4Igbs2hz0G9gQtix9VMSOppGYYxHT7AMlZB358qKsJwhXoFYzweR3t7OwAgFosZ7qqc1skMJywWGTJIaxYJIl1CFiRRIdHPDXUoVF49E5VXz8T8B+7G0W07cemFV5Hs6kbjzn3QVA219esQrpk65Hl0emv4CA1uCCPQvXMUJkiLWg+noTKM5bFSZKkUsJsbqmVf/7Rfgp6J5Ha74Xa7EQ6H0dnZiU8++QSapqG5uRnNzc1wuVyGQY7DBoZqdnl/MNmx/juMsTUUN2YhqNJQifospuv+1KR5dZZKwI/qtTfims/fhh2f/xq8Y8px6plnceLpPai8ujZV27hqOeQB+jrlw3BFFqkMenonoTMBMqYw0lAtehhhGKYPfIBlrIKaPtOILH0WFUUBAASDQXi9XiPiGIlEEIlE4HQ64ff74fV64XQ6h3Xd+cBpqPaHxSJDBunNgSKySJXeKmWY0Zg1ZvraCiEgOR2oWjgPC+77PE43HELjjga8+H++h9e+/xCuWnsTZt66HmVTJxc7UeordWsLavMZSYC8z2IazcSHAgzDjF74gD160M8e+sPlPt/LiN4qigJFUVBWVobu7u6swlGPOOoik2GGCotFxn4QtVpIuaHS9VmkMj6RpJSLqysYwNWfrcfVn63HxbfeQ+OOBpzcuQ/Hn3wGY+fMQm39OkxdeT3kAjaQ4XBDBb33DADa9hxAxrWyaprTCMLXhLEK/F40FzteT0uKcE0Xi/n3WXQ6nQiFQgiFQujp6TGEY2trK1pbW+FwOAzh6BpiltFQ4Mii/WGxyJBBdXMQAFSKyKIkIdndTTIuQCO4Uq0zrqz5q5o3G1XzZqOz9X6c2nsQjTsa8MI//Bte/d5DmL5+JWrr1yE0eeLgax+OmkVJom9rIRVWF1nMAag3CGu/wxPDjEb4AMtYBTWZWyzms6c4HA4Eg0EEg0Ekk0lDOEajUUSjUaPXo9frhdvtNn39A8F7ov1hsciQQbcR09SfkbXO0I1PTIwsZl7b1Lqzj+0KBTH7zs9g9p2fwcU330Hjjr04/tQevP/4Toy75mrU1q/DlBXX5ow2DkcdniCKFPedJL8Na0jvWaEbGbEbKsMwQ4MP2DRY9br2pqHmjizmuz/JsoxAIIBAIABVVbMKRz3i6Ha7h+WhCT+YsTcsFhn7QVZbKNG4ocq0/ffyrbWsWjAXVQvmoqOlFaf2HETjzgY8/3ffxqvfC6Bm/SrUbl6L0KTq/oMDoI8sktcsCok+11WYb2RUCvAhgbESVhUL2bDDZ8dubqiANdeaj1gsBj2i6Pf7oaoq2tvbDfEYi8UghDCEo8fjseS1YUYeFosMGb0pjObmq1P1zBMSTZ9FPeJElYYqZLkgIeQuC2HO52/DnM99Bp+8+TYat+/D8W278P5j21E1fzZm3roek25YBtnpHBY31GGpJxT0hZG9/TTtcxhlGIZhRh5N1bKa22Qy1HOUJEnw+Xzw+XzQNA3t7e1GH8d4PA4hBDwejyEcJROFK4tQe8NikbEfZJFFQdJQXb/hkkXnRJECRQiMXzgP4xfOQ3tzC0498ywad+7D4b/5F7jLgpi+YTUmLFkAgPZpvJAEvVHpcPRyxDA4xzIMwzBFY9XIsqYmUxkw2b5H0oIsFVH0er0AYAjGRCKBRCIBAIZw9Hq9QxKObHBjf1gsMmRQRRap7DOp0iENl0wCIappmikGMZ5wGebevRVzv7AFHx85isbtDXjvN9vx7qNPAQA+fb8R01Yth0TQ/FcIQW5wk+8DhqG8T4WsRxa5ZpFh7ICVD7B2O2Dbaa1WRFO13pKVHFBeY4/HA4/HAwDo6OgwUlXb29sBAG632xCOsnxlL0imtGGxyNgPATKxSJKGShBZ7GNwI0yMiAqB6iULUL1kAdqbmvHuY9vx/mPbceKpZ3DuuZcwfcNq1G5eA//4KnPmQzqiO0xtLWjhNFSGsTpWjSwxw4NVX39NVXPWKw73mt1uN9xuN8LhMDo7O42IY1NTE5qamuByuYw6R0ceD5Dt9uCDuRIWiwwZmZFFs8elqlnUkkQRS9BFnIQkk0REPRVhXP3ZzXj/se2o27oJ8YuX8O6jT+Kd/3wS1YvnobZ+HSZevwTSUJ8yCkFvcDMMdZEger8zDGM+fHg1Bzve76z42g8kFkcSl8sFl8uFcDiMrq4uI+IYiUQQiUSgKIoRcXQ6nSO9XIYIFouM/SA0uKEQLRKBSUzf1hmCTGvpNRRl0yZj6TfvR/zTyzi1+1k07tqPg//rH+GpKMeMjTdjxqa18I+rLHISib6eUCosdbmo9egvCaehMowtsKJosCt8LYdGSixmv4ZWEeSKokBRFJSVlaG7u/sK4eh0Og3hqGS04+LIov1hsciQQXVzEIKoH6IkiNxQaWvZKGv+jM0rvXZf5RjMu/dzuOaez+KjV95A484GvP3INrz9yDZUL12A2vp1mHTtopRDawFzkG+GeUajh1SzaKQbW2NjZxjmSuzy+eQDNh1WvK4psTjwvmmldTudToRCIYRCIfT09Bipqi0tLWhpaYHD4YDX64Xf7x/ppTImwGKRIYciDZXGiEYmMaFJjU2TBpkyuKFxhwWQIXT7rl3IMiZdvwSTrl+C+KVPcXLX/lS08S+/BW9lRTrauAa+yjF5TDE8KaLUxjP6Rs59FhmGYZhC0JK5I4tWx+FwGMIxmUwaEcdoNIpoNAogZZrD2BcWiwwZZE/BBEhaLQhJIoz+SdBU80REn2sryYT1kHodXu7xfWMrMf++uzDvS3fi/MtH0Li9AW89/Bu8/YvfYOKyRai9dR2qly7MWY8xLD0QJQnU/TmMl8QmkYvhwkpPwxkmE35vDh27RGp1rBqxzadm0Yrr7o8sywgEAggEAoZwbGpqssXamdywWGTIMX0zMVl4GcPKdOmQQpbIRARlGqeUTovJJ/InZBmTly/D5OXLELv4OzTu3IdTzxzA+b84At/YMZixaQ1mbFwD75hwvx8chqgfCqsZLe56ml+byjCMueifbbuJHKa00TRrGtwMBV04NjU1GW05GHvCYpEhg6xmURJQewjSUIUEjSqFUEhQqfosUqZx6q9hgWm//qpxWPiVezD/vrtw/sVX0bijAUd/+ijeevgxTLpuMWrr12HC4vkQkpQ2FhqGyCJ1pqtshBZpJ2IYZlTA0ZjRg5bUBm2dYcf3g53XzvTCYpEhg7J1hu3SUCW6J9lCEmQOnL1tP4r7eUmWMWXFdZiy4jq0XbiIk7v24eTuZ3HuhVfhrxqLGZvWQEsmh8Xghro9h26HyjWLDMOMFuwWobXqeq3aOoNhABaLjA0h67Mo07VwkCSZRNClDG4IaxbF4DWL+RKYUIWFD3wR8++7C+eefwUnduzFmz/5FQDAHQrgwpG3MGHRNRnFfyZCXxbZ++SUO2cwDMMwBaCpyVS5SrbvWVTg5gNHFksDFosMGXQGNzQnfyEEmRsqZV0elXgGMgxuTExzlRwOTF21HFNXLUf0owto+G9/hfbmFuz7H3+NwIRxqN28FjUbVsNTXmbanJTtRQzyMANiGDPgg5c58HUcfVjX4EYzejKXEnYWukwvLBYZ20HlbEmahkoYtaRcd7E1i/kSnDgBgYnj4auqxKzbbkHjjga8/qNH8OZDj2LyDUtRW78O4xfMHXK0UYj86iKHkjpNlXbNMIx52OXzaVVRkw27rNPKaKqaqlfJ9r0SiM7Zee0Mi0WGENvVLMq06ZxmRy2Nm6+gc+DsrVmkO2Dpc0xbfSOmrb4Rrec+RuPOBpzacxAfHPotgtXjMaN+LaZvWAV3KFTkJPQupSK90ZOZJDEMwzAliaaqGSZppQeLRXvDYpGxHalWERTjSqSii64thww12UUztok1iwPNkXndQ5OrseQb92HhV+7GB4dfQuOOvXj9wYdx9Ce/wuQbr0XtretQNW9OYXMMQ59FsBkqw9gKPsCOTqz4umuqOmgaqhXXzYwOWCwyZJCl5eWZUljwsJR1hRJNb0jgSrFl6tjDEVnM4VQqKwpq1t6EmrU3oeWDc2jcuQ+n9x7C2QMvIDS5GrWb16Fm/Uq4goF8ZqGPLKavlco1i1dgl9Q/pvSxy3vRTutkETN0NFUF0n2NS4lSSKFl9C7SDEOI6WmokoBGUbMoEwo6gqilbmyT6iFIXbNIeHDJI624bOpkLP3m/bjz8R/jhj//L1ACfrz2g5/iN3d8Bc///bfxu3eODTyFlF/q8lA2NOPhCJVJkk3hQwLDMFbBquJWUzXDUO6K77HgYkYYjiwyZFDd2GgNbggjdIQmNFqSVsyRGeigsOsuu1yoWb8KNetXIXLmA5zYsQ9n9x3GmX3PoWzqpJST6vqVUPz+fpMMg0spsRkQwzDmIYTgwzdjGfJJQ7UjLHRLg9J7ZzKWgUwsUhnc6E5kFCmuEk0apKal7LZJawolutYcQPFtLcqvmopr/+gB3PH4j7H8T/8ATo8br37vITy29St48Vv/hk/fO5ExB13NaO8cepsR0mkYhhkCdknvtAt2u55WXa+WTAI5xKJV15wPdl470wtHFhn7kcNeesjDpp3IVFWFJJtbOyCEBJWsHpK2Hk8IwtYcGPr6HW43pt9yM6bfcjOaT3+Axu17cWbfYZzaewjl0yaj9tZ1KTFKLRaNjZ7VIsMwQ4MP2aML/cFvqcKRRXtTuu9MZsShMrhJdnVBUzUku8x1ADXMXAhaHwiZsq6QXszR1yyas/5wzVRc+8dfxZ3bHsJ1//3rkBQnXvnOj9HywUdoajyDT4815jVOUe9Zo2aRD3kMwwwdOxywWdSag6aqGQ8c+32vBFI57bx2hiOLjA3pSiQAAL+54wHUbl6LmbdtgK9yzJDHFboTGUlfDvPrCnsNbopL48x/IrpaztT45rdCcXjcqN20FrWb1qKp8TT2/enfINHUhN3f+HOEp09Fbf16XLVmBZxeT7+lmGBww3moDGMJkskkkskkVFU1/tze3m58nyrbY7RhJyFgWYObpArhKD03VKY0YLHIkEEVWfSPHYPmaAxV82fj3UefxLu/fgpTbrwWdVs3YeycuqLH1Z3IVFWF2bdsyrpCSmOe1Pi0T48Fcc1lRW0N/FVj4Q5Nx+QbluLE9ga8/K//jiMP/gzTVt+ImbeuR0VtzdAn0s8fxC06GGa0ogu+/gJQ/3P/v8tGR0eH8ee2tjZcuHABfr8fPp8PssnlBwyTL6qqwik5B/w3VhS5g1EKUVGGxSJjQ4ScStVY+dd/itjFSzjx9B407tyHDw79FuEZV+HqrZswddVyyIpS2LhGGqr5wiVVl0dXs0iZJkpes0jYJ9KYAwIQArX161Fbvx6Xj5/EiR0NOLP/eZzctR8VtVehtn4dpq6+sfg50pFplcJ9iWFKkMHEX38hmAtJkiBJEmRZhtPphMvlgizLkGXZ+Hv9PwCIRCIAAI/HA03T0NzcjObmZng8Hvj9fni9Xkscbq2wBmaYUFUIfljBWBQWiwwZVJFFIXpvqP6qsVj01S9h3r134sy+53DsiV144VvfxZEHf47a+tpIReYAACAASURBVPWY9Zn18FSE8xtXonNDhSSbLriMg4SQSHv70YtRDIP5TN/fYcysGRgzawaWfOM+nNl3GI07GvDSPz+IIz/4GcYsW4Da+nUoW1hW2Bz6uY77LDKjEE3T+oi8waJ+g4k/Xeg5nU643e4+oi+bAMyXTAHmcrlQXV2Nrq4uxGIxxGIxtLe3QwgBr9cLv98Pj8czwGgMYD9Ra8X1pvosll7Nop3XzvTCYpGxHdka1zrcbtTWr0Nt/Tp88sbbOLZtJ95+5HG8+6snMGXl9ajbugmVdbV5jauqBAY3hI6l1K0zqA100nmudOMDqRTRLHMoPi9m3XYLZt12Cz59/wQadzTgzIHn8cmhl/DerOmorV+HaatvgMPtHnwOiebhCMOMBLnEXy4BOND7PlPcKYpyheAbivgbCvoBVlEUhMNhhMNhtLe3IxaLIZFIIB6PQ5Ik+P1++P1+KAVmqzBMvqiqWpKCivfD0oDFIkMGWZ9FeWAT3/ELr8H4hdeg7cJFHH/qGZza/SzOPvs8xsyajrqtmzF15fWQHFe+9fU0Qgo3S0kyX3D1MbghrVkk7rNIvP70JIP+DpVXz0Tl1TMxdtPNaDv6Hs4/+wJ++08/wJEf/AzT1t6EmfVrUX7V1NxTpM2lSYW1TeEDw8ijadoVAm8gAZiv+HO5XFmFX+bfWYnB3osej8dIT00kEojFYohGo4hGo3A6nUZ9oyPLHsJYH6sa3EBN5jzblML905LXnMkbvtsx5JiehqrXFg5y0w9MqMKSb9yHBffdhVN7D+L4k7vx/N99G0d++DPMvHUDauvXwRPuTTXUI4skh31BV7NIHZmjrikUgjgyil5hnQ9OvxfTNq3BwnvuwKV3j6FxewNO7d6PE089g8qrazHz1vWYuvJ6yC5X3zlk3gwZWjLfw7r4yyUA+6d95iv+nE5nzsif/nU0IISAz+eDz+dDMplEPB5HPB5HJBJBJBKB2+02vk/RH8+yoqYfdlmn1VEHaJ1RCvB7xN6wWGTIIIsspm+oajIJOY+nuw6PO5Vq+JkN+PjIWzi2bSeO/uxRvP3I45i2+gbUbd2EitqaDBFKYHAjDx7ZKgZN0wBJkFrAC4mwRySQFtLENYuisLpL/bUaO6cOY+fUYck3v4zTDYfQuKMBL3zru3j1ew+hZt1NqdrGqZPTP0VnkMSUPnod30ACsCvdW/bDDz8ccKzBxF9/AThayXePkmUZwWAQwWAQ3d3diMfjiMViaGpqQlNTU5/6Rj4UWxurRulKtWaRKQ1YLDJkkBnc6KKuuxsoJBVICFQvmY/qJfMR/egCjj+5G6eeOYDTDYdQOXsmwjVTUuNSuKEKCVrS/FpIgCbFtQ/UkUViA53UJEOL7LqCAVz92Xpc/dl6XHzrPTTuaEDjjgYce2I3xs6dhdr69dDSta5WPYwww0suY5dcEcCB0EWdJElQVRWBQAAOhyNr1G80i7/hwOl0oqysDGVlZejs7DSEYyKRgCRJRrTRnU+dM8PoqGpWPwa7w0K3NGCxyNgOKZ0GlexJFv0GDk6cgKX/5StYcP/dOPXMszj25G6c2N4AADj25G7M/cLtcIdCJq1YF0SmDZdlbPv2QUQBKaJFT2HiJlw1bzaq5s1GR+uXcXpvOtr499+B7EqZX3RG20ybi7EOg7V26C8AByIzwqcbvuSK+mWKv5aWFrS0tCAcDvPhywK4XC64XK4+xjhtbW1oa2uDLMuGMY7TOXD/PDtjt4djVl1vPmmo/JlnRgoWiwwZVJFF6Gmo3T1DHsrp9aBu62bUbdmEI//+MN779dN4/7HtOPHUM5h2842o27oZ4ZqpQ55HSBKS3d1DHqfPmLrIsnkfRGoDndQkwvSIsTsUwuw7P4PZd9yKi0ffxavffwiR0x+iO95u6jwMDfk0ds9H/AkhDHHncDiyir9MAcgHvpGF6l6jG+NUVFQYxjitra1obW2Foijw+Xzw+/1513xaVdSUAlb8DGpJ1TDZKyU4slgasFhkbIeUdgxTe4YuFg2EQEXtVQCAm//hf+Kjl9/A6b0HceqZAxh3zdWo27oZk5cvKbpprpAkMsFF74ZKbaBDnEaL1EalUkVHhUDVgrmoWbcSR374c3jHlNPMwwxIvs3d8xF/urhzOBxXuH1aQfzxwcu6ZLbaSCaTRv/GTGMc3VGVX0fGQBu8ZpFhRgoWiwwZ5AY3ZorFjHH9VWNx7X/9fSz8yhdwcvcBHH9yNw791T/CN3YMZt12C2o3r4US8Bc+NpEgEuQ1i6A1oCnQfKa4KfJPAy72fdv7c7yxm8FAzp7ZooG50MWfHvlzuVxZDV/0v+MD/OiB+rWWZRmhUAihUAhdXV1GfePly5evMMaxK3Z0Q7XielVVNXr15sKK6x4MjiyWBiwWGXKoDG5Ukw1jjD6L6YOn4vdj9p234urPbsb5l47g2LadeP1Hv8DRnz+GmrUrMGvLRpRPm5L3ms0WXPrNt1Cnz4LnIa5ZpF5/ehL66KVuvETdM9Km5NPYPR/xl1nP53Q6DfGXSwAyTCYjFaVRFAWKoqC8vBwdHR2GKU48Hu8TjVQUZUTWx4wsWjKZ05yKI4vMSMNikSGD6kmSkYaaNDmyKOs1lv3+XpIweflSTF6+FJGzH+L4E7txuuEwGnfuw/iFczFryyZMum7xgMXpQhC2tyCOLFLXLIIwRVcn9doQb7j6QwxiUWoFNE0b0Nkz83s96QyA8+fPZx2rv/hzu91Ze/yx+GNKBbfbDbfbDU3TDGOcaDSKaDQKh8MBvz+VucLRmNGDxn0WGQvDYpEhh8rgRus2ObIo9D55ucctnzYF1/3J17HwgXtwctd+HH/qGRz8y2/BP34s6m7fhOm3rIbi9105tkzTq1BPAVLJaxYpxejwPDml7+WoT2S/p8C5xF+uyF++Dd4VRYEQAt3d3QiHw1kFIMOMFCN9gBVCwOv1wuv1QlVVI021paUFANDW1gaHwwGv12vpz8pIX8dCsGrarKZqqXNCtu/ZcE/R4TTU0oDFIkMGXWRRb51BU7OYT5TOFQxgzl23Y/adt+Lci6/h2LadeO0HP8WbD/0KNetXoW7LRoQmT8wY3Hw3Tt0NVSISohkT0RroDFeKaAE1i8VszvrDBiuULGqaltPZM5sAzFf8OZ3OnFE//c/9aW5uRnd3N4LBIOWvzDB5YdWDtyRJCAQCCAQC6OnpwUcffQQAaGpqQlNTEzweD/x+P7xeLx+8S5BSjywy9obFIkOO+TWL6dpCs2sW00/1ClmvkGVMWXEtpqy4Fs2nzuLYE7tw6plnceLpPZiweB7qtm7GxGULIUky3SHF5q0thiVFVIC2VyQyHjYQRZDzaexejPjLJfrMavDOB1uGKQyHI3U00+sYdUfV9vZ2CCHg8/ng8/ksYYxjVfGdC6uuV1PVkrxXcmSxNGCxyNgOo2aRLA21uMN+ePo0LP/Tb2LRV7+Ixh37cOLpPXj2L/4OwerxcHjcSJrQF7I/Wtpum9aAhtptlbgmEnq0kHQKIL0X5nOtVFXNq7G7/ueByCb+cglAM8QfwzDDgyRJUBQF4XAY4XDYqG/U01WtYozDQmDoaKo6YGsuu15jq4pzpjBYLDKkUNzg9Aig+WmoaYObIQojdyiEa+75LObcdTvOPfcyjj2xC5fePQ4IgVe/+2PMun0jghMnmLFkAGkhZHKKa5/xJXu7rQK64yrdHKqqIpkWvF2dXWhraxswBXQgMsVdpvjLJgBZ/DHM6MHj8cDj8UDTNMTjccTjccMYx+l0GsLRyvWNTHYGSkMtBcFlV7HLpGCxyNgOvWbRfDfU/GsW80GSZUxdtRxTVy3H/j/7/3DpnWM4sb0Bx57YjYnXLsKsLZtQvXhehjNKgetN19bpablkEEcWUzWLZMOnJ5EKEryqqqK7u3vAHn/9xZ9uShFri6GpqSk1rRCGwHM4HFAUJWdz95Fq8M4woxW7ft6EEIYwTCaTRqQxEokgEonA7XYb9Y38QOlKrPi6a6pmPLDOhhXXXAh2X/9oh8UiQ0qxZiEDjpkWi5rpkcW+fRbNxFMegisUxMbvfwuNOxpwYvse7P/Tv0Fo8kTUbdmImnUr4fC4ixs8IyJKUSBPXbMI4qifjqqq6OjoGFQA6q6E8Xg8y1Jzi79Y2sAlEPBj4sSJLP4YxoLYIUpTyBplWUYwGEQwGER3d7chHC9fvgwA8Hq98Pv98Hg8JPcjq7qL2g1NTZZ0ZJGxNywWGdthRBZ7zHcXBYhaLKSjc55wGebdeyfm3r0FHxz6LY5t24mXv/0jvPEfj2D6xptRd/st8I+vKm7dmgaKLZu6z2IqRbSw8Qdq65Dtz+0d7eju6sbFixevmFuP7jkcDrhcLsTjcTidTgSDwSsigAMdii57U2YTkpAMgwqGYayHXQROoWt0Op0oKytDWVkZOjs7jfrGRCIBSZLg8/ng9/vhcrmIVmwPrPjapyKLpRcFZoOb0oBPNAwpNJHFdLqo2ZFFIw3VXOOc1Nh9r4PkcOCqNStw1ZoV+PRYI45t24XjT+zG+4/vxOTrF2PWlk0Yv/CagcdM33yNWstkEiCoVaGuWdQNbrq6uvISgAPV/Ol1fHq9n8vlMvr9dcoSxo0bN6j4SyQSRv1PQegpRMMQJWUYZuiU8gHW5XLB5XKhoqLCMMZpa2tDW1sbZFk20lidTudIL3XUo2czcWSRsSosFhnb0VuzaLIbagF9FgseW0g5W31U1tWi8i9r0f71e3H86b1o3LEX5158DWXTJqFuyybUrL0J8gBPgo2aRbLWHIXXLObT2F3/2hqNQtVUXLhw4YpxMl08nU4n3G53n7/rX/+XC8WlQEDKy2q+2AOkhN4IL8Mw1mQ0fj51Y5yKigokEgnEYjG0traitbUViqLA7/fD5/MVZYxjlygtYN3X3oi+DRBZtMs17g9HFksDFosMKZQ1i6aLRcI01FRT+IHH9VSEseDLd+Gae7big4Mv4v1tu/DSPz+I13/0CGo3rcHM226Bf1xln59JGdwQps8iFVlUVdWI/A0mAAeL/PUXfx63G1A1VFZWXiEAzfsl6OsiDdtza55HGIaxCVSiJrPVRjKZNPo3Njc3o7m52TDG8fl8JX24t9rvpj9IHsjgxq5YVaAzhcFikbEdkkOvWTRZLMp0BjeQpEFbJujIioKa9atQs34VLr17DMe27cJ7v9mO9x57GpNvWIZZWzahat7s3jRUvT9knjdlvcF7Ps3dk8kkOju7IHp6Boz8ybIMl8uVNeqX+edsfOTzAgB8Pl9e6y8KIdFvWqLXaIhhGOtjNdEwnMiyjFAohFAohK6uLqO+8fLly2hqaupjjMPQ0puGWnp9FpnSgMUiQwpNn0WqNFS6w74kFWcSM3ZOHcbOqUP80qc48fReNO7chw+fexnh6VNRvXYFKhbPM5rBd7a3o0cMngI6kGjK1uDdqTghhEBlZeUVAtAU9PeIphXdRiSfKajFYlqz85NUhrEw/Pm8EkVREA6HEQ6H0dHRYQjHeDzeJxqpKErWn7eLkLHqa6+fDUq1ZtEu7w8mNywWGXLMvtHJDprWGRJlzaIkAXmOq0f++gg9l4KpWzdiwsZV+Pi5V/DBngN454cPw+n3wj9lIgDgwicXoPQzZckm/nJF/XL143I4ndCSKlnkL1OkCzNTTzPnKLDPYnEYapF4HnvBBwXzsPuhkbE+brcbbrfbqG+Mx+OIRqOIRqNwOp2Goyo7PpuHbqonyaXbZ5GxN/xpZ0ixU2RRDw2ZLRZVVYWa/ppIJLKmf2YKw4GQZRlVK5ahetX1uPT2MXzUcBifvvEOAODDXz6Fujtuxdg5s+BwOExrxiwkCarJwrzP+BlptGTbYQHtP4p9zxpuunygZxhmCFjBFEQIAZ/PB5/Ph2QyaRjjtLS0oKWlBS6XC36/31b3Oytc12wYe5MozdYZVrveTOGwWGTIMd3gRqKpLextnTHwevu7eeaq/8ts8xCLxaAlk7h06VKfsTLNXDIbvGeL+vUXf7Iso2xWDSLPvYKjP/lPXH73OJ59+Q1UzKxB3ZZNmLpqOWQTbNGp+yzqCpGy1m84jAME1ywyDFOCyLKMQCCAQCCAnp4eI021qakJQGpPjMfj8Hq9LAyKgFtnMFaHxSJDCsXGYbbBjS70urq7AQCJWBwtLS05DWByIYQwBJ7D4egj/lIpnBrGjx9v/N1Qr43+855QCACw+cF/widvvI33t+3CC//wb3j9wZ+jtn4dZn5mAzzh8uLnkSRSJ1ExLE9TBb2IkzJqLxmGsTwsbArH4XCgrKwMZWVl6OrqwieffAJVVfHpp58a0Ui/3w+32z3SS7UN+t4kyRxZZKwJi0WGFIrWGXqfxVx9C3P188sWAcwUf+2fNgMAYm1taGlpgRDCiOo5HI4+bp/ZIoAD3RAVtwuammqUbDZ6RFRWFNTWr0dt/Xp88sZbOLZtF976xeN455dPYOqq6zFryyZU1tUWMQFxZJHQWKjPHHm+D4t9z0oFutIyDDP88OfTPBRFgSRJcLlcCAQCRsQxFosZD0kHMsYZKawmXrRkeu8bILJotTXnC3/eSgMWi4zl6S/uOrq6AADxWAyXLl26QgzmQhd/euTP5XL1EXud6fTW8rIQpkyZYurNWUiSUcRu2phG6wy9GXzv7z5+4TyMXzgPbRcu4viTu3HqmQM4s/95VNbNQN3WTZhy0/WQ8jQoEJL5gr/P+MMgsobDDdXY6HlvZBjGBOwiEIQQ8Hg88Hg80DTNEIyZxji6o6qp/XNLBH3vNstnwGrY5X3M5IbFIkNKtijNYH39+kcF+xNvbwcAdHV0oqury3D61MVf/3q/fBu8y50pESogTL+5pcQijYoQUu5ay8CEKiz5gy9j/pfvwum9h3D8iV147m+/Dc8PfoaZn9mA2vp18JSXDTw+cWSxt9aPVpDSt87gmkWGsRN8iDUfIYQhDJPJpCEcI5EIIpEI3G43/H4/vF7vsIsj6xrcDFyzCFhvzczogsUiQ0pXVxdUVcVHH32UcgUd4CCd2dDd6XTC7XZnbfOAqk9wDIDf58PEiRPNW6xEF+ESIqOtgtk3/TyMVZweD2bddgtmfWYDPj5yFMe27cLRnz6Kdx55HNNW34BZWzahorYm+/DUNYv6/kgp5kT+aajFT5F+HTi0yDCWhdPizGWg6ynLMoLBIILBILq7uxGLxRCLxXD58mUAMNJUPR7PcC3XkmjJ9DXkyCJjUVgsMqToN4lMs5dMUVhI5E9HVlIOn7lqFoteqxEZMrklBwAhm99LUI/aikJErhCoXrIA1UsWoPX8xzj+5G6c3nMQp/Yewti5s1C3ZRMm33itUReq/wytGyp9f0JRoFgs5kCp146C8lrZGDvX3TClhdXfh3YTtPlcT6fTifLycpSXl6Ozs9Oob4zH45AkyRCOFHX9Ola9rqreZzGHa7ed7512XjvTC4tFhhSXy4Wenh6MHTvWtDElOfW2NbvPoqS35EiaH0XTI4uqqppes1Fs+mNoUjWW/eEDWHD/3Ti95wCOPbkbh//6n+GrrMDM2zagdtNauELBVAotaWRxOAxu6NKADbLUjjIMY12sfoi1+vqKxeVyweVyIRwOo729HbFYDG1tbWhra4PD4YDf74fP54PThNZPtkBPj5W4npOxJiwWGVIo3FDltDGL6aJugNq/oWLUIph8LVJP7fSIVnHXQ/F5Ubd1M2bdvhEfv/oGjm3bhTf+45d46+ePYdqaFeiOJ4iFli6y7G1wIxnvH9JpbEepHngZe2LV6NJoRAgBr9cLr9cLVVWRSCQQi8XQ0tKClpYWKIpiCMdSNsYxHpRyZJGxKCwWGdshOdN9Fk0Wi8Zhn+K0r0fPCKKWxthDPAQJScLEaxdj4rWL0frheRx7YjdONxxCT0cnZJcL555/GZOuX2JaGm3mvAC1wQ2to2t6ltQXPowyDDOKMEMMSJLUxxhHr29sbm5Gc3MzPB6PYYxT7HxWNbjRzzKl6obK2B8WiwwpFDdlXayY3oqCUNAZKa4EQqI3omXeukNTJuHaP/4qFj5wN/b+8V+h5ew5HPxf/wj/uErMvP0W1G5cAyXgN2Wu3vcItcFN/tdnSDWL4NAiwzDFM9qjn7IsIxQKIRQKoauryxCO7e3tRjSypIxx1NLus2jXtTO9sFhkyKFKQzW7ZhEEokvH8HAxUeAaN2Ajsmja0AaK34+yaZPQ3d6OxV+/F8e27cLrDz6Moz/9NWrW3YS6LRtRNnXy0CYxahapDW4K+LfFzCHpdamj+6DHMHaBD7HWR1EUhMNho75RN8XRjXH0aKSiKCO91KLRXeIlmSOLjDVhsciQQhJZTKehFlujlwvaNFQ9GkrXlsNsd9jM8TVVxeTlyzB5+TJEzn6IY9t24fTeQ2jc0YDxi65B3ZZNmHjtogH7ROUefxiMYYQg739ovNdHeVSAYZjRw3BGjjweDzweDyoqKoz6xmg0img0CqfTadQ3OhwDH22t9pDA6LMoSrPPop3XzqRgsciQQlEr1uuGau7h36idS1IIOkLHT5NqFnMhpL5RufJpU3D9f/8GFv3+F3Fy134cf+oZHPh//gGBCeMw6/aNmL5hNRS/L//xxTBEFiWJvP9hr+hlscgwVoU/n/ZHCAGfzwefz4dkMmkIx0gkgkgkApfLZQhHW9QB6nufHdZaIJqmlbQ50WiBxSJjO2Sn7oZqciTNEC3mR+j09BIzBZEuTozIIlXkLEdUzhUMYM5dt2P2nbfi3Iuv4ti2XXjt+z/Fmw/9CjXrV6Pu9o0ITa4efHgip9j+ULuUGsY/fBZlGEujR8OsGvGwqhGLFZFlGYFAAIFAAD09PUZ9Y1NTE5qamvrUN1r1uvamoZaeGypTGrBYZEixU2QRSJmUqBSiizCyqBvzUIktIQ38GgpZxpQV12HKiuvQfPIMjj2xG6d27cOJp55B9dIFqNuyCdVLFxjX4MoB9PVT9nKU8r4+RW/K+kNh7p3BMMwowUqRWofDgbKyMpSVlfUxxkkkEpAkCS6XC4C11gz0PqAuxT6LLHRLAxaLjO0QemSRQHhJktSbEmIigqAesvcGTNvUXq9ZzIfwjKuw/M++iUVf/SIad+7Diaf3YP+f/y2CE8dj1pZNmL5+FZzevg52Yhj6EwpBPAEAAfp0WjvDhwbGCmQKBX4/li79jXFisRji8TgA4PLlywgEAvD5fNYwxknvGblq/q0mbpnRB4tFhhSKzVgy0v0IbqAFCKPChtXrIWmioQCdSEnVLBY2trsshGvu+Szm3HU7zj33Et7ftguv/tuP8eaPf4npt6xG3e2bEKiu6vMz5AY3xPttbzot7TwMwzBM/ujGOH6/H7/73e8gyzJaW1vR2tpqGOP4/f4Rq63Ts5mMLKESgx/K2B8Wi4ztkB2pG7rprTMACFmQpKH2CgkKQUTsJjoEAS3JMqauugFTV92AyydO4fi2XTjx9F4ce2I3Jl67EHVbNg+PMYwQBV2fofRZpDbSYRimeOwUpbHLIdsu69QJh8NQFMWINurGOG63G36/H16vd1iNcQw31BKMLNp57UwvLBYZUihqFoXTCYAqDVU2vSUHQNuDz3gaSRhZNOM1HDNzOm74n3+ERV+7F407GnBi+x7s+x9/DW9lBQCgp71jyHPkQojCahaLEovURkPMqIcPXgwzdIQQkGUZoVAIoVAI3d3dRn3j5cuXAQA+n88wxqFGzzgaqPWU3QR5JnZeO5OCxSJDjvkGN3rPQhojGkoTGpKx0zdiEmOe9Phmps96wmWYd++dmPOF2/Hh4Zdw9KePAgD2/Nf/F7X161B3+y3wV40zbT4gVbNIXUtIbTTEMAzDmI/T6UR5eTnKy8vR0dGBeDxu/CdJktGGQzfIMRs966UUxSLXqpcGLBYZUihuEpQ9C1NuqBR9FtObgIlrNq6tRF2zmH9UrhBkpxNXrVkBWXHi0F/9E8bNrcPxbbvw/m92YPLyJajbsglVC+aaMtdAm7BpGA2VWSwyDDN6sJsYGGi9brcbbre7jzFONBpFNBqFw+Ew6hsdDvOOz4OloTLMSMNikSGHKnWKwiwm5YZKUQupu6FSCFHi1hNE0dbe4VPrX/j7X4Q7FMSJ7XvQuL0B5154FeXTJmPW1k2oWbMC8pCe6mZE/fI42BTzOkmG423BP8owzAhgVZFj1X6AowkhBLxeL7xeL1RVRSKRQCwWQ0tLC1paWuByueDz+eDz+YZsjKMldTfU0uuzaOe1M72wWGRIobxJkETSJIlkXCNVlMINdRgii6S1UhkbpHdMGAu+/AVcc89n8cHBF/H+4zvx0v/9Id740SOo3bwGMz+zAb6xlUXPQbpxGanGrBYZhil9RksNrZ6K6vf70dPTg3g8jlgshubmZjQ3NxtOq16vt6j9pbfPIkcWGWvCYpGxLZpGEAGUJJraP8MN1bzN1diUjMAiUc0ikYA2xs+SoisrCmrWr0LN+lX43TvHcHzbLrz766fx7qNPYfKN16Ju62aMm1tXwBypr5qmgerxhWFwM0oOUAxjR/jzaT52iRyZEbF1OByGMU5XV5dhjNPe3m5EIws1xulNQ80eobT7e9Yu7w8mNywWGVJII4tJ82+gqTRUmxncpDcYqtYZIuUOQzI2kHFtcmyI4+bWYdzcOsQvfYoTT+9F4859+PDwSwhPn4a6rZswbfUNkAdprGwIUsJNV5Lp52AYxjz4EMsMBUVREA6H+9Q3JhKJPsY4fr8fyiD7k/4wthT7LHIaamnAYpEhhfIm0RWLmz+oJEiiaJJkvoNr/8giVesMqmvSS35C2je2EgsfuAfzvnQHzjz7PI49vhMv/p/v4fUHH8aM+rWY9Zlb4B0THmgK2rYWBNFjhmFGH3aPJFkVyuvq8Xjg8XigaZpR36gb4zidTkM4ZqtvZIMbxuqwWGRsR7KzEwAQu3gJOx74b5j9udswddVyo6XGUEilXJqf3grS1bsRZgAAIABJREFUyCJtU3shJLKoJVD4+mWXCzM2rsGMjWtw8ei7OLZtF9755RN47z+fwpSbrkXdls2onD2z7xwi/024+D6Lqa980MsOXxfGCmS+DzniMTT4M30lQgjD+CaZTBr1jZFIBJFIBG6326hvNEzR8hCLdn2vcmSxNGCxyJBitLkw8YYhu1yAADzlZUh29+D5v/s23vzxL3H1HfWYsXENHB530WNLkkQk6AhNaPRrTGCeA6TEHGlkcQgpolXz56Bq/hzELv4Ox5/ag5O79uPsgRcxZuZ0zNq6CVNXXg/Z6ey9RhxZHHb4oMAwzGhElmUEg0EEg0F0d3cbwvHy5csAYNQ3qj1pgxuZI4uMNWGxyNgSIQQUnxe3/fQ7OP/yEbz36NN49XsP4ejPH8Os2zZg1u0b4SkvK3xgSSKphSTtDWm0bKCqWaTdwIQJLqL+qnFY/LV7Mf/3Pocz/z975x0exXWv/3dmtldphQqoUESVhCg2BhuMjQ3GpmOKwTZ24iTXzi/dNzeJk5ueOHGq06tvXLDppmOwsXHvjSKawTTR1baprHZ3fn+sZrSSdqXd1ZxlZvX9PA+PEGjPOZqdnTnvvN/ywis4uGE7Xn/4D/jg709gxLyZ7U/AWRZ1FaTcURKLBKFWtPD51MIatciVbEmi1+uRlZWFrKwstLS0yMKxsbERdbW1AIDW1mDc12v1oRs5i5kBiUWCKSycxbaBI+KC41B87QQUXzsBlw8dRdXqTdi3cgOq1mxG6cxpKF86D46iAQkPy/NsQi7b+ywyGJvrvdjqlqgQWhY5FUqGb+pMJgyfOxPD587EuQ/24vCG7fj4ibXyHDVHjqFgbEWv54lF9LlOEATRW9S+yaZ+kKlhNBphNBrlwjg1ushW/NLlS/CGWuX8Rr1eT/cTQhWQWCQ0CQcg3El45Y4ajht//C14qs+hau0WHN+1B0e3vYCSKdegYtkC5JaNiD1Y9Lg8mwb0clsFBUNF2wvcsM5ZjBL8TMbvmLehFAOuGoMBV42B9+wFvPGrP+PivoPY9Y0fILdsOEYtmo2BU68Fr+t6CUx540NhqARBEKpHTeLWbDbDZrUAAFz9+iEo8HC73XC73TAYDLBarQDUteZk0fLaiQgUIE0whZ3bwsWt/ukoGoBrH3wAi1b/A5V3L8KFj6uw40sPYedXv4czb73X/WaeF5jk/rWHirLLWWTR8gNg2/YDgOxcsooRtRcWYODUiQCAq+6/By0eL1796e+xftn92LdyHZob3IrMw7dbpIqMRxAEQWQ+0p7D4XCgoKAAxcXFyM7OhiiKqK+vBwB4vV74fD5yGokrAjmLhDZJoPefOTsL4+67E6OX345PduzGwXVb8dJ3fwFnSREqls3H4OlTI8VPooiEoTLIWWQouDpXVFMa1j0K5fHTUERn+OzpqLhjPs6+9xEObdiOjx5bhX1PrsPgm6/HqEVz4Bo6OPU5qOw5QWgKcjyUQSvHUa1CS15X2z1EEAQ4nU44nU40NzfjwoULCIVCqKmpQW1trVwYx2w2X8FVJ45Wzg8iPiQWCaawukhEtGJiF36d2YRRi+ZgxILbcOrlN3Bg9Wa88au/4MPHnkHZojkYPvcWGGxtoR6swlB55QVRusJQWbb9AKJbZ6ShPUc4DHAcCq8Zj8JrxsN95iwOb9yBYztfwrGde5A/ehT6T58C19jy5OdIR8VVgiD6DLTJZoPajmt764yu69K3PdDOysqC0WiUi+L4/X7wPC/nNxoMhrSuOREopzVzILFIpAXFhQyX/Ji8IGDwzVMx+OapOPfBXlSt2ogP/vkU9q1cj+Fzb0HZojlt1VCV77MoicUwix6OjEWKnFPI7KmstH5Gw0fP0el3cBYXYuJXv4Bxn7sLx3e+iEPP7sDHv/8XTK4slC+eg2GzZ8DosCc1k0ofXhMEAarOqCRqdeq0hhSGyvfQZ9FkMsFkMkEURTQ1NcHn88Hj8cDj8UCv18NqtcJms0EXIxefIHoDnVEEU9jdlHvnAErFT+qOncCB1ZtwcP1WHFq/DUaHDdb8XAXXGYFFn8UuziKjME4lWlskND7DjUdPOaMGqwWjFs3FyIWzUbXrJZzY8SI++OdKfPz4WgyZMRWjbp+F7CGDEpyNNlAEoVZEUZQFI4lGZdDKcVSruJX3MgmmMnAcB4vFAovFgnA4LLfhaGhoQENDA4xGI2w2GywWC4S2lk5XAnIWMwcSi0RaUN5Z5BSxcFxDB2Pq/34D4z9/Fw6u34rDG3egqd6N3d/5GSqWLVCuzQLDIjQc85xFqXALI+uP9fhRU/R0znA8j/yrxyBr9EjYgmEc3vgcjj//Mj7ZvhsFY8sxatEcFF83odsWIirdjxAEoRHUKmoINoTDiTmLseB5Hna7HXa7HcFgUBaOtbW1qK2tjVRbbROOJNqIVCGxSDCFXc4ip+gN1VaQh2u+/DnUHj2Oxku1qD1yDLu+8QP0GzEU5csXYOD1k3rVY5AX2IVyMnfmGLii0bBwXbtOknyl0qxBJZj0jfsx/gt34ZMdL+Lwxuew5/uPwFaQh5ELb8OwWTfDYLN1fSHlLBKEaom+Tqp986z29WlN1KrW6Wq798XaYyRzjHU6nVwYJxAIwOfzwefzoampCRzHwWq1wmq1pq0wjmqPN5E0JBYJpjBrnZFCzmIi6AwGmPu5MPN3P8bxXS+jau1mvPKj38A+IB/lS+dj6K3TIBiNyS9XOg4M2nJI+XjMWmfI76E2x2+bJDJHgoI0+twy2GwoXzofZYvn4syb7+HQhm14/29P4OP/rEbpLTdg1O2z4RxYHP1qJVeueWijQBAEER9RqmXQzbUy2euowWCAy+WCy+WS8xsl11EQBDm/UY2FcQj1QWKR0CQcxzNxojhBAMQwBIMBw+fegmGzp+PMG+/iwOqNePvRf+Lj/6zGyIWzMHLBrTA6HYkPLOfMsQhDZZ1TyNhZlF0/JsN3mEPsxSQcz6NkykSUTJmI+k9P4tCz23Fs58s4suV5DLiqEiMXzY7MQVqRIAiCSJBwOAxOiB25pMRDcbPZDLPZDFEU4ff74ff7OxTGkSqqsspvpAeG2ofEIsEUlmGoTHLcOA5iKCpMiedRcv0klFw/CRf3H0LVqo34+PHV2L9qI4bNugnlS+bC1r+g52FZCq40OX/MVBBDIS3BJeks9kT2kEG47ptfwlVfWIFPduzG4Y3P4aXv/gIA0OL2KDIHQRB9E62Fd2oN1YmXcLjbfEWl4DhOFoahUEh2Guvr61FfXw+TySTnNyqxHgpDzRxILBLahAMTJ4rneTnZvDP5o0chf/QouE+dwYE1m3F06ws4snknBt1wLcqXLUTO8NL4y2XQ3kIak3nOH2vnUrqPMMxZlHNBFN6EGZ0OVCy/HWVL5+P06+/glR/9BuEgg/YoBNEGbbwItUBiQBnEsAjwsV09Vg8OBEGAw+GAw+FAa2urLBxramoAQM5vtFgsTOYntAWJRYIp7HIW+fY4fyWHFXigh3GdA4sx+Vtfxrj77sShZ7fj6JZdOLHnTRSMq0DF8oUonDAuxnIZVixlXE2Uec5iD20tFCXB3yGVHp6DbrgOrwAwZiURnkwQRFoh167volZxGw6HwfVg5LFcs16vR1ZWFrKystDS0iLnN/r9fvA8L+c3GpOs16DW400kD4lFQpNwPIdwkE0bikQdNEs/F676rxWovHsxjm57HgfXbcXub/0U2UMGonzZAgy+aQr4thyA9rxC5Z1Fub4Nk+I5aapWCnatPwBEhbr2/KN0YyOIvgF91glVEA6Dj+Msphuj0Qij0YicnBy5MI7X64XX64VOp5OFo16v73EsejCTOZBYJJjCylmM5CwqOmTbuPHDUOOht5hRvnQ+Rt0+GydefA0H1mzC6w//AR/9+2mULZ6LYXOmg2u7EbBpncHWmWPdZ7E9RJTJ8JE5WDncsaAbJEEQvUBrjoxW1qlW8RIOheQHmvG4EsdYKoyTk5ODxsZG+Hw+uN1uuN1uGAwG2Gw2WK3WHgvjaOX8IOJDYpFICyzEIhPhJXApt6DgdTqUzpyG0pnTcPadD3Fg9Ua899f/YO+TazBkxo2RH2IZhsosZ5Gxs5iG1hnyvYrEIkH0abTUZ5HoG4gi0lLgJlV4nu9QGEfq31hXV4e6ujq5MI7VaqXPVIZCYpFgCrMLB8cx2ZRz3RS4SYbCieNROHE8ag5/gqrVm3Fk83MAgGPPv4z8MRVwlhT2eg65wI1cPIdNYRXWrlxawlwVroYafx6QWIyDWp/qE30LOg8J1REOyakqnVGbyywIApxOJ5xOJwKBgJzfWFNTg9raWlgsFthsNpjNZvk1alk7kTokFgmmMGudwfNgEbcY6d+onMPVb+Qw3PCjb6Lm8CfY/sVvo/bwMWy69ysomXINyu9YgLyKkYrMw/FsnFZpbIBdTiEH9iGinFw9oOc5enfOcqQVCYLoE6hNyPSEWh8UhEPhHsNQ1YjBYIDL5YLL5UJzc3OXwjgmk+lKL5FQCBKLhCZhlrMo8EzCOR1F/QEAlfcuhRgM4fDG53D69XeRVzES5cvmo+S6a6JiJZNDFEVwvMBOzHFs2k7I48s6jqWz2DYFyyI6bah1Q0IQREfULnLUvj5CGcRu+ixq5X5iMplgMpnk/Ea/34/GxkYAQGNjIxwOqhKuZUgsEkxh1zqDkYOjUBhqF9oUkd5oQtndc1GxbAGO7XwJVWu2YM//PgJnSSHKls5D6YwbIBgMKQzPJiwXQFSfRUZCi7EYjUyRzqe22ri5pwva8BIEQXRDOAyuhyIxWoHjOLlHY2NjIy5dukS9GjMA7fneBIG2zT8DccHzyoahRo8LtBdx0ZlMGLlgFm5f+Rfc8IP/hs5kxFu/+Rs2LH8A+5/egIDPl9wEHM+udQbHuNoqazEamSWpOXrzu2rlSTBBEERv0OK1To0Pr8SwKEe/dPk/jYX6RiOtWc3Fe4jEIGeRYAozZ5HnwCRnkU+9GmqP4wIQOwk6ThAwaNpkDJo2Gec/3IeqNZvx4b+fxr6n12P47BkoWzIX1rzc2GNGHVs+LTmLrFpzsBWjQNTvwLjPIsfmtCQIog+hRRFGpE5YRX0WWaBFoUt0hMQioUl4jmezJ+cFNmGonZzFWPQfX4n+4ytRd/wkDq7ZjEMbd+DQxh0YctP1KF82H9lDBsV9LcfzbNpyAO25lKw2MFwanEVqnUEQBLQlxNS+ydbSsQTa8vvVeEzDoUi9hG5Q5boTRMtrJyKQWCSYwspZZJWjx/NcF/dPCdrbQ/Q8tqt0EKZ892sY9/k7cXD9Nhzd9jyOv/AKCq8Zh/I75qP/+MoYE2i4GqpUMpxp5wz2eZHtaGsDRRAE0RtIDPSOcFhMc149QSQHiUVCm3BsLqwscyGB5EI5rXm5mPD/Posx9yzBkS27cGjDdjz/3z9CzvAhqFi2AAOum9Bh3ayroTJ7isy4j2NkDrCfQ4K0IkFoAhI5fQu1OqFiOBxXLGo5Z1HLayc6QmKRYAqzPosCy2qoDJrb9yLU0mCzYfSdi1C2eC6Ov/AKDq7ZjFd+8jvYCvJQcPMUZM2/NdJnkVVOYZqcRZZhqMkK3pQ3FZx6NyQE0dcJh8Ns0gwURmvXEBIDvSQcbo+wIQgVQmKRSAuKh6EychZ5nocYYie6eiPoBIMBw2fPwPBZ03H6zXdx4JmNOPb0szi9ZRfCwSBCzc0KrjYK1n0Wwd5Z5NKRFxmZiZxFgkgj4XAYoVBI/hoMBuXvpb9L34uiiFCo/WFgQ0MD9Ho9DCm0KyIIpQgn4CxqEXIWMwcSiwRTmDmLjMJFI+OyC+cUlXAtOQ4lkyeicNLVOPDSq7j44hs4/86HOL77VQgmE8qXzIO9sKD380jTsa6GyqchnzCNT21FUosx0fKmh0gvoigiGAzKAlASgbEEYbzziud5CIIAQRCg1+vlv58/f17+mcbGRpw7dw4GgwEOhwNWq5U2thmMWgvciKH4YpEg1ACJRYIpzArcCIwu+DzHLEyJE5QXuM5hgzF44lXY+dmvQ2+14NiO3Ti6dRcGXn8typfNR7+Rw3o9B7P2J+0TRL4yEultk0S+MBK8HSBRRBBdkFy96D/xBGGyAjDWn3hEi4X+/fsjFArB5/OhpqYGtbW1sFqtcDgc5DYS6UOMX+BGy+6cltdOdITEIqFJOI5NT6JIGCqrFhQ8wozGFvR65JWPxPhHf4pDG7bjyJadOPnKmygYW46KZQtROHF8ymMnU8m1d+MzGb5tjsQFb6/6LIKiUIm+QywBGE8QJiIATSZTSgIwVQRBgM1mg9PpRHNzM7xeL3w+H3w+H/R6vew2prupuFZceBIDytBdGCpBqAESiwRTmLbOYAAnNcYVxXbHSyF4nl17C3AcIIZhdmVj/Bfuxui7F+GTbbtxcN0W7P7Oz5A1uBgVdyzA4JuvB69L8mPPvM+iNDzLAjdpqLgamSk97iVBMCIRASj9UaMATBWTyQSTyYScnBz4fD54vV7U1tZ2cBuNRmNa10QiTHnUeEzFUKhHsajGdSeKltdORCCxSGiSnhrYpj5ueyEUTuGNDMfzgILuXLQA6lw8R282o2zJXIy8fRZOvPQ6qlZvwuu//BM+fOwZlC2eg+FzboHeYk583WDoLKZByKWvwA1BsCPVz4jSAtBoNGpCAKYCz/NwOBxwOBxoaWmB1+uF3++H3++HXq+H3W6H1WrV/O9JqAcxLGZkNVStOOREz5BYJJjCtMANlE9Yl6qshsNh5TcDjHshxsq15AUBpTNuQOmMG3D2vY9QtXoT3v/bE9j35DoMnzcTZYtmw5zj6mFstmJOfqLK0pGTb8SMb15cGuYg+jTRn0cSgMmTzHXMaDTCaDTC5XLB7/fD6/Wirq4OdXV1sFqtsNvtMJlMDFerbrQmBlRb4CYcBq+PnSOrtWMcCzUecyI5SCwSaUH5MNQ2URcKQUg2rDKBcZV0ANvH5hBmVVFU6LmKa+GEcSicMA61R4+javVGVK3ZhIPrtmLIjKmouGM+nAOLY4/NuBqq3IMyIwrccFTghkiZngRgc3MzwuEwTp06RQIwjfA8D7vdDrvdjkAgIOc2+v1+6HQ62O122Gw2OqZESojhcI+CSouCi3JaMwcSiwRTmDuLra2AkmJRkEIuld/w84zCUNu+SXjNOcNLMfUH38T48xdQtW4rPtnxEo499xKKr70a5csXIn/0qM4TRb6yainCszvmXeZgXOAmohVJLBLtKOkAStjtdhKACpDKZ91gMCAnJ6eD21hfX4/6+npYLBbY7XaYzYmF+LNYHxEftV6bxQzts0hkDiQWibSg9AWPb9sUhYIhRU/i6DBUxeE4hhVFky+eY+tfgIlf/QLG3nsHDm/aicMbd2DnV7+H3LJhqFi2EMWTrwHH88zFnBwgyjRnkf0cAEWh9hWuVAhobW0t/H4/XK7uQ8eJ+Ch1DeA4DjabDTabDYFAQK6i2tjYCEEQZCcykwU8OUfKEKmRkHnVUOn8yBxILBJMYXaRaBs3HFKgyX30sFJuG4swVEFQNNSyQ4EbLvWWH0anA2PuXYqKZfNxbOceVK3djD0/+BUcRf1RvnQ+sgaXtM3D1llkGb4pPQRIh5AjrahNKAeQSBWDwQCXy4Xs7Gz4/X74fD40NDSgoaEBZrMZDodDMbeRyDzEcDhuexYSXIQaILFIpAVWOYtia1DZcQXJWVRWhAKRi70YYlgkppdiTjAaMWL+rRg+9xaceu1tVK3ahLd+93cYbFYAQKu/SYmldoV1aw4gpfYcKRVD4EA5i3G4EuFUJACJzkS/z0pvwKPdxtbWVjm38eLFix3yHnU9pE5Q6CEb1FvgRgQyuM+iGo85kRwkFglNwkuiLqSwWGzrs8gi5FIJQReLWK0zegPH8xh0w3UYdMN1uLD3AD567Blc2n8Yb/76z6g5/AnKFs+FrSBPkbnaJ2UXoiuNDyAhIde7GxvDXpoaRemNQjoFIM/ztNEhUkKv18tuY2NjI7xeL9xuN9xuN0wmExwOBywWS7djaOXc08o61Up3OYtahlzRzIHEIsEcFhcKqQdiSGlnkWMYhspzbHIhEQmzZCFSCsZUYNI37seW+76B3LIROLJpJw5veg6DbpyMimUL4Bo6WJF5OMaFYdr7LJKQUyMkAIlMheM4WK1WWK1WBINBeL1eeL1eXLp0CTzPw2azwW63Q6/XX+ml9gnU+NmPhKFmXjVUInMgsUhoEmbOosCuwA3H8+yKxPAMi+e03aRGLLgNU777NRzasB1Ht+zCiRdfw4CrKlG+fCEGXDWml3OwEbvy+PJTW2qdkS4kAdja2goA8Pv9aGxsJAFIqIZ0nzM6nQ7Z2dkd3EaPxwOPxwOTyQS73d6j26gmKIpCGcRQGOBjh7Fr+RiTs5g5kFgkmMNxDELz5JxFpQvcsKv8yfE8wCAXUhQj+Q7sKq1KvSdFWHP74eoH7kXl3YtxdOvzOLh+K1745o/hGjoYFcvmY9CNk2XXN7k5uDT0QEzufU05ZzGD6Y0D6Ha7AZAAJAgAsFgssFgsCIVCstt4+fJl8DzfY06j2tDK51StwksU4xe4kdDKMSYyE21dkQiijfbWGazCUBkUuOF5Vq0KU2qdkfjgUtXV9sUbbFZULF+IUYvn4MTuV3Fg9Wa8+rNH8eG/n0HZ4jkYNms6dGZTEnOkx1lMy2ZBpRuSeLAOAQ0EAvB4PMjPz4fJZKJND0FEIQgCsrKykJWVhaamJni9XjQ2NgIAzp8/D7vdDqvVSp8bhVDjcRTDYnsl9s7/p7H7STRaXjvRERKLBHNYOItyIRqlW2e0idAwC2eR45hUWY2Mzd5ZjOXKCXo9ht52M4beehPOvP0+qlZtwrt//j98/MRajFxwK0YunAVzdlYCc6inwE0vJ1JF6ww15QD6/X4AkU2xGjdqBKEWzGYzzGYz6urq4PF4EAqFUFNTg9raWjm30WAwXOllypAYUAYxFMroaqiE9iGxSGgSOWdR8TDUNhctxZ6F3Y4t8IqLFWnzzTKMM7qfYzc/hOJrJ6D42gm4fPAIDqzehH0rN6BqzWYMvXUaypbOh6OwfzevZ13gpu0vjDc3HMPWGawEoBT2RiGgRF9ASwKnqKgITU1N8Pl8cqiqwWCQ3caeQheJjqi1dUa4m2qoWjpfY6HG400kD4lFgjlMnMU2sah4GKrcIJ6By8XxTERoZGgeYYUrw7aPnVyF2NyyEZj2k2/DU30OVWu34NjOPTiy9QUMvH4iypctQO6o4V3n4JQX0p0mAJDcjTelczZJsaikAOR5voMAFARBFoHS93TjJoh2tPB5kNxGl8sFn88Hn8+H2tpa1NXVwWq1wuFwqMptJFJAFOUH4JmEWsU5kTwkFglNIuUsKt9nkV01VJ5XPi9PEuJMigjJk6SW7+coGoBrH3wAYz+7DIc37sDhjc/h1KtvI7+yDOXL5qN40tWyiON4tlVEE3JHO/1sqogAgsGgYgLQYDBAp9ORACQIBdCqUyMIApxOJ5xOJ1paWuDxeGTxqNfrYbfbYbPZyG3sBrWKFzEUlu+zBKFGSCwSzGHZZ1Fk5CyyqYbKsL0F02qoUo/C1MY3Z2dh3H13YvTy2/HJjt04uG4rXvruL+AcWISKO+Zj8PSpEdeVYc5ie+Gi1N7XRB1AURQRDoVQXV0dcw2S6DMYDF1y/6IFoRo3NARBqAOj0Yjc3Fzk5OTIIap1dXUd3Eaj0ch8HdQaQRkiYajxj6FWj69axTmRPCQWibSg9NNc2VkMKisw2ttEMBAuDAUdOJZ9FpWpJKozmzBq0RyMWHAbTu55A1VrNuGNX/0FHz72DMKtrQgFWpVYbmy4rn0W4wnApqYmAMDFixcRDoe7dQA5jpPFnsFgADgOHMchJyenixikmyZBqAutfyZ5nofD4YDD4ZCrDvv9fvj9fuj1ethsNthsNggptDMi0kg4LO9pOqNVJxzQ9tqJjpBYJJjDxllsEzCKO4uRtbIIQ2XlLIqiCE5g13qiPWdRmfF5QcCQ6VMxZPpUnHt/L6pWb8S5D/bh2M490FstKFs0B5bcnJTGjicA3Q0NAIC6ujroqqu7FYDRxHIAuxOAPMcD4GC321Nafyai9Q05QVwJkv3cGAwG9OvXDy6XC36/H16vF/X19aivr4fVaoXNZoPZbGa0Wu2gxutRONx9NVQ1rjlRtLx2oh0Si0RaYOYsKt06Qw5DZZGzKDB0/zgmobNtgwNg85RwwNVjMODqMVg9/x4Y7XYcXL8Vh9Zvw5AZU1F+x3xkDSpRpAhMU3PELYTYswCUCkjk5+en+ESenqYShFrJdLeD53nY7XbY7XYEAgF4vV74fD74/X7odDo5t1FJt5EEQe8Qw6BcU0LVkFgkmMMyZ1F5sSj1b2RRDZVNLqQoihGRy6KCK3qfsxiLzgKQ0wlwlQ/H1d/7Go5v3YUTL72BYzv3wDVmFIpvnQbniNIu51HnENBuBaDehHcBOJ1O5OXlKfZ7dIbjONKKBKERMl3kGAwG5OTkxHQbLRYL7HZ7n3IbVZtDFw7FzVnU+sMNVR5vImlILBLMYVGpM9DW6PvC3oMoveVG8DplTmVZGDG4QHOCgHAooOyY0oWY49i15UgwZ7E3DmA4LKK5pRlhixFD71yIIQtuQ/WLr+HUrpex95G/InvYEIxcPBvF10+CXq9POgewPWWR8Y2XA0gtEgTRG1hUzZbyFwOBgFxFtbGxEYIgyE5ksm6j1oWMWgiHw3HDULV8jFUrzomkIbFIaBIxGHEUP33+ZVzaW4WK5Qsx9LabIPSy31R7GKqyjiXQJpoZCTqeF5jcVERRRLDNvQ00N8Pr9SYdApqIA6jT62Cz2DBw4ED5dSXDh2Li5+7C8V17ULVmC976xZ9w4Ml1KF86H0NvnZbcey3dsFj3WSQIhtA52Xdgtck2GAxwuVzIzs6G3++Hz+dDQ0MDGhoaYDabYbfbYbFYVLE2phiKAAAgAElEQVRWpVHr50cMhbsNQ9XK8SUyFxKLBHNYOIu2gkgo4fC5t6DhxGm8/eg/sfepdahYtgAj5t4CIcWy4bJYZCDqIqGiyj8xjoydeIhrsg5gsDGS7+f1eFFbWyvPm2gIaCI3uoh72XX9gsGA4XNnYtjsGTj9+ruoWr0Rb//+H/j4/1Zh5O2zMHLBbTA6Eigmk0RF117fmNW5HyEIgpCJdhtbW1vl3MampqYOeY86haJ2iO6RUmAyCXIWMwe6ChCahGu7gdkLC3Dtgw/gwkf7sffJtXjvL//B/qc3oHzpfIxYcCv0SeZjyGKRRRgqzzMsQsMjHAqhpaUl5SIw8QRg2GwFANjtNhQVFTFpA9GTkOZ4HgOnTsLAqZNwcd9BVK3ehI//sxr7n9mIYbNuQvnSebAV5Md/vWQsMuzl2DYTSC0SBKEl9Ho9XC5Xh9xGt9sNt9sNk8kEu90Oq9Xa5XVqdeq0hCjVXcjAPotE5kBikWAOz/MIKtziQqqGKl1oC8aNRsG40bh04BD2PbUeH/zzKRxYvQmjFs/BqIWzYLB1vdHFgkUxF3lsjkuqJUciDmAwGEQwGIS/sRHB1gDOnz/fZc7eOoDB5mYAgMAL7J4yJ1H8J7+yDPmVZWg4eRpVa7bg6NYXcGTzTgy68TqU37EAOcNLuw7PpanSHMN+lwRB9J5ogaPWTfiVFGFWqxVWqxXBYBBerxderxeXL19GbW0tbDYb7HY79Hr9FVtfb1Cj0yXtCeKFoWpZkKvxeBOpQWKR0CS8rq0aarBjbmFexShMf+T7qDn8CfavXI+P/28VDq7ZjJG3z0LZ4rk9hiwyDUMVIhVLg8Fgr9pARAtAjuPA8zyMJhP8PI+8vDzFG8FLx4RVtVVAClVObvysQSWY/O0vY9zn7sShDdtwdOvzOPHSG+g/fjTKly1E4YSx7eOn8BAglZs0x2n75k4QBAEAOp0O2dnZyM7ORmNjI7xeLzweDzweD0wmE2w2G13rlKDtnsRRziKhYkgsEsxhkbPY2VnsTL+RwzDtZw+h7vhJ7H9qPfat3ICD67di5PzbULZ0HszZWbHXmkKfRckBDIfjC8FwOIympma0NLWgurq667wpOoBnz56FXq+H0WQEBy7pwgQJIfVZZBVCizbnL8VzxNLPhavuvwej716Mo9uex6H127D7Wz+Bq3QgypctxKBpk1MqcJMadFMnCCKzsFgssFgsCIVCsttYU1Mj/38gEIChl8Xl+irSfZUTMrPPIgndzIDEIqFJJLHYU59FV+kg3PCjb2LsqTPYt3I9qtZuxqFnd2D43BmoWLYQln6uDj8f3b8xGAwiHA7L4Z6dBaH0f/FCS6MFoF6vh86gBy9wyMnJSakITDxEUWxrnaF8BVegPTwmWecvGTie67UYNVgtqLhjAcoWzcGJF1/DgdWb8NrPH8WH/1qJYbOnA0iPVhQpZzEm5EIQaoM2sskhCAKysrKQlZWFpqYm1NbWIhgM4ty5czAajXJuo5qPq9rWJu0f4qVKaPm6KYpit1VeCe1AYpFgDouLs1TgJtFwUefAYkz57tdRftdiVK3aiCObduLIll0ouXkKShfcCqMrG8FgEO5LlwAAly5ehNiDA6jX62EymRLOATSZjGgEB7s9geqdScLxPLObSrvbyvCmFSnnqshQvE6H0pnTUHrLjah+50NUrYkUwwGA06+/jZIpE2F2xXaWe4u6tiHqQG2bM6Jvo4XNtxbWaDabYbFY4PF4kJ2dLbuN0bmN5DYmgByGmpnXSbr+ZwYkFom0oHgYqi4iYMJtBV4kly8UwxHs7AAWL5+HftOn4MyOF3Hqhddw6oVX0X/KNRgyfyb0xsjNzWI2K+4AgheYFT+JVFpl5PylI4STY5ASyXEomnQViiZdhbPvfYTd3/opzr23FxuW/ReG3HIjyu+YD2dxoeJzkrFIEERv0dIm2+l0wul0oqmpCT6fTw5VNRgMstuoBodJjQVXwm09neOFoapxzYmi5bUTHSGxSDAn2YuFKIodxF9n0RcKhVBX7wYAuBsaeswBjOkA9u+PYeMq0VxXj4NrIxU1z7/2DoomXQUAsFosijuAkVBLZRWRlA/KRSqrKDp2p4mYVvnkeI5p+Ga/EUMBAJUrlqDF7cGxnXvwyY4XUTJ5AiqWLURu+Yj2tUg5mhp4uk8QROrQRrb3RB9Ds9kMs9kMl8sFn88Hn8+H2tpa1NXVwWq1wm63w5hiD+RMRQy15SxmYJ9FInMgsUikhWQawSeUA2iKOIAGna5XDqAtLxfXfPlzGH3nIlSt3Ywjm3cCAA6u2wpHSRFcpYMU+f2BSO4fs1BOnk+qLUeycLzyRYo6jM8xdEbRHuJjctox7r7lGPvZZTi8cQcOb9qJ06+/i7zRI1F+xwKUXDehd/NwHPu8SIIgCBUjCILsNra0tMDj8cjiUa/Xw263w2azpd1tVOUDQLHnMFQtP9TQ8tqJdkgsEsxpampCMBjEmTNnuvxfqjmA3IVaAIBep1fEATS7snD1A/di0LQp2P7A/6Du+Cls/fyDKJk8AZX3LI3Zuy9pGAgi6ZjwChSI6X6eNIg5pjfyjm6hKcuJsZ9djorlC/HJcy/h4Not2PO/v4SzpBBDF9wKc/nwFKfhQHGoBEEQEYxGI3Jzc5GTkyOHqNbV1XVwG00m05Ve5hUjnEDrDK2iSnFOpASJRYI5er0ewWAQLpdLsRxAXi9VLVVWwJicEeF51RfvQcDjw8H123D6/v9B4TXjMOaepR3CFZOFE9i5cxyvXIGY2OOzDnNlLUalXpEd/11nMmHUwlkYOW8mTr36Fvav2oQP/vgYDE47vItmo2zhLBhstuQmo/sjQagSLW1eteDIJJOTxvM8HA4HHA4HAoEAPB4P/H4//H4/9Ho9bDYbbDYbBKFvhWNKRfriiUWt5/1pee1EOyQWCeYYDAa0tLQomgMotbgQw8q2i5CSzHUGA0bdsxRli+fiyObnULVmC3Z8+SEUjKvAmHuWomBsRfJjczyT9hZy6wzG1UrZOpeMN3JyjZ44Ic6CgEHTpmDQtCk4+eZ72LfqWez9v9U4uGoThs2ZgbLFc2DNy01wMu1sSAmCINKNwWBAv3794HK54Pf74fV6UV9fj/r6elitVthsNpjNZiZzq028iBnuLKrteBOpQWKRYA6Li4XQ1jqjpz6LySL1OpIu4HqLGRXLb8fIhbNwdNsLOLB6E3Z94wfIGz0SlSuWonDC2MTH5lNvPB9/vW0FblhWQ0VbZwvGOYssNVYyRWvyxpajckAuzE0BHN24A4ee3Y7Dz+7A4JuvR/kd85A9ZFB3Eym0YoIgWEKb2CsPz/Ow2+2w2+0IBALwer3w+Xzw+/3Q6XRybmMmu43SPSlTnUUiMyCxSGgSri0MFUrnAMbpKagzmVC2eC5GzJuJT3a8iAOrNmL3t36CfiOHonLFEhQnUhiFYREajmXxHKQnZ5Hp+NLNNoljlF06CNd/9+sY97m7cGj9Vhzd/gKOP/8yCq8Zh4plC1AwbnScechZJAg1opUwVK0IBCWPp8FgQE5OTky30dJWnZyV23glaQ9DVf/7nSxaOY+JniGxSDBHcr+UhG8rMy2VnVYKTmhzoOKEtwoGA0YuuA3D58zA8edfxv6nN+Cl7/0CrqGDULliCQZePymuu8SqCE176wwt5yymYXwAqQg5W34uJnzpPoy5dymObN6FQxu2YdeDP0TOiFJU3LEAA6dOksOiQfdFgiCIlOE4Ts5fDAQCchXVxsZGCIIgO5Gpuo1qEy/SXoOcRULNkFgkNAkvhaEqnbPIxXYWY80/bNZ0DJ05DZ+++Br2r1yPl3/4azgHFqHy7sUYPG1yu4CQxuZ5xZ3Q9gWlI2eRnRhl3cdREouJHKN4IasGmw2j71qEsiVzcfyFV3BwzWa88pPfwtY/D+VL52HorTcB4MhYjINWXB2CIBKD9WfaYDDA5XIhOzsbjY2N8Hq9aGhoQENDA8xmM+x2OywWC9M1sKY9ZzEzQ21J6GYGJBYJ5jBxFtvEouKtKPiOOYs9/rwgoPSWGzFk+lSceuVN7H1qHV77+aPY+/gajL57EYbMuAG8JBoZ5hVynMb7LPIcU40lv68K/A6CwYDhs2dg+KzpOP3muziwahPe+cO/8fHjayAGg9RnkWAGCe7eEX38aBOrDOk4jhzHwWq1wmq1orW1Vc5tbGpq6pD3qNPF39LKuYEqe9+lU1KKaoqF2tacKHS9yhxILBJpgZVYVLp1hlQNNVlRx/F8pJrmjZNx+o13sffJdXjjkT9j7xNrMfrO21F66zRwHIewwu6fJMR5QfniOV3m0XJOZNtXRc9DjkPJ5IkomTwRlw4cRtXqjTj9xnuRecLhjKxuRxAEe2iTHR+9Xg+XywWXy4XGxkZ4PB643W643W6YTCbZbdSKwJIqpEtRTZmGVt4HontILBLMYXGx4PVtp67CAoOPU+AmYTgOJVMmomTKRFS//QH2PbUWb/3u79j71Do4SwoBUfnWGdK8ACKCkcHx1nofx/Y+i2zmyKsYibyfPYS1iz+H5gY3CUWCIAjGWCwWWCwWBINBeL1eeL1eXL58GTzPw2azwW63Q6/XA1CvAO+pdYaWcxa1vHaiIyQWCU0i6CKhnUq3zmjPbev9uEWTrkLRpKtw/sO92Pfkepz/YB8AoGrtZoyYOxM6s6nXc0gXYqmSmhgOd8mVVATmfRw5uSocq/EBJCUWU9lcCHod3RwJgugzqOF6p9PpkJ2djezsbDQ1NcHj8ch/TCYT076NvUUWiwI9YCTUC52dBHNY3Ew46Wmh0jmLbUJLyXH7jx+DmY/+FKUzbwQAvP+3J7B++f3Yt3I9Av5GReaQQliYtuZg6SxyHNPxJdg/XaYCNwRb1LA5Jwi1YjabkZ+fj+LiYmRlZaG1tRU1NTWorq4GAISUfsDcSxJxFrUKOYuZA4lFQpPwDEQdEBWGqnBLDgCwFeQBAGb95RfILRuOjx57BhuW3Y+PH1+NgNfXq7FZh1myz1lMg8hi7Y4CbcmR2r25E0Qmo5WNt1Y22WpepyAIyMrKQnFxMfLz82E0GgEAHo8H58+fh8/nU8X5IN2TeEpdIFQMnZ0Ec5g4i1x72KXCA0fGZeBySYIud9Rw3Pzw9zD3n79BwbgK7H1iLdbf8V/48F8r0dzgTnK5bVVKeUbHQ5qHZ1xAh2Gl2PY5ODAXcirdOBEE0RG1ihxCecxmM3JzcwFE8hxDoRBqampw+vRp1NbWIhAIXLG1yfc9Pvb5qAZB2xvoc5YZUM4iwZzovnVKXzhY5LlxPJuef1JeYTgcBi8IcA0bgmk/+TYaTp7GvqfWY/+qjTi4YTtGzLsFFcsWwOzKTnxsTrnWELEn6EXRn4TGZ1vgBgA4JPe+pnIs0yBHCYIgiBQxm83Iy8tDc3OzXBTH6/XCYDDAbrfDarWm1eWT6iN012eRBBdxpSGxSGgaFgKG4wVGIjSqLUdUEZqsQSWY+v0HMeYzd+DA0xtw6NntOLJ5J4bNno6KZQtgzcvtdlxRFNsL3DAqEsM6ZzEdIaKRiquJLCX1G3Omlj9XAq0/ISe0D52DyqLl42kymWAymeByueD3++H1elFbW4u6ujpYrVbY7XY5dJUl4VDPYahaFotaXjvRDolFgjlMnUUGrSgiwoiBCJWERBx3y1lciMnf+SrG3LsU+5/ZiKNbX8DRrS+gdOaNqLzrdtj6F3S7ZgDazVnkOYhpCBFlvrmhnEWCIBSANtnKEu/aLwgCHA4HHA4HWlpa4PF44PP54PP5oNfrYbfbYbPZ2LmNYvdhqFpFyw8SiK6QWCQ0DYtCNMzCUIXEejja+hfg2v/+IipXLMaB1ZvwyfbdOLbzJZROn4qKuxbBWVwYc82RsVnmLDKuhsq8+AzbvEsZukd2gDa9hBqh87Jv0t37bjQakZubi5ycHPj9fng8HtTV1XVwG02m3re8iiaT+ywC9DnLFEgsEsyJdhYVHphRbiEPkUF57WTbW1jzcjHxq19A5V2LcGDtFhzdsgvHnn8Fg6ddh8oVS5A1qEQucMM+Z5G1s8hWjAJSWmQaQl0JglAl5HYQicDzPOx2O+x2OwKBADweD/x+P/x+P/R6PWw2G2w2GwQFehqH21JHMq0aqvRZI7GYGZBYJDQNq6qlLAvcJCuKzDkuTPjiZzD6zoU4uHYrDm/cgRMvvYGS6yeiZO4M6PP7pcFZZB3CmYacxQTDUHt3c6MbI0FoATVvYrUiarXkeqV6TA0GA/r16weXy4XGxkZ4PB7U19ejvr4eVqsVNpsNZrM59YXJ1VAzr88ikTmQWCSYw+pmwnGswlDZ5CxC7uGYmqAzOZ0Y/4W7UbFsAQ5u2IZDG7bh9GvvIGdsGQaUjYyMzUhwcRzb1haR4jOsXT8+br6ogrMwHp8giL6AVkRYX4HnedlRDAQC8Hq98Pl88Pv90Ol0cm5jsm6jtNfgBXIWCfWSWWcnoWqYCDAmziLHpKqoFGbS2+NgsNsw9jPLsGj1PzHizoXwHDuJ/c88CwC4fPBwr9cZC9ZijuMYCfQOk6ThKS17zUsQBEEkiZLixWAwICcnByUlJejXrx8EQUB9fT3OnDmDS5cuoampKfF1te01SFQRaoacRYI5zC6CjDb/rMNQlRrbYLVg2O2zkHfDRJxZvQUn97yJl3/4G+RXlqHyniUYcNUYReYBADB3Fhn3cZQnSXyOlPosUs4iQRB9iL4scjiOk93G1tZW2W1sbGyEIAhy3mN3bqPUZzFeGKo0j1bR8tqJdshZJNKG8sKOVdVSgU1PQT6xaqjJwHEcBKMRRROvAgCMuWcJvOcv4oVv/hg7vvRtVL/9gTLzsM5Z5NJR4IZyFgmiL6OV/C+trJNoR6/Xw+Vyobi4GLm5udDr9WhoaMCZM2dw8eJFNDY2xnxdOCz1Wex9sRw1QedwZkHOIsEcZjmLjIqicBzHJhdSqgobZlBpte3JZekt0zD67sU4vnMP9j/zLF586OfIGT4ElSuWoGTyNZFEz1TGZ93aIg2tMyJikekU9BSVIIg+gxYFAetrNMdxsFqtsFqtCAaD8Hq98Hq9aGpq6lBlVadr235LrTOE+OvS8n1Fy2sn2iGxSDCHZesMNjmLbEIu+TZBx0bgRr6KYhiCXo/hc2/B0Fk348TuV7Fv5Xrs+f4jyB5cgsoVizHwhuvi9nSKOz7rnEWeg8i6QSGHNBS4IQiC6DuQGIiPTqdDdnY2srOz5UqqbrcbbrcbJpMJdrsdYalNF9f1nqxFMS5BBW4yCxKLhGaJaEUGwkvgmbh/4JTNWZQQRVEWf9HHgxcElM6chiHTp+Lky29g38oNeOUnv4OzeDVG37UIQ6ZPlR3JntfOOGeR8fiA1PQ4HX0WtXuDZwFtFgi1EL35pvOyb3GlxYvFYoHFYpHdRp/Ph8uXL6O2phYAEOqmtzOdq8SVhsQiwRytFbjheZ6NCFWoGmrsweOHuHKCgME3T8Xgm67Hqdfexr6n1uH1X/4JHz+xBqPvWoShM6eB13V/KWCdsxhxLpkNL5PM+5ra75ue34MgiMxFK/0LtbJONRHtNjY1NeFy277gwqWLaORE2O12WK3WhHPs1cqVFueEspBYJDQMmwI3rFw0uRqqgm05pAsx15Yc3+3NheMwcOq1GDj1Wpx56z3se3Id3vrN37DvyXWoWL4Qw2bdDMFgiPNS1s4fo/cyegZW/TM7TMJ2eIIglIE2scSVxmw2w26zAQCysrMRCAZRU1ODuro62Gw2WCyWK7xCgohAYpFgDtucRRZhqIyqrEp5gox6Q0aGTux4FF87AcXXTsDZ9z7GvqfW4p0//Av7nlqHimULMXzuDOhMpq7jsxRarMcHIkV00jAHQRDqRMtODdE71PreS+vKys6G0WFHU1MTvF4vPB4PPB4PACAQCGjWxdXimomukFgkNAurMA3WYahhJm5o2wU5ybELJ4xF4YSxuLD3APY9uQ7v/fU/2P/MBpQvnYcR82+D3mKWx1fSEe1MOkJuOEYPF7rMQRAE0QfQqoBRFW2pI9IDX7PZDLPZjFAoBK/Xi4aGBvj9fjQ2NsJms8Fut8MQJwJITVAYamZBYpFgDjtnkVX+H5sCN+2tM5Tts9j2l8jYKR6PgjEVKPhtBS5XHcHeJ9fig3+uxP5Vm1C2aA5GLZoFjucRDgaVWnYXWFWg7TBHgmKxd+cr3RgJQguofROr9vVpDbWKl3Bbmy6uU59FQRBgt9vR0NAAh8Mhi0ev1wu9Xg+HwwGr1Qo+ycrmBJEKJBaJtKG0sIvk0bGqhspAhEoXdRZtOeRqqL0bO7d8BKY/8n3UHDmG/SvX4+PHV+Pgui0wOGwwOR1KLDUm6XD9WIUtd5xCXRsRgiAIQr1I92zJWYyFXq+Hy+VCTk4OfD4fvF4vamtrUVdXB6vVCrvdDqPRmK4lJ4RaxTmRGvRIgmAOq4sFx6jPIs/I5ZLzCllWQ1Vo7H4jhmLaT7+Duf/+HQZMGAvf+UuoPXoc7//9CTTVNSgyRwc4jo1A7zAHm1YrnecgCJbQ5osgMghREos991nkeR4OhwOFhYXo378/LBYLfD4fzp8/j7Nnz8Lj8bBJcyH6PCQWCeawbJ3BpE0BI7HISxVLFRy7vRqq8pVWAcBVOgg3/PCbyK8cBYPdhoPrtmDD8gfw7p/+jcbLtYrNw/EcROY9EHn2c9BGniBUi1qLnGgZrV3z1LbecCi+WJSItWaj0Yjc3FyUlJQgJycHAFBXV4fTp0/j8uXLaG5uZrPgBCFnMbOgMFRCu7DKLeQZtXGQK5ayq7TKajOkt1pgK8jDDX95BPue2YAjm3fh6NbnMfS2m1CxfCFsBfm9Gp9Lg7PIIR3uJd0YCYLoHVQ4pu/QHobas7MYC57nYbfbYbfbEQgE4PV64fP54Pf7odfrYbPZYLPZIAhCj2MRRDxILBLMYVXghuM5hINsHECmgo6FYOHYCdHI8BGhZS8swOT/+RLGrFiCA6s24thzL+Lo9t0onXEjRt+9CI7C/qmNz/NMQoo7zpFcgZvUJqENXjzI1SEI4kqhVqerO7GYLAaDATk5OXC5XPD7/fB4PKivr0d9fT2sVitsNhvMZnOv50kGtR1vIjVILBKaJZKzyGBgnk2bCI6hoOM4qYcjmw15ZzFnK8jDpG/cj8oVS1C1ZhOObHkex5/fg8E3TUHl3YvhHFic9Bxpcf1YC1K6MXaBjgmhFqIfWNB52XvIAe09YjjcbXGbVOA4TnYUA4EAfD6f7DYKggCHw8HcbVSrOCdSg8QiwRxmziLHMdFGHM8j3Kp8mwhOkEJFWYS4Rr6wCMsFELcAjaWfCxO+dB8q7rwdB9duweHNz+HTF1/HwKmTULliCVylgxIbn+fTUg01HQVXCYJQP2rexJILrzxqPaZiONz+sLfz/ykguAwGA1wuF7Kzs+H3++H1emW30Ww2w+FwpN1tJLQHiUVCuzBqhcDzPIJM+iy2iUUFXUu5wI00NiPjjOP5bkWuOTsLV91/DyqWLcDBDdtx+NntOPXKWyi+7mpU3rMU/UYM7X58jmN+