From 3248783360e342b3adbd437ccdd678c1de515b47 Mon Sep 17 00:00:00 2001 From: Marc Jansen Date: Fri, 14 Aug 2020 11:43:10 -0400 Subject: [PATCH 1/7] update demo with Zillow data and expand with FB prophet example --- quandl-api-demo.ipynb | 414 ++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 402 insertions(+), 12 deletions(-) diff --git a/quandl-api-demo.ipynb b/quandl-api-demo.ipynb index 4c3d9cc..f22c2b4 100644 --- a/quandl-api-demo.ipynb +++ b/quandl-api-demo.ipynb @@ -2,38 +2,428 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ - "#PRIOR TO DELIVERY, RUN THIS CELL AND THEN DELETE IT (esc, D, D)\n", + "# Configure plotting functions\n", "%matplotlib inline" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Importing plotly failed. Interactive plots will not work.\n" + ] + } + ], "source": [ + "# Configure libraries\n", "import quandl\n", - "quandl.ApiConfig.api_key = \"Byjzu4U8rmR1iEhZnp7V\"\n", - "data = quandl.get(\"LPPM/PALL\")" + "import pandas as pd\n", + "from fbprophet import Prophet\n", + "\n", + "# Configure Quandl access\n", + "quandl.ApiConfig.api_key = \"Byjzu4U8rmR1iEhZnp7V\"" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# Get Data\n", + "data = quandl.get(\"ZILLOW/N128_IMP\") # Chelsea, NYC, real estate inventory" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Value\n", + "Date \n", + "2018-05-31 310.0\n", + "2018-06-30 314.0\n", + "2018-07-31 297.0\n", + "2018-08-31 261.0\n", + "2018-09-30 290.0" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Examine data\n", + "data.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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1042018-09-30290.0
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" + ], + "text/plain": [ + " ds y\n", + "100 2018-05-31 310.0\n", + "101 2018-06-30 314.0\n", + "102 2018-07-31 297.0\n", + "103 2018-08-31 261.0\n", + "104 2018-09-30 290.0" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Transform data\n", + "prophet_data = data.reset_index()\n", + "prophet_data.columns = [\"ds\", \"y\"]\n", + "prophet_data.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n", + "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", + "/srv/conda/envs/notebook/lib/python3.7/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", + " elif np.issubdtype(np.asarray(v).dtype, float):\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Fit model\n", + "m = Prophet()\n", + "m.fit(prophet_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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dsyhatyhat_loweryhat_upper
1302018-10-26265.364604230.042535303.664370
1312018-10-27266.877657230.986711305.126420
1322018-10-28268.530721234.194119306.148501
1332018-10-29270.289701232.522444307.446149
1342018-10-30272.117393238.127844307.394419
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" + ], + "text/plain": [ + " ds yhat yhat_lower yhat_upper\n", + "130 2018-10-26 265.364604 230.042535 303.664370\n", + "131 2018-10-27 266.877657 230.986711 305.126420\n", + "132 2018-10-28 268.530721 234.194119 306.148501\n", + "133 2018-10-29 270.289701 232.522444 307.446149\n", + "134 2018-10-30 272.117393 238.127844 307.394419" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Generate predictions\n", + "future = m.make_future_dataframe(periods=30)\n", + "forecast = m.predict(future)\n", + "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot result\n", + "fig1 = m.plot(forecast)" + ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# Configure plotting functions\n", + "%matplotlib inline\n", + "\n", + "# Configure libraries\n", + "import quandl\n", + "import pandas as pd\n", + "from fbprophet import Prophet\n", + "\n", + "# Configure Quandl access\n", + "quandl.ApiConfig.api_key = \"Byjzu4U8rmR1iEhZnp7V\"\n", + "\n", + "# Get Data\n", + "data = quandl.get(\"ZILLOW/N128_IMP\") # Chelsea, NYC, real estate inventory\n", + "\n", + "# Examine data\n", + "data.tail()\n", + "\n", + "# Plot Data\n", + "data.plot()\n", + "\n", + "# Transform data\n", + "prophet_data = data.reset_index()\n", + "prophet_data.columns = [\"ds\", \"y\"]\n", + "prophet_data.tail()\n", + "\n", + "# Fit model\n", + "m = Prophet()\n", + "m.fit(prophet_data)\n", + "\n", + "# Generate predictions\n", + "future = m.make_future_dataframe(periods=30)\n", + "forecast = m.predict(future)\n", + "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()\n", + "\n", + "# Plot result\n", + "fig1 = m.plot(forecast)" + ] } ], "metadata": { @@ -45,14 +435,14 @@ "language_info": { "codemirror_mode": { "name": "ipython", - "version": 3 + "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.0" + "pygments_lexer": "ipython2", + "version": "2.7.16" }, "varInspector": { "cols": { From 3cb4ed98ad03985b21d39731b843496498b391fd Mon Sep 17 00:00:00 2001 From: Marc Jansen Date: Wed, 19 Aug 2020 15:13:59 -0400 Subject: [PATCH 2/7] Split versions of quandl api demo --- README.md | 10 +- quandl-api-demo-v-1-2.ipynb | 105 ++++++++ quandl-api-demo-v-1-3.ipynb | 161 ++++++++++++ quandl-api-demo.ipynb | 479 ------------------------------------ 4 files changed, 275 insertions(+), 480 deletions(-) create mode 100644 quandl-api-demo-v-1-2.ipynb create mode 100644 quandl-api-demo-v-1-3.ipynb delete mode 100644 quandl-api-demo.ipynb diff --git a/README.md b/README.md index 7553fa1..b05511d 100644 --- a/README.md +++ b/README.md @@ -3,10 +3,18 @@ A notebook to be used as a python demo in the Data Mindset. This repo populates the Binder here: [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/DecodedCo/quandl-python-demo/master) +Note that there are two versions of this demo. + +## v1.2 Intended use is running the code, then running `data.tail()` and then `data.plot()` in the two empty cells provided. +## v1.3 +Intended use is running the code once through to see the outputs, then run it again for a different Zillow data +key on Quandl and critiquing the lack of annotation around the methodology used for the FB Prophet model. + ## Prep before delivery: 1. Run everything in the notebook to make sure it works 2. Restart kernel and clear all output 3. Run the first cell and then delete it - 4. If running through Binder, and not locally, then make sure the Binder kernel is running and active 2 minutes before the demo. + 4. If running through Binder, and not locally, then make sure the Binder kernel is running and active 2 minutes + before the demo. diff --git a/quandl-api-demo-v-1-2.ipynb b/quandl-api-demo-v-1-2.ipynb new file mode 100644 index 0000000..8da0211 --- /dev/null +++ b/quandl-api-demo-v-1-2.ipynb @@ -0,0 +1,105 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Configure plotting functions - delete cell before demo (ESC + D + D)\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Configure libraries\n", + "import quandl\n", + "\n", + "# Configure Quandl access\n", + "quandl.ApiConfig.api_key = \"Byjzu4U8rmR1iEhZnp7V\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Get Data\n", + "data = quandl.get(\"FRED/GDP\") # Chelsea, NYC, real estate inventory" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Examine data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot Data" + ] + } + ], + "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": "3.8.5" + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/quandl-api-demo-v-1-3.ipynb b/quandl-api-demo-v-1-3.ipynb new file mode 100644 index 0000000..629c6e2 --- /dev/null +++ b/quandl-api-demo-v-1-3.ipynb @@ -0,0 +1,161 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Configure plotting functions\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Configure libraries\n", + "import quandl\n", + "import pandas as pd\n", + "from fbprophet import Prophet\n", + "\n", + "# Configure Quandl access\n", + "quandl.ApiConfig.api_key = \"Byjzu4U8rmR1iEhZnp7V\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Get Data\n", + "data = quandl.get(\"ZILLOW/N128_IMP\") # Chelsea, NYC, real estate inventory" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Examine data\n", + "data.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot Data\n", + "data.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Transform data\n", + "prophet_data = data.reset_index()\n", + "prophet_data.columns = [\"ds\", \"y\"]\n", + "prophet_data.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Fit model\n", + "m = Prophet()\n", + "m.fit(prophet_data)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Generate predictions\n", + "future = m.make_future_dataframe(periods=180)\n", + "forecast = m.predict(future)\n", + "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Plot result\n", + "fig1 = m.plot(forecast)" + ] + }, + { + "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": "3.8.5" + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/quandl-api-demo.ipynb b/quandl-api-demo.ipynb deleted file mode 100644 index f22c2b4..0000000 --- a/quandl-api-demo.ipynb +++ /dev/null @@ -1,479 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# Configure plotting functions\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Importing plotly failed. Interactive plots will not work.\n" - ] - } - ], - "source": [ - "# Configure libraries\n", - "import quandl\n", - "import pandas as pd\n", - "from fbprophet import Prophet\n", - "\n", - "# Configure Quandl access\n", - "quandl.ApiConfig.api_key = \"Byjzu4U8rmR1iEhZnp7V\"" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "# Get Data\n", - "data = quandl.get(\"ZILLOW/N128_IMP\") # Chelsea, NYC, real estate inventory" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " ds y\n", - "100 2018-05-31 310.0\n", - "101 2018-06-30 314.0\n", - "102 2018-07-31 297.0\n", - "103 2018-08-31 261.0\n", - "104 2018-09-30 290.0" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Transform data\n", - "prophet_data = data.reset_index()\n", - "prophet_data.columns = [\"ds\", \"y\"]\n", - "prophet_data.tail()" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n", - "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n", - "/srv/conda/envs/notebook/lib/python3.7/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", - " elif np.issubdtype(np.asarray(v).dtype, float):\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Fit model\n", - "m = Prophet()\n", - "m.fit(prophet_data)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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dsyhatyhat_loweryhat_upper