M092jpTWo+INKEH0ddQqGLQKHc/eI4ZF+UEyS6LdxtbWVjm38eLFi3JPR5vNBp1OGVlAzmJmQWKRYA4rZzGyMWfTD1EMMejfyLAITXtbDrY5iz1hdDow7r7lKF86D4c27sCh9duw/YFvofCacahcsRh5FaNij88z6m0ZPUeCDxd6c3OLPtfpJkkQBEF0RyQMtXuxqPS9ROrbmJ2djcbGRni9XjQ0NKChoQEmkwkOhwMWi0XROQltQ2KR0Cwco9BFvgcXLVU4BtVQ5ZuI9JWR4Eq0OIyEwWbFmBVLULZ4Do5s3oWqNZvw3Fe+h4Kx5Rhzz1IUjBvdcXwOzPMJ09PLUXofwgBVnyMI1UIPc/oWanW6xFBIkeI2qcBxHKxWK6xWK4LBILxeL7xeLy5dutShymoqbqNajzeRGiQWCeawuliwy1lk0zpDviEwECzS2GFmOYup9Z7Um82oWLYAoxbehqPbnsf+VZuw68EfIq9iJCpXLEbhNePbxk9D6wyeVWPO6Eki53o4FKJS5QRBpIRWwju1sk41I4piXLGYTsGl0+mQnZ3dwW10u91wu90wmUyw2+2wWCwk/vooJBaJtKF86wxGRVF4nk01VJaCTq60ys5Z7M37JxiNGLVoLobPnYljz72E/c88i93f/hn6jRiK0SsWR8QoayGH5B4CpPL7Mgu5JgiiT6GVTblW1qlWEglDTTcWiwUWiwXBYBA+nw9erxeXL18Gz/Ow2Wyw2+3Q6/UJjUXnR2ZAYpFgDquLRbCpGWEGDiDPC4zyCpXvsygXuOEZt85I0VnsjGAwYMT8WzFs9nQcf/5l7H96A/b87y9hznZGjosoMisSEwmlZTJ0Vxj1uyQIgiBSR23iRQzFb51xpR866nQ6ZGVlISsrC01NTfB6vfB4PPB4PDAajbDb7bBarTGP6ZVeO6Es6nqcQWQkrNyWFp8PEEWsmrcCR7c+r9i4HM+ouX10PpviY0e+sHQWlRRavE6HYbOmY+GTf8aU734tIvpFEZs+8zV8uvtViCE27ivziquSe0w3SoJQHbSBVR61iS+toUZnMRZmsxl5eXkoLi5GdnY2gsEgampqcObMGdTV1SEQCMR8HZ0fmYH6z1CCiMMtv/0x8kaPRMDXiLd+93esWfgZnNj9au8H5gUmYai8wK4aansYKss+iwxCcwUBpTNuwMgFt7V9z+O1nz+Kjfd+BceeexHhoHL9LtPVngNQtj0KQRDKEB2JEmLxQEpBaJOtLGotuCKKYXBx8tvVuGZBEOB0OlFcXIz8/HyYzWZ4PB6cO3cO586dg8/ngyiKqlw7kToUhkowh5WzWDCmHLf98WE01TXgjUf+hLPvfYxXf/4o3v/Hk5j4tc+jZMqklMbleZ5JXiFLIcGzDkPtZc5ij6XACXkAACAASURBVOO33Szn/uu3qH77fex7ch3e+NVfsPeJtai483YMve0mCAnmSMSdI8mKrr36fSkMtQvk6hCsCIVCCAQC8p+Wlha0tLR0+T5aIDY3N+PChQvIy8trv34SRJoRQ9pts2Q2m2E2m+FyueTcxpqaGtTW1sJgMFzp5REKQmKR0DxmVxamP/J9+C/V4PVf/AEXPq7Cnu//CraCPEx68AEUThib1HicwLPJbZP7LLIrnsMkfBbK5SzGH7/9ZlkyeSJKJk/E2Xc+xN4n1+Lt3/8D+55ah4plCzB8zgwIRmOqsyT0O/Tqxi1VQyVhRBC9RhKBkvCLJQADgUC3LmGshxTSvx0+fBjHjh1DYWEhBgwYAGPK15a+iZb6yar1YdWV6LOoNJLb6HQ60dzcDK/XC7/fDwBobW1NqfUGoS7oHSSYk64LnTWvH2b+/qfwnD2H1x/+Ay4f/AS7v/UTOIr6Y/K3vxy3IXwXOI5JzhzLAjcSrO6HybpyKY2PNrHb5jIWThyPwonjcf7Dfdj31Dq8++f/w/6nN6DsjvkYOe9W6MymJOdgVD238xwAs36XRN9GrRveZAmFQh0EYEtLC1pbW+W/S//XXQGzno6FXPwrxv0nOtqltbUVp06dwunTp9GvXz8UFRXB6XT24rcjiMQRw6HIA+oMwWQywWQyQa/Xo6GhgRzGDIHEIpFxOAoHYNZfHkH9yVN4/ed/RN2xE3juK99D1uASTPnOV5AzvLTb13M8z6jKapQgUn7wyNis8nDS5SzG2AD2H1+J/uMrcXH/Iex/ah0++PuTOPDMRpQtmYORC2fDYLUkOEn6NtvM3geiz6NmlyEYDHZx/2I5gT1dX7v7nMYSgRzHwWAwwGg0dvja+e/SxrW1tRXnz5/H2bNn0dLSIudYXbp0CZcvX4bNZkNRUdEVC1HVkmNH9A4xHI57jmk576+7hzWE9iCxSDDnSvWeyx40EHP/9VtcPnQUbzzyZzScOI1t9/8PckYMwZTvfBVZg0pivo4XGDlQnPKhovKFmPExZp2zKB2b7o57/uhRyP/VD3D50FHsf2o9PnpsFarWbMbIhbNRtngOjA5791NwfBqqoVKfRSLzaG1t7SL+YuUGKuEERv+d53no9XoYjcaYQlD6PtGebxJ6vR4lJSUoLi5GTU0Nqqur4Xa75XV6vV4cPnwYx48fl0NUySHRNmoVXmJYbL//ZRB0D8wsSCwSaeNKXTxyRw3Hgsf/iAt7D+DNX/8VtUc+xebPfh25FSNx/UNfhX1AQccXcDyTIjRSqAmTqqIsXUu0VRJlGFrZvv6e58gdNRw3Pfxd1B07gX1PrcO+p9bh0PqtGLHgNpQvnQdTVuwQMo5LLJS2N5uJdoOUbpSE+pFCPzs7gdFfW1tbY4rARM7xWAIQiIjAaLEXywk0Go3Mc504jkNubi5yc3Ph8/lQXV2NS5cuIRwOQxRFBAIBnDx5EqdOnUJeXh6Kiopgt3f/UKovQde53iOGw+AEdfZZVAK1iXMiNUgsEsxRy8WiYEwFbl/5V5x950O8/fu/4/KBw3j2rv+HgnEVuP6hr8GSmwMgIlxYhKFyDJxFeWwwbMsBKd+PZRhq8ut3DR2MG3/8LTScPI19Kzegas0mHHp2B0bMnYGKZQtgznF1mgRsChd1mENySKkaKnHl6Oz+xSsS013xl+7gOC7mdV0SgZIAlFy/zq6gGgte2Gw2jBw5EqWlpTh//jyqq6vlYySKIi5cuICLFy/C4XCgqKgIubm5qrm3EYmjtvesuzBULaNWJ5dIDfVdsYmMRS1PyQonjsei1f/EqVffxDt/fAwXPjqAdXf8FwqvGYfJ3/kKeEFg0vqAY9Deoj0Mte0fWOUVMncWI19TEdJZg0ow9X+/gbGfuQP7n34WhzbuwJHNOzF01nRULF8IW35u2yRsChd1QKqGSjmLhMJIxViam5tRW1sbNyewtbWVmQg0mUxx8wGNRiOEOP3itETnENUzZ87A4/EAiBxDt9sNj8cDvV6PoqIi9O/fX/EQVbXcKwn2iKEwwGunzyLRNyGxSPRZBk69DgOnXofju/bg/b89jrPvfIh1i+6DrX8Bk+b2UqhlmEWIK4NKq53HZ9HyI2qGyJdebJIcRQMw+dtfxph7l2D/Mxvxyfbd+GTbCyi99UaMvnNRpHARggmPl8qGTc7PpWqoRIJIIrC79hAtLS0IBoPyOXnmzJkOr++JeCJQEIS4oaDR32eCCEyW6BBVr9crh6hKTmMgEMCJEydw6tQp5Obmori4GDab7UovO+1oRcioVYCLopjRziKRGZBYJPo8pTOnoXTmNBzZvBMf/nslvGfPAwBee/hRXPvfX4ROod5bsqBjUjxHKqzCMmeRydARFDw2toJ8XPvgA6hcsRgHVkVE47HnXoIpywmzK7vH1/cqZ1EB0UtkBpKg6Jz/J33f3NyMQCCA1tbWuK/vju6qDQqCELMoTOfiMH1RBKaC3W7HqFGjUFpainPnzuHs2bOygxsKhXDx4kU5RLW4uBj9+vXTjIjqa6jtfYn0Wex+TWpbM9H3ILFIpAUtXOxGzL8Vw+fNxJu//is+feFlfPrCqzj50hsYettNuOZrX4DQyzwb+YbAwLVEEgViUiHSZ5F96wwlxa41tx8mfvULqLx7MarWbsHBdVvQVNeAV3/yG4xesQTZgwcqNpeEVKiAZZsR4soSDodjtoaIFoCsRKBOp4NOpwPP8+A4Dnq9HlarFQ6HAyaTSRaEmehUqAGDwYBBgwahpKQEly9fRnV1Nbxer/yeejweVFVVwWAwyCGqyVZqJfoWYigkPyzNNLSw7yMSg8QikRY4jnHrBYXgOA6Tv/UlXPc//w97n1yDA6s24ei2F3B81x6MmH8rrn7gXnApPo3n2vISWGgulsVz2iZgnLPILozW7MrG1Q/ci9qjx+E+fRbV73yEE3veRMmUiahcsbjHvpvJQWGo8VD7518SgT1VBw0GY4cy90YE6vX6HquDGgyGDiKwqakJbrcbzc3NaGpqgk6ng8ViIaGYBnieR35+PvLz8+HxeFBdXY3Lly/LIaotLS349NNPcfLkSRQUFGDAgAFJh6hqZaOtlXWq9foTTqDPohbR8tqJrpBYJIgYcByHsfcuw5i7l+CDf63E4Y3bcXD9NhzZsgvlS+dh7H13Jn2TlH4+rKCzKG9A5QIxDHMWWTii0vjSoWR4gxEMBlhzczDjVz/AoWd34OD6rTj9+jsonDgeY+5ZgtyyER1+PqWb3RXqKapmrvRmMhQK9VgdtKWlBaE4RYl6kxMoicBo169zdVC9Xp+SwDObzTCbzQgEAnC73fB6vfB6vTCbzXA6nTCZTEmPSSSPw+FAWVkZAoFAzBDVc+fO4dy5c8jKykJRURFycnKu+GeCUBGiKLfViodWzxetrpvoColFIi1oxVnsDCcIuPqBezHu83fhvT8/hk+27ca+lRtwcMM2VN69GBXLb0/4gijfEBgIuvbWE9rssxjVoJDhFJFz0GC3Ycy9S1G2ZC4Ob9qBg2u3YseXHkL/qypRuWIxCsZUpD6HHGpMYaisiRaBnZvDR38fTwQCibmB8URgdHuIWC6gwWBIy2bJYDAgNzcXLpcLHo8HXq8XFy5cgMFggNPphNVqZb4GomOI6qVLl3DmzBn4/X75HGtoaEBDQwNMJhMKCwvRv39/VbYQSRSt3c/Vul4xFAan674aqhYRRZHEYgah3SsVQaQRQafDpK/fj6u/+Bm88+g/cPyFV/Hhv57GgWc2Yuzn7sSohbN6HoRTPp9NzvWTLsrMnEW2hTBYV3MF2o5V1M1XbzFj9J2LMOr22Tiy5XlUrdmEXV//AfJHj0LeLVPhuG5CKpMAAJM+nX0FSQT2VB20u2OcSkgox3HQ6XRd2kN0Dg3V6/Wq3AQJgoDs7GxkZWXB6/XC4/Hg8uXLqKurg8PhgN1upxDVNMDzPAoKClBQUAC32y2HqAKR87KpqQnHjx/HiRMnUFBQgKKiIlgsliu86tRR42dBS4TDYeh5ymsl1A2JRSItaNVZ7IzOaMTkb38VE77yebz167/i1Ktv4d0//ht7H1+Dq+5fgWGzpsd9Lc+zc/9kY46VSOHbhS7HYMPJosBN10lii1GdyYTypfMwcsGt+GTHbhx4ZiMu/vYfqN7yPMbftxxFk65OfAoGDwQyASkkr7GxMWZ10GgnsCcR2N21JJ4IjHYCu6sOmglwHAeHwwGHw4HGxka43W7U19ejoaEBdrsdTqeTqqCmCafTCafTiebmZjkcVWqBEh2imp2djeLiYrhcLvm1JML6COFw3DoIWu6zSM5iZkFikSBSwGCx4IYffhMtbg9ef+TPqH77A7z567/io8eewTVf/hwGTZvc5TWyexZiEIbadrNhGYYaGV8Ei8t/WpxFngcQf3zBYMDIBbMwbPYMvPP0epx97iW8+NDDcA0djMoVSzDw+olRyZVx5khD7qXaCAaDMV1AqTqo9G+nTp3qdpzuHiZ1FoFSeGgs4ddZAGaKCEwFi8UCi8WClpYWuZm8x+OB1WqF0+ns08cmnZhMJgwZMgQDBw7EpUuXUF1d3SFEta6uDvX19TCZTCgqKuo2dFotaPHhrxrFS5jRA1iCUBISi0RaUONFWgmMTgdufvi7aKytw+u/+CPOf7gPr/zkt3j/b49j4oP3ozjalWLgnnU+rkxbZ6DNMWPpSjBt5phY3qWg12PAjddi+OzpcH94APuf3oCXf/grZA0uRuXdizHoxsnxb+6cVPFWexupzrS2tnZbHVRyBuM5gYmGgnb+nuf5uE5g9N+pJUHiGI1G5OXlIRgMynmNfr8fJpMJTqcTZrP5Si+xTyAIAvr374/+/fujoaEB1dXVqKmpAdAeonrs2DHwPI+mpiYYjUZ6bzIcMZy5Dlym/l59ERKLRNrQ4pPIRLHkuHDLb34E38XLeO3nj+LS/kN46aGHYRuQj8nf/BIKxkWKpnA8xyZEkXGBGE4ut8roPZRDdNkMD0i9IhOfgBcElM6chiEzbsDJl9/AvpXr8epPf4+P/7MalXcvxuDpU8F3Es7SYVKy4q3SRDt/8aqDBgKBmJ/XRCuDRn+N/ndBEKDT6WA2m2GxWGK6glou+qF2dDodXC6XnNfodrtx8eJF6PV6OBwO2Gw22uAxJhQKIRQKwWg0YuDAgcjNzZVzS8PhsByiWlNTg5qaGrhcLhQVFXUIUSWSR7VhkeFQRlZDVe3xJlKC7spEWugrFw1bfi5u++PP4T5djdce/iNqjxzDrgd/AGdJISZ/+8vgeIGJWOQ4DuA4hEPscxZZEB3myowU82Y5nsfgm67H4GlTcPr1d7D3yXV4/Zd/wsePr8Hou25H6cxpEGSXi31V13h0FoCxCsNIJf0705v2EDzPdygCE90eItoRFAQBzc3Ncm9AjuNgs9koh+4KwPM8nE4nHA4H/H4/3G43amtrUV9fLxfDofckOSQRKP0JBoMx/x4Lh8MBp9MJv9+P+vp6tLS0yJ/J2tpa1NXVwWw2o6ioCAUFBap4b7ScT6cmugtDzeQH7IS2ILFIpI2+dOFzlhRhzt9/hbrjJ/H6w39A/aensONLDwEch6baesXnE0URPM8zzFmUnL80hLkyotdFljgOJddPQsn1k1D99vvY9+Q6vPXbv2Pfk+tQvnwhhs+e3r5xUujXEEWxQzhovJxAqWhGrNf3/GvFFoGCIHTbJF76mszGNbo3YENDg5xDJxVeIVcxvUiC3WazoampCW63W27xYLfb4XA4+ny4bzgc7iD2OgtA6WsseJ6HIAgQBAF6vV521qO/CoLQ5fNXV1eHs2fP/n/23jvKkby89/5WlXKqKqm7p6dbPTtpZ2fYACy7C2wyYLjHxrxcjBPJ2IABB7JtMOba1+Eev/Z5Xx+/95pruNjYJINJJtiAE8Y2wQZjwyY2zOzMzrS6lVVBoZSq6v1DXdVqtUInSVXS8zlnTvfMrqTqln7S7/t7nuf7RbFYBNBZx7VaDRcvXsTly5exsrKClZUValGdAUzdHDmz6EZBTpXF2YI+mYmJMK9vGvEzJ/HC9/8Bcg8+gm/8P++Gcm0Tl/7mK5CurOOed70Z/NrqkT0WwzJjjM6wxNy42lwnkbO49/sf9XpNPuM2JJ9xGza/fR/u/9An8K3/9Sd44COfQmR5CcDouVTTNHe1gfaLh2i1WgNvv5efYZgItILiB5nDjLN64fP5sLS0hFartSNQnoxXpke3kLfmGsvlMoLBIHieRyAQmPYlHimGYeyq+vUTgv2wYlY4jkMgELBFX68QPOjnXjweRzweh6Zp2NjYwObmpt2i2m63sb6+jvX1dSwsLCCZTEIQhMP8KuYCxx5Wm1RZJJwPiUViYszzG9/STefxog++G4998R9w/4c+ieKjl/DZV74RSzdfwD3vegsixxYPdL872jcZduxtomMzoJmAWATDHvn9r9z2ZKzc9mRk7nsI93/4k0j/x/0AgOzFy/CeWBkYFH9QEThoHhDozKPtxR3UCS1sFl6vFwsLCxBF0RaN1Wp1ZgWKG/D5fPZzYonGTCYDn88HnucRDoenfYlDsQRVvxbQ7r8PWmuW0PP7/QiFQruEIMdxE8urDAaDOHv2LE6dOoVMJoP19XXU63X758zn8ygUCgiHw1hdXcWxY8cctb6J0XTaUGfvMJ0qi7MFiUViItCbRodzz38uzj3/uVj/xr/jm//f+5B74GF8+qWvx/Fbb8Hd73wTQomDmxgw7BizLMccbWFHZ4x7ZvGA128YRt9KYLcADP/w8xCsVaE9/Dg25RLkBx+0b39YEThMAFrfuzlwneM4xONx8DxvB8pnMhn4/X4IgkDtdlOA4ziIoghBEFCpVKAoim3EYs01TvI1Zxm/9GsB7f73QWvNEnw+n2+H8OsWgk5dQxzHYXV1FaurqyiVSlhfX4ckdcYZTNNEpVLBY489tqNFdVIHLW75bHeqeDF1Aww7PGeRIKYNiUViIhx6XmzGWLvzdqzdeTue+MrX8a13vx/p/7gfn/yx1yL5jKfh7ne+Cf5oZN/3ybDjryyOPcdxnDOLLAOzJ2fRMIy+baClUgn5fB6XLl1Cs9kc2I7W+5pmQ0GYug6z678Nagf1er19ZwJ7xaBTN7DjgOM4CIJgi8Zut06e5xGJ7H9dEIeDYRhEo1FEo1HUajUoigJJknbMNR521rSfAOwVgoMiWrpnAgOBQF8hOEtryGpRrdVqSKVSyGQydotqq9XCtWvXcO3aNSwsLGBtbQ08z0/7kokhmDOcs+hEcU4cDBKLBDFFTj77Lpx89l24+MV/wH/8nw8j9a/fxsdf9FO47t5n4pm//PPwhUJDb9/9ZrzfaIj9wIy5sridQXk0d6fr+i4BWK5U0Gw0cN9999kVwWHh1/0ON7oPPfqJQNbDgeE4hIJBLCws2MKvnzsofZAOhmEYxGIxxGIxu6pVKBQgSRJ4nkc0GqXf3xQIhUIIhUJoNBq2OZGqqgNnTQdVAruF4CARyLIsPB4PPB6PPRfYKwTnueUyFArh3LlzOH36NNLpNDY2Nga2qK6trWFpaelIRTMd/h4NpmmC4Wbvvcwy3SNmAxKLxERgWXZgdYYArn/+c3H985+Lhz/91/jun/0Fnvinb+DqV/8NZ553L57+ltfD4/ePvhOGhTFE/ByGsRvQ7PH+LRHYmwnY2xLaTwTWqlW0my2USqURl9K/JdQSfN3GML2tod998DIe/uZ9OHPmDE7cfPM+fgHEICy3zlqtBlmWUSqVIMuyLRppQzJ5PB6PPVNarVbtPyzLgmVZGIYxVARaws/v9w90CCX2hsfjwdraGpLJJIrFIlKpFGRZBrDdovrII4/g0qVLdivrURpIuenQxonXaur6do5xH5x4zXvFzddO7ITEIkE4iAs/8gKcf/EP4cGP/SXu/8incOlv/gmX/+GruP6Hnovb3/AacAPavbajM8Z0YWN2Q7VOqVVFQSub7RsP0Ww2B25Au+9jEAzLAj3VQIZh+lb9rHB46/FZlkU4HIYgCEM3WrZRwbiMgOYYq6plRTx0t0JSVuPRcJisQAC2SGQYBoFAAMFgcFdkBDEeGIbBwsICFhYWUK1WsbGxsatF9erVq7h27RoWFxeRTCYRi8Wmfdlzz7A2VDdXb506I0ocDBKLxESgmcW9wzAMbn7Zj+Cml74Y3/3Tj+KhT3wej37ub3HpS1/G+R/+ITztta8As7Xp2tWG6rCZxXa7vadKYOXRxwEAjz7yKPxlecd9HMQchmGYXZW/ZjSKNsfhlltu2VEZHIVhGFBVFYqioFarIRgMQhAE+PtUe7dnL0feLXFABmU1RiIR8Dw/97mA/ZhkVqDVNlyv19FsNm0zHBKKkyMcDuPcuXM4deqU3aLaaDRgmiZM00Q2m0Uul0M0GkUymcTi4uK+K/Ru+zx3qngxDRMMN5uVRWJ2ILFIEA6FYRg89TUvx1N++iX49ns/iEc+9zd46OOfwyOf/RJueumL8ORX/kTvDcb2Ad47s9gdFN8vI9D6+54rgaYJU9eBrVPwzo+zWwSyLLurEtjPHKafYCjEolC3XDf3A8uyEAQBsVjMFibpdBqBQACiKO4QjdsnxKQWx01vVmOlUkGlUpmrrEYnZgVabcOapkFVVciyDFmWScxPAa/XixMnTmBtbQ2FQgGpVAqKogDovP+qqoqHH37YblFdWVmZi3XjJExDJ4MbwvGQWCQmAr1pHByG43D7L7wat772FfjWH74fl770Zdz3gU/gex//PG7+yR9F+OlP6ZyasixM43Azi61Wq68ATG9uAgD+89vfBqLhgSJwr1XA3u9ZrmMME46EIS4tDXQHPdxGkzmU22q3aLScOi3RKAhCx6reqizq7jp1dzODshp3PC8uYxayArsrwKqq2mKeMjQnD8MwWFxcxOLiIiqVClKpFHK5nN2i2mw28cQTT+Dq1atYWlpCMplENBqd9mUfKU6thJrG4IqnU6+ZmD9ILBITg974Dgfn8+GZv/hzuP0Nr8a//v57cOUfv4r/fN9H4PnIp3DjT/7Ylljs/zvuFX+DWkP7PUemaaJaLsPUddTrdXhDuzd5g0xhWJbtGw/RWxXMhgVk8TnccO4GLN54wxH8tnbDsOyRGPSwLAue5+1Ko6IoyGQyCAQCdhVnXBEjxGCsrEZBEOwKsBUmLwgCQiOchSfBPGYF+nw+W8yrqopyuYxMJkNxKFMiEong/PnztotqKpVCq9Xa0aKazWYRi8XsFtV+Yqa3A4Q4GKZh2GMlu/6bi/dMTm37JQ4GiUViItCbxtHh8ftxz6++BXe88Wfwtd/7Q6S+8W3c938+DLAM8peu4LHHHtvREmptBHrZyweRFQ/BMAwYjgOLzvfdInCYO+he55RYbrw5jp2fBUfq5sowzC7RWNNqAIBGvXFkj0PsD6sC3J3VmMvlxi5OxpkVOAsOoRzHQRRFCIKwKw7Fmmt0mtCdZXw+H6677jqcOHEC+XweqVQKqqoC2G5R/d73vgefz4fV1VUcP36cWlTHwKicRbfundwsdIndkFgkJga9eewNy7muX+Wv2x203W6De+4zkXzmk1H87N9Du3QVysUr+ObbfhPx5z8LoQtnBz7GoKB4juP6VgJLUhUFADffcjMWTp888o2rZR0+thxHAGDYsbwGu0XjZigMAJAlCZubmxBFEcFg8MgfkxjNUWU1DqsEWt/vJyuwX17gPMEwDKLRKKLRKGq12i5n21gsBs8A12fi6GEYBktLS1haWkK5XLZbVK1KY6PRwJUrV3a0qLqxGuzUSpepG9su2jOGE3/fxMGgd2RiItCbBuzZkN6qnyUGLffAVqs18Pb9YENBLL7shWjmCpC++M9oXNtE4ZNfAsdHEX/BcxA6e509v9TbCto7Gzho46pfugYACOyjWrgvDui2ut/HGOeBRScuoGN2EwmHoes6stmso9og55XurEZFUeysxnA4DL/fP7A9lLICx4sVh9JsNqEoit0+PE8mRU4iGo3iwoULOHPmDDY3N7GxsWF3pui6jkwmg0wmA57ncezYMccKMDdhmgYYdvB7hVt/v/TamC1ILBITYZajMwzD2DUP2M8ddL8i0GLQPCDQMbKw7OwRjWLpLWfBVut44sOfhvzYZeT//HOIri7jzrf/ApZvufHgP6SdszgmMWf9bOMsLDLjvX8A9u8pEAggmUyiUqlAlmW7DVIURRKNY2YvWYFAZ92Wy2WUy2X7tt0xEcFgcJcApKzA8eDz+bC4uLhjrrFarcLv94PneVozE8bn8+HkyZN2i+r6+joqlYr9WaUoChRFgcfjgWEYOHHiBLncHhDTMGe2skjMDiQWCWIAlggcJgCtdtB+HEYEer3eoRVA6+/dMz66rkOWZZTLZTz5nW8AlAoe+N9/htLFK/jbN/8a+JNJ3P0rb8LCDYPbUwdfK7unn+mgbEdzjHNm8XBuqHt7jO2fo7vdrlc0CoKAcDg81muZNcaRFWiaJjRNQ71eB9CpdFG8w/TweDy2SVG5XIaqqsjlcvB4PPa8KVUrJoO13mKxGG644Qb7ueiO3mi1WlhfX8fGxgaWl5exurrq6Pc1p712rM+jQTOLbq/OufnaiZ2QWCQmgpPeNHRd35M76EFEoFVBHTQTaInAYe6gXq/3QEYPHMchkUiA53lIkoQqgFve9SYY+RLu/6MPQL6yji/87NsRP3sKd7/rTRBPXrfn+2bsyuKYxKLdhjrGNlGWxbhLi8yACqzVBmnNzuXzeciyTG6QmH5WIM/zaLfbduxGpVJBKBSCIAjUBjklLMdhnuftNVMsFiFJkj3XSBXeg2G1lA5z4x0UyxKPxyGKIsrlMmRZtv8/XdexubmJzc1NCIKAZDKJRCLhqM99JzJKLBKEUyCxSMwM3SKwnzmMNRM4qPoA7K0aOEgEWgJwUBXQ5/NN5MPT4/FgcXERgiBAlmVUF0w85b+/Qad+ewAAIABJREFUDe2NLO77ow+idOkKPv+qt2LxSdfj7l99M2KrK6Pv1G4THVdlcbxi1GLc9w9sfegPeBhLNFarVciyjEKhAFmWIQjCzInGw2xKgclmBXo8HiQSCQiCYIvGWq2GQCAAnufJpGiKWGumXq/b7Y+KoiASiVAVuIdB1fbutTfMkbdfLEv3wUv355dhGMjlclhfX0e1WrXXsSzLkGUZgUDAdlF1gmGRE6t0llhkucGVRbfixN83cXCmv4KJueAwM4uWCOwnALtbQg8rAru/Wt9bBhbD4iG8Xq8j3xS9Xi8WFxftSqO2soTbfucdaFxZx/3v/RDy37uIz7ziDVh+yo24+51vRnhpYeB9DaqYHRm2GB1jm+gR5SwOg7G04ojHCYfDCIfDrhSNs5wV2J3VaMVukEmRMwgEAggEAmi1WlAUBZVKBZVKBcFgELFYbKYFfb8W7H5rrx/dZkxW9b1fNMt+YVkWy8vLWF5ehqIoWF9fR6FQANB5j6jX63j88cdx5coVHD9+HKurq7R+erA/T5nZqyy6WegSuyGxSEwNXdd3CMBud9BuETjoJBQ4uAjsrgQOmg10qgjcLz6fD8eOHUOj0YAkSTCuW8Xtv/cu1B55HPe/7yPIfPchfOolr8fq7U/BXe98E4ICv+s+xj6zOBGDm/GbLNntRHt8HEs01mo1SJJkRztYonHSr7+jzAo8qk3pNLDaIK3Yje55U57nEQ6HZ+K9wY14vV4sLCzY7ZCqqiKbzY49R3McHKb63t2C3T2HOw0zJqtluF6v2+2o1oGRruvY2NjAxsYGRFHE2toa4vH4RK6rGydWuqxOF5pZJJwOiUVi7JRKJVy+fBmNRgPFYnFPIhAYPRvY/dX6vrfq19sGav2ZR/x+P5aXl1Gv1yFJEgLnTuGZf/AbUL/7PTz4px/Dxre+g0+8+NU4cdftuOsdb4Cva9M17sqibXAzxspiRyyO7e6tBwGAka/tXqwIAU3TIEkSisWiPdO41zzAYVBW4MHoNSnqDZKPxWK0IZoSHMdBEAR7rlFVVRQKBZRKJXvdTKtCDUy2JdQpBAIBnD59Gtdddx2y2Sw2NjZ2tKiWSqXOZ08ggLW1NSwvL8/se8cgmtUatEIR1UIJ5VQaAFArFKd8VUeP24UusRMSi8TYqVar2NzchN/vH/rh3fvGYv2dZdldlcB+c4E0u7I3AoEAjh8/bguT8M034K4//B8o/dt38NCHPoFrX/sW1r/xUzj57Ltx5y/+LDzBYHd/5ViuyTa4GedMIcOMt80VXa/hA4rqYDCIYDAITdMgy7KdBygIQl/ROCoigrICjw5rds56biRJgqIoiMViiEaj9LuaEt2CXtM0KIoCSZIgy7JthnOUM3OjWkL3uubcXn0fBsdxWFlZwcrKCiRJwsbGxo4WVU3TcPHiRTz++ONYWVnB6uqq69uIDV2HViyhVpRQy5dQKxRRK2x/1QolVAtFtLXGrttWMrmB90uCi3ACJBaJsRMIBAAAjUbDPikFOh+cltgbNhPohOH4WcQSJlYLZOy2m3HvM29F7ivfwMMf/QyufPmruPpPX8eZH3g2Ttz9DABjFHO2G+p4K4tjn1m0P9gP9zg+nw+JRAK1Wg2VSgWlUgmlUsk+ELEcRPtBWYHjxVo3luGKLMtQFAXRaBQ8z9PvdopYz02z2YSiKFBVFaqqIhwOIxaLwe/3D7ztUbWEBoPBqbaEOg1RFCGKIjRNs1tUu11UU6kUUqkUEokEVldXx9aiephKV7NSQa1QQjVfsquCWqFbEJagScquzxfO60FwIY7QQhzxsyex+oynIbSQQHgxjuBCAqGEiGBcgGfI69LNkNCdHWgXToydaDSKW265BYFAAM1mE9VqFSzLIhqNIh6PkxicMlYLpGW2It59O+591jOR+dt/wSOf/Ctc/MKXcelvvgIAMPT+EQaHZgIzi2DG74a6nRfZ/3EOkxUIAK1WC0BnbiscDvetBNIH9GSwDFf6CRNBEKjTYYr4fD4sLi5CFEX7ealWqzsqerPeEuo0gsEgzpw5g5MnTyKTySCVSkHTNFt8FwoFFItFhEIhrK6uTqRF1Wi3bbFXK24JwXxpRyWwVpCgN3ZXAwN8DKHFOEILCSTOnUFoIYHggojwQgLBhTjCC3H4+dihro9aOQmnQLt0YuwEAgGcP3/e/ruu68jn8ygUCqjVaojFYnQi7wAss5VKpQJJkrDw/Xfi2T/wfUh99m/x2Ge/BBPA3//yb+HGH3shnvozLz/SD7FJRGcwLAtzTGrUqvS1toRerVZDqVTac1Zgb2vaoKzAer0OWZZRr9eh67od6zDN2ax5p1uYWLEb1WoVoVAIPM8PrWYRh2O/LaHtdhuVSgXAdjVw1ltCnQbHcVhdXcXq6ipKpRJSqRRKpRKAjjiqVqu4ePEiLl++bLeoWt1J+6GhqKgVS7YYzDx+BS2ljAermt0eWpfV3dfn8yG0GEd4IYGF89cjtFUZ7PxJILQQRzAhgqPDoJGQ0J0dSCwSE4fjOCwvLyORSCCXy0GSJJTLZQiCQIYRDsCazSqXy5AkCcd+6Dk49v1349KHP4XNb34HD3z0L/HwX34BN7/8xbj55T96JM8XM4E2VIDZtxjdb2taWe1sPmqVGlRVPfKswEAggOXlZdvZtntuLhaLkWicIt1ZjVY1i7IaD8ZRtoR2H7qwLItms4lyuYxWqwVd1xEKhRCLxUgYToF4PI54PA5N07CxsYHNzU0YhgHTNNFut7G+vo719XUsLCwgmUxCEATozSa0YgnVgrRdCdyqCtbynWqgVpSgN1s7H4xh4OcjCC8uIryYwOKTrkdwIYHwwlZL6FZV0Bd1jpuuWyuLFJsxe5BYJKaG1+vF6uoqEokEMpkMJEmCqqq2mQcxXaLRKCKRCFRVhaIoOPval+HC61+Byx/9LK78w7/gO+//GB782Gfx1Fe/BBd+5P861GNtG8OMs7K4PbO4l6zAg7SmlXkBACAIPE6ePDm2n8Vytm02m7aZR7dopI3v9OA4DqIoguf5XVmNVuzGPDNtl9BAIIBYLGbPnFp/IpEIYrHY3LplT5NgMIizZ85gWYhj/dHHsHHxErSijLZSRlspI1ut4YFKFXqlBr2q7bq9J+C3q39LN53vVAATIkKLCfvfS5oGfzCApaWlKfyE84kbhS7RHxKLxNQJBAI4efIkqtUq0uk0isUiVFWFKIoU4jtlGIax8+Ys0bj2khfi9EtfhIsf+ASu/cu/4lvv/jN894OfxNNe9wqce8F/OeADHV10xqCNaLVaBQBcvXp1aGD8YbIC/YFOy+GkPiOtDM1ms2kLRlVVSTQ6gN6sRkVRkM/n7RzNWctqdJtLqDVz2mq1oKoqyuUyKpUKVYLHgN5ooGoZwXQbxGxVBa1WUaO3VZ9hwEWC4CIRsNEIvKvL8AoxePkolk+dRPKG6yGsLMMXGX0AI6VSrltvbq8suvHaif6QWCQcQzgcxpkzZ6CqKjKZDHK5HPx+P+LxOM39TBlLNEajUVuQnPypH8X1r/xRPPzHH8XGv/0H/vX334vv/OnHcMcbXo1Tz7lnf/fPWgY3gyuLh80KtO45HArB0xVifaSbUevHGFMe5SB8Ph+WlpZssxXrOSKHzunTHe1gmUg5KQ9wFONqCXWKS6jX67Xbh8vlMlRVRTabhdfrBc/ziESc05boOEwTmqTscAXtjYqo5UtoVqq7buoNBe2q37FbntT5fsswJpjYMoqJC9AaDaRSKWQyGbtFFQBUhsH3Ntex2KojmUyC5/lJ//QEMTeQWCQcRXclq1QqIZvNIp1OIxQKQRRFchicMizLQhRFxGIxW5Ccfd3LcOHVP4GH3vthpP/zfvzLb/8Bvv3eD+Lpb34dTtx1x8j71HUdra0T5Vqtk2E3jqxAKdZxpkvE42DGtEEd5YY6biyzFZ7ndzh0komUM7BMpLrzAK3YjWlUgqfdEuokOI6DIAjgeR6VSgWqqrpK1B81ba3emf8rWNmBxZ3ZgfkStJIMo8e9meFYBOMiwgtxxJIrWH7KTTvMYUILCYQW4/DusXIbCoVw7tw5nD59Gul0GhsbG6jX67ZozOVyyOfzCIfDWFtbw9LSUt/nya1zdG5aQxZUWZw9SCwSjoRhGPu0t1Ao2M6p0WgUgiDQpnfKcByHeDy+Q5Sce8NP44LWxIPv+SByDzyMr/y330VkeRG3vuE1WHzyk/pWAq2YCC3XCWwuqypkWR5LVqBtogO7ADg+prwvsUSjIAiQZZlEo8Ow8gAbjYbdPtw9c3rYOCG3tYQ6ie5KcLeol2XZFvVujnsyDQNaSd5q/yzaAfKdSuB2bESzWtt1W18kZIu+409LbkVEbEVFbM0HBgTePjQ7SjweD9bW1pBMJlEsFpFKpSDLcudnMk1UKhU88sgjePzxx7G6uoqVlRWaPyWII8K973jEXMBxHI4dO4Z4PI58Po9SqYRKpWJXH+fppNcpWDER1uaT4ziEw+FOnEPQhwtvey2uS+fwyB9/FOUr1/Av/+13EVxexA2vfgmEc6ftjae3qxW0vnU4HRdFXHfddWM5kbTFomEAY9rsslv3a2KybaiD8Hq9fUWj1Z7q5k3vLOD3++2Z096sRp7nd212h7WEdn/v1pZQp2GJ+t7nx6mxKK2atlX9s0Tg1kxgvqs9tCTt6nxgOQ7BhIjQQhzCyTWs3Pbkrkrg9h/PASIsjhqGYbCwsICFhQVUKhVsbm7uaFFtNpt44okncPXqVSwuLiKZTCIWi7mysujWmUULN187sRPaKRCuwOv1YmVlBYlEAtlsFrIs23Eb5Jx6NFh25cPmkkZlBfp8vo4d/fEl3Prrb0E7X8KD7/kQlCvX8N3f+UOIp6/D3b/yRsSvP73j9qzWCT1mWXZsHzB7mYs8/INsCVLdWRsTSzSKomivnXK5jEgkAkEQSDROGZ/Ph3g8jnA4bOc0VqtVu4pnicRRLaFWK7bbW0KdhlWpj8fjdpZmrVaD3+8Hz/NjN2IzdB1aSeqIv35REVsVwZZW333t0QjCC3GEFhMQTl/X+X4hvqMqGBT4yblyHSGRSATnzp3DqVOnkE6nkUql0Gw2YZomTNNENptFLpdDNBq1hT8xftwozInh0A6BcBV+vx8nTpxArVaznVMVRYEoinNvST+IUQYV1r8NeoMflBXYvRntrfBa7py1ReDW33gb9GwB9737zyBdvoq/et0vIXHDGdzzq28GfyIJYFvIjdUYZstxdaxi0Rakzqgs9uLxeLCwsABBEOxNb6VSQTgchiAINBM8Bg7TEmr9/yzLwufzIRAIzFVLqNOw2u+7zXByuRw8Hg9isRii0ei+RXmzUtmaA5R6qoJFe1ZQk5Rd71uc14NgomMKI545idWn39oVFbH1NSGCc1j1cxx4vV6cOHECa2trKBQKWF9fh7qVeWuapu12WyqVUK1WXdOi6nbRRQdUswOJRcKVhEIhnD59GuVyGZlMBvl8HoqiIB6PI+CAVplJcFRZgV6vF8FgcNcG1AqxPgjd7pySJEFbjOPW3/5ltNbTuO+PPoDio4/jsz/1JizdfB73/OqbwXq89s80NmwdN77HsH5fTv+Q7w6Qt9rrqtUqicZ9sJeW0GGV+L20hBqGYWc11ut16LoOQRCoQjJlrFgUnudRrVahKApKpdKOuUbGNFErSrYrqBUgr1lREfnOjKDeaOy6/wAfQ2hBRHAhgfjZUwgvdiqAoUR8SxCKCMy5+2f3+uttwT5+/DhisRgkSUKtVrMrja1Wy25RXVpaQjKZpM6kMeD0zz9i/5BYJFwLwzD2aa4kSchms8hkMggGgxBF0RUnh4MY5VA4SgQeJivwKLFyABuNBiRJgrF6DLf93+9E/dITuP+9H0bugUfw6Zf+HBZvPt+5wRiFHGNlOY7RfcZ+jCm5oe6XfkZFlmjsNzM3LwyqAO7nEKa3En+QltBhWY1WrAOd3k+ehlreGReRL6GczUPNZqEVJDRlBU21sut2nM9rV/4SN5zB2t13dASgHRsRRzAugpvTdWfRW4Xfj0uvx+OBx+MBz/OIx+MAgGKxiFwuh1artaNFNZvNIhaLYW1tDQsLC45bS24XXU77fRIHh8Qi4XoYhrFbgwqFAvL5PDY3NxGJRCCKoqPatA6bFWh9EFoicCxZgWPA7/djeXkZmtaJxjBOn8DTf//XUXnoMTzwx3+O/AOPAAAe/swXcd29z4Cfjx35NWwb3Ix/ZnGsra5joFc0WnNzoVAIgiDMjGh0q0tov6zGYrFoi8Z5i3UYF3qz2an8FSXbIMaqCm4HyEvQm81dtw2KPIILCfDHl8DdcAZsJASfEEP02BIWTiQhrCwjMIb3NTcxqhpv/b0fo9bfsE6YeDyOs2fPIp/PI5VKQVXV7bxGVcVDDz0En8+HZDKJ48ePO6qzwo2Ci6IzZg8Si8TMwLIslpaWbOfUYrFoO6fyPD/WzVS/zec4sgLdjmUyoGkaSqUSgufP4M7/+Vsofv3buP9PPgr5yjV8/MWvwol7noE73/4L8B2hcYQ1sjhOIbc9FukusWjRLRot58dareZ40TiJllCn0C+rUZZlO3bDSdfqGEwTdVXtzAXuyAu0oiKKqBZKaCjlXTfl/P4tg5g4Fp90zp4H7DaICSVEsD0mUbqu23ONdcNAsVIGz7EIh8MzuYkedACzl4NQa431HoJ2r8HDwjAMlpaWsLS0hHK5jFQqhVwuZ1caG40GLl++jCeeeMJuUY1EIod+3KO4boKYNiQWiZnD4/Hg+PHjtnOqVSmxnFP38+bbO/83aEPaj3FkBc4KwWAQq6urqNVqnerI05+C59x9Owpf/3d878OfwtV//ldc+9o3cer778Ez3/az8ByJScP4q352vphLxaIFx3EQRRGxWGyHaJxGi7dTWkKdRndWo5XTqCjK3MWi6M1mlytosStAvksMFkvQWz2HBQyDoMgjtJhAZHkJizddQGhB3BKDCft7X+Rgxmkcx0EQhB1zjYVCAaVSyXXV4EFrb9RBTO9BaL9D0Gl8BkajUVy4cAFnzpzB5uYmNjY27BZVXdeRyWSQyWTA8zySyaQjW1TdAP3OZof5+DQh5hKfz2fPIqTTaZRKJds5NRgMjmxJGyQCuysR3VmBvR+C9EY5mlAohFAohEqlAlmWwd/xFNx71+3IfvnrePgvPoPLf/fPeOLLX8PZH/p+3PHGnwF3mA3wJMxn7JlFZ7qh7hdLNHZXGjc3NxEIBCCK4qFy5tzaEuo0/H4/lpaW0Gq1dsSiuH7u1DShSQq04nY8RLUrQL62FSLfLO+eDfQGAwgtJhBMiDh28wWEFuMILiQQ3qoIWrOB7AReIwzDIBKJIBKJ7KoGW2Y40xL2vWuwnyjcz0FM7+eg0z8DfT4fTp48iRMnTiCXyyGVSqFSqdifEdYBjN/vx+rqKlZWVib6XLk1Z9GtnTXEYEgsEjNPMBjEqVOnUKlUkMlkUCgU+v5/VlbgsJlAN1cinIy1mapUKpAkCfF778Czvv8ubH7xH/Hop76Axz7/d3j8S/+IG170g7jt9a8Ec4BN3vY44fiEnD0XOWMflizLQhAExGIx250znU4jEAhAEIQdDsTz1BLqJLqzNC1hX61WEQwGIQiCowLk2/X6jsqf3RraVRXUihKMngM7hmUQjHfC46Orx3HsKTduRURYBjGdqqA35Ey3WKsa3Gw2bUMpVVURCoXA8/yRPkfDzGGsf+9Hd0dM91jEtKuB44RlWSwvL2N5eRmKoiCVSqFQKNgtqvV63W5RXV5exurqKkV17QHaK80OJBaJucAyiIhEIjsG3H0+n73ZdUtL0CwTiUTsYHJZlrH4vHuw+vzn4NpnvoRLn/87fO+Tf4VHP/e3uPEn/iue8qqX7OvDiLEHCsd08UBXzuJsiUUL0zTtmJVarYZarYZMJgOWZcEwDEzTnMuWUCfh8XjsuVNrZi6dTsPv9489dsM0DNQlGdVCaTsvsFjqVALznblArVBCs1rbdVtfOLQ1BxjH8VtvRjCx1RK6JQLDC3EERGG71dvF+Hw+LC4uIh6P22MStVoNfr8fPM8jNGRWe1g1cNR8vLXOfD7frjXolmrguLE8DhqNht2iauUQ67qOzc1NbG5uQhRFJJNJxOPxsf3O3HroSAY3sweJRWKuYBgGa2trMAzDttPO5XIIh8MQRXFu5nycTHckiqqqUBQFyy94Lk788A/iysc+h8t/8xXc/+FP4nuf+jye/JM/jhtf8qK9fShNwA3VLTmLvRymJZRhGPu/sWzHwKNfeDwxWbpn5qx1lM1m4fV67diN/dCqaT3GMEU7NsKqCmolCaa+83XCctyW8BMhXJfEytNu2RKBW0YxCRHhhQQ8wfnIx+3GMpQSBMGu2OdyObAsa6+h3vXY772l33z8rJqkTQq/349Tp07hxIkTyOfzWF9fR7VatX//pVIJkiQhEAggmUxieXmZ9g/EzEKvbGIuYVnWbtkqFAooFAqoVquIxWIQBIGqjA6AYRjbCMLa7K7+6PNx+sdfiIsf+RSe+Mev4T/e92E88NFP46mveRnOv+j5I++vw/zMLE6qJdQ0TbsaXK1W0W63He2eOk9Y6ygWi+0wWpEkCYIgIBQMoiEp23OBW+6gtYLUJQiLaGn1Xffti4QRWuy4ggqnTnQqgItxBK3swIUEgiK/3QM+pxiGMXT99R7GGIaBWq1TfbXWoc/n2zUSQRX58cNx3I4W1fX1dXuUxTRNaJqGS5cu4fLlyzh+/DhWV1eHVobnAaoszh4kFom5xuPxYHl5GfF4HLlcDrIs23EbsViM3uwcQPe8nDXnc+JlL8L1L38xHvnTv8D6176Jb/7PP8F3P/Bx3PazP4WzP/Cc/ndkdYiOsbLI2G2oY3sIGye5hHZXgy2zomw2C5/PZxtKEZOnWaluCb6dwq+cy6OSLaBekjrh8T3VKtbj2RJ7cYinr8PqHU+1W0Q7RjEdt1DOQXOQ02JUeLzVwtjLsMMYj8eDdruNcrkMTdPQarXg8/kQiUToAGaKWC2q9XodGxsbSKfTO1pUNzY2sLGxAVEUsba2hng8fujHpD0I4QRILBIEYAfyJhIJZDIZSJIEVVUhiqIjspaIjmi04hws0XjqVT+OG376x/G9930EG9/8Dr7+e+/Gf/7xR3DHG38GJ591547bTyLWwja4OYRaPMxMEsuy9mZzGi6h3bPB3aLR6/VCFMW5P3E/Kox2u9P2Wew2iCntyg9s1xu7buvnowgvxBFdTCBx7jTYcAhsNIxAnEd8dQWLJ08gHBfnvhpommbfA5jef+uHtQ69Xu+ulmzr+1HdK9ZcYavVgqqqKJfLqFarCAQC4HmeDmCmSCAQwJkzZ3Dy5Elks1mkUinUarW+Lapra2tYXl6eyzZgErqzA4lFguii2zk1nU6jUCjYopE+nJ1Bd3C8FRVw9vWvwIXXvBQPvudDyPznA/jn3/x/8e33JPD0t74ea8+4bcftx+qGym1tAPtULw/TEuq2zE5LNHZXGnO5HLxeLwRBICfBITTLFVS7qoDbwfHbLaKapOy6Hefz2vN/iXOnkbzzdrsC2KkGiggm4uD6VKaazSZkWUatVkO+rKIOc6azGkdV5fdSDeyOTRrnOvR6vUgkEvZco6qqO2ZPw+EwbcqnBMdxWFlZwcrKCiRJQiqVQrFYBLDdonrx4sUdLar73Ue48bl128w+MZrZ/CQgiEMSiURw9uxZKIqCTCaDbDaLQCCAeDxObUAOgeM4JBIJWzRWKhXc8MZX4Uatifv/6APIP/gI/vGdv4PoyjHc+Uu/YFcWx/E5Zm0yG/UmAKCu1ZHP5+c+OB7YGYsiyzLy+XwnU/MAJituRm+1uiqBW1+LvVVBCXqzueu2ASFmO4Mu3HCmyyV0ezbQH4se+Np8Pp+d1Wi5c7oxq9GqBg47jBlVDexXld9rNXCcdBsWdc+elkoley056cBo3hBFEaIoQtM02zHVMiRqt9tIpVJIpVJIJBJIJpMQRXHo/c2C4HLz5xaxE2bEC9L9r1aCOCSGYaBUKiGXy8EwDHJOdShWKHm1WgXDMGDLNdz37vej+OhlAEAwLkIrSfiRj70HkeVje7rP/baEyo9exn2/+24s330HLrz2ZQMrgPPsElqpVKAoClqtFjweDwRBcL1orCsKagVpq/pnBchv5QVuicC6ou66Hefz2QYxVlh8eCtAPrRlEhNMiOC83on+PLqu26LRNM2+eZqTZlAraPf67Hcg052f2+8gxmlV+f2gaRoURUG93jEfikajiMVi8E749ULsRtd1ZDIZpFIpaJq2Q/wxDINQKIRkMoljx471ff2ZpomrV69CFEXwPD/JSz801WoV+XweZ8+enep7BrFvBqp7EosEsUd0XUc+n7ed0GKxGHied+1GY1bpbqljWRZmQcJ33/1nkK9cAwDwJ5K499ffhth1yUO3hPZuPEuPXMKXf/E3cPYHno273vHGSf7YrqNarUKWZUeLRr3Z7BMVUeyqCpagFUvQWz2vFYZBUOR3VP52GMRsVQV9Dvt5e9F13W59NAxjTzmA+2VUe/aoauCgVlDr+3lwtm42m1AUBdVqFQAQCoXA8zz8ZEDkCEqlElKpFEqlEoCdbqFWK+vq6uoOYWUYBq5du0ZikZgkJBYJ4qhotVrI5XKQJAkMw9hOndRy4QysjaamaahUKmi1WgCA/De/g0t//pdoljsbquipNZx/7csROr5k37Z347nfltD8w4/hiz//Kzj7A8/CXe9403h/0BmhVqtBkiS0Wi271S4SiYx3PZkmNFnZUQms2TOB2wHyzXJl1009Qf+OSmBoIbH9dUsEBuMi2Bk6RLKiURRFga7re85qHJTb2f11UHv2IPHX/e/ETqyKcKVSgWEY8Pl89lwjMX00TUMqlUI6nYZhGLsiJhYWFpBMJiEIgqvFYqVSQaFQwPXXX08HFu6CxCJBHDUAw/FWAAAgAElEQVT1eh2ZTAaVSsXe5EajB58bIoZzGJfQbioXr+Dh938MtWynQrx483nc9StvAr+yfOhrLDx6CV/42bfj9H/5Ptzzzjcf+v7miVqtBlmW0Ww2DyUa2/X6DkfQ3qqgVpRQK0oweirHDMsgIAodU5hFKyJiS/x1VQV94fl2dLVmT9vtNliWRTAYhM/n23dlflCL9rxUA8eJYRh2u7eu6+A4zhb39LudPu12225RtVqIu4VjOBzGysoKGo2GPZfvJkgsuhYSiwQxLqrVKtLpNOr1OkUEHICjcgkdtgEFOqe6kiTZYkR79DLue99HUMsXAYbBytNuwd3vfDOCceHAP0vxscfx16//ZZx+3r2451ffcuD7mWe6nycrYzMajQKmibqsdCqA+eKuqqAlCpuV2q779IaCduUvvCX+equCQZEHM0PVwIMy7FBmVDWwX2W+dy1SB8ZkscxwrPUUiURofMJBFItFpFIpSJIEYKdoZFkWi4uLOH36tKtElyUWz5075xpzLAIAiUWCGC+maUJVVWQyGbRaLfj9fsTjcVe9wY+DowiOP2hL6CA0TUOpVEKr1YLX64V638N44E/+vBNHwDBYu/M23PWON8If3f88WenxJ/BXP/M2nHruPbj3XW/d9+3nlZambTmEbkdFqNkc1HQWWlFCU1bRVFSY+s7XCsOxCMXFTiUwYRnEJOyqoCUKvRR7AwADW0G712Y/ug9lesWfVcWq1+t2ZAqJEefRaDSgKApqtc5hitucbmeN7kPSdruNarWKbDYLWZb7tqguLi4imUy6ospYLpdRLBZJLLoPEosEMQlM00SpVEI2m4VhGAiFQhBFcebc6Y4iOH7aLqHdBiterxfSt76LBz7wcTTVChiWwcln3Yk7f+nn4dmH0JAuX8XnX/NWnHrO3bj31942xqt3B6auQyvJnQpgUeqIwXxPa2ihhFZN23VbXySM0IKIQFwEFw2Di0YQSIgQV48jsbaKyNICAgJvR6LMM4dZj4PWYfdBzV4OZXpNVqwK1qy997mddrttzzVaTrc8z1OO8BFiGMbAdTisOm+ts2q1as9x97qoRiIRJJNJLC0tObal2BKLN9xwA61/d0FikSAmia7rKBQKKBQKME0T0WgUgiA4/rR9Ui2hTqJ7Bsvn8yH/z/+Ghz7yabRqGhiOxZnnPQvPeOvr+oaZ9yI9cRWff9Vbceo5d+HeX/vFCVz99GhWqtCK26YwvVER1UIRdUmGaez8GGE5rmsOMLGjKtgxiEkglBDh6XHRq9frkGUZ9XodLMuC53lEo1HHbpiOilHh8VaWWy/91mM/UXjUWFmNlUrHHIgqWM7EMAzbtMgwDNu0KBwOU6vwEPpFuPSuyVHr0VqLw5x7TdO0W1RlWbb/DeiIRq/Xi9XVVaysrDhubamqilKphPPnz5MRlbsgsUgQ06DVaiGfz6NUKoFhGPA8j1gsNpUN7mFaQgdVAGclOB7onIbKsmy7PWb/4at4+C8+h3a9AdbjwbkXPA+3/cKrwA358JOfuIbPveotOPmsO/F9//2XJnj1R4eh69vh8VZUhF0V3K4GtuuNXbf1x6J2XIRlCrPtEppAMCEiKPDAIV4rjUYDkiTZojEWi01tTR2G3upDv7U5rBo4aj5w2uvRiVmNxG5M07TnGlutlr2motGoIw/3xsmgDM+9HJT2O4w5qvVYqVSwsbFhdyx1i0aGYbC0tITV1VXEYrEDP8ZRQmLRtZBYJIhp0mg0kM1moarqkTunjrMldN6cCa2IAGtuxO/3I/W5v8Ojn/ki9GYLnM+DCy9+AW593U/2/fBX1jfw2Ve+ESe/70583284Tyw2yxVUC1YF0KoKdlpDq4VOZqAmKUDP5wLn9XSqf4vbrqChrbxAuyq4EN9T9fWoaDQakGUZmqaBYRg799QJr9dR4fGDqg8Mw4wMj3fbBr63guXz+SAIApmAORBN06Aoiu3QGY1GEYvFXN9K2Dsf2K8yuF/TpmlEuLRaLaTTaaRSKTSbzV0tqtFoFGtra1hYWJjq+6CiKJAkCRcuXHDd+9WcQ2KRIJxArVZDOp2GpmnweDwQRXFgBtY8toQ6BcuwyNrgBvx+PPGJv8bFL/w9jFYbnN+Pm1/6w7jllT+2QzSqG5v4zCvegBP3PgPP/s23T+x69VZrayZw5yygFRVR3RKEerO567YBPrbd/rmjKrgdJO/nnXFi3Y9mswlZllGr1WzRGIvFxvL6Nk2zb0V+L5vOQdWH7s3ntKuB4+SgWY3E5OmdPw2FQojFYo6sCh/Uvbffwcwk2rSPAtM0USgUsL6+DlVV7X8DnNGiSmLRtZBYJAinYG2aMpkMms0mPB6P7ZpKLaHOwjAMWzSapomA14vH//wzuPx3/wRDN+ANBvDkn/4J3Pjj/xUAUN7M4C9f/vM4cc/T8ezfeseRXENDUbfnAgtFaAWpSxB2RGBdUXfdjvP5OiLQngfcFoMdYSgimIiDc3nVwKJXNO7XlXNUm/Zeq4GDNp7ENlYGYKvVsjMAo9EovW85DF3XoaoqyuWyXRW25hon9fiHmQ8cVJmfpY6ZSqWC9fV15HI5mKbZt0V1bW1toocyllh80pOeNDO/5zmBxCJBOA3TNCFJEjY3N+1/83q9Q6sP9MY7Haz5K+sU18968NgHP4Gr//R1mIYJXySMW1/7Cqze8RR8+qU/hxN334Fn//avDL/PZtOuAGrFEqpb0RFaoYhqoYRavvPvemt39Tgo8tuh8VsB8qGEaAvC8EICvgNEf8wCvVWRaDRqb26HtWv3o7dNu1+LKK3Jg6NpGmRZRqPRcPX86axjHXCqqop2uw2O4+y5xoM+V8PmA/eyJp08rzsNms0mNjc3sbGxscNF1fpdxGIxu0V13L8fWZYhyzKJRfdBYpEgnIpVEcnn8zBNE5FIBKIoUjXCgewWjSwe/uOPYv3r/w6YJnzRCJrlClbveCpufe0ruqIiinZ10BKIDbW86/49Af929W8x0bcqGIyLYMk0AED/ykNvFaIfDMP0PYzpFYXEZKjX61AUxZ4/paxG51Kr1aAoChqNRt/nalzzgbQm94ZhGHaLqmUuBWyLRp/Ph2QyiePHj49tFtUSizfeeONcCncXQ2KRIJxOu91GPp9HsVgEAPA87xjDDmInuq5DlmWUyx3B5zOBh977YWx+6zv9b8AwCMaFraqfZRBjBcjHO1XBhQR8kcm0dzmdUfO6oyoPvXOA9Xodza15zXA4DEEQXG/aMYtQVqOz6Z4PrNfrqNVqaLVaADrrrrsNshs3zwe6GVVVsbGx0bdFlWVZHDt2DKurq0feoipJEhRFIbHoPkgsEoRbaDabyGazUBQFLMvazqn0pus82u02JElCtVrtPD9SGV99+28hcf4sbvyxF24bxcQFMLQZArC7GtivCrGfed29OhO2223Ismzn/0UiEQiCQNbuDsQKjrcOY0KhEARBcFye3Cxx0Jld6zDTWrMcxyEcDiMYDNL4hEMY1aLK8zzW1taQSCSOZJ9hicWbbrrp0PdFTBQSiwThNjRNQzqdRq1WA8dxEEWRnAMdSqvVgizLtmicZp7mtLCqgcPC40e5907CkKJXiFD1yrn0y2rkeR7BYHDal+YqhhnEHHQ+0Pq7JS56I1Ist9twOEwHnQ7BMAzkcjmkUilUKpVdotHv99suqoc5RCuVSlBVlcSi+yCxSBBuxDRNVCoVZDIZNBoN+Hw+iKJImyWH0mw2IUkSNE0Dy7K2aHT7ZqmfPX1vi+h+55C6v07j99PbSkztqc6Fshr7Y0W5DMrX3c984FHN7JqmiWq1arvdWsZF0WiUWk0dhKIoSKVSKBQKfVtUl5eXsbq6eiDnWxKLroXEIkG4GdM0Icsystks2u02gsEgRFGktiyH0mg0IEkS6vW641uJB202uzec/ejO8hw0g+SGzWGvaVE4HAbP87S2HIh1eCbL8o6sxlmsXh30gGbQfOA01qWmaVAUBfV6HUDHmTgWi9GBjINoNBrY2NjA5ubmjlZjaz2JoohkMolEIrHn+yyVSiiXy7jxxhvHcs3E2CCxSBCzgGEYKJVKyGazME0T4XAYoijS3JVDqdfrkCQJjUZj4q3EBw2rBtC3+jeo/WxWINHoLrqzGq0q/mGiHCbJYeYDhx3OOHU+sNe4KBgMgud5BAKBKV8ZYaHrut2iWq1Wd7z+GIZBIBCwXVRHHTYUi0VUKhUSi+6DxCJBzBLtdhuFQgGFQgFAJ0NJEARHbhSIzgm7JEloNpvweDwQBOFQonHURlPX9aGbzWHzgW6oBo6T3jk5MldxNv2yGqfZ8jhsXR7VfKBb0XUdqqqiXC7b7cRWZZhwDrIs2y2qAHa1qB4/fhzJZHLgOEyxWES1WsWTnvSkiV0zcSSQWCSIWaTZbCKXy0GW5ZmakZtVarUaJElCq9WC1+uFKIo75q4MwxgaFTFqBmnUfCC9LvaOtbFVVRWmaVLrt8NpNBqQZRmapgHoHKAdZVbjYeYD+80FznOmp2maKJfLUFUV7XYbHMfZIp8OPJ1DvV63W1S7DyCtz5F4PI5kMol4PL7jdoVCAZqm4cKFCxO/ZuJQkFgkiFlG0zRkMhlUq1VyTnUolvhrtVqo1WrQNA2GYYBhGDAMM3CjSRll08UwDKiqCkVRbNEoCAL8fv+0L43oQ2/L416MiwbNB46Kc3HSfKBbqdVqUBQFjUYDDMMgGo0eqcgnDo+u68hms0ilUqjVartaVIPBIJLJJJaXl8FxHIlF90JikSDmgUqlgnQ6Tc6pE8SqOAybDxwmBK33YJZlEQqFEAgEdoXKE9PHEo2qqsIwDAQCAYiiSKLRofTmavp8PgQCATAMs6syuN/5QOsrVcGOjkajAUVRUKvVANDMsFORJAmpVArFYhHAzhZVjuOwsrKCQCAA0zRx/vz5aV4qsX9ILBLEvGCaJhRFQSaTQbvdRiAQQDwepw/dA3BQI4p+FYd+LaLAtsOjJEkkQlxAb4xDIBCAIAhk1jEFaD5w9mi32/ZcI2VrOhdN07CxsYF0Ot23RZXjONx6661YWlqiteQeSCwSxLxhOafmcjkYhkHOqV30mz/qt+nsh7XRHDYfeJCKg2madrujYRg0I+dwep8vv98PQRBoU3sEDKrW72V2d9BcIMMwqNfrtrmK1+uFIAhkruJQeg9lvF4vYrEYIpEIiY8p070+m80m8vk8crkcms2mvS7r9ToikQh+8Ad/kJ4v90BikSDmFV3XUSgUkM/nARy98YPTsDaXg7LJhs0fDYuKmJQRRe8midw4nY1l1iHLMonGPdA9HzioMjjO+UCrkq8oCtrtNjweD3ieJxHiUEzTRLVa3RGTMm3H21mm96Cme37XWruD1me9XkehUICiKACApz71qbj++usn/SMQB4fEIkHMO61WC7lcDpIkgWEYCILgKudU0zSHRkWMajtzWz6ZYRh27p+VqTnKqIOYHpZoVBQFuq7P5czwMIMYJ84HVqtVyLLsyqzGeUTTNCiKgnq9DgCIRqOIxWL0nrhHRhk5Dcv39Hq98Pl88Hq98Hq98Hg89vder3fHmlFVFY8//jhuuukmem7cBYlFgiA61Ot1ZDIZVCoVcBwHQRAQjUanek291cC9VhuA4bb01lc30xsWH4lEIAiC63+uWcWqXMmyDF3X+0akuJGDzgcOq9I7ZT6wW4SwLGuLEKpcOZNmswlVVW3zomAwCJ7n53pueFTFfj9CsFcQ0uHJ3EBikSCInVSrVaTTadTr9bFtaK1q4EFNKIaZwzixGjhOdF2HLMsol8sAOqfqgiDQhtbBWKKx3W47dkbusPOB027bPkr6ZTXGYjE6mHEoVhaqNYfq8/nsucZZolcI7tVojeO4XQKwVwzO02coMRISiwRB7MYy6chkMmi1WvD7/YjH43ty4hzU0tJ9sjksQH7YRtMJ1Qan0hsJMOszqLPAtETjUcwHDjqsmeXXW7+sRopxcC69c6gcx9lzjU4XQ4cVglZFsLctlIQgcQBILBIEMRjTNG3nVF3XEQwGEQ6HwTBM37nAdrvd936sauCw+cBZ3mROklarBVmWUa1WwTCMLRppg+BcrA1tq9WC1+u1jVUOwqj5wFFrdFh0BB3UdLBiHKwW8GAwCEEQKNbGwdRqNSiKgkajAYZh7JbiaVSH+5mt7SXjs1cI9psTpDVKjAESiwRBjEbXdRSLReRyuV3/bdRcIFUDp0Oz2YQsy6jVarZJh5uMi+aRbmMVj8cDQRB2iMZBM0ejjJxojY6H3nZHyv5zPuOuDg/rqBl2WDNICHaLQVqjxJQgsUgQxN6pVCooFAqoVCpUtXIJzWYTkiRB0zQSjQ6ldz5Q0zRomma3gjIM07fSAAyeD+z+N2K89Mv+c+IcKrGNVR0ul8swTROBQACxWGzofP5Bq/a9raD9xCC9HxMOhsQiQRD7p9FoIJvNQlVVcBxnCxDCuTQaDUiSZDs7iqJIGXIToN/sUW+1YZAbIcMwMAwDpmmCYRiEQiGEw2FbDNIhjbOwsv+sOVTKanQ+vUKfZVkEg0FwHLcnwzVLCA6bEaTnnnA5JBYJgjg4tVoN6XQamqbB4/FAFEU6TXc4mqZBlmU0Gg1wHGeLRmL/TGo+UNM0SJKEZrMJlmXtWBvahDoXKzDees4oq3F6DJsP3I8Q7G0LJSFIzAkkFgmCOBxW6Hgmk0Gz2YTP50M8Hp/rbCs3oGkaSqWSPR9HQn8bK9pl0FzgQeYDj8LRt1voU0uxO+jOarRa9ymr8egYNR94ECFoGIZt5EYQBIlFgiCOCNM0IUkSstms7ZwqiiLZyjucWq0GSZJsJ85ZCIofxrD8wFHRLk6ZDyTR6D4ajQYURUGtVgPQyUPleZ6yGocwqmo/SAhaoq+fWYzX6yVDJ4LYHyQWCYI4WgzDQKFQQD6fh2maiEQiEEWRTtIdTnfmn8/ngyiKrnN17GdJv9f5wGHRLk6dD6zX65Bl2Z5DpVZH59MdbQPMb1bjqLbQYULQqgj2M44hIUgQRw6JRYIgxkO73UY+n0exWAQA8DxPzqkuoFKpQJIk6LoOv98PURQd0VI8LEB+1HzgoHbQWckP7DUvslodaa05F13XoSiK7cYZDAbB87wj1tphGWTotBchOCxDkIQgQUwFEosEQYyXZrOJbDYLRVHInMMlWHOosizb+XGiKI4ldHzYfOCozeUwAWh9P080Gg3IsgxN08AwjN2eSqLRuei6jnK5DFVVYRgG/H4/BEFwbFV/VFvofoRgtyAkIUgQjoXEIkEQk0HTNKTTadRqNXLhdAmmaUJVVdtWfr9zqIZhjBSCe5kPHFQZJPrTna1JpiruwDqgURQFuq7D6/XasRuTevxh7duDhCDDMEMzBL1erx0DQxCEKyGxSBDE5DBNE5VKBZlMBo1Gw7WzcfOGYRi2aDRNE6FQCDzPg2GYoSYUszQf6EaazSZkWUatVgPDMLapColG52JlNSqKglarZefYHqYbY5AQ7F6vw4TgoAxBEoIEMReQWCQIYvKYpglZlpHNZtFut8k51WEMqgK22220Wq2B1cB5mA90I81mE4qi2KYqsViMRKMLqNVqkGV5aFbjMHdf6/t+67VXCA6aESQIYu4hsUgQxPQwDAOlUgm5XM7OthJFce5mzSZFvwrDQeYDWZZFs9lEo9EAAHreXAKJRndhmiZarRY0TUOlUkGr1QIAew0OEoLWoc2oGUGCIIg9QGKRIIjpo+s68vk8CoUCgM4mVhAEakfcBwedD2QYZk9B8v3QdR2yLKNcLgMg8eEWeuMbotEoBEGg522C9FYE+x3gDKrgMwyDSCTSty2UhCBBEEcMiUWCIJxDs9lELpeDLMsUNt5Fv/zAg84H9raGHoUgb7fbkCSJKlYuo91uQ5ZlVCoVABQUf1T0O7jpXbODKoJ7mRE0TXPu3xMJgpgYJBYJgnAe9Xod6XQa1Wp15p1TRzkQjsoP7FcRtL5OekPZXbGi6Ab30G637cw/AIhEIhAEgURjHwzD6NvC3b1eBx3c9M4I9opBWicEQTgQEosEQTiXSqWCdDrtSufUUfOBw9rMhhnEuKHNrDu6gSrE7qFXNIbDYQiCAK/XO+UrmwzdQnDQAc5ehWCvICQhSBCESyGxSBCEszFNE4qiIJPJoN1uIxAIIB6PT9U5tV91Ya/zgcMC5GctP7DZbKJUKqFer4NlWQiCcKgIAGIy6LoORVGgqiqA2RCN/YTgXlq5OY4bmiFIUS8EQcw4JBYJgnAHhmFAkiRks9mxOqcedj5wWHTEvG4q6/U6JElCo9EAx3G2aCScTT/RyPO84yJuDisEB80IzvOaJQiC2ILEIkEQ7kLXdRQKBeTzeQD7M1MZ1l5mfd+P7vnAXgE4rflAN6JpGiRJQrPZhMfjgSAIMzuLOktYorFcLsM0TYRCIQiCMBHROOzwxvq+H71CsN+cIK1ZgiCIkZBYJAjCnbRaLeRyOUiSBIZhEI1GEQwGB24uZ3U+0I3UajVIkoRWqwWv1wtBEBAOh6d9WcQIdF2HqqpQVRWmaSIYDEIUxQOLxkEh8gcVgt1ikIQgQRDEkUBikSAId1Ov15HJZGz7f4t5mw90I9VqFbIs26IxHo+7xsBonjEMA6qqQlEUWzQKggC/32//P6NauQcJwX5xEb1ikIQgQRDExCCxSBDEbGDlM1otjvF4HKFQaNqXReyBSqUCSZKg67rrXG/nEUv0NZtNVCoV1Ot1AJ0DGpZlB7ZzW0Jw2IwgCUGCIAhHQWKRIIjZwTRNqKqKTCaDVqsFv9+PeDy+o+JBOJdyuQxJkmAYBgKBAARBQCAQmPZlzRWDZnn3MtdrGAZisVjfLEESggRBEK6ExCJBELOHaZq2c6qu6wiFQhBF0dXW//OCaZool8uQZdkWjdOOSpkVRrWF7rUi2PuH4zgwDAPTNEkQEgRBzBYkFgmCmF10XUexWEQ+n4dpmohGoxAEgWYVXYBVJVYUBYZhTNSB040Mcgvt/tqPYfOB3UKQIAiCmEtILBIEMfu0223kcjmUSiUwDAOe5xGLxShDzQX0mqnMQkD8fhnVFjpKCA6aESQhSBAEQYyAxCJBEPNDo9FANpuFqqrgOM4WjYTz6Q2Ij0QiEAQBHo9nyld2OA4jBIdFR5AQJAiCII4AEosEQcwftVoN6XQamqbB4/FAFEXK+XMJvaLRqa3Fpmn2FX6jhCDDMCNbQ1mWJSFIEARBTAISiwRBzCeWkUomk0Gz2YTP50M8Hif3TZfQbrchy7KdrxmLxcDz/EREYz8h2PuVhCBBEAQxA5BYJAhivul1Tg0GgxBFkYxUXEK73YYkSahWq2AYxhaNB51HHSQEu0XgMCE4aD7Qag0lCIIgCBdBYpEgCALoGKkUi0XkcjmYpolIJAJRFGmD7xKazSZkWUatVhtoYmSa5tC20Ha7DcMwdt13rxDsnQ8kIUgQBEHMKCQWCYIgumm328jn8ygWiwAAnucPVakiJoMlBDVNQ7lcRqvVAtAxgmEYZqAQZFkWHo9nYIagx+MhIUgQBEHMKyQWCYIg+tFsNpHNZqEoCliWtStVNE82eXorgv2qg/2EINARg+FwuG9bqDUjSBAEQRBEX0gsEgRBDEPTNKTTadRqNXAcB1EUEYlEpn1ZM4NhGLsMYnrF4KCK4KgZQZZlYRgGCUKCIAiCOBgkFgmCIEZhmiYqlQoymQwajQZ8Ph9EUUQwGJz2pTkawzD6zgd2C8N+nzW9QrDfjCAJQIIgCIIYOyQWCYIg9oppmpBlGdlsFu12e66dU7uF4KAIiX6fIxzHjZwRJCFIEARBEI6AxCJBEMR+MQwDpVIJuVwOhmEgHA5DFEV4PJ5pX9qR0E8I9lYIBwlBqyLYry2UhCBBEARBuAoSiwRBEAdF13Xk83kUCgUAnWB4QRAcLYi6swL7tYXquj5SCPZrCyUhSBAEQRAzB4lFgiCIw9JsNpHL5SDL8lSdU7tF4KBg+X70E4K9gpBcYAmCIAhi7iCxSBAEcVTU63Wk02lUq9Ujd04dVA0cJQQ9Hs/IGUESggRBEARB9IHEIkEQxFFjOafW6/U9OaeOagsdJgRHzQiSECQIgiAI4oCQWCQIghgHpmlCVVWk02m02234fD4EAgEA2NUi2o9uIThoRpCEIEEQBEEQY4TEIkEQxDgxDAOSJCGdTtv/1k8IdotAEoIEQRAEQTgAEosEQRCTQNM0GIaBUChEQpAgCIIgCDdAYpEgCIIgCIIgCILYxUCxSGFZBEEQBEEQBEEQxC5ILBIEQRAEQRAEQRC7ILFIEARBEARBEARB7ILEIkEQBEEQBEEQBLELEosEQRAEQRAEQRDELkgsEgRBEARBEARBELsgsUgQBEEQBEEQBEHsgsQiQRAEQRDE/9+eHdoAAMNAEFOl7j9zBzhQFgXY9EnoKQCEWAQAACDEIgAAACEWAQAACLEIAABAiEUAAABCLAIAABBiEQAAgBCLAAAAhFgEAAAgxCIAAAAhFgEAAAixCAAAQIhFAAAAQiwCAAAQYhEAAIAQiwAAAIRYBAAAIMQiAAAAIRYBAAAIsQgAAECIRQAAAEIsAgAAEGIRAACAEIsAAACEWAQAACDEIgAAACEWAQAACLEIAABAiEUAAABCLAIAABBiEQAAgBCLAAAAhFgEAAAgxCIAAAAhFgEAAAixCAAAQIhFAAAAQiwCAAAQYhEAAIAQiwAAAIRYBAAAIMQiAAAAIRYBAAAIsQgAAECIRQAAAEIsAgAAEGIRAACAEIsAAACEWAQAACDEIgAAACEWAQAACLEIAABAiEUAAABCLAIAABBiEQAAgBCLAAAAhFgEAAAgxCIAAAAhFgEAAAixCAAAQIhFAAAAQiwCAAAQYhEAAIAQiwAAAIRYBAAAIMQiAAAAIRYBAAAIsQgAAECIRQAAAEIsAgAAEGIRAACAEIsAAACEWAQAACDEIgAAACEWAQAACLEIABBH9C4AAAFZSURBVABAiEUAAABCLAIAABBiEQAAgBCLAAAAhFgEAAAgxCIAAAAhFgEAAAixCAAAQIhFAAAAQiwCAAAQYhEAAIAQiwAAAIRYBAAAIMQiAAAAIRYBAAAIsQgAAECIRQAAAEIsAgAAEGIRAACAEIsAAACEWAQAACDEIgAAACEWAQAACLEIAABAiEUAAABCLAIAABBiEQAAgBCLAAAAhFgEAAAgxCIAAAAhFgEAAAixCAAAQIhFAAAAQiwCAAAQYhEAAIAQiwAAAIRYBAAAIMQiAAAAIRYBAAAIsQgAAECIRQAAAEIsAgAAEGIRAACAEIsAAACEWAQAACDEIgAAACEWAQAACLEIAABAiEUAAABCLAIAABBiEQAAgBCLAAAAhFgEAAAgxCIAAAAhFgEAAIj72c/IFQAAAKziswgAAECIRQAAAEIsAgAAEGIRAACAEIsAAACEWAQAACAeslzreLMFClgAAAAASUVORK5CYII=\n","text/plain":[""]},"metadata":{},"execution_count":7}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":901},"id":"XkdUha3k_IcY","executionInfo":{"status":"ok","timestamp":1635200782795,"user_tz":420,"elapsed":678,"user":{"displayName":"Henry Kaplan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GivVtF83dJqeC6ibEExwuUOMLCPf90iHkSgW2O47A=s64","userId":"00884883390244725230"}},"outputId":"67b10a81-590b-4c6c-f89c-f451cc1564cd"},"source":["# Add lines for right pane for aligning in photoshop\n","numpslines = 8\n","\n","#left\n","for ps in range(numpslines):\n"," psloc = stepout + (squaresize * (ps / (numpslines-1)))\n"," #right vertical\n"," addline(psloc, psloc, stepout, 1, 1, 'y', color=darkredhex)\n"," #right horizontal\n"," addline(stepout, 1, psloc, psloc, 1, 'y', color=darkredhex)\n","\n","\n","fig"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"image/png":"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\n","text/plain":[""]},"metadata":{},"execution_count":8}]}]}
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diff --git a/logo/readme.md b/logo/readme.md
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+# Hack for LA Data Science Logos
+
+The current, extremely simple Data Science Logos were made in Google Drawing. The editable files can be found in the [Google Drive folder here](https://drive.google.com/drive/u/0/folders/1d0IrLzTGEWP5PkGS0aocLi1tCK2jSt8b) for those with the right permissions. Alternate versions are saved in the edit history of the Google Drawing file, as well as in the github repo at /data-science/logo/Drafts.
+
+## Files
+
+### Base Data Science Logo
+
+ - [Base Data Science Logo Google Drawing file](https://docs.google.com/drawings/d/1ARUH58iSl4_cMo5RyQ8xhPcAmfjnf3uZF9mjcF7iTBU/edit?usp=sharing) (Google Drive)
+ - [Logo.png](Current-Data-Science-Logos/Logo.png) (github)
+ - [Logo.svg](Current-Data-Science-Logos/Logo.svg) (github)
+
+### Data Science Favicon
+ - [Favicon Google Drawing file](https://docs.google.com/drawings/d/1hb_1iSWR0XYV2bZMOqsKa_7X3hqW-uMDjhryaJ6R-7U/edit?usp=sharing) (Google Drive)
+ - [Favicon.svg](Current-Data-Science-Logos/Favicon.svg) (github)
+ - [Favicon.png](Current-Data-Science-Logos/Favicon.png) (github)