1302018-10-26265.364604230.042535303.664370
1312018-10-27266.877657230.986711305.126420
1322018-10-28268.530721234.194119306.148501
1332018-10-29270.289701232.522444307.446149
1342018-10-30272.117393238.127844307.394419
\n", - "
" - ], - "text/plain": [ - " ds yhat yhat_lower yhat_upper\n", - "130 2018-10-26 265.364604 230.042535 303.664370\n", - "131 2018-10-27 266.877657 230.986711 305.126420\n", - "132 2018-10-28 268.530721 234.194119 306.148501\n", - "133 2018-10-29 270.289701 232.522444 307.446149\n", - "134 2018-10-30 272.117393 238.127844 307.394419" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Generate predictions\n", - "future = m.make_future_dataframe(periods=30)\n", - "forecast = m.predict(future)\n", - "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" + ], + "text/plain": [ + " Value\n", + "Date \n", + "2016-04-11 17556.41\n", + "2016-04-12 17721.25\n", + "2016-04-13 17908.28\n", + "2016-04-14 17926.43\n", + "2016-04-15 17897.46" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Examine data\n", "data.tail()" @@ -47,9 +123,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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dsy
02010-01-0410583.96
12010-01-0510572.02
22010-01-0610573.68
32010-01-0710606.86
42010-01-0810618.19
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" + ], + "text/plain": [ + " ds y\n", + "0 2010-01-04 10583.96\n", + "1 2010-01-05 10572.02\n", + "2 2010-01-06 10573.68\n", + "3 2010-01-07 10606.86\n", + "4 2010-01-08 10618.19" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Transform data\n", - "prophet_data = data.reset_index()\n", + "data_sub = data[\"2010-01-01\":]\n", + "prophet_data = data_sub.reset_index()\n", "prophet_data.columns = [\"ds\", \"y\"]\n", - "prophet_data.tail()" + "prophet_data.head()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Fit model\n", "m = Prophet()\n", @@ -80,21 +267,113 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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dsyhatyhat_loweryhat_upper
26722019-04-1114803.9371477274.89146121856.015529
26732019-04-1214797.6845327324.35125021872.513510
26742019-04-1314874.2514157316.74664421984.902902
26752019-04-1414871.8950057092.93813921753.045230
26762019-04-1514784.5594737169.34887821847.076233
\n", + "
" + ], + "text/plain": [ + " ds yhat yhat_lower yhat_upper\n", + "2672 2019-04-11 14803.937147 7274.891461 21856.015529\n", + "2673 2019-04-12 14797.684532 7324.351250 21872.513510\n", + "2674 2019-04-13 14874.251415 7316.746644 21984.902902\n", + "2675 2019-04-14 14871.895005 7092.938139 21753.045230\n", + "2676 2019-04-15 14784.559473 7169.348878 21847.076233" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Generate predictions\n", - "future = m.make_future_dataframe(periods=180)\n", + "future = m.make_future_dataframe(periods=3*365)\n", "forecast = m.predict(future)\n", "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" - ], - "text/plain": [ - " Value\n", - "Date \n", - "2016-04-11 17556.41\n", - "2016-04-12 17721.25\n", - "2016-04-13 17908.28\n", - "2016-04-14 17926.43\n", - "2016-04-15 17897.46" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Examine data\n", "data.tail()" @@ -123,32 +47,9 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Plot Data\n", "data.plot()" @@ -156,78 +57,9 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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dsy
02010-01-0410583.96
12010-01-0510572.02
22010-01-0610573.68
32010-01-0710606.86
42010-01-0810618.19
\n", - "
" - ], - "text/plain": [ - " ds y\n", - "0 2010-01-04 10583.96\n", - "1 2010-01-05 10572.02\n", - "2 2010-01-06 10573.68\n", - "3 2010-01-07 10606.86\n", - "4 2010-01-08 10618.19" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Transform data\n", "data_sub = data[\"2010-01-01\":]\n", @@ -238,27 +70,9 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Fit model\n", "m = Prophet()\n", @@ -267,90 +81,9 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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dsyhatyhat_loweryhat_upper
26722019-04-1114803.9371477274.89146121856.015529
26732019-04-1214797.6845327324.35125021872.513510
26742019-04-1314874.2514157316.74664421984.902902
26752019-04-1414871.8950057092.93813921753.045230
26762019-04-1514784.5594737169.34887821847.076233
\n", - "
" - ], - "text/plain": [ - " ds yhat yhat_lower yhat_upper\n", - "2672 2019-04-11 14803.937147 7274.891461 21856.015529\n", - "2673 2019-04-12 14797.684532 7324.351250 21872.513510\n", - "2674 2019-04-13 14874.251415 7316.746644 21984.902902\n", - "2675 2019-04-14 14871.895005 7092.938139 21753.045230\n", - "2676 2019-04-15 14784.559473 7169.348878 21847.076233" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Generate predictions\n", "future = m.make_future_dataframe(periods=3*365)\n", @@ -360,20 +93,9 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" + ], + "text/plain": [ + " Value\n", + "Date \n", + "2016-04-11 17556.41\n", + "2016-04-12 17721.25\n", + "2016-04-13 17908.28\n", + "2016-04-14 17926.43\n", + "2016-04-15 17897.46" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Examine data\n", "data.tail()" @@ -47,9 +135,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
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dsy
02010-01-0410583.96
12010-01-0510572.02
22010-01-0610573.68
32010-01-0710606.86
42010-01-0810618.19
\n", + "
" + ], + "text/plain": [ + " ds y\n", + "0 2010-01-04 10583.96\n", + "1 2010-01-05 10572.02\n", + "2 2010-01-06 10573.68\n", + "3 2010-01-07 10606.86\n", + "4 2010-01-08 10618.19" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Transform data\n", "data_sub = data[\"2010-01-01\":]\n", @@ -70,9 +250,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Fit model\n", "m = Prophet()\n", @@ -81,9 +279,90 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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dsyhatyhat_loweryhat_upper
26722019-04-1114803.9371477619.51115922404.650169
26732019-04-1214797.6845327491.52486722338.846308
26742019-04-1314874.2514157651.79145822450.523737
26752019-04-1414871.8950057593.36414022499.416664
26762019-04-1514784.5594737590.07580122458.762873
\n", + "
" + ], + "text/plain": [ + " ds yhat yhat_lower yhat_upper\n", + "2672 2019-04-11 14803.937147 7619.511159 22404.650169\n", + "2673 2019-04-12 14797.684532 7491.524867 22338.846308\n", + "2674 2019-04-13 14874.251415 7651.791458 22450.523737\n", + "2675 2019-04-14 14871.895005 7593.364140 22499.416664\n", + "2676 2019-04-15 14784.559473 7590.075801 22458.762873" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Generate predictions\n", "future = m.make_future_dataframe(periods=3*365)\n", @@ -93,14 +372,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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OpenHighLowLastVolumeTurnover
Date
2020-11-2523.3423.4823.1523.393431815.080118256.0
2020-11-2623.4223.7023.4023.583190483.075242677.0
2020-11-2723.5123.9523.5023.813588911.085435454.0
2020-11-3023.8624.2123.6923.996608226.0158566187.0
2020-12-0123.5123.9223.4823.754407301.0104486874.0
\n", + "
" + ], + "text/plain": [ + " Open High Low Last Volume Turnover\n", + "Date \n", + "2020-11-25 23.34 23.48 23.15 23.39 3431815.0 80118256.0\n", + "2020-11-26 23.42 23.70 23.40 23.58 3190483.0 75242677.0\n", + "2020-11-27 23.51 23.95 23.50 23.81 3588911.0 85435454.0\n", + "2020-11-30 23.86 24.21 23.69 23.99 6608226.0 158566187.0\n", + "2020-12-01 23.51 23.92 23.48 23.75 4407301.0 104486874.0" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data.Last.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Transform data\n", + "prophet_data = pd.DataFrame(data.Last)\n", + "prophet_data.reset_index(inplace=True)\n", + "prophet_data.columns = [\"ds\", \"y\"]\n", + "# Fit model\n", + "m = Prophet()\n", + "m.fit(prophet_data)\n", + "# Generate predictions\n", + "future = m.make_future_dataframe(periods=3*365)\n", + "forecast = m.predict(future)\n", + "# Plot prediction\n", + "m.plot(forecast);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dow Jones Industrial Average" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Configure Quandl access\n", + "quandl.ApiConfig.api_key = \"Byjzu4U8rmR1iEhZnp7V\"" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Get Data\n", + "data = quandl.get(\"BCB/UDJIAD1\") #Dow Jones Industrial Average" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(32601, 1)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + "
" + ], + "text/plain": [ + " Value\n", + "Date \n", + "2016-04-11 17556.41\n", + "2016-04-12 17721.25\n", + "2016-04-13 17908.28\n", + "2016-04-14 17926.43\n", + "2016-04-15 17897.46" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Examine data\n", + "data.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot Data\n", + "data.plot();" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Transform data\n", + "data_sub = data[\"2010-01-01\":]\n", + "prophet_data = data_sub.reset_index()\n", + "prophet_data.columns = [\"ds\", \"y\"]\n", + "prophet_data.head()\n", + "# Fit model\n", + "m = Prophet()\n", + "m.fit(prophet_data)\n", + "# Generate predictions\n", + "future = m.make_future_dataframe(periods=3*365)\n", + "forecast = m.predict(future)\n", + "# Plot prediction\n", + "m.plot(forecast);" + ] + } + ], + "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" + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From ba086851f6f78e061eb8d742f1a0266c82973a59 Mon Sep 17 00:00:00 2001 From: Amadeus Stevenson Date: Wed, 2 Dec 2020 13:27:55 +0000 Subject: [PATCH 7/7] Tweak image --- quandl-api-demo-v-2-0.ipynb | 56 ++++++++++++++++++++++--------------- 1 file changed, 33 insertions(+), 23 deletions(-) diff --git a/quandl-api-demo-v-2-0.ipynb b/quandl-api-demo-v-2-0.ipynb index 69683a8..d8b8493 100644 --- a/quandl-api-demo-v-2-0.ipynb +++ b/quandl-api-demo-v-2-0.ipynb @@ -2,18 +2,21 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "## RUN THEN DELETE THIS CELL BEFORE THE DEMO\n", "\n", - "# Configure plotting functions\n", - "%matplotlib inline\n", "# Import libraries\n", + "import matplotlib.pyplot as plt\n", "import quandl\n", "import pandas as pd\n", - "from fbprophet import Prophet" + "from fbprophet import Prophet\n", + "\n", + "# Configure plotting functions\n", + "%matplotlib inline\n", + "plt.rcParams['figure.figsize'] = [12, 8]" ] }, { @@ -27,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -128,7 +131,7 @@ "2020-12-01 23.51 23.92 23.48 23.75 4407301.0 104486874.0" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -139,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -148,15 +151,15 @@ "" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": { @@ -171,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -183,7 +186,7 @@ }, { "data": { - "image/png": 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\n", 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B4PwQAUNnQ3OatOv19hAPWBKQhRBCCCH2sda0g+X5xC2XQfkhQmbHugkV+SFs1++l0QkJyEIIIYQQ+5DvK1bUJkjZHqWRQKdwDBAy9S4fF/uG3HkhhBBCiH3I8nxSjkvG9YmFpEJFXyQBWQghhBBiH3E8n+U1cdJOtmKFJhUq+iRZYiGEEEII0cOUUri+Yv6GFkCRcTx81dujEjsiAVkIIYQQogdtbk3j+YqNLWlStk/a8XB8hScJuc+SgCyEEEII0YM2NKcJGjotaYeE5TEwP0RFLIirJCD3VRKQhRBCCCF6QGPSpj5pYbs+QUPPheNYKBu/JIT1XfJ3I4QQQgjRzeKWS31rmuaUg+crauIWjueTF5SqFfsDqWIhhBBCCNGNfF+xrilN2vbxfIWnFPkhg7EDYlK1Yj8hAVkIIYQQohu5vsJyXdKOi6fAdn3ygiamLuF4fyFLLIQQQgghusmG5hQ1cQvXh5aMi6lr2XbSvT0wsUckIAshhBBCfEaO57NocytKge35WK6Hb7tUxEJUxPJ6e3hiD0lAFkIIIYT4DJRSWK5P0nIB8BSkbI9xQ6KEA7Ipb38kAVkIIYQQ4jNYsLGFWMjE9hQpx8PzFRWxkITj/ZgEZCGEEEKIveB6Pqvqk6RsD8dTJB0P5StGFkdobYz39vDEZyABWQghhBBiDyUtF9dXNKcdPKVoaMuQHzYpjQZ7e2iiG0hAFkIIIYTYTZbr0ZRy2NiSbR+dcT08H8pjIaLSBKTfkDrIQgghhBC7qTGZDceOl20CkrI9krZLyJRI1Z/IDLIQQgghxG7ylcLzs1UrgoZO3HJBgSFNQPoVCchCCCGEELvBcj2UAsdTeD60WS6F4QAD80O9PTTRzSQgCyGEEELsguP5LNzYSsjMzhrrGqQynqw77qckIAshhBBC7ILl+sQtF4VJxs2uP3Y8X6pW9FMSkIUQQgghdqKmLUN1m4Xl+mhathFIeV6Q/LDEqP5K/maFEEIIIXZiTWMKBWRcH8fz8ZUiLyRLK/ozqUkihBBCCLEDS6raso1AkhYKRVleEM/30TWpWtGfyQyyEEIIIUQXPF+RtF1czydpe4wpzcPQNUaWRHt7aKKHyQyyEEIIIUQXMo5HxvFozriMKI7kah2HTVle0d9JQBZCCCGEaOd6PinbBSBuudQlbGIBQ0LxAUYCshBCCCFEu82tGZZWx0lYLuub04RMndI8KeV2oJE1yEIIIYQ4oGUcD4CPatooywuRdjwWV7ViuX4vj0z0FgnIQgghhDigLauJ4yuF4ylcX2G5PklboWlQEZM20gciCchCCCGEOGAt2NiM54NSYHs+luORdjxsT2EaGkFTVqMeiORvXQghhBAHHNfzUUphuwqlwFN+dubY8UjaLrbrYUip4wOWzCALIYQQ4oDwaUOCgKFjuT4taYdwwMD2fAKGTtLOdsmLWy4D88MURQK9PVzRiyQgCyGEEKLfsl0fU9dos1w2tWaIBU1Sjoeuga5pNKYcyvICxC0Xz1e0Wdmax+LAJgFZCCGEEP3Wos2tFEcDNKccXF/hqewmvICh0ZJxyDge9QmF5XrkhwIMKZQueUICshBCCCH6GaUUmqahlCLjePi+ie35eH62fbTleuiaQWvG5aDSKKauoWmy4FhsJQFZCCGEEP1CU8omZOh8VBNn4uACltW0kXH97H+OT9J20YCk7ZNxs+FZwrHoigRkIYQQQvQLK+sSxEImacdjfVOKlO1jez71CZuU45JxPVxPYWgwKD9ESEq4iR2QrwwhhBBC9Au255OyPVxf4fiKuOVguz6gMDWNsmiQkKlRlheUcCx2SmaQhRBCCLHfa0k7KEVuljjteCQsD1PXKYkGe3t4Yj/T478+eZ7HkUceybnnngvA2rVrOeaYYxgzZgyXXHIJtm339BCEEEII0Y+5ns/KugSeUtQnbDzlk7RcXN9nZImUbBN7rscD8t1338348eNzH3/ve9/jpptuYvXq1RQXF3Pffff19BCEEEII0Y95SpG0XTKOR2HYJGF51CQsDh4Q6+2hif1UjwbkTZs28cILL3DttdcC2bIrr776KhdddBEAV111FU8//XRPDkEIIYQQ/VjKdkk72UoVrRmXkmiQMWV5jC3NQ5fqFGIv9ega5G9961vcddddxONxABobGykqKsI0s5cdOnQomzdv7vK1c+bMYc6cOQDU1NRQVVXVk0PdL9TX1/f2EPoFuY/dQ+5j95F72T3kPnaP/e0+Lq1uQ0OjKZGhMBygpSHZ20MCINHS1NtD2G8k0y51gTR2W+f23r319dhjAfn555+nvLycyZMnM2/evD1+/ezZs5k9ezYAU6ZMYfDgwd08wv2T3IfuIfexe8h97D5yL7uH3MfusT/dxxXJABnHozhSyMD8cG8Pp4OisoreHsJ+wUnalFcUUhYLdfl8b3w99lhAfvvtt3n22Wf517/+RSaToa2tjRtvvJGWlhZc18U0TTZt2sSQIUN6aghCCCGE6MeUUrieIuP4jCyRFtGi+/TYGuTbb7+dTZs2sW7dOh555BFOOeUUHn74YU4++WSeeOIJAB588EHOO++8nhqCEEIIIfqp5pTNe+tbSDoeGdfv7eGIfmafV8m+8847+dWvfsWYMWNobGzkmmuu2ddDEEIIIcR+LuP6VMczFIZMDh6Q19vDEf3MPmkUMmPGDGbMmAHA6NGjmT9//r64rBBCCCH6oaaUzebWNL6vKIp03tglxGclnfSEEEIIsV9ZVZfE9X0p4yZ6jARkIYQQQuwXMo6HpkHacbE9heRj0VMkIAshhBCiT1NK0ZC0WdeUwvOz649t16c0GuztoYl+SgKyEEIIIfqspOWigGU1cZRS6LpG3PLQNEU0aPT28EQ/JQFZCCGEEH2O5yvSjsdH1XFiIYOk7ZJxFWFTY1B+SMKx6FH7vMybEEIIIURXauMW65tSADQkbZZUtZF2XNKOh+dDeV6QNsslHJD4InqWzCALIYQQok9oSNokLJegqaMBSdvD9jxcH/LDBtGgwcFlsd4epjgASEAWQgghRJ9gaOB4Pp/UJwmZOik7W63CDOsUhGRDnth3JCALIYQQotelHQ+NbEB2fKiJW3jKpywapESqVYh9TAKyEEIIIXqN4/lowJKqttyyCl3XGF0SIWl75MlmPNELJCALIYQQotcsq4ljuT4taYeiSIDWjIOh61TEQsRCElNE75CvPCGEEEL0GtvzybgeccslGjQYVBAmZEiVCtG75CtQCCGEEPucUoq2jINS4HgKQ9eoas0QNHTCAVlWIXqXzCALIYQQYp9qTTt4SrG8Jk7C8kjaLpbnc1BpHqau9fbwhJCALIQQQoie5Xo+a5tSDCuKoIDFVW3kBQ1Sjk/a8SiKBIgGDAnHos+QgCyEEEKIHtOQsFjblKIl7aJrGtVtGTzfJ+NC2nFxlU9RJNDbwxSiAwnIQgghhOgxGdfPbcRrStlUtVnkBXVaM9llFaUSjkUfJAFZCCGEED3GVwrL9bE9RV3CoihsErey4fiQAdI2WvRNUsVCCCGEED2iIWFRG7eIWy6gyA+ZlEQDWJ7PiKJIbw9PiB2SGWQhhBBCdDvX81lem0DXAAXDCiMY7ZvwRhZHCZkyRyf6LgnIQgghhOhWnq9IO9m1x56vyA+buXAMSDgWfZ4EZCGEEEJ0G9v12dCSpillY3s+CctjVIkspxD7FwnIQgghhNgrS6vaGFoUxtR1YiGDtozLqvoEQVPHdn3Sjk/Y1NE1qW8s9i8SkIUQQgixV+qTFgpoyziETJ2yvBCW66NrGknbw3I9RkqlCrEfkoAshBBCiN3WmLTJD5m0Zhwyrk/Cckk5Po7nEzINLM8naGTrHA8tDPf2cIXYKxKQhRBCCLHbPm1MEjYNkrZL0vZwXB/V/lzINHBcRVr3yAsa5AUlZoj9k2wjFUIIIcRuczyF7Xk0JG0GxkKgQdJ2STkebRmXpOPRknYojUqHPLH/kl/thBBCCNGljOMRMnU0TcPzFb5SuJ6P7SoStsvA/BBDg9kKFWnHY0NLmopYiFjQwDRkDk7svyQgCyGEEKJLH25uY3hxhOq2DNFgtkqF4yuaUg6D88MdqlNEAgZjSvM61DsWYn8lAVkIIYQQXUo7Lptb01iuT8J2MfXs5rvyvCCxUOcIIeFY7C7XV2Qcj9aMS7APNo6RgCyEEEKInE/qEwyo8LFdH0/RXq7Nx/V9bE9RFg10GY6F2B0PvL+Rj2rivP5pY25z5/PXTO3VMXVFvsKFEEIIkZN2fDY0p6lqy+AraEw5uJ6PpmmUSjg+oFmuv9dtwusTFve+u4GnP6rp9NzS6jaOGV70GUfXveSrXAghhBAA+H62QoXlZmeQM45HxnEZURwlYOiYsoSi31vblOLZZbVMHVZEQdgkbrmsaUzxYVUrr65u5IjBBRwyII/vzDhojzok7igcA9z6r4+ZOryIU8YO6K5P4zOTgCyEEEIc4Da3pjE0jbaMi+tny7ZlXJ+2jMP4ivzeHp7YBzxf8ZVHP2R5bQKAvy7c1OVxi6vaWFzVxtxPGrj8qKEcPiifQfkhdF2jJe0wpiyvQ3BWSvHNp5dRub55h9c+YVQJh/WxrzMJyEIIIcQBKmW7AKxuSBIJGKRsD9dXpGyPlO0xtDDSyyMU+0pdwsqF493RmHL47VtrOz0+pDDM0cOKuOSIwYRMndc+begUjr923AhOHVNGQdikJBqkPmmj97F3JyQgCyGEEAeoRZvbCBk6jqcwdcXm1gy+61EdtyiLBsgPS0w4EDy/vJbbXlnVLefa3Jphc2tNl8spBuWHePjyIykI9/0mMvKVL4QQQhxglFJUtWVwPB9dA8fzsVyfoYVhbMKUlOX19hDFPrQ74fiG40Yw46BSNrVm+H/PLs9VoNgTD31x0n4RjkECshBCCHHASVgenzak8NqbfmRcn4zjUh6L4fa9krSiBy2tbuvw8ZtfP45IwNjh8aNL83j/WyfwSX2SLz78wW5f5z/XHUtRZP8IxyABWQghhDigLNjQQnl+kEx784+wqRM0NIoj4T2qSiD2L7brd2rIsa4pxVceXZz7+PcXHrbTcLytsQPyWPCtE/CVQgM0TSPjZn/x+vazy2hMOQCMLony6/MO3a/CMUhAFkIIIfq9VXVxBhdGCBp6tiNeSqMt4xAJGFTEQr09PNEDlFL4Cv4yfwMr6hK8saaJkcURJg8t5OjhRYRNg+eW1+aOv2bqMKYOL97j62z7S1XYNDh0YD4vzz4WXylcT/XJLnm7QwKyEEII0c/VxG3Srk/CcrE9hev7RAMGFfkSjvuTuoRFQ9Lm0Q+r2NiSZkl1vMPz65rTrGtO8+TSzhvovjR5aLeORdc0gub++46EBGQhhBCin7LcbLk2x/NxPJ+M4+P5PvUJm4Cx/4aXA9ULK2r5qDrOl48eRmleMNe4xXJ9/r2qfq8rUfx65gTpkLgduRtCCCFEP7W6PklLxsH2fOIZl4SVbQCigLFSqWK/UZewuO6JJWxsyQDw+JJqThxdwnmHDiTjejy/vG6njTh25tjhRZwwurQ7h9svSEAWQggh+inXV9jtbaNTTrZSxZiyWG8PS2zj6Y9qWFEb56CyPGYcVEp5F2vCF21uzYXjLd5Y08Qba5p26xpfOXoY5x1WQcLy+OFLH7O2KQ1kl1XccNyIz/5J9EO7DMj33HMPV1xxBcXFe75wWwghhBC9RwFtlkvC9iiOBBhZ3Lfa+R7I6hMWP3hpJQs3teYe+8+qBu696HC0bTa+vbCilv97a90enfuwgfkcPayIy44cTHE02OG5x6+c8pnGfaDYZUCura3l6KOP5qijjuLqq6/mjDPO6PAXJ4QQQoi+RSnF+xtbaE27mLrOyJIgYXP3yneJ7mW5PvUJi0Wb2yjNC1ATt6hP2PzzoxoaknaHYz/Y3MoZf3qPZ68+Ovf39aOXO64rLokGaGovoba9H3xuLOcfNrBnPpEDzC4D8k9/+lN+8pOf8Morr3D//ffzjW98g4svvphrrrmGgw46aF+MUQghhBB7IO14JCyX5rTDQaXR3h7OAWFjS5qgoWPoGkWRAGnX55kFG3luWS3rmtO7fZ6mlMPji6uZNLiAV1bV5x4fVx7jb5cdCUBt3OKmZ5exqj4JwIWHD+SmE0fvdg1jsWu7tQZZ0zQGDhzIwIEDMU2T5uZmLrroIk477TTuuuuunh6jEEIIIXaiqjVDfsgkP2yyuKoVx/NJOx7G/lmCdr/y4eZWfvXGGpbXJvb6HGceMoCXVm4Nw3e/ubbTMd8/dUzuzxX5If5++VF7fT2xa7sMyHfffTcPPfQQZWVlXHvttfziF78gEAjg+z5jx46VgCyEEEL0As9XGO1lvtY3pyiPhYiFDFrTLkop2iyXkUUye9wTXF/RlnH4znMrWLJdq+Y9cfSwQn4981DCAYMfnDaW8/7yfq4D3bZ+eNpYxlfI+vF9aZcBuampiaeeeooRIzructR1neeff77HBiaEEEKIrLWNSaJBs0NjjwUbWyjLC5K0XSzXJ+V4zN/QguX6NKcdCkKB/baLWV/0/PJaVtYleG9jC9VtGdKOv9fnGpQf4kenH8yUYUW5x8KmwbNXT+X4/3u70/HnjK/Y62uJvbPLgPzjH/94h8+NHz++WwcjhBBCiK1cLxt8N7SkGZAXojBs4niKjOuRsF0MHdoyLp4PbRmHhOXRlnGpiAWl8UM3aUja3D53Na+vadyr13/tuBFcNWVYrqnHzoRMnVevP5ZrH1/CmsYUEwcV8OvzJuzWa0X3ku8eIYQQog/6cFMr4YBObcLC8xUpx2XBxhZ0TUOhsFyfpOWRdnxc3yflgOMpQqZ+QIbj1ozDG582MW1kMQFDI55x+aQhyQebWlm4qZUZY0o5uCyPGWPKdvucrq94bHHVLsPxN44fySWTBhMJGLRlHJpSDoFMC0MGD97jz6MgHOCxL03usIRG7HsH3neQEEII0UdZrofnK1rTDi0Zh3xlknF8DF3D8RRxyyUazFYqSFoerRkHQ9NxPI+hhRGaUg4VseAurtK/KKW4+tHFLK2J7/S4VQ3Zig+XThrMqWPLGFceI6BrKMDUtS5L2F74wPtUtVk7POf48hh/unhihxJ6BeEABeEALQ07H8+uSDjuXRKQhRBCiF5muR66prFgYyuFYZOGpI3l+hi61/5/rX0W2cfxFL5SlMeC5LWH5S3h7kCbOVZK8UlDcpfheFuPfFjFIx9W5T7WANPQuOCwgUyoyOesceW0pB1eWVXfKRyfMLqEk0aXUhwJcPyoEln60I8dWN9JQgghRB9juR6LN7cRMHQyrkfUM7DcbJm2prSNjobr+0SDBtGAQcDQKAgFZIYR+NUba/jHoqpdH7gTiuzSlMcWVwPV3PbKqk7HjCqJcP8lkw64X0AOZD22vTWTyTB16lSOOOIIDj30UH70ox8BsHbtWo455hjGjBnDJZdcgm3buziTEEII0T+1ZRw+3NyG3V632HGza4vbMi7RgMHBZTGGFUUYUxZjeFGU8liI4khQwnG7l7epHbwjJ44u4TsnjebQz1Am7S8XSzg+0PTY33YoFOLVV18lFovhOA7Tp0/nrLPO4le/+hU33XQTl156Kddffz333XcfX/va13pqGEIIIUSfpRQkbRdD0/A1yLgeSVujJBqgKBIAspUNRGcPf7C5Q8vl12+YRl4wG2vqExYl0Y6/SFx65BCaUjb3Vq7nyaU1u32d/1x3LPlhCccHmh77G9c0jVgsBoDjODiOg6ZpvPrqq/z9738H4KqrruK2226TgCyEEOKAE89k6xdnXB/Lza4tLomYNKVsRpZIg4+d2dCc5tdvrMl9/PiVk3PhGGBALNTVyyiJBrn11LHceupYGpI2rq/QgJa0w73vrueNNU25YytiQe79wsTcLyriwNKjvxJ5nsfkyZNZvXo1X//61znooIMoKirCNLOXHTp0KJs3b+7ytXPmzGHOnDkA1NTUUFX12dYY9Qf19bt+K0nsmtzH7iH3sfvIvewe+9t9XLS5lZChU9uapiAUIBbQ0ZROCdDWuPdtiz+rREvTrg/aB174pIXapMtr6+JMG5rHqKIQRw+OUp1weHJFS+64rx5ZRrEf3+OqESZbQ1CFDv9zXBlqWilx2yft+FTEAuC00dKwd53y+sp93B8k0y51gTR2W+dfRnrr+7pHA7JhGHz44Ye0tLRwwQUX8PHHH+/2a2fPns3s2bMBmDJlCoP3opZgfyT3oXvIfewech+7j9zL7rE/3ccVyQAtKYdDRg7oc8soisr2bee2hOXSlnF5YUUttQmb1z9tpDm9dfnEUx+37PC110w/BNPovvtX3G1n2vf3cX/lJG3KKwop28HMf298X++TRTVFRUWcfPLJVFZW0tLSguu6mKbJpk2bGDJkyL4YghBCCNEnWK7Hkqo2UDAwP9TnwnF385Xi47oES6rbuOSIwR3qDbu+4qWP6/jDO+uoTez5pv1Hv3RUt4ZjIbbosYBcX19PIBCgqKiIdDrNv//9b773ve9x8skn88QTT3DppZfy4IMPct555/XUEIQQQog+J2l7JG2PjOv1+/WtTSmbs/48H89XADz9UQ1fmjyUY4YXs6E5zfMranl2We1enfuE0SUcVJrXncMVIqfHAnJ1dTVXXXUVnufh+z4XX3wx5557LhMmTODSSy/lBz/4AUceeSTXXHNNTw1BCCGE6HNcT9GYcsg4HgP3vvJYr3t3fTMLN7VyyaTBlEQD6F10oltVn8yFY4DVDSl+9HLnOsM7MnV4EWccMoCPquP886OtlScumjiI75w0+rN9AkLsRI8F5IkTJ7Jo0aJOj48ePZr58+f31GWFEEKIPiuecXF9RV5QZ2RxpLeHs1daMw7fenpZrnvd/e9vZOahFfzPaQd3OO72uZ/sUTm1LY4cUsC3TxzNwQNiuTJt5x06kO9/biwZ10NHI9jPl6WI3ieF/YQQQoge4vmKhZtaOHpYEZqmsawmjqlrmF3MtvY1SilaMy41cYtowKAxZfNJQ5KnllazuiHV4dhnl9Vy1JBCzhlfnltjvCfh+BvHj+SqKUM7rE/uStg09vwTEWIvSEAWQgghupFSiiVVbQwrCmN7ipTtURu3MHWNpO2StD0GFXS9W7832K6PomNDkn+tqOPfq+p5c+3ulyq77ZVVjCiOUB4L8Yt5n+YeH1YU5p9fPhqA9zY08/WnPso9d+LoEm47/WAKwv17LbbY/0hAFkIIIbqJ5ysyjkdrxiVRl0DXNGxPsb45TcJ2STseacfrcr3uvvZxXYJfvf4pnzSkSNkuZbEQBSGTza1pUo6/W+cwdQ13mzXGX3l0cadjfnfB4bk/HzO8mAXfOoGE5RINGn3iPgjRFQnIQgghRDdQSrFwYwuhgE7G9QkaGoYOtuvh+joNCZtowOjVtcdKKTxfceMzy3hvQ0uH52rjFrVxa7fOM7Ysj/svPYKwabCkqo2rH+scjAH+99zxDC4Md3o8FpL4Ifo2+QoVQgghPqOGhMWq+iS256NpkLZdml0fQ9cIGjo1cZvhRZFe2Vw2f0Mzq+qTLK9NsLk1w7LaPes4t707zxnPKWNKc+uFJw4u4PErJ/OFhxZ2OK4sL8iMMWWf6VpC9BYJyEIIIcRecD2flOPxcW2CkrwgacfDV1CXsHGVYmRJFLO9CkPG9fZ5OG5O2dz6r49ZsKl1r15/7vhyvnvyQeQFdx0VRpVE+eb0Ufz2rbUAHDYwnz99YeJeXVeIvkACshBCCLETluthaFqnjm1rm1LUJSxSto+nVHZ9setTEglQGg3kwjHsvPqC5ys+bUwypiwPXdPIOB6fNqZ4f2MLdQmLqcOKOHp40W4F1S0Slss/P6rZZTiedfhALjtqCGnHJ2G5LK9NcGihz5Fjhu3x+uArpwzlsqOGUBu3GNLFsgoh9icSkIUQQogd8H3Fok1tFEZMIgGDEcURPF/xSUN2OUXG9UnaLq0ZB8v1GFOat0etj//rnx8xf2NLrplGcSRAc9rpcMxji6sBuOf8wxhTFmVAbNcVMD5377sdNs9trzQa4KkvT+kUuqcMK6KloXavN8+ZuibhWPQLEpCFEEKILrSmHT6uS5B2XAKGRkPSpjntoAGNKZuQodOScogEDEqixh7N8GYcj/980kDl+uYOj28fjrf1X09ny6ONKokQC5rYnk9pNMh5hw1kXHmMIYVhWtIO/1xa0ykc5wUNpg4rYnBhmGunDic/LD/+hdgZ+Q4RQgghtpN2POKWS9J28XxQCtKOD7gYmkbK9shoHgPzQ4QDe9684s7XPuW55bV7Nba1TeltPkryTnvIPmRAHivrkx2OHVkc4YFLJ0nVCCH2kPRqFEIIccBZXhMnYbk7fP6DTS00p2zSjkfKdttrGLs4no/letiej6FpHZpr7ImNLeldHhMLGhwyIG+3z7l9OAYkHAuxl+S7RgghxAHDcj3iGZfaeIZYyMD2fEqiwQ7HeL4iaft4vktL2iEaMGnNOAQMndqEhe9nqzbsTThWSnHTs8v5sKot99iL106lIBygPmmxrinNmLI8yvKCHTb5PbmkmttfXb1H15p7/bESjoXYS/KdI4QQot/yfYXeHjQ9X1HTZrG2KYXtKZpTDmsbU0wfXYoG6LqG4/m0prMb7pRSHDwg1mHDWsVubJDbmdqEzVvbtG9+6avHUJaXDehDCyMMLey6icisiYO48PCBLK2O05R2aEhYhAMG65vT3P/+xg7HBgyNp66aQqG0bxZir0lAFkII0e8sq2mjOBJkU2uag0rzMHSNZTVxCsImtqewPZ/WjEvG9Vm4qYWyaJAhRWHWNqZoTNkEDC0XXPfUG2saaUk7zPu0kZmHDqQ8FmRCRT4fbGrlN2+uyR132+kH79E1NE1j4uCCTo9//fiRfFyXYG1TirK8IFOGFuaaeAgh9o4EZCGEEPudjONhuT51cYvRZdkA3JRyiKRsPmlIkrY9Mo5PyvZYWZdAoUjZPqBoTtmU5QWpjmfICxikbY8GbKraMkQCBpbrA7sXMF1fkXE83lrbRF3C5uWVdR3WAr+xJjtbXBIN0JTaWqFCA84eX95t92NceYxx5bFuO58QBzoJyEIIIfYrKdtleW0cx8uGU9PQac04bG5K4UbSJCwXBTiewnKzrZ8h282uKWUzqiSKoWsURQLUxC3ilkvA0EnaXraEW9JhcGEIpRStGZdNLWkOG9Rx5lYpxcsr63lyaTWLNrd1GuP2tg3HAC9+9Zi9rjUshOh5EpCFEELstcrKSubNm0dpaSmNjY3MmDGDpUuX8uSTTzJr1ixmz57drdezXZ8PN7ehUCgFtqdoStm0Zhxsz8fzFWnHJ+146NHsTHNbJlvHWNM0hhaFMfRt1xQH2diSIWl7JB0PgCGFYRzP56TfvYXXXk74a8eN4IRRJRw8IMaK2jjzPm3kvvkbuxriLp07vnyvl28IIfYNCchCCCH2SmVlJaeeeiqZTAalOndte+WVVwC6NSRbbjb8moaG7yuSjkehp/D87HKHpO3RmnEYUhCmLeOSHzaJBU08XxFsrzqxrinFwk2tXHj4QDRNY1hRmMaUQ37QwHZ9AF5f05gLxwB/eGc9f3hnfaelEjsSMnWOGlLYqRHIlZOH8o3pI7vtfggheoYEZCGEEHtl3rx5WJbVZTje4sknn+Twww/noYceAuDKK69k2rRpe33NNis7U9ycztYiHpAXpCltk7Y9fKWoT1gcVBLFNPQOJc4MXSPteFz/xFKW1cYBeGFFHVdPHcb0USUdZnS/9PdFrKhLdHn9nYXj/JDJf586hhNGlXRoHtKSdmhM2eQFDAYWSBtmIfYHEpCFEELslRkzZqDrOr7v7/I427YBuP/++3nttdd2OySnHY/6hEXINEg7Hp82JGnJOAyKhTu1S27x4xSVRAHwlSJlexi6RtL2WLCxhb8v2szy2q3Bd0l1G996Zhnv3zi9Q9WHHYXjrlx8xCC+dcLo3Ox0V4oiAYoiUnJNiP2JBGQhhBB7Zdq0aXz729/mrrvu2uExa9aswXG2zrpalsVll13GmWeeudPZZNfz+agmTm3cIml7KEDTIGzqHFy242oNb61tYv6GFh75cDP+jie2Ozjhd+/w+JWTMXWNG55amnu8Ihbk+Wumsqk1w8/+8wkLNrXmnjtsYD7/+/kJspZYiH5KArIQQoi91ta28woOgUCg0xKMdevW8cc//pH77ruP119/vVNITlgu729opiXtUhIN5EKo6ytMXWNza4Zfv7EGy/WJWy7lsSD5IZPl1S180mTt8eeQcX0u/dsH+Cq7wW+Lv19xVPsa5Qh/vGgiLWmHmrjFwPyQzAgL0c9JQBZCCLHHVtTGKYoEqItnOj1XXFZOS2M9SilWrFixw3M4jsNDDz3UISDXtGVYWZcgZfsML+7YVc7UNb77/HJeW9241+MujwV58qopRAIGf35vA3+sXA9A0vY6HPfHWYd36kQnSyWEOHDseSN5IYQQB6zKykpOOukkTpo0jq9/6zscfeaFGOY2m+FMkxlnnM1urm6gurqad955h9tvv523336HZTVxWjIuAws6t3RWSn2mcHzb6Qfz/DVTibRvoLtm6jDO7aJZx0mjS5kyrGivryOE2P/JDLIQQojdUllZyfHHH59bMvHP+3/HumWLuPknd/Hx0qXoOpwz61JWf7ycf+6kssW2nnvueZ5/4V/4nosZCHDnA09x4vTjuzw2brm7dc5DK/L5wefGMqI4QsJ2KQiZ6LrWqTGHpmncdsYhrG1K5ypbHDIgj//9/Pjduk538JUibrnEgia+UgQMmbcSoi+QgCyEEGK33HLLLZ3WEy+a/w5LPpjP937yCy68/MsAvPDEI7t9Tt/3wM8ub3Bsm7dfeLJDQPZ8ha7Bh1Vt/G3h5tzjk4cWcvrBA2hM2TQmbdY3pzl7VJTTjxhF2NxaYq3E7LyJzvPbQ2nIxNQ1HvziJDa1pqlqzXD0sKIOFS2UUrS1B9htG4x0l5Tt0ZB0aE47uJ5iTFlet19DCLHnJCALIYTYpcrKSt58880un/Ncl7t++F3GjJvAxMlTYQc5csYZ59Da3Myi+e/s8DqNDXUALK+N88OXVtKYtElssz64OBLg8Ssnd7kWuKWhtkM43l62kYhLTdwiEjBwfZXbADi0MMLQwq1rnpVSJCyP6kQGU9NJWB6u7zOiONrpvL5S6JqG6/mYezAD3JC0cTyfSEDPlaQTQvQNEpCFEELs0rx583baEMTzPBZWvsXEyVM568JLeOrRh1GO3eGYTDrFf936I66dddZOayd/77F3mFuVDcWl0QBDCsPEQibfOekgxg7Y9QyrrxS2lz2/oWkoBboG65rT6BrkBQxMQ8d2fRpTNqXRzrPMqxtTREydWNBE1zQSlkvA1KmJZ8gLZH90+mTbXPtKI2LqpByP8liQSMDA1DU8BYZGhxnpDvfD8UjYHmV5QSzdzx3n+grb9YkGdxz2hRA9SwKyEEIIIFteLWzqxC2XaNBAQyNo6iiliBQUdTw4WgSTzgHdgEQjqnEDHwVHc/FfF9KQ8FH/9QRUfQzvPgLrPgDglLNmMnHyVG752S+54/v/r8uQ/PqmDKrKg8aNBJ/7Kb+47wEmTj6qy/EqpdjcmmFoUaT9Y2hO2dQlbQxNw/V9goaBaj82GjRI2R7h9gDbkLTxlSJhuOiaRjRooJTC8xXRgEHG9SgKBskLGrSkHWKGRtrxiVsZDE1H10DXdSKGTsJyyQsatGZcmlIOrq/wUeQFTOKWw6iSPELtzURcX1EbtzD07DUjAQPL9VFKsaohQVDX0XQNI61RFDYJm/oezUwLIT47CchCCNGN5syZw5NPPsmsWbOYPXt2bw9nl1K2S8DQyTg+i6taSTk+jucRMLJh8eABecQtl0efem7ri444G069vtO5Xk8BqRRleUGCDtiDx8GFt0FzFdOjzRz3+Uv5qCbOcZ+/lKEPPcCGFYs7nmD8DNQZN8KGxfD0T3F9Jzcrva31zSmKItn6yq6CuoSFQlHfmiGsOeQFsqHYd7eGYsPQCZkGGtmW0LGQScb10DWNxrSDDkSDEeoSNi0Zh9JokIChMbI4TEk0iOV6eH423Hq+RiSgk7Q9IoZO2NRpSfsEjACapsg4LvlhE8vzcTyfkGng+j6Gl51NTtpubkPe2AF55IcCrG9OETA0WtPZJSBFERPXU2xqzWDqGgeVRnc4Ey2E6H4SkIUQoptcccUVPPzwwwC88sorPPzww9xxxx273VZ5X7Fcj+U1cZK2R5vlUpYXpKbNwlOKilgIDQNPKZYsnM8vH/sHm9asYsUH72VfPGgcnPgVUD489n1wLRh5FATCfPVLl3L5KUcTC2V/tLz73nv88t1a1hYP5i0Gc+5f3t86iLN+AlM3wIKnYfNyOPoCOOw0SDTBMz8H10IzDCZPm95h7BnXA02jKeWgFESDBk0ph1jIIBI0sD2fokigPcgqIgEdx/MxdI28oMHBA/IYVhTB0DXSjkfayYZky/VZ15xC+RAJGAQNjSnDSnLtrKePKmXR5lZ0HVzPIWhmrxdqn9kdVBAmZBo4no/r+8RCBmFfpy3jEtA16hM2jp9dq2zq2bXUAwvCHFKeD0AsZBANGCytbiPteAQNA13z0V2PaNDgk8YkpZEgpdK5T4h9QgKyEKJXVVZWMm/ePGbMmNHnguSemDNnTi4cb/HGG28wffp03nrrrX36uaVsl+W1CYojJvmhbHOLYPvb+ynb5f0NLTSkHExdoyIWpKo1Q1E4QH7YZMnC+SysfIvC4hLu/OF38dxtSqsFo/D5WyDZzMXBVTy2eVn28drVXHn9jVx3VsfP8dhjjuHxY7JLN37/zjrCpsGS6jZK84KsqmpkI8PhjG9ufUHjRnj8++CkAdD0jssKliycT+Vbb3DwUccy9vDJhEyDoKmRtPVseTRDIy8apCgSQNPA9RSDC0KYho7nKyryQ4QDW9f1ThpSQDzjUpuwWV4TJ2TqZHyfsK4xvDiSC8cAQVPniMEFrKpP5NYgmwaMK8/H9RX5IRPb82nLuLRmHIYWhnF9xZKqNtKOT8L2iAYMDB1a0i5HD4sxpDCcO39Be1OSwwYV4PgKDdo37mXvga8UaTc7Iy2l4IToeRKQhRC9prKyklNPPRXbtgkGg8ydO3e/Dcn33Xdfl4/7vs+ZZ57JSy+91G2fm+V6hHZQraEunmFxVRzX96lP2Li+T2E4wJDCEPUJBzRFczob4Mz2qgnD2tfwLlk4n6998Xyc9s11vtexuxyTzoFYCaOXPcbNf7qHMSOG8OqLz3LKWTNzJd66EguZ3HzymE6PL3z/Pe6v/JRqO8j6Fx+A1ZXZmel2/jYb/3Jjs20CwQC//us/ufisU0hYLtGAhaZB2Mhj1PASCsIBfF9heX6uKUhXQqZBKGagaRobmlPomoavFANiIYYURjodHw4YTBxcuMPzRfTseuKK/K1NTo4aWsjiqjYU2ZnfgA6mrlMQztZm3l7A0Jk8tAiAtoyDrml8WNVKXjBETTzD+ua0LLcQYh+QgCyE6DUPPfQQmUwGpRSZTKZT2+H9yeDBg3f4XFtbG9OnT2f27NlceeWVe/U5Wq7Hv+a+wb/+PZejjzuBi848mZLtqi+0ZRyWVsfRNRiQF0TTNJRSNKUdPq5L4itFXtCg8ZMl/Oe9t5k8bXpufe+ShfOZ8+s7sG0L1VWFibKRcOylsOpthtEMwIWXf3mnwXhXJh99DJOPPgaAC565nY2q43V936ewuATL9Xn8Hw9jZbIzy46t2PzR+5RedCaleUFGlGRLr1VVpXMzsbquEdF3rwpESTTAyJIorWmXgrDJ0cOKugyveyMaNDl0YD7VbRkG5ofZ1JohP2RQuJOW1VvKvRW3//1OGVpETdyiui1DNGiwsj7B6JK83LsCSikJzEJ0MwnIQohuY7keAV3PhQulFPUJm9ZMthHC1OHFuWMrKyuZM2dOrnSYUoo5c+Zw5JFH7heb27Z3880389xzz+FtP+vazvd97r33Xh588EFe+fd/mHrMsbmAszNrGpIkHY+f/ej7PPrn34FSPPDbIPbf/sl1s87s8Hb7p40p2iyH4UVba/VqmtahjNmShfP5+uUX4Dg2gUCQP/zjaQC+9sXzswFUN4HtArKmw2lfz87uvnovZRdcsPs3ZjcVFBfD+s6Pz/33yyxd8iEvP/G33GO+7zN8cEW3XVvTNMZX5Hfb+bZXEA7kgvvOgvGO5IVMRpg665pTuJ4iL2iysTVDaTR7rtqExSEDYt06ZiEOdBKQhRCfmecrVjckmffm2zz/RHZTl21ZnPWFyzlu5hdxPUXY1Fm0qYVDymNEgyY33HBDpzJfvu9zww03cPjhh+93M8nTpk3jzTff5KGHHqKmpoa3336b+vr6DscopbAsi78/8xL64HGMLImQH8pWY9jYnCISMGhM2TSnXBzfR9cg7fg8+tD9PPqn/8udx3VsXnzqUU6cfjyHDypA0zQcz6cl5TAoP7z90DpYWPkWjmPjex4uNgsr38JTGtbQI+DoWTDokOyBrbWw6i2oXwvHfwkKK+A/v8ewk5xz0aU7PL/nKyzXpyltUxwJYOjaTpt3bHHeJVew7MOFnR6f/9rLXdZfbmxs3OU5+xPT0BlWFKEubmEaGi1pl+a0g+V65AV3/aN8XVOKEcURmWkWYjdJQBZCfCZLq9toTjm8/ubb/PjaWXje1k1dyxd/wHN/f4Bbfva/lE44klX1SUqjQTavfJ8PP/ywy/N5nsdtt93Gbbfdtl+G5GnTpmG7PgnbZeY5Z/H2vFc7HOP7PvVNTVS1ZahLWIRNnYidpFnXMfTsGlilspUUDC27JvWjN1/qdK1kcwMbW9KkbJ8BsSAbmlO4PrvcwDV52nR0I4A/7mRUxWieDk5lc0rBzCntA/SgrQ6KBmUDc7tB61/nuImDOOfHzzNx8lR8pWhNO2Q8H51szeGk42FoOqV5AYojQdKOh+srXM9mYMHWNc9dufDyL/POvP8w7+UXOjzeVTjWdZ0ZM2bs9PPsjw4eEKM0GmRNYxIAy/XRdY2A0XUXvy2VPFK2i6/A9hRBY8eNS4QQW0lAFkIAu64mkXY8VtUlKMsL4inFxsYUq9ON1CUsCsMBXn1kTodwvMWq5Uv56kVn86cn/sXBEyezvC5O5X/m7nQsr7zyCm+++Waf27S37T0COt2vt99+h6df+jcHH3ksg8cdwaiJx/D2669lO1hs4+kH7+Xsc2dy+FFHY3uKDY0WI4eW7TDcHjxhIu++8VqHx8rKKyjLC7G2MUVdwqIkGqAgnJ2p/WBTK//8qJqzx1UwcXA+ecGt1Sk2R4bhXnoXlI3EBzanFIYGYxsW8PGjv4JMInsBTc+WXUPx5S+czze+9YPctT1fUdt+zcNKC9A1jdaMQ1PKoThiMqo0L1uFwfGwXJ/lNXGq2jLZ7nABg4Ch4fiKwrCJoWm5yhKXfvUbvDNvLraV2enfw8yZM/vU18W+VJqXLfW2qi5BXcKiNKrTmLLZ0JKhJJqtWJKwXGzPpynltN9bRcjUqW7L4CrF6JIoentI3tSaxvNVly20hTiQSUAWQuy0moTr+VS1ZlhWG6cl45AXMPF8n0RzkgItj1ElUZYsnM/r/35xh+f3PI9vXH4hFUOGMvOKa5l0xDGEQiEsy9rhazKZDPPmzevVILRtIF66dGluWYhpmtkmFa6Lruv84Q9/4PDDD+dzp30O27IxgwHu/MsTnDzjJB6+5w62nwP1fT9XnSFkagzIC+4wHC9ZOJ9HH5jT4TFN00glkvz1979m8rTpjN2mkcZtL6/k+RV1ALz4cT1BQ2NQ0wrWv/ksjDkGxg2EMmDtAnj9fi4863Oce9GlzL74dnCcrRdRPtpHr3Drz3/FhZd/Mfew4/lsbs1w5JBCRpdtbftcnh/qtFmsoP1zOnKoTl3CImF5mHq2hnHQ0EnaLmnfZ3NbBk8pRh82md8/8jR3fPcbrF69usv7oWkaN9988w7/zg4UB5XlMbAgRDRgMO/TRvRQth12fbK9AonKlp7zfEUslG06krBc8kIGq+qTDCsKEzYN0s6OW34LcSCTgCyEYN68edi2jed5pNNpLrvsMv7+979zzDHHsmhzKxua0wwpDFMe21q+qsULU9ReCmth5VtdVz7YRiqVZO0nK7n7R9/lxHNm5cKUrutEojES8dYOxyulKC0t7f5PdicyjkfS9iiKBHi3spLTTvsclmWhaRq+7+fe7ne2CZK+73Pdddcx+qAx2JaN73t4Dqz+8D2+8o1vU1RSSnNjQ4frGKZJvK2Nb1xxIaecNZNTzjhrh2NaWPkWtm1lq0ic/FWIN6CWv8aLTz8GQCAY4t5Hn2Xi5Km8tbaJ51fUccTgAu44exx/X1TFXxduYn3hODh3XPaEn74Hr86BeHZ9tKbBPbf/GHfbcNxO13Vam5s6PFYbtxhYEGJUaecZxx29db/tJjXI/t0qla000ZJ2+GBTC5GAwfiKfE475AxWVV7IXXfd1eW5vvvd7x6ws8fbMnQtd0/HlEZpTDl8XJegIGzitq8DD5sGCdslP2SSdjzQsiXmQqaiJe2ScW0Cupb7BS5hdX4HSIgDlQTknZDSOeJAUVpa2mHD3Lp16zjuuOMoLitn3BGTGTN2LJ8sX9qp3u1TDz/Aqy8+y8ETJhIIBnFsu/PJNR0KyqG1JvfQGy88mU1mSqGAE86ayYuP/bXTSzdW13Xnp7lDSilq4xbLauKknWznsrt/9yfS6fRun2PNp6vRdQPDMDADwVwHuM9/4XIe+uPdHY51HCf32LtvvMZzjz/MTT/8WaeWygAFRSWo02+ECSdvfXDCyfDPH8PahTi2xQtPPkLFwUfw/Rc/5uABeVw/MsOff3YraFD08r9oGT4NUi3QtAlqt87M6rrOmk9Wsmj+Ox2uueUXl20/D8jOSpqGzpiy2Gf6t1HTNLa8vCgS4LiRJQSNrdVPioqKunzNd7/7Xe688869vm5/NbI0j4KITW3CIqBnm6I4XnYGOWBojC6NsrYplatmEjJ1UrZHLGTgegrXV9TELVozDoamUdbLn48QfYEE5J34uDZBwnY5ckhhp80PQvQXlZWVfOtb3+pyM1RzQx2Vc1+kcm52+cSWdbAXXv5lXnjyUX79sx9lH5+/gAFHnEJz4SjcZAt4bjYUDxwL5aOzJ6v5JBvq0m3Zj9uvZxgmF116OQNKSjoESdMMcNARU3faFGNvWK5HVWuGppRDaTSAD2xsTpNxfWw3u+Htg/ff4/kuAvuuKc7/4lWcM+vSXNj95n/fBsAzjzxE64Dx2fthBmHxi9BSDcDSDxZw9UXnUH7KlygfNZbYgCHUrl1Fi2vQPHQKTDgoG26f+AEEInD+D+GCH+VCckNdHb97Zx1J2+NE92O+cck3O5abq3+669EqxaL33un0+Jeu+yb5BQUd6iQDNKRsDirN69AIozuEt2vmMWPGDCKRSG72/vOf/zw333yzzBzvREk0SEHIRNMgaOiETI3DBuWja9lazNGAQcrxWNeUImVnyzFmZ6F1GpI2pq5haBoBU8e2tmnWolRuvbIQBxIJyDtRl7CoS9ikbI+SvCAHlUaJ7kY5HSH2J/PmzdvpWuDt/eon3wfgxaefgGhRtnnEpLOp39ELmjZl/z9wLHz59/Dnr+ZaCUN2iYKmaXzzv29j6IiRPPPoXwmGwoweewhVcYt5qxs5eEAeRZEADUmbkSXRvW616/uKBRtbWd+cImTorG/R0IGicHZz05YqC8sXVHbuIrdb5/f5598f5JxZl+aqUXxclyD/c9cQj8wAbZsgeNTMbEDevDxbWq10OHVAHUAaGHjM1mNf/DWsmAdb3gx/4ofw1fuyIfnNB1l70MlsWFHHOcMM7v/ujTusxby9rn4pmjT1OC795q1ETINYyMgdF7dcwqbB2AF5nV7T3aZNm8bcuXP7RQvyfemIwYUkbJdY0CTjesRCW39e5YVM8kImA2IhPqpuozXj4vmKSECnMGwS0HUSlosBVLdZRApdquMWCsXA/BAtaYchhREMTapgiAODpL2dsD3FkMIwrRmHutoELensxpKyvCCRgM7gLlqRCrG/OeSoY9F0HXaxhhgzCONOIlO9kp//5nfZEmAnHQHhWHbG+N1HYfMyyMQZf8yJXHnTDylrW8NLT77P0kULWGUMzjabOOFKePXe3Gk912Fh5VscdtTRnH/ZVYwZN4HrLvk8H86v5NnHHuaXD/2TxPgj0TUI6BqbWtLkhUyOHFK4x0F5U2uaqtYMY8vydjorli2FZuxWSNY0HbWlA5ym4084la/Oi+O/+VbHzXmaAe8/CZ9UZpeXjDgyG4wPag/CDeth+WvZJRBmMHtf69dB86bs/W2n6zokG/H/fC1ceQ+ccBUbgHHlMUZUvbbb4XhHpp15PpGAge0p1jSliYUMWjMO5Xkhjh5WmOvy1tO2lMwTuy8/bJIfzv5Yz9/Jj/dDymO4vmJZTZyiSAClwPZ88sMBLNcjaOg0pGzygga+UjQkbYKGzpqmJHkBkyGFW2tte77aZ18TQuxLEpB3YM6cOcz56z84/ZyZzLr8K5TlqfYyRYq6hIXtKT565U/8474/YOg6N954437Z/Uvs33xfkbQ96hIW9Qmb8liQkSXR3W6T63g+sZGHcdFXrufx+37fqXEHkA1q5/8QBo/v/Fz92mww/uCZDg9fMP0oTjt4ADCAI6dkA+Bvf34bDy16Ho48FzYuyQZFsrNRhYcex/VPLGHR5jZGpNbh6EFQNo5t8/pzT3DrccehlCJhebRaDvVJh9a0S2legFElUYoigV3OaqVsl2U1cYYXhXfrLWNjNwPyMSfM4N03Xs12oLvyt1AyFA8YWRzB0DUKwwG+cvQwNr71DHe9+eDWF1av3OW5u1IxeAgjRo/h4AkTIbKKpsFHcdS40Zw9rpzlHzoYhoHn7v1mqwGGxZRhRVS3ZYhnAiQdj7GleQwpCss7aP1EwNAJGHDkkEI0QC/LoyXt8El9gpStYZsGmq4Rau/0mHI8iiPZihi251OfsHJNbSzPZ3hRZLeawQixP5F/7bowZ84crrvuOgAWvjUPjewP01dffJaTz/o8sy7/Ck/87X7u+O9v516z5XgJyaKnuJ7Pb373Rx5/4glOO+c8LrvqKzSnHdKOn204ETCoiWf4tDHFoIIQYwfkYWgabZaL0b4pKhbMrlHUtGxjgWU1cVYsep+n/3ofCtB0vWM1irHHwedvyf65ZhVsXAoNG8BzoHE9NG7sNM5jTzylw0a+LfILCuCdP8Mh0+Hk2bB5BaRaOO6Gn/PzxQ6QraKwLjoSzv0ePPkjUD5rVmeDpKZpHWbIEpZLQ8Kmui1bj3dYUYRIwKA0L9jp2kopVtYl0DR2az/Bwsq3cjOxuq4z4qAxgMaGNZ92qPWs6zqTjz0e1wixYNDnoGQofPRvbpkxmouu6HgPpo38MjUb1m1dZ61pmKbZZfWInamvraGmajPvv/Mm3/vJL/jmrONyz02cPJXv/eQX3PGD7+zVEpFQKMSZp51KLGQytr11sWxW7r+2nfktigQ4engxG5pTpFp0xg0uZENzioCho2nZZiQBQ8+u1fcU8fb14XkBk3jGpQ23Q5UbIfZ3EpC78OSTT3b4+B9/+QNrP1kFZDcpffjeu9kZo+088eSTEpBFj3A9n9nf/Db3/z4brua/+RorVn7CFTd9n7JokEMGxPD87Bv6nq/Y0JJmc2uGgKERt1xcTxE0dUqiAVwvW4mgNePg+YpVi97Fti2U76PrOsefeT41oQqaDz6NRq89bP7tW1C3ZofjCwSCxAoK+PwXLs9tStve5GnTCfzmTpwn/ic703r9QwSUw9tagICh8dRVU6hbtZhr7vwLHH8FnHUT/OuX2DtYHx0LmcRC2QYmdQmLmrhFcSTA9FElnUJwVVuGqrYMA3fQhtn1FXPeXc+ymjjLauIUa4ehJpwKH7+OocEP77qH8oOPYMEHi3h17lze+fv/oTwHMxDkiGOO5+NRZ8EnDYxa92++ePLoLn9BgOyGvRlnnM3Cyrdy1SFeeOIRnn7koV0ujSgsKmbSMdN445WXUMrH833u/MF3GDNuQoeNdOdeciVlI8byvzd/napN63OPjzh4ApvXrsZ1spVGdF1n2LBhaJrG8OHDmTBhAldeeWWnZQ0Sjg8sQwojJIqjjCqNMiAWZGVdIhekPV/hK0Ve0CDteMSCOqau05xyCAdkI7voXyQgd2HSpEm88sY72bqjm5YRb+1Yn3VL/dHtTTv1bFrTDgVhU36oiG7z+z/cy12/+hXrV6/q8Pg/H/g9586cyfD2cLTlh5iha1TEQtiuj6cUA2MhDF3D8nxa0k6uWcOI4giaplFUXJKdNR4zDf+sm3gr0B4iPZgQirP8V7PBSu5wfIYZ4N7HnuuyRNm2Jk6eyr2PPscLTzzCxtb5zC+ciqMFOP3gAdx2+sEETZ2X3n0b5j+e3dA37iRY9Q7nXXLxTs8bCRgMbd8P0JiymftJA4cPzGdwUfaxLbPHsfblAUopXv+0kQ0tGVrSDnUJi5dWdtximCACp30DTvsGjmtx9ZsWvDk/+2TJifCNExlInIPKC7mh0sH1G7h66jBu+Nb/t9OxbrkP296riZOnctLnTuepf/yNea+80OVrNE3jC1ffwOhJx/Dmf15GtWdpz/N44clHcuezXJ+HH/wLS19/iSsuu4Rf//rXOI5DIBDgv3/+K2Ihg9eefRzT0LsMw0IYukZRJFtfORYymTysiJTtomkaH2xqJRzIrkuuyA8RMrMl5bZUwRCiP5GA3IWioiI49xYYPhEci4a3/wZ1z+z0NYZhkj90DG+tbSQWMhlXnk95LLjToOx4PhqQdvzc28Ygb2mKrebMmcPXb7i+y+eUUrlubF0Jmh1ndMKmwcB8A/I7HtfS1JSthjBqMgAjtRaOm3QoV0weQnksxFMFP83VOk7G27bOdmoaM04/myuv/+YOx6CUYk1TigF5QTKuz+FHHb3TID152nRCoTDWC/8LF/8MZt7KP9eu4F9fOAfHsjjvkit2ODsLUBoNkrBcVtQlUMDgwjAbm9NYrk95LMSiza381z8/IuN2Xmv9rRNHcemkIXzt4nNZtGB+dq30tC9CMEIMi7z8As4eV07G9fjHoipqyKemLnue644dzlePHbHDce3o3mz5Pp9wxJEcd+qZPPXwA9z5g+/g+z66YaDrBp7nEggEGDdlGkdOmcppZ57Nyy88lzvPx0uXsGThfCZOnsqD9/+ZOT/5HgBvzpvLzTffTFFRUYdKEJed+7k9GqcQW9aeHz2siIzrsaI2QSRsMKEixqbWDFVtFgFDJ+14hE1dfn6JfkFTXdX56WOmTJnCggUL9tn1KisrOfHL38E9+AQ4+Pjsg54DS/8NbbWwblGnneWapnHdd77PVTfcRMJ2yTg+I4qjjKuIddppv2XtZ0vGIS9oYLmKo4YWkrRcIgGDj2riRAIGRRGTkmgwV6qnqqqKwYMH77P70F/tT/dxxMhRbFi/rsvnDMPgT0/8i4mTp7Jk4fzc2/a7msndllKKWx6vZG6VBxuXEnzhdv748JM7PceWax0yfgLHnXomrueTdnw0DZpSDr5SxEIGGhopx6MwbFKfdBhaGKaqLc2wwshO1wFvOb9ROIDfNo7MPti8GYwgoBgV9bjzK+cwunTH5cY2tqTRNY2K/BA18QwDYyFaMy5XP7qYzW0Zrjt2OIcOzKcl7XLE4AIGF4TQNI2nHn6An996U4dzaZrGfU+91Ome1MYtqtsyTKjI7/TLyLZ8pfBV9vs+4/o4vo/l+tiuojBsUhA2STbXQ6yEhoTNpx99wJL573D40dOIBAwWVr7FsdNP4Itnn0p+2OSD9+czY8YM7PamLJquEwyGuPtvT/Hz793Ihk+3vtMwdepU3nvvvR2Orb/Zn763+7Jd3ceU7bZv9NNpSFisqEuQcXyaUjZFkQBl2+wD2BIxbE/lNv0dKFoaaikqq+jtYewX6pM2U4YWUtbFOvae/r7eUcaUGeQuTJs2jXMnlPP003dmd6ZPngknfBkmnZ094MSvgGvBW3/L7d43A0GmHncCAUOnOBLkvcWVPPb2mxx7/Amcf/rJDMwPoesaGcfj08YkH9clKIoEaEm7WK5P2vFoSWcDc8rxCegaGdcnL6gzvjyfkSVb27rarr/TH8iif5gzZ84Ow7Gm6Xzvp//L6o+X8+1vf5sW14BYCeZv/5ebf/RzWpubdissP7u8lrlVHtMrdCYaGabsIhzD1iUCLQ21ADSksl+3rlLZXwh1jYaUg6YUk4YUUhjJbuKJBIxsiE47O93Ms+X837n2Cvj3izB+BoydBiMng2GyFrj4rx8wRGvjG5PLOG36MZ3OMawoQrq9KUJpNICua9z6rxU0pmweuOQIDhtUAGTD+Ct/3boe+I4ffKfTuSYdPa3Le1KRH9phwwzXV6AUnoK1TSkMXSMSMIgGDCKmQSRgMLwoSkvapiHl0JxyKIwoDh4Q48gzZnDqidOzZe0MnbNOOZGDSvNy3/PTpk3jnnvu4Re/+AWffvopyvdxHJtnHvsHG9d80mEc4XDXa66F+Cy2rWZSmhfksIH5fFQTpyBs4njZXwBDpo6vFKvqExRHgsQtl5ElUamjLPYbEpB3YODAgdk/+C68/xS8/0+oOAgqxsLoKTD6aJhxDeSXMiNcy/BRY/j+f11Loq2NQUOGs/bTVXiey2P3/prUnx8nFjLZsPR9Bh06mRGHHsWokmhuzahSCsvzKY5EyTge5bGt5XLiGZePauJ82piiwE2TDiZZ3ZCkNBpEoRhfkU8kYOTO5bevByuOBva6mYLofZWVlVx//XZLK/IHwNBDKa4YQkX5AP70xgrqiw+BC27PHeICP583FxY9R/C3/8sf//E0w8ZPIhbKlmjatmPZix/XceerqxleFOGXl0zG0I/f6Zhcz6c142L7PgFdp7Y1QyKQZnBBmNGleWhatpsXwJjtXhtq/5qePLSIN9c0knG8Tt3TILuGVtey6yDXr10Nyoflr2b/26JsBJxzM5tLh3HrAps7lrzJ6eMG8fXjR7Lmow946A+/pb6upsNyjPc3tvDB5ja+ftzIDuH4a188H9u20HWdiUdN7VT5QdM0/uvWH+30vmxLKUVrxiXteARNA8fzc9/rwwrDFEUDGLpG0NjyNnQU2/VZbaQYNbyUSBf3ZHtbOh9aloVSCl3XCQaDDCnqHIYnTJiw22MXYm9omkZxNMjhgwr4uDZBXcJiY0uaUSVRmlI2QcMg4/qEAzobW9IUhs3cvxNC9GUSkHfgyiuv5I9//OM2jyioXc2MSYdw5VXTyXiKOyvrWD/5fN6vW8m8e7+X/WEOxNuW5l7lAk8/8HsqX3sF3/PQNJ0TTz+Tq66/MTcrpWlarobk9qFhS1mrpO2ypi7JZr+NknCA9c1pNB1q4hYD80MURwIURgKsb06xuSVDNGjStHoJa5bMl05UfZhSCsdTpByPWDD7d28aOtddf33HLmdHzoSTrwWguf2/nHgDLHwaglE47jI49FQ49FRsaN9ctvUt9gkVMaYOK2J9c5p5n2bXy//pCxN3Wug/7Xi0ZtxcFYzCSIC45RIrzWPMiJI9ajscNHWOHFpI5bpmBhh67roZJ1vfOGQY7ffDZcSoMaz9pItawQ3r4cGvQ/EQuPBHtBYO5PEl1Ty+pBrt7b+i3studFv24UIAZn7xKn71+hpKQuC89yRPfVJEa3MTNVWbctU7PN9n0fyOLZc1XefWn/1yt5es+EpRG8+uxTx8UAHDiiJkXK995nzH9zdo6hRFArsVjiHb+dC27ew6ZV3nc5/7HLNmzWLRokWYponTXjYuEAhw5ZVX7tY5hfisiiIBRpREqIpnyAsa1MSt7JrkgI7rg6Fp5EVM6pMWurZ1I6AQfZUE5B2YNm0aF1/7DR778//lHjvr/Iv5yW+3dgD7of4e1z6+hOSgcXDtn+Hx72dbx25L03hn7ku5sKOUz+sv/4t3XpvLd398Bys/WgIanDPr0p3+IM4LmpTHQhS178xfu+wDFla+xVHHHk/+YZOpbrPwVXaN15DCMAvnv8c3r7gA13UIBYPMnTtXQnIfkWhfa96csmlKOzz779dZ+v47TD72eA45Ygo1KxezdMmSrS+YdE4uHJ+ir+XVZx+DYRPh0/eybYqdzNZj330k29DjlOsgWkhJYT56OMbo0iiLq9pYXptgeW0CyIbl204/uMu6wQnLbS/l5BO3XMaXxxhUGO4Q4qr01B6F4y1KokHGleexojaRa2GbcnwOH1TA0KIwnq94c00jF1/7Dd589eUdN71o3oz2l+u494kXcSsO5oanPkId/yUoHAiv/B+gePXFZ8mMP41PGpKYL/+aP614HeX7aLqOaWarzexoE8aZMy/a6YbA7TWlHCoKQgwtiDCovdNYTzTWmDFjBsFgENu2CQaDzJo1i29961vYto1hGJx//vkMHDhQqlSIfa4kGsjWWgeaUjYFYZOAobd35IOQqeF6ipaMS7T9nc+4lf2zrmukba/DhnUhepN8Je7EV7/7Pxx00Ghee/E5TjlrZqcflovefRv+8RM49hI47nK4+l7YtCxbpmr9h6D87G7/LvZBOrbFnT/4Tq726bOP/Z17H312t2artrw17Dg2gUCQP/zj6U6vW/r+O7iug+95pNNpzjjjDIYNG9ah498n9QnygibhgC5vee0DDQmLVfVJ0o4HWnb5zMeLF/A/13wBx7Z4SNMYOHgoZmibt8rzSmDGtRRn6vjXdy9gxYch5v36XfxVb+/4QlUrsnWLgZOv+Aq3/vxXuafSjsfK+uyGmkj9Kl7/x70ktlur7LYv06mJK0qiQUqiAUaVRrt13eDo0jw2t1psbstQGA5QHDAYVhTGbO/wNXV4MZo2mf/7x3N89P47rFm1ssvyikop/vnXv3DkMdPg7u/ChbfBYadBWz28+wjHnnE+f124iWKnmeblr+fe5VG+j2PblA8cTF1NVZdj/PCD96lpy+S+N3ylSNjZ71fXy1aeyQua+EqRsj10XeOIQYU9vj9g2rRpzJ07l3nz5jFjxozcjPKWf0umTp3Krbfe2qNjEKIrIdNgeFGY1oyLrxT57RvMjxpayNLqNkYWR8k42YY961pShA0DH6hNWAQNvX0ZmI6pa7JOWfQ6Ccg74Ss4fuZlnPfFL3dZ43HytOkYpon37qOw6u1sO96hh2b/a9oEr9yTDSvb03Q4ZDre6KOhpQZWvoHbtClXsqshmd2dHjQ0CsKd34ZaWPkWjmPjex4udodSXz/85nW89vLz+L7XYT1lPB5n+fLlXHfddTz88MN8/8c/JV02BlT2Ld6Tx5R1uSZUdI/WtMPqhhRrm1KU5QXJD5kUFpr89aWncOz2RhhKUbN5u850M65FQ3HfdWcTMHQmTp7K+MMn5ZYPbDFsxGhaW5tpa+mw+ILGuroOH0cCBpMGF7Jk4XxmX/J5XMdB13UqBg3BCIU544vXcPGXrmZQQZjCsMmIkmiuikp30jSN40YW4/gKU9c6rZcvjAQ4ckgBGfdIxk+awuN/+u0Oz/Xi049tDc9P/E+2899xlxEadQT31gwgrSfh8Z/mwvG2dhSOAc47/wKGFUeobrNQCgKmRkHYxNS19pl1h4akg+sriiMBJg0p2GebZ6dNm8a0adOorKxkw4YN6LqeC8ilpaX7ZAxCdGVcRT5KKd5Z10TQ1Dh8UAEh02DKsOLsmmRTRwG2Z9KadijJC6KUwvUUkaDO+uY0pq4xsiSK6ysyjtcj/wYJsSs99lW3ceNGrrzySmpra9E0jdmzZ3PjjTfS1NTEJZdcwrp16xg5ciSPPfYYxcXFPTWMzyQvqOP6Ghtb0gwpCGMaGvo2v9VOnDyVPz3+Ag/94besX7uahiduJu5q2Ta5Qw+FS++EZ36WfSt8i/KD4Ipfd7zQsZeggL/rcO9v38rugG83eWghN504mnHlsa2PTZuOYRjZzmeGkduB/40rZnXZ4W97b7zxBpVnnMYvHnyS6ccfT1PKZmV9gomDCjr91l5ZWcldd93FypUrOeSQQ7j55pvlbds9YLs+zWmHBRtb0DUYUxrtUOJsSxvzLo0+Gg6ZzpDN7zC8+OTcw+ddckWHgKzrOj/+zR+YOHkqP/zmdR1mWt+e959cjdxtPfTH3+ZaHPu+T3V7ML/vZ7dwxOAC/uuGr32mz3t3mIaOuZPfyUrzQhwxKJ8l1W2MmXRM5zbYXVE+vHAXfOm3WIMOzT427z6o+WTnr9tGUVERs2fP5s477wRgQkX2msY2s1pKKZK2R23cImhoVOSH93llmcrKSk4++WSsbToNep7H176W/buTrp6it2iaxqCCMMOLOpZ0LIkGmTTY5MOqVvJDJrbrEzJ0HMPHVxA0dFKOh65nO32mbY8226XYCZAfMmUSR+xTPRaQTdPkl7/8JUcddRTxeJzJkydz2mmn8cADD3Dqqadyyy23cMcdd3DHHXfkfhD1NUcOKSRg6CypaqMmnt0xHrdd8gIm+WGDWNBk4uSp/O+f/wawtYbqY7dm14HO+jGc931YuyC75GLw+K11lV+9NzvrPOgQOOQEGHcizTaURrPrIo8cUsDK+iQLN7Vyxd8XUW5YOJ++T0lYp3zUePzxJ6M2LcdrqeInN3+TQCDIquVLd/zJbMexLf50x48ouO3nTJw8lc2tGYKGziEDYujts+WVlZVMnz4dvz2UrFixgmeffZa33npLQvJ2GhIWqxuSeArGlcd45KG/cP9f/kKkeAAXX/t1jpxyTKdNWEsWzqexvq7rE+oGTLsMEo188YiBHZ7astTnmUf/yoCKQR0adfzkt/cSjeXx1MMPoJTC99wum4ks/WDHdcWff+bpfRKQd8ew4ijRoMmAvOP4wtU3dNgTsEOeCw/cAMMnQaQAVr6x29ebNGkSixYt6vBYVzWbNU1rb3XdezNbDz30UIdwvIXv+9xwww0cfvjh8n0qes2O6pQHTZ1hRRE2tqQJGGFcz6c0GqQ57RA0dAJ6dolFXcLG0CBoGCRsj4zrM6x9D86O7Kg6jhB7o8f+dR80aBCDBg0CID8/n/Hjx7N582aeeeYZ5s2bB8BVV13FjBkz+mxA3rLBZvKwIjKOR8rxWFYTpywvSFVbhuo2i7ygTlEku0bxwsu/zItPP86i997JLq249yq44jcwakr2P8guqXjkZki1ZD/+9D349D1muCtyQXuLJQvn89o7i/mXPZI6CmHkdJqBT9PAqV8HwG+uYu27j8DmFdnNXIPHw4hJUL0S3nss+/8dWLZ4IdfOOotbfvZLLrjsquxGJl1j7IDsbPUtt9ySC8db+L7PLbfcwuuvv/5Zbm2/0pp2mL+xhaCuYbk+P7jzN/yxvZsZQOVr/+Z7P7mLlR8tobFhayB+8z8v43kumEFwHdh2u9iZN0HFQUyqfZNLrvjvDtdzPJ8LL/9yLiinHY94xiVuuwQNnbMuuITnn3gE17ExA8HcOwxb/Pbnt9FYX7vDz2fWrFl7fzN6QGlekNK8IH+/97dMP3ICv/nVL1m7Zg0763GkaRpqw4d7fK1gsH+sxfc8j3nz5klAFn3SoIIw5bEQru+zcGMrFfkhAoaO5foURQLZWslAS9qhKGLgKw1fKZpS9g73y7iez4bWbCOigKFL62vxme2TTnrr1q3jxBNP5KOPPmL48OG0tLQA2bcpi4uLcx9va86cOcyZMweAmpoa5s+f39PD3C1u+5pJ2/VpzTh82pjC0CHWHqaXL17E/5t9FY5jb31RyTA47FSKqpdw/MSxvPDko53OqxsGN97yP5wz65Kt57nuKpz2blmYoWyzhFQLBCKQVwzDj8g+tiOek51Ja91xGNpy7d/8+W+MO/xIGlMWxdEQ8fUr+MKsC3b4mhtuuIHvf//7Oz1vX1VfX8+AAQO65Vyer/iouo0XnnqM5x59CA2NpqZG4q0tHY7rcnnA6Klw0tXZ+sZmANrqoG4NFA2GsuEUVS/mie9+IXd4sr1DY3pLm2QFhg5B08DQNMrysuvVq9ss1ixfzBsvP4epa5jhKKtXruCEU85gwvhx3Hj1ZV2Gy+LiYm655RauuOKK3frcu/M+7okFCxZwySWX5OoAby8QDFJUVEx9Xeeve8MwOO2009i4cSPLli3r9Pydd965259/d9qbe7lgwQK+8IUv4DhOp/tgGAZPPfUUU6ZM6c5h9nm99TXZ3+zL+7i+OZWt668UtqdI2C5tmex6+oak1V7nH1pS2Wo2gwrCeH7HZllNKQdFNiRbnk/ENBgQ6/1fdhMtTcSKSnp7GPuFlrTL+IpYl+X/evrrcebMmb3TSS+RSDBr1ix+85vfUFBQ0OE5TdvxTtXZs2fn1tBNmTKlz7YPHZl2eHd9M5qhkR8yOe7UM7n3sed44YlHeOofD2ZDUdNGeOMBZl5/IzPOOJtXnvvn1uDbzvc87r79x0RiBVx4+Ze5/w/3dDzGtWDFvI4XX/yv7Ozj1C9ArBQybdmGJulWjjjtQhaPvQgu+yXcN5uzzj63cxWASCFECvCbNrJyxXKOO/VMCjyfT5tS3PO7OTv9vH//+98Ti8X67Oz/ruzO15NSCqXA8nw0IGTqnb5eP65NcP+9t/P4fb/b+bm2hOPiITDlAjj89K1PJlsgkYaiQVBQDoC27D/cNfvsXJtSx/PJpGyGRAIYWrZDlaFrlEQCDGxfHx8JGCilaEk73PHmf/jPc091KJG2bMG7jDzk0C5DpaZpfPe73+Xmm2/e5X3ZVm98X86cOZNXX32VefPm8fTTT3f45fnQyccybNgwXnr68S5f+/vf/57Zs2dTWVnJSSedhNO+SXHKlClcc801vbpud0/v5cyZM5k3bx533XUXTz/9dO5xTdP4/e9/z8yZM7t5hPuHvvqzYn+zr+5jV5epba+hPMr1qInbBA0dtzWNaWgkfEXG9RmSHyZg6FS3ZdBjkHE9ymNhMq6H6/sUFUU7n7gXSKvp3eMkbcorum41Db3zfd2jAdlxHGbNmsXll1/OhRdeCEBFRQXV1dUMGjSI6upqysvLe3IIPa4wEmDayGI+2NTK6sYkB5fFcq1yz7noUu65/cds3riOM8/7At/879sAmHnx5bk1otvyfZ87f/AdNq1f16lpwQ65NrzzcIeHrrz+Rr7537fx0/se5+n4QKZ+94/85LrPM2DgIB76493ZUH3JndnOgABvPMAzjz2ca01sbVjOe/Ne3uWlf/GLX3D++ef327dx529owdQ16hM2kYDOuIr8DnV/047HS6++zhN/+f2uTzZ4fLbKSXjrZkvefxLmPwFWEsjW2T7p4qtZteg9pl9/Tm7dcNJ2aUw5TBtRzMCCrSXglFKdArumaXy8eCG/+tHNXdYPXrdyWafjt3RimzFjxq4/jz5iSxWHW2+9le9973s89dRTXHjhhVx50/eZMWlcp+PHHDaJq6/eGoCnTZvG66+/niuVtr9+DU+bNo1UKtXhsaOPPlo26In92rb/zo4q9WnLuLRZLhpQl7AImTpV8QxF4QC+gmjQAE0jYGgYukE80+NvjIsDQI8FZKUU11xzDePHj+fb3/527vGZM2fy4IMPcsstt/Dggw9y3nnn9dQQ9pmCcICjhxWxuKqN6rZMbiXpxMlT+dMTL3Q6/pxZl/L8E4/g2FanNb6e5/Hc4w93es3u2hKOAX5wzRfQ/vMJ//wI3lrbxDf/+zaGDB/J7+ZX0VZxEKxdCANGwolfZtO7jzL74nOZ89jzLKx8q9NyAE3TOgV6pRTnn38+P/nJT/rdD+SM45GwXZpSDmXRAK0Zh+W1cYoiJiHToC3jsLS6jX8/89hO18KCBmf/Pxh3YvbDD1+A1e/ChsW5IwLBIF+8+mu5v7fPTT+mwxlq4zZDi8IdwjGww3df5s2blyv5tSsnnHACZ5555n4dEu+8884O72SMGjWahtqtDXtGHjKBPz/9b6aP6lj+bEvI3t/NmjWLV155JffxNddc04ujEaJ7bWk0khc0iAUNGlN2e51kI1vPPaATNHTCAZ1YyEApSNkeqxuSjCyJZtczS01lsRd6LCC//fbb/PWvf+Xwww9n0qRJAPz85z/nlltu4eKLL+a+++5jxIgRPPZY5+L/+6O8kMnRw4uwXJ+k7bG8po3ahEVpNNhps8DhRx3Nnfc/zl/u/gVL3u282U3T9E4fRyIR0ulUl2Hs2BNPAVSXzUxuOG4EL6yo5Sf/XsVNJ47mnYKptI1uZETrx6z/549BN+FLv4GjL8Rd/S733PFjbCtDdovE1muddNrZAMx7pWPgr6ur47rrrgP2/7JSW5ZU1CUsFm5qIe34jC7Jvk1XEA5QE7d4d30zx48sYdHmVt586x1eeuLhbMWJEUdmN0fWfAKfvJ2tpFBQDpfcAfll0LAOHr01N1tsGCbhaIQTTz2rQ3fG7SUsl7K8AIcNLNjhMdubMWNGl7/QdGXChAn9rqnE3b/6BdNPOAHf89ANg1t++ksmDy3aaTvt/dmW77snn3ySWbNm7fffh0JsL2TqFEeyDYsaUzYJyyNgQGvGpSgSQtM08oIGRw0pQtPgjTWNKGBTS5qM63cokyrE7tonm/Q+qylTpnS5gLovczyfDc1pVtQlKI6YhNsLviqlqEvY5IUMVi9ZyPUXn4u73VvhQ0aMYvP6tbmPT5l1Bbf/8re899rL3Pub/2XZ4q01cGecfk6n6hfb+7guwTWPLsbysrPCx48s5tfnHcoVZ52ULQ0Xzocv3Z0Ncn+5rlO7bMMM8KfHn2fi5Kl856tXMO/lzrPiU6dO5b333uv0eF9UVVWVW89kuz4vvfYGc199jUOOOpZxk6aQtD1Cht6pBbNSitqETSRgkLJd/vSzW3j2Hw/CGTfCoad2vIhrZ5eyAPznD7DkxQ5P//ftv96tNsbrmtNMG1HE4MKdlzfa3qGHHsry5ct3eoxpmrzxxht7PYu67X3sa+a9+RbPvPQfJh59HBefdQp5fbzRwGe5l5WVlfv9UpHu0pe/Jvcnffk+ZhyPt9c1tf/ZpyI/SFleiBHFkdxM8dL20qzNaYeAoRE0dEoiAXRd26fVLVoaamUN8m6qT9pMGdr1GuSe/nrcUcbct5XtDyABQ2d0aZTDKmKkHJ/NrWmqWjNsaM0wsiTCCaNKueaCM3jjjTcYP358h9duG44BjjzySOqTFoWjxvPFm/6HYCiMbhgEw2EuvPoG2jJOp+t72zQbGVce49Erj2LaiGLuu/gIfnPeoeiaxi0/+180XYdMHF5u71R29b1bS9K1O+HU03PrYa+8/pvZ12ynr/5jWllZye23305lZWWn51K2yy13/JoLzz6Ne+78KTd96UKWLXqf8rxse+XtaZrGwPwQYVNnUEGYtqYGOOiYbDhuWA/3fRXe+mu2eogZJNS6GR7+dodwPGzk6N0OxwnLpSRiMmi7pRW749xzz93lMUcddVS/DVQzTpjOr392G185//Q+H44/izlz5nDCCSfw/e9/n5NPPrnLr3Mh+pNwwCAaMAib2WUXU4YVM7Ik2mEZxUFlUWIhg4r8IGFTR9Pg08YknzYme3HkYn/Tf39y9AGapjGyNI+yWIglVW3kh00cz2fCNm+XT5s2jfvuu48TTzyx00zyFqW6xXEjS1ijp5h88AzGP/Mv3nvrDQ45ahrjJk2hJePQ2pImHNDJOD6egvyQSdJ2GZwfwjR0hhZGuOeCwzqcd+Lkqdz6s19y+39/O1sz9tFbsksCLvif7AGNG6B+HcYAN7chbMtr7vj+/8utnzYMg//61rfZnlKKuOV22S57X7jiiiv4+9//DkA4HGbu3LlMmzYNy/VZXtPGe+9WcvePbs59Ho5tsXLhuxw37bhO51qycD4LK9/KbWT8xhWzePfDZXDV/2WXVTz6veyyivmPZ/8Dpp1+Dm83b2DLry+BYIgf//oPHZp2OJ6P195mNRwwcD2fcMCgOWVjeYoTRpfs1fq5oqKiDsssulpyIWtV92+VlZXccMMNufXmlmXx0EMP9dtfeoTYojQvSEvaIT/U9c+WaNDk0IH5WK5PS8qhOm6Rtj00XaM1k21Isn3jJiG2JwF5H4iFTI4bteNaiNOmTePb3/42d911V6fnAoEAM2bMoDgaZFBBmMGDCjh00MlceEa29XDG8WhI2qxrSpG0PaYOL6Y+YXHowHyW1cT5uC7BqJLoDtdfnn/ZVWxavy5b3WLzcvjTNTDxDDjmYigdDqXDmQtc/ehibjpxNBMHZ8vQjRk3gYf+8Fvq62o4/vMXYwztOAvu+4oVdQnqExYTKvKJhYxc45V94YwzzuiwcSmdTvO9H/2UH//uAR6/78+8/PwzNNdVddgkqZQi3taW+3jR5lZ+++Za2jatZsMTv0RVfYym6wwcPJTqTRvgczdk6xe/9BvKB5RTV1PVYQyl5eXc+2i25B9adnPmtuE443pUtVqURANoGjSlbHylcFMOpq4xoSJ/r3+5mDFjBuFwGNu2CQaDXHjhhTz88NbNn5dffrmsVd3P7clmTCH6k7FleSRtb6edLLf825kfMmm1HMrzQ6Rsj4akg6HByJK+UQZO9F0SkPuIoqKiLh+/5pprdjojFA4YDC2KMKQwjOMpgqbO4MLsW/KHDyqgzXJpTjuU5XUumu4rxerGJEZkm5ag8Xp4+2/w9t+YccY5nHnVf3H3So2lNXGufmwx1x4zjC8eOQSAyjdexXFsVn+8nLGHHEo0cBxjB8SIBgxWNyT5uC6BqWm8u6GZWMDg8MEFDNhBjcPuNGfOnA7heIs3//0vzpo4EiuT6uJVWQ//6f846fSzeK6lhKc/qsk+aFbApXfBU7eh1n2QDccjjoSJZ8KCf0LTRs68/kb+8Zc/5GpXm4FALhBvG4pdz6chZZPdBAlDCsNMHZ7dQGa5PrVxi3XNKY4aUkR+eO+/PadNm8bcuXM7rE098cQTZSNXPzJjxgyCwSB2+9dcIBDgyiuv7OVRCdHztrR63x3hgMHkoUXUxi02taZRCpztmzYJ0QUJyH1EVzVodV3f7R94mqYRNDvOEuu6xrjyGPM3NOP5qsMs8ubWDACD8sOMO2oahml2qJs76/KvcOvtvwLgc9NhcVUbt7ywgj+/t5FHP6zmSGc1tmOjPA8Xm9UfvsuQCUdQE7cImwau7zOsMJy7ZkvaYf6GZo4ZXrzDQuDd5U9//vMOn9tZOAbwNJObXtlAW9RmZHGEAXN/wfsr18PFt8OFt8Frf4Y18+H0/8o2+Hgnu4Qjv6Bgp7PFWzb4BQ2dkmiQwwYW4CtFLGTm7tGWX3bygsZnCsdbbF/GbNvmO2L/N23aNObNm8dDDz0EwJVXXinLK4TogqZpDGxvb72iLsGS6laq2jIM3ov9HeLAIQG5j1i6dGmnx77zne985h94A2IhDinPZ+HGFsaUZWeKG5LZKhqjS/IYVBBiVMkpbPjB7fzxp7eifJ9AMMQ5F13a4TxHDC7ghWun8vzyWn71+hre8EdizLgWNe/PmIEgxxx/AgeXxWhO26RsjyGFHf/hKYoESNk6S6vjHD8q0KFNaHewXI+U7bG2KUVLIr1nLw7nZzfaFQ+BQ0+hzQhw2mCDn31hMk+bZ/H+vJvgvmth9gNw8rXZ/xwLnv4JuBaBYCi3NnnbULxFW8ahKeUwojjC+Ir8nW4aM3Stx3+BEP1Hf6nlLMS+oOsaA/KClESCOJ5PTdzCV0qCsuiSBOQ+4sknn+zw8fjx47utjfOokii18Qy1cYuAoWEaGscOL84FtRElUX5w0zcYOXYcaxfPZ0p72NuermnMPHQgJ44u5ebnl/MB5zBy0nH88PiK3PHFkSDFO6hIFg0aNCRt3tvQzNiyPCryQ91SwL0xabO6IUlVW4aXH/8rq1d8tHsvHDYRzvkORIs6Pv7CL1jt1fF/q89k4btvAhokmuDuWTDxLJhyPjzxQ2jezIwzzuHK67/J+ElT2NCcxkcxKD9M0NBoTjt4ShHQdSYOLmBMWZ4UrBdCiF40IBYkHNAxDY3auIWhaXxcl+Cg0igBQwp7ia0kIPcR23fD+ta3vtVt5zZ0jWkjSqhc14Tt+YwdEOs0izmwIMyZJ59I1eSplEY7r1feVlEkwB8vmsi1jy1hSTV8GhrOEbsxjqcefoBXX3yWqaeczSkXXs6UYUWU54c+0z9KTals4NaA4UURFr/+UofntwTSbSs4hA4+Fmv0sTDhlOwDq9+F6pWw5v1s5Q5gLbB29cqOF/McWPQsLHoWTdO4tb1cm+crGlI2h5TH8JVic2uGhO1SGA4wfkCMQQXhbp8xF0IIsec0LVsX2dAU0YCB4ymKIgaer5DCFmJbEpD7iJ7uhqXrGseMKEbTtB1WtBg7II/GlM3K+gQl0QAlkSD6Dtp06prGny+eyA1PLuXnc1cztDDM1OHFHY7580uVLFq1juMnjKJ+/kv89Y93A/DuG68RCRq451xKRSzIMSOK9yokt6Qd3t/QQmHIJNz+L9spZ83k3Tdeyx1z7vW3Uh0dxjo3RiqTwckbgNVe/nuiVsvXjxtG4IST+H/XzqG5sWGX1ywuKeOIo4/hyuu/ycTJU0k7HrUJiylDixjRviv64AExWjMO0YDRr2vwCiHE/igvaJBxfWIhk9aMS8g0qI5nKwoV9lJZUtH3yE/vPqSnN1GZuwihIdNgytAiQkYcT/nUJrLrs0xNIz9skrddmTZd0/jpWeOY+Zf5fPvZ5dx38REcUh5jU0ua6//2FjVuGBjKex85sKylw2tff+k5Lrzsy6xtTrFwYyuThhTkQu7u8H3Fx7Vxwqbe4XUXXv5lNq1fx6svPU/5uTfw7+ghZFwfDBg9bFD2rTXl8f0zxnNQ6f/f3r1HV1nf+R5/P9d9yW0TIAkkMEi5FAMBQVAcaxEG51gtHrWuijr1gsuZrs7Yy9Gpdc5Up50KjrVVp5017amn1WrL6ZzpUeu1isVaL7XFu9NSbEm5Q8g92ddnP7/zxw4xVFAuO9k78HmtlaXZe+d5vs/XJH7y27/n93tn9Y5PXvcP3PKFz77veW+/+/79pp90JHNMG1sxGI4BfNcekdU6RETk8LVMrKE3HdCRzPLGzh48uzCq3N6fe8+AHBrDxj19zKqvGsFqpVQUkGU/FRGXU6cURoKT2YCuVMDWrhTtySzbutNURdz9bmgYV+HzvYvnccn9r3DpD14hEXPpSgVAFF5+CDb/Gs64EhZeCLEa+Glhx76lZ6/AsS2mJGK0diYZE/eYWVd5SDUaY3h5excdqRy7N7623wYer294iR987zsEp1/ONn86CTvkhrNmsHzGeCID0xy69u4mMSQcwzvB+t6BUe4DOemU0/ZfxziXJxHzmD2h+qBfIyIi5acq6lIVdXm7vR/ftamNe7T3Z/ntnl6mjas84JbUoSkMNO3bOEuObQrIclBx3yXuu0ysidKfCXhzVy/92UJgbhgydzi95b844Tf/jy0TT6WLCbD7bXj6W4V5vQD3fRYuuwNm/wW0b8F+5aHBc7iOzQm1cTa19dGVyjGrvpJULqSu0qetL0tvprACRENVhJqYh+fYdCSzbO1K077pdf720vPJZNJYlsXMk05hkzOR/CfvB8uGHb/hTHcj5554+yFd75K//Aj3f+ffyAfv3rrb9Twu+bsvDP5iDI2hrT/LaVPGHHTKioiIlLdxcZ+Ia9OXDbAsi6jrkA1CXP+ddyazQUg6yNOfzePaFnkDrn7tH/MUkOWQVERcTvmzMSSzAa/v6GVvf4aoa7P1N69y9cc+QpjPA98F14cgu/8XmxDu+wxc+CX48FWExnDLFz7LK798gS/f9S0c26LSd9nWlWJPX4Zs3pCIFeaG2UAmCNnRk8YZmD8dhIa6Sp91v3yOTDoFk1ow/+3T/LZq/DvnfPZ78KsfY1965SFf44YXfoEZWEDesiwu+qsr+fRfr+KZZ55hyZIlhA0z2N6TpsJz6M3mmTwmRl2VlgcSERmt5jbWAIVNnNr62nBsh55MwNbuFJW+S8S12dufxbWtgRv8LPKhOeAIsxxbFJDlsMR9l1P+LMEf2pO8uauXZ3/+zEA4HvCn4XgfE8LDa+DKf4clq2Dm6Tz2nzcxvuFmrr3x5sG3u/aN0GaCkOoaF3vgbawgH4JV+MW0b6pEzZhaOPtzMGtJ4RytL8OeP8ALP4B8YTTgT9dz/lOpXJ4tXSnGxn2mzTsF1/cIcuD7Pp/5m6tZvHgxp512GgC5fMjevsJbcA1VEeYP/GIVEZHRzbEt4r6DhcXOnjQVvkMqlycT5PEdG9sCLAvXtujPBvRnYU9fhqm1FVql6BilgCyHzbIsTqiNs/G1X7N35/ZD+ppTz1hKJp3mlW9dARfeXFiD+G/Xcu9Dt7DkL18anNu7b15X5E9+4ey7wXDfX+3GGB7fGyuE4z1/gP9zA+TS+33NX/31tQdczxkgCA3GGHb1ZphYHcW2LJaccTr/+ZPHeONXLwxuzzyU59hMqIlSXxUhCDUHTUTkWGFZFnHPYUzcZ1dvBt+xMaYwiBL3bfIGHApBendvhoqIi2vb5MIQn8Ios21B7fsskyqjhwKyHJFf/vJFPvbRs0mn0+/5uuZ5C/gfN91Cy4JFfPcbX+OVl56H//ifMGkOXPQVOPfz3PiNe3n4uwcOsgfz9NvtvGwmYr31JOan3yyMUA/xib/5NNfeeDPAu26oyIeGbd1pfMdiSm2c+soIkwZ2N5nXuIRz/2LJe57bti18vb0mInJMWTiwVOnWziShKdyUlw5C4p5LJshjANe2sSwL2yoM5KRzIbl8jo5UljA0hKZw87qMfnpfQI7I+vXryWQy+23AcSCN00+kZuoc+jIBCxafjuMO/E229Q34t0sh2cWuOR/j3773g0M671233MxHzjuff3z4depjFh8ym5nQ2DT4vGXb3Lj664PhuCedo7UzRWtnip29aXb3ZWhPZmmoirB02jgWNNUMhmMREZHZE6qpjLjEPJtE1CPuO1RFXXzHpsJ3iHoOtmXhOTZt/VnakzkcqxCcu1LvvslbRieNIMsRWbJkCbZtE4bhQV9j2w5XXP4JZk+oYmtnirrpLfyv/3iENTdex+9+8wake+H/fhH+6k7+d9ckTvx9O2dMrWXf2OxzrZ34joXv2sydUM0XP/03PPb0elh5G+QCdn/jU+zu3lU4l+Nw/spPcM6FFw9Oq0jl8qSDkMaaKJMSMaqjLp5jszOepWFCNXFf3/4iIrK/8ZURaqIer2zvJj6wLPK8pgS/2trFB8ZVkAryhIXbYnBti6qIQyoIMcYi6tns6kmTzOWpLe1lyFFSQpAjsnjxYr75zW/yyU9+cjAku57Hqcs/ym82vEDT5CncftutLPvwh4DCW04btnbzgTnz+cETP+cfr/1rHnvgR9CxFR69DT76Ba77yX+990mnrISrL4NcBh67HQbCMVC4UdBAy4JFGGPoSuXIhoZT/2wMFb5DxH1nyZ6o5ygci4jIQfmuzdyJ1fyhPUlfNqAi4lLhO9TGPeorI6RyhSXfMkGemqiHSecIQzOw4UgW39W+1aOdUoIcsTlz5uB5HplMBsdx+Nodd3L+JVcQdW1q4z72kHm6tXGfeY3VPN/aQTYI+fJd3+KkUxbz9GMPsfTsFZxy7kJ+urGNbz7fSkNVhIhrk9vyFjs2PA310wo343XthHiisK5yz+531ZMLQ1o7kziWRU3U5aSGat0wISIiRyTqOcwYX0F+YCrhvjnK+zaHMsbQkcwxrtIfGE22cW2I+S4YA+89A1HKnAKyHLH169cTBMHg533dXTQlDj6fd3xlhEmJGB3JHLt60vz3Sy7ngkuvGHz+ykWTuHLRJABe3/ASV/3jZ9754se+9p61uL7Pn3/kY9RXRphYHaWhOqJRYhEROSquYx80KFmWRWXEpTbmcUJtnFe3d2MorHTRmcyxpydDZW0hJWvd5NFHCUKO2JIlS/B9n2w2i+/7LFmy5H2/Zn5Tgt50wK+3drKzN0NdhT+4I99Q9/77XYdcx6nLzua6667nQ39+GuMq9h+5FhERGS4nNdbgOYVNROY3JQjCkNaOFN2pwuDR23v78R2bqWPjJa5UDpcCshyxxYsXs27dOtavX3/AdYMPpirq8qGpY3n4qWf498ef4sMf/vDgjXU/vv97fOPWL9HT1XnQrx9TOw6AaDzOhVf/Hf/w2b+loVo72omIyMgaukmIY1s4tsOU2hi/a+vDdxxytoWvfalHJQVkOSqLFy8+5GA81K9e+iWXnH8O6XSG7//rrUydMYvOvW20t717bvFQtm1z+93307JgEZs7kpxQG6e+KnKk5YuIiBSVZ9tURVx6HPB9B9sqjCTXxj3dFzOKKCBLSbyzjnKIycPbv3nzPV9vWRa24/D5L9/G7PkLae1M0pSIMr+pRjvaiYhI2bBti8qIQ8pxcAdWs6iMQDZvSOXyZPMhMdfRFtVlTgFZSmLJkiWHHGwvvPJT1NYmmHfKnzP5xJPY0plifGWE2Q3VCsciIlJ25jcmeGrPHqKeTcyzSeVstnQmyeZDwtDQbeeYnNC85HKmgCwlsXjxYj760Y/ywAMPHPQ1lmXxhVu+xjkf/wR92TzGGCp8B8e2WDgpgXuAm/tERERKzbYtThgbo8OyqY56GJOjsSZGOheSCfLkDWzrTtNYHdFAT5lSQJaSOfvssw8akKdNm8a99947OL85DA3pIE/ELczn0i8UEREpZxW+y4SxVURcG8eyyBvD05v24tgWuSDEAXb0pIl5DqGBRNTVwE8ZUUCWkmlvbz/odtXXX3/9fjf/2baldY1FRGRUqYy88/8tGwvXsaiM+OzsSRN1HbpSOTLBO2slJ2IKyOVCiUNKZsmSJUQiEbLZLI7jcOqpp5JOp1m1ahXXXHNNqcsTEREpqqhrk4h59GUCoq6N69iFf9oWtgXpXJ6op22qy4ECspTMka6jLCIiMhp5TiEMx30H37GJOAExrzAFoz2ZJR2EzBxfWeoyBQVkKbEjXUdZRERktJndUEXUdehNB1hWYQqGY1v4jk0qlyfqKZaVC/2XEBERERkB++6lOXlygnxoeGlLJ8ZAQ1WEvmxAOpenPxsQ9xzdjF5img0uIiIiMsIKW1MXbtxrSsSYnIjhWBY7ejL0ZIJSl3fcU0AWERERKYGo61Ab93Fsi+njK7Esi6qIS5A3hMaUurzjmgKyiIiISAm0TKxm2riKwc8rfIcxMY8gNPyurX+/17b3Z+lK5Ua6xOOWArKIiIhIGZgzoZoxcY9sPiTi2vRlAvqzhekWHakcbX1ZWjuSGl0eAQrIIiIiImWgJuYxrsInHYR4jsWu3gw7ezLkQ4NjWVgWWLZFKpcvdanHPAVkERERkTIxZiAku7aN7xZi2u87+nEdC9e28G2LA2xAK0WmgCwiIiJSJtyBzUT2fTi2xZioT11l4WY+17bpSucIjcEMfEjxaR1kERERkTLiORaWZeM7hS2oq6IONVGPvkwe17HoSods7khiTOHGvgnV0VKXfMxRQBYREREpI65t4zlgASEQcW0SMY/udIA18HkYGkIgm9d8i+GggCwiIiJSRsZV+ABMSsT41dZOWibU4Ls2Yyt8tnenSeXyBKEhrZv1ho0CsoiIiEgZ+cDA2shhaPAdG88pbDsd8xwmJaL4jsUf2pMEYTh4w14uHxKawuiyHD11UURERKQM2bZFy8RqLMsafCziOkweEyfmOURcB3sgyf2xM8UfO5MAZIKQTKCpF0dDAVlERESkTEVc54CPz6yrxHMs+jJ53t7bj2tbeI5NW1+GzR1JWjuSI1zpsUUBWURERGSUibo2nl2Yl+y5Nq5j4dkWPZk8tg2Obb3/QeSgFJBFRERERhnHtnAdi6qIS5XvEvdcgtAQdW1sLFzHpj8bEIRaJ/lI6CY9ERERkVHGc2xmjq8kCA2b2vrJ5POMq/DJ5g2WBbYFu3uzxD0by7Kor4qUuuRRRQFZREREZBSqiXkApHJ5tnencW2LXN6QiLn0ZAKinsOe3gyurQkDh0sBWURERGQUm1gdJTSGyWPiZIMQx7Z4c1cP3akAA/iu5iMfLv1JISIiIjKK2bbF5DFxAHzXxrEtfMfGd2xcu/Dxx84k6UAbixwqBWQRERGRY8zE6ijVUZfqiItrW2BZtHYkCbQ19SFRQBYRERE5xtTEPBprolREHGKew7i4T9Rzebu9H2PevbJFOpcffDwIDfnjfPULBWQRERGRY1BVxGXexBo8x6I27lEdcanwXXb0ZAZfExpDKpdnR0+G7nQAQGtHcnBXvuOVbtITEREROQbZtkVV1MVzLCZUR+nL5AnCkL5MYS5yNgjpTufoSOWo9F26Ujk6UzkAjvMB5OEbQb7qqquoq6tj9uzZg491dHSwfPlypk+fzvLly+ns7Byu04uIiIgIMHdiTWHHPcci5jnEfZu+TEBrV5LeTEDEKezElzeFUWfHtrCt43vli2ELyFdccQWPP/74fo+tWbOGZcuWsWnTJpYtW8aaNWuG6/QiIiIiQmFTEYBp4yqI+w41UY/OVI6Y65DNh4WVLyyLyohDhe9QXxUp3Nh3HBu2gHzGGWdQW1u732MPPvggl19+OQCXX345DzzwwHCdXkRERESGqIl5nNyUYMGkBL5r4zk2tXEf2yqMGI+JefiuTVNNjJhXiIjpXJ7ccbjyxYjOQd69ezcTJkwAoKGhgd27dx/0td/+9rf59re/DcCuXbvYsWPHiNRYztra2kpdwjFBfSwO9bF41MviUB+LQ30sjnLvo5fqJZPLg2OTzuYJbDhxUoJc3mAlk/R2dLJ9R4BtQxga4p7L2AoPZxhGlvtTAXu8FNke713PlaqPJbtJz7IsrPeY33LNNddwzTXXAHDyySczceLEkSqtrKkPxaE+Fof6WDzqZXGoj8WhPhZHOfexocGwYVsXlgXpXEjEtWlsHDP4/O+SPrEgTyZvMMYQcW0iEZfKSPGjY64/S119DeMqIwd8vhR9HNFl3urr69m5cycAO3fupK6ubiRPLyIiIiIUVrhY0JRgQVOCCdVRWiZW7/d8c30lVRGXMTGXmOcQdR06Uzl+u6e3RBWPrBENyCtWrOCee+4B4J577uG8884bydOLiIiIyADbLryb/4FxFURcZ7/nJiZiuI5FhV/YiS/q2fRn8zj28bGFxrBd5cqVK1m8eDEbN26kqamJu+++mxtuuIEnn3yS6dOn89RTT3HDDTcM1+lFRERE5CiMjfuMjXvUV/nUxjwsCzzboiOZJZ3Ll7q8YTVsc5B/+MMfHvDxdevWDdcpRURERKRIPlhfNfjve3ozjKuIkMoGdKcDMkHIBM95j68e3Y6PcXIREREROWJ1VRGmjo0T993BzUSOZQrIIiIiIvK+PjA2TsyzifvH7sjxPgrIIiIiIvK+LMvixIYqoq5NTzogNIauVI6uVK7UpRVdydZBFhEREZHRpTbuE4wxbO9O096fpT1ZCMeJ2Ls3+RjNNIIsIiIiIofMtiDqOvTnQlzb4lhc+e0YvCQRERERGS4GqIw4VHgOrm3hWDa96aDUZRWVArKIiIiIHLKqiEt11MN1LBqqI/iORVt/hk17+9jVky51eUWhgCwiIiIihyzqObRMrMazLeKei+fY+K6NY9n0ZY+NDUQUkEVERETksEU9B9+18R2bcRU+Uc8+ZtZH1ioWIiIiInLY5jfVkMuHdCazRFybCt8hF5pSl1UUGkEWERERkcPmOTauXZheMbuhmojrHDPB8li5DhEREREZYb5rM7U2TnRgRQvbsjBm9I8ia4qFiIiIiByxcZURoLA+cmXE4Y+dKTzHxrZhQlW0xNUdGY0gi4iIiMhRm1VfRVXEJW8gmcuTP8h85HAUjDBrBFlEREREjlplxMUAY+MeyVxhubcgNFjA5s4kFZ5DOsiTCUI+WFdV0lrfjwKyiIiIiBRFheeQDUIMYAG7etIkYh5R16Y7HWDb4DkOxhgsq3yXhNMUCxEREREpipl1lXiOTcyzibg2qSBkV2+GuOcWbuLDwnesg06/KBcKyCIiIiJSFK5jM318BZ5jF4Kya9OUiOG7FpWRwsYinmORzZuyDskKyCIiIiJSNLVxn6aaGI4NVVGX2riHa1uMr4xQ4bu4ts22nhS/a+sr2yXhFJBFREREpKgm1kRZ0JSgKuISdR1c28axLBIxl6hrE3UdfNehrT9b6lIPSDfpiYiIiEjRWZbFSY012JZFbdzDd21insNr27sJQkMyl6c7HZCIeaUu9V0UkEVERERkWLhOYbJCzZAQPHVsBZl8WHjetsjk8mW3ooWmWIiIiIjIiKmKusydWE2F7zK2wgcg5pVXJNUIsoiIiIiMqIjrMGlMlHQupD8TEPOcUpe0HwVkERERERlxjTUxgnzI2Aq/7KZYKCCLiIiISEm4jk0iVl7TK0BzkEVERERE9qOALCIiIiIyhAKyiIiIiMgQCsgiIiIiIkMoIIuIiIiIDKGALCIiIiIyhAKyiIiIiMgQCsgiIiIiIkMoIIuIiIiIDKGALCIiIiIyhAKyiIiIiMgQCsgiIiIiIkMoIIuIiIiIDKGALCIiIiIyhAKyiIiIiMgQljHGlLqI9zNu3DimTJlS6jJKrq2tjfHjx5e6jFFPfSwO9bF41MviUB+LQ30sDvWxOIa7j62trezdu/ddj4+KgCwFJ598Mr/+9a9LXcaopz4Wh/pYPOplcaiPxaE+Fof6WByl6qOmWIiIiIiIDKGALCIiIiIyhALyKHLNNdeUuoRjgvpYHOpj8aiXxaE+Fof6WBzqY3GUqo+agywiIiIiMoRGkEVEREREhlBAFhEREREZQgG5hLZu3cqZZ57JiSeeSHNzM3feeScAHR0dLF++nOnTp7N8+XI6OzsB+O1vf8vixYuJRCJ89atfHTzOxo0bmTdv3uBHdXU1d9xxRykuqSSK1UeAr3/96zQ3NzN79mxWrlxJOp0e8esplWL28c4772T27Nk0NzcfV9+L+xxuL++//35aWlqYM2cOp512Gq+99trgsR5//HFmzpzJtGnTWLNmTUmup1SK2cerrrqKuro6Zs+eXZJrKaVi9fFgxzleFKuP6XSaRYsWMXfuXJqbm7nppptKdk2lUMyfa4B8Ps9JJ53EueeeW9xCjZTMjh07zIYNG4wxxvT09Jjp06ebt956y1x//fVm9erVxhhjVq9ebf7+7//eGGPM7t27zUsvvWRuvPFGc9tttx3wmEEQmPr6etPa2joyF1EGitXHbdu2mSlTpphkMmmMMeaiiy4y3/3ud0f2YkqoWH184403THNzs+nv7ze5XM4sW7bMbNq0aeQvqIQOt5fPPfec6ejoMMYY8+ijj5pFixYZYwo/z1OnTjW///3vTSaTMS0tLeatt94qwRWVRrH6aIwxzzzzjNmwYYNpbm4e4asovWL18WDHOV4Uq49hGJre3l5jjDHZbNYsWrTIvPDCCyN9OSVTzJ9rY4y5/fbbzcqVK80555xT1DoVkMvIihUrzE9/+lMzY8YMs2PHDmNM4RtpxowZ+73upptuOmhAfuKJJ8xpp5027LWWsyPt47Zt20xTU5Npb283uVzOnHPOOeaJJ54Y0drLyZH28Uc/+pG56qqrBj//0pe+ZG699daRKbpMHWovjTGmo6PDTJw40RhjzPPPP2/OOuusweduueUWc8stt4xM0WXoSPu4z+bNm4/LgPynjraPf3qc41Ux+tjf329OOukk8+KLLw57veXqaPq4detWs3TpUrNu3bqiB2RNsSgTra2tvPLKK5xyyins3r2bCRMmANDQ0MDu3bsP+Thr165l5cqVw1Vm2TuaPjY2NnLdddcxefJkJkyYQE1NDWedddZIlF12jqaPs2fP5tlnn6W9vZ1kMsmjjz7K1q1bR6LssnS4vbz77rs5++yzAdi+fTuTJk0afK6pqYnt27ePTOFl5mj6KO8oVh+HHud4dLR9zOfzzJs3j7q6OpYvX64+HmEfP/OZz/Av//Iv2Hbx46xb9CPKYevr6+PCCy/kjjvuoLq6er/nLMvCsqxDOk42m+Whhx5i9erVw1Fm2TvaPnZ2dvLggw+yefNmEokEF110Effddx+XXXbZcJZddo62j7NmzeLzn/88Z511FhUVFcybNw/HcYaz5LJ1uL382c9+xt13380vfvGLkSyz7KmPxVGsPr7XcY4Hxeij4zi8+uqrdHV1cf755/Pmm28ed/Pjj7aPDz/8MHV1dSxYsID169cXvT6NIJdYLpfjwgsv5NJLL+WCCy4AoL6+np07dwKwc+dO6urqDulYjz32GPPnz6e+vn7Y6i1XxejjU089xQknnMD48ePxPI8LLriA559/fthrLyfF+n5ctWoVGzZs4Oc//zljxoxhxowZw1p3OTrcXr7++utcffXVPPjgg4wdOxYovKsxdPR927ZtNDY2juBVlF4x+ijF6+OBjnM8Kfb3YyKR4Mwzz+Txxx8fmQsoE8Xo43PPPcdDDz3ElClTuPjii3n66aeLOqClgFxCxhhWrVrFrFmz+NznPjf4+IoVK7jnnnsAuOeeezjvvPMO6Xg//OEPj8vpFcXq4+TJk3nxxRdJJpMYY1i3bh2zZs0a1trLSTG/H/fs2QPAli1b+PGPf8wll1wyPEWXqcPt5ZYtW7jgggv4/ve/v98fEwsXLmTTpk1s3ryZbDbL2rVrWbFixcheTAkVq4/Hu2L18WDHOV4Uq49tbW10dXUBkEqlePLJJ/ngBz84chdSYsXq4+rVq9m2bRutra2sXbuWpUuXct999xW1UCmRZ5991gBmzpw5Zu7cuWbu3LnmkUceMXv37jVLly4106ZNM8uWLTPt7e3GGGN27txpGhsbTVVVlampqTGNjY2mu7vbGGNMX1+fqa2tNV1dXaW8pJIoZh+/+MUvmpkzZ5rm5mZz2WWXmXQ6XcpLG1HF7OPpp59uZs2aZVpaWsxTTz1VyssqicPt5apVq0wikRh87YIFCwaP9cgjj5jp06ebqVOnmn/+538u1SWVRDH7ePHFF5uGhgbjuq5pbGw03/nOd0p1WSOuWH082HGOF8Xq42uvvWbmzZtn5syZY5qbm80//dM/lfKyRlwxf673+dnPflb0m/S01bSIiIiIyBCaYiEiIiIiMoQCsoiIiIjIEArIIiIiIiJDKCCLiIiIiAyhgCwiIiIiMoQCsojIMeLmm2/mq1/9aqnLEBEZ9RSQRURERESGUEAWERnFvvKVrzBjxgxOP/10Nm7cCMBdd93FiSeeSEtLCxdffHGJKxQRGX3cUhcgIiJHZsOGDaxdu5ZXX32VIAiYP38+CxYsYM2aNWzevJlIJDK4pa2IiBw6jSCLiIxSzz77LOeffz7xeJzq6mpWrFgBQEtLC5deein33XcfrqtxEBGRw6WALCJyjHnkkUf41Kc+xcsvv8zChQsJgqDUJYmIjCoKyCIio9QZZ5zBAw88QCqVore3l5/85CeEYcjWrVs588wzufXWW+nu7qavr6/UpYqIjCp6701EZJSaP38+H//4x5k7dy51dXUsXLgQy7K47LLL6O7uxhjDtddeSyKRKHWpIiKjimWMMaUuQkRERESkXGiKhYiIiIjIEArIIiIiIiJDKCCLiIiIiAyhgCwiIiIiMoQCsoiIiIjIEArIIiIiIiJDKCCLiIiIiAzx/wFdtqXUxXWvVgAAAABJRU5ErkJggg==\n", 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" ] @@ -216,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -226,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -236,7 +239,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -245,7 +248,7 @@ "(32601, 1)" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -256,7 +259,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -322,7 +325,7 @@ "2016-04-15 17897.46" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -334,14 +337,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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JIA0AAIAEizX03N/mrtUDc9ck9FofbahI6Pk6giANAACAhKqN0SKdDLfNWZ6yazVHkAYAAEBC1QVCyvWn8SnAFCFIAwAAIKHqAiHlJWmacOdcu/Z78JuHJeX6kQjSAAAASJj1u6r1yPx1ysvx6WenjU/ouavrgjr0+pf04Dtr29zXl4KxrAnSAAAASJj/uf0t7a0NyO8zfWPGKH1/5tiEnXtnVZ227a3TVY9/qPKdVa3um0OQBgAAQDbZsLtGkuTzxnf+5tGjEnbuyE4dM/7vlVb3zYgWaTO7x8y2mNlHEWW/NrOlZvaBmT1uZqVe+UgzqzazRd7PHRHHTDWzD81shZndZt7o2WbWx8xeNLPl3p+9k/A6AQAAkEINLcI9C3JbbKuJc+znUKhp/+jW+ktnSov0vZJOalb2oqSJzrlJkj6RdGXEtk+dc1O8n4siym+X9C1JY72fhnNeIWmOc26spDneOgAAALJYQ8t0NI8tLI/rnMFmQbq6lUDuz4Qg7Zx7TdKOZmUvOOcC3upcSUNbO4eZDZLUyzk314U/Otwv6Qxv8+mS7vOW74soBwAAQBaprmtfS/MrS7fEdf5gsxboiupAi316F4VbwHN8ye/BnIgrnC/p2Yj1UWb2npm9amZHe2VDJEV+9Cj3yiRpgHNuo7e8SdKABNQJAAAAKfbn1z6NWj6mf3GT9UCofUPYNde8RXrLnpat3k9eMkMXH7uf9h9Q3GJbouV05mAz+4mkgKS/e0UbJQ13zm03s6mS/m1mE9p7PuecM7OYf7NmdoGkCyRp+PDh8VccAAAACXfrS9FnGWzeyyLe/submnUXmbd6Z4t9hvUp0o9POiCu83dU3C3SZnaepNMkfdXrriHnXK1zbru3vEDSp5L2l7ReTbt/DPXKJGmz1/WjoQtIzLZ+59ydzrlpzrlpZWVl8VYdAAAAKdT8mcB4phCvqKnXOfe826QsFa3OrYkrSJvZSZJ+LOnzzrmqiPIyM/N7y6MVfqhwpdd1o8LMDvdG6zhH0hPeYU9KOtdbPjeiHAAAAF2ANWuAbm9f6khvrdjeoqwg1y9Juu6MiXHVq7Pa7NphZg9JOlZSPzMrl3S1wqN05Et60RvFbq43QsdnJF1jZvWSQpIucs41PKh4scIjgBQq3Ke6oV/1jZIeMbNvSFoj6ayEvDIAAABkhOYt0PPXtOyS0ZZQlKHunv1wkyRpSO/C+CrWSW0Gaefc7CjFd8fY9zFJj8XYNl9Si48LXleQmW3VAwAAAJmrtTGd12xvfRbC9mj+oKEk3fPmKknS1oraTp8/HsxsCAAAgE6rqe94v+eOiNYi3SA/Nz2RliANAACATrvj1ehD30nS0WP7dfr8rQXpob2LOn3+eBCkAQAA0GnLt+yJuS0RswwGW2nwHj+olyTpQO/PVOnUONIAAACAJFU1G4nj12dOalz2NR+2Iw71rSRpM+ntKz+rXgW5nb5ORxCkAQAA0GkNYfnUSYN06Qn7a3RZccS2pvuee8SIDp//lhc/ibnNTBpUkvqRO+jaAQAAgE47eFipJOmGLxzUJERL0lWnHNhkfXBpx0Pv1j2xR+Ywdb7FOx4EaQAAAHRaVX1QeX6fSgpbdq9oHqyjjGTXKQnoORIXgjQAAAA6rbI2oKJ8f7v2bW0EjvaY7LV+N0hEH+x4EKQBAADQaZW1QfXIa9/jd79+fpkWb6iI+1oj+jQd7i5NDdIEaQAAgGyys7JOp/zuda3ZXpnuqjRRVRdQj1ZapMt65jdZv23O8riv1fzhRbp2AAAAoE3PfLRRizdW6I5XV6a7KpKkzRU1qqipV2VdUIWttEi/9MNj9NrlxzWuP/fxpriv2bwrh6UpSTP8HQAAQBbpZPfihDvshjka0Ctfmytij6ohSSVFuSopSsw4z3Wtzc6SQrRIAwAAZKF0dWeIpq0QnUjXnD5BT3+4MWXXaw1BGgAAIItU1gbSXYWUC3nj5U0f1UfnHDEyY1rlCdIAAABZ5FfPLpUkrd9ZneaaSC5Fifbfi9ZLkjbsSv9rjkSQBgAAyEKBUPr7CQcSPbNKDD965H1J0g+P3z8l12svgjQAAEAWcM4pEPGQXY4veozbuqc2ZUPj1QVSG+Yz5SHDBgRpAACALPDwvHUa85NnG9fLd1Zpy54aPf3BRv3k8Q8byw+9/iUd8+v/pqROn/1Naq7TYPLQ0pRery0MfwcAAJAFHl+4vsn6p1srNf36OY3r13/hoFRXqcVoHZfPGpfU6+XlZFYbcGbVBgAAAFG9u3pHq9tDKeqv3JrPTRqcsHM9/l65/v7OmiZlzWc0lKTRZT0Sds2OokUaAAAgwy1cu7PNfYLOyad9SXNnZZ1698hLZrVaSOTY1j/8R/gBw68eNqKxrD7Y8sPCM987OnEX7SBapAEAADLc1+56p819gs1apHdU1SWrOpLCQT0VIsfNjvZwY0GuPyX1iIYgDQAAkMGcc6qqC7a5X6jZmM7JnvjwlWVbWpQlagrwSCu37huBpD4DhvyLRNcOAACADNbe6beXbdqjzRU1jeuW5DnEG8Z2jtSrIPFBOtPCcySCNAAAQAZbuqmiXft94U9vNVlP5KyDq7ZV6sXFm/Sto0fLzJI+TXl1RAt8Qc6+rhsHDytN6nU7iq4dAAAAGWxYn6K4jkvkrIO/ePJj3fDMUu2sqpckHX3TK3Gf65XLjm1zn9VRJpS5/auHJL2VvaMI0gAAABnszRXb4jqutj4xXSIeXVCuVz/ZKkmqqQ+3FO/oxIOGo/rtG64uVqv5sk17Gpe/dnf4QcuV21IzW2NHEKQBAAAy2IZdNW3vFEUgQX2Lr3jsg8bl6vq2H3rsiFjnG1RS0LjcENp//fyyhF47EQjSAAAAGezI/frGdVw8XTs27KrWb1/8JObkLg0t0mU98+OqU3PRGqSdc/rynXNblJ8xJXGTvSQKQRoAACCDFebFN07yA2+vaXunZo688WX9bs5yvfXp9sayyED+7IebNPKKp7V1z76RRL52+HBJ0lcOGx5XPZu7+smPo5afP2NU4/IXDx6SkGt1FkEaAAAggwWizObXHi8vDY/z7JzTlGteaNfsiA0ufGB+1PI/vLKiRdnPThuvO742VTd84aC46tncw/PWRS0f2Gtfd4+bzpyUkGt1FkEaAAAggzWfsbC99npD1P1zfrl2VdXri82Gx2tNZTsmgBnRt0iLfn6C8nP8OmniwLjqGE202QslqX9EkM7x+/Tfy47VU9+dkbDrxoNxpAEAADJYZx8avOHZJXEfu2LLnpjb1myvUmlRXtznlqTODNA3MmL0j3ShRRoAACCDvR3RXzkevnaOvdx8KLrrn16sTbvbN6tid0WLNAAAQAb782sr4z52Z2WdRvfr0a5xn+uCTVu+//L6qoRO6tIeqzNwrOjW0CINAACQwS6fNU6S9PaVn+3wsV+96x197fARjeutTRteE2UCl7krd3T4mh3RvD4vLt6c1OslGkEaAAAgg/Xwhr8ryOn4MHjrd1U3GT7vr2+ujrlvtNbgJRsrOnzN9vB5vU2ax/pQK0E/ExGkAQAAMlhD9wq/P3pf5ws/MzrmsTk+04I1+4a9u+apxTH3XbFlb8xtz//gM21Vs0OuOuVASS0nZNmvrDih10k2gjQAAEAGawjSub6WsW3WhAG65LNjGtd7FTR9/G17ZZ3ubGcf69ZGwfD72vfAYntZjAcgexZk1+N7BGkAAIAMFvAeAowWZj83ebB65LU/fE4b0Tvmtvpg7GH2ciKu/ehFR7T7em1q1iKd6ocbO6tdQdrM7jGzLWb2UURZHzN70cyWe3/29srNzG4zsxVm9oGZHRJxzLne/svN7NyI8qlm9qF3zG0W62MKAABAN9MQLnOiBOkcn8kXpTxWksqJ0T1Eaj1IR4b4vsX5Wn3jqVp946kx929Lw9lcsyTdfOSQTNfeFul7JZ3UrOwKSXOcc2MlzfHWJelkSWO9nwsk3S6Fg7ekqyUdJmm6pKsbwre3z7cijmt+LQAAgG4pGHIyU9TAnJcTPcrd9KXoU2iX76yOeZ1WW6QjAvioBEyE0hD0m/eR/uZ90acmz1TtCtLOudckNR//5HRJ93nL90k6I6L8fhc2V1KpmQ2SNEvSi865Hc65nZJelHSSt62Xc26uC4+Bcn/EuQAAALq1JRv3tAicDXL90aNcrPLWg3TsbhUJ7yMdozze6dDTpTN9pAc45zZ6y5skDfCWh0haF7FfuVfWWnl5lPIWzOwCM5tvZvO3bt3aiaoDAABkh5eW7Btb+XdnT9Hs6cMb15vPWlgbCLcqxwrSrdmwKxyy7zpnWottOT6fZh7QXydPHNjh87Ymu2JzSwl52NBrSU7634Vz7k7n3DTn3LSysrJkXw4AACCjnD5liH71xYMa1xty9E9PPVD//s5RjUE6Hr/8T3hovKr6YIttfp/p7vMO1e1fmxr3+SM1PA7X2gQxkeZcekxCrptonQnSm71uGfL+3OKVr5c0LGK/oV5Za+VDo5QDAACgFX4vkH7z6NGaMqy0sfy/y7bEOKJtk4aUKL9Z3+vED38X/rO1GH38gf0blzN1fOnOBOknJTWMvHGupCciys/xRu84XNJurwvI85JONLPe3kOGJ0p63ttWYWaHe6N1nBNxLgAAAMQQK+C2NiZ0NDURrdBDehdq2XUnN71OggdUi3a22sC+Osy9cqZ+eur4hF4zGdo7/N1Dkt6WNM7Mys3sG5JulHSCmS2XdLy3LknPSFopaYWkv0i6WJKcczskXStpnvdzjVcmb5+7vGM+lfRs518aAABA13TlyQdICofeaCYPLY1aPjXGONKPLdz3uFpD/+o/fbVxBOMWw9QlSmTPjh2VdU22DetTlJRrJlK7RvB2zs2OsWlmlH2dpO/EOM89ku6JUj5f0sT21AUAAKC7u+Azo3X29OEqKcyNuj3KJIiSpI837I5aXlXbsl/0KQcN0o9O2F+3vPhJXA8vtqqhj3REQA9EjBoSdC7h3UmSIbvmYQQAAOhGVm2rjFpuZjFDtBQeZSOamvroDyPe9Ub0acS/N3OsvjdzbBu17LjGiBzRIh05GcvAXgUJv2YyMEU4AABAhjru5v9Kkkb27Vg3h4425m6uqO3YAZ3U0OX6lhc/aSyrixhxpKE1esFPj9fcK1t0gMgYBGkAAIAMd/yBA9reKULks4E+ky45bkyCa5QYD8/bN8XIH15e0WJ73+J8DSzJ3NZpgjQAAECGu+uNVR08Yl+S7tMjT5fNGteuo176UWrGa7Yo43Y8/eHGKHtmNoI0AABAFxPZiru92WgYrSnK8yejOi0keDS9tCFIAwAAZKD2zvoXzZDSfcPiNYy4cdSYvlH3jXygMScDRsq4/gvZM5AbQRoAACCDbNtbqw/Ld+v7Dy/q8LFnTBncoqzhIb43V2yXJK3dXtVke+T4zb4UBen7314Tc1uPvOwZVC57agoAANANfO73b2jj7pq4jr317IN169kHt7pP+a4qDfdGAdlbG9CXbn+rcVuq2qNXbt0bc1uqwnwi0CINAACQQeIN0bE0764R2WNkZ7P+0/m5qekjXRuIPp61JO1X1rHpzdOJIA0AAJAhjr7p5ajlh4/uE/c5m7fw1tS3nMVQki48ZrSK89PfWWHC4JJ0V6HdCNIAAAAZYt2O6qjl5xwxMu5z9mwWjoOh6A8xjikrjvsa3RVBGgAAIMNNHxV/i/TUEb2brEcG6fpg7C4WaBtBGgAAIIP9z9Sh6lecH/fxR43p12Q9cjSQD9fvjvu8idLQT3tUvx76/OSWo45kMoI0AABABvh4Q/RQm5/bubh2zhEjmqzXRbRCv7J0S+Ny88CdKl+96x1J4dbxTBjHuiMI0gAAABkgzx89lu2qqu/Uec2bRvDm/5ncWPbv99arpj6oycNKJUkFuT4NjpjEJZU+9YbCC4ac/FkWpNP/aCYAAAD0wuLNUctjBeyO6tsjr3H5B/9YpNmrhmvmAf0lSY9ceERCrhGPhqHwAiGnnAS91lTJrtoCAAB0UXe+tjJq+aDSgoSc35o19j707trGEJuXk/5IGAw5unYAAACg42KF2aIETZnta56kJX2yeY8kKTfFLcEDezX9cPD7Ocu1o7Iu67p2EKQBAAAywGmTBiX1/FFytFZ4/ZMT1X2kvZoH5t+8+IkkKddPkAYAAEAHDSqJ3oWjIEHTdkdrkX76g42SUt8iHS3US5Lfl13RNLtqCwAA0EU9sWhD1PKvHz4ianlHxQqvUupbgqOFeknKsmcNCdIAAACZ4OMNFS3KzjtyZMIeBDTFDsupHi0jVqiPMXt5xiJIAwAAZJAhEeM5l++sTth5W2uRzk/xqB2xqlJTH0xpPTqLIA0AAJBBSgpzG5dfWhJ9bOl4uFZae1M97JzFSPWPv7c+pfXoLII0AABABvnezLEpv2aqu3aMG9AzanlVHS3SAAAAiNOMsf2Scl6nzOmAHOvDwsTBvVJck84hSAMAAGSQ4vx9E7CM6V+cxpokT6yJV6rrQymuSeckZqocAAAAdNjyzXvUIz9Hg0sL1adHnk45aGCT7Qnt5pE5DdKK1SW7MDe72ngJ0gAAAGlywm9fkyStvvFU1QVCyvM3nXzF39pQG1ks1ssaHDFiSTbIrtgPAADQBf351U+1tzagOUubjtLRmWcAH77gcD160RGN67XBzOk2EWvUjsUbW46lnclokQYAAEizXz27VJI0dXjvJuWxAmd7HD66b5P1WEPcXXTMfnFfI16j+vaIWj66X3b1CSdIAwAApEFlbaBF2fhmo1YkcoKSWNNy56V4enBJ8kUJ9ZfPGqdvpyHUdwZdOwAAANKgPkpXi+atxqHWZlHpoFhxuTOt3ol08LDSqAE7kxGkAQAA0mDdjpbTfzefGCVWK3JcYpxq/xiTo6RatoVoiSANAACQFp/7wxstypqPr5zI1uJYI4CcPHFg1PJUS/U05YlAkAYAAMgQ2/bUNllP5PB3sSZByZCeHbRIAwAAoH0OH92nRdnzizc1WU9ktozVup0pfaQH9ipIdxU6jCANAACQBnNX7mhRltusj3QiQ26mN/hm22QsEkEaAAAgY+T6mkaz9btaPpAYr4Q+uAhJBGkAAICMcdahw5qsHzgocSNq7Nc/uyY7yQZxB2kzG2dmiyJ+KszsB2b2CzNbH1F+SsQxV5rZCjNbZmazIspP8spWmNkVnX1RAAAA2Wj6yKb9pocksLtDcX6O3v3JzISdD52Y2dA5t0zSFEkyM7+k9ZIel/T/JP3WOXdz5P5mNl7S2ZImSBos6SUz29/b/EdJJ0gqlzTPzJ50zi2Ot24AAADZqKQwt8n6iBhTacerV0Fu2zuh3RLVtWOmpE+dc2ta2ed0SQ8752qdc6skrZA03ftZ4Zxb6Zyrk/Swty8AAECXddSYvpo6onfj+jdnjFJJ0b6ge+jI3tEO65SCXH/jclnP/ISfvyO++9kxab1+IsTdIt3M2ZIeili/xMzOkTRf0qXOuZ2ShkiaG7FPuVcmSeualR8W7SJmdoGkCyRp+PDhiak5AABAGgRDrsnYzgcP3xecl19/ctIfDnz6ezO0fmfiHmbsqEtPHKeJQ0p04QML0laHzup0i7SZ5Un6vKR/ekW3S9pP4W4fGyX9prPXaOCcu9M5N805N62srCxRpwUAAEi5FVv2qrI20LgeOfJdrt8XcwKVROnfs6BJeE+HRE44kw6JaJE+WdJC59xmSWr4U5LM7C+SnvJW10uKfBR1qFemVsoBAAC6pG1767Rtb13j+tFju18jYbI/LCRbIvpIz1ZEtw4zGxSx7QuSPvKWn5R0tpnlm9koSWMlvStpnqSxZjbKa90+29sXAACgS1qxZW+Lsh75iepxmz2ycVrwSJ26Y2bWQ+HRNi6MKL7JzKZIcpJWN2xzzn1sZo9IWiwpIOk7zrmgd55LJD0vyS/pHufcx52pFwAAQCZ7+9Ntab3+mVOHpvX6Dbp11w7nXKWkvs3Kvt7K/tdLuj5K+TOSnulMXQAAALJFOlufV994atqu3VzDRI6jyxI7zF+qMLMhAABAig3oVSBJunzWuDTXJL0aWqTz/NkZSbtfZxwAAIA0CoWc/vL6SknS4aP76PUfH6d1O6rSXKv0yPGHg7Rzaa5InAjSAAAAKfSFP72p98t3S5Lyc/wa1qdIw/oUpblW6dEwVrZTdibp7GxHBwAAyFINIVqSNlfUpLEm6dcw/F22tkgTpAEAANIk24d/66x9LdLZiSANAACQJmPKitNdhbTa1yKdnVGaIA0AAJAmuVk6WkWiNAbpNNcjXt377gEAAKRRrp+uHRJ9pAEAANBBObRIS5JCWZqku/fdAwAASKPu3iLd8OqzNEcTpAEAAFKl+UN13b2PtNezQ1v2ZOcwgN377gEAAKRQXTDUZL27B+lNu8MBuqY+1Maemal73z0AAIAUGvfT59JdhYxy4OBekqQDBvZMc03iwxThAAAASIteBbl64BvTddCQknRXJS4EaQAAAKTN0WPL0l2FuNG1AwAAAIgDLdIAAAApdvtXD1H/XvnprgY6iSANAACQYiP69tB470E7ZC+6dgAAAKTY6LIe6a4CEoAWaQAAgBRwzsln0sXHjlFBrj/d1UEC0CINAACQAvVBp5CTCnKJX10FdxIAACAF/v7OGknSkk170lwTJApBGgAAIAVeXrpFkrRqa2Waa4JEIUgDAACkwOvLt0mSevfITXNNkCgEaQAAgBS6+nMT0l0FJAhBGgAAIIXG9i9OdxWQIARpAACAFDKzdFcBCcI40gAAAEl06SPv67GF5SrM9WvWhAHprg4SiBZpAACAJNlbG9BjC8slSdX1Qf170YY01wiJRJAGAABIkolXP5/uKiCJCNIAAABJ4JxLdxWQZARpAACAJPhofUWLsn9edEQaaoJkIUgDAAAkQV0w1KLs0JF90lATJAtBGgAAIAkY5a7rI0gDAAAkQX2gZYs0uhaCNAAAQBJU1QUlSbecNTnNNUGyEKQBAACSoLIuIEk6aEiJJg8tUc985sHrarijAAAASbCzsk6SVJjn1xOXzEhzbZAMtEgDAAAk2J6aev3siY8lSQW5/jTXBsnS6SBtZqvN7EMzW2Rm872yPmb2opkt9/7s7ZWbmd1mZivM7AMzOyTiPOd6+y83s3M7Wy8AAIB02bKntnGZIN11JapF+jjn3BTn3DRv/QpJc5xzYyXN8dYl6WRJY72fCyTdLoWDt6SrJR0mabqkqxvCNwAAQLapqg02Lhfk0AGgq0rWnT1d0n3e8n2Szogov9+FzZVUamaDJM2S9KJzbodzbqekFyWdlKS6AQAAJNXOqrrG5Rw/QbqrSsSddZJeMLMFZnaBVzbAObfRW94kaYC3PETSuohjy72yWOUAAABZJzJIo+tKxKgdM5xz682sv6QXzWxp5EbnnDMzl4DryAvqF0jS8OHDE3FKAACAhNtdXS9Jmv/T49NcEyRTp1uknXPrvT+3SHpc4T7Om70uG/L+3OLtvl7SsIjDh3plscqbX+tO59w059y0srKyzlYdAAAgKXZWhoN0SWFummuCZOpUkDazHmbWs2FZ0omSPpL0pKSGkTfOlfSEt/ykpHO80TsOl7Tb6wLyvKQTzay395DhiV4ZAABA1tlZVaee+TnKpX90l9bZrh0DJD1uZg3netA595yZzZP0iJl9Q9IaSWd5+z8j6RRJKyRVSfp/kuSc22Fm10qa5+13jXNuRyfrBgAAkHL/nL9O9761Ot3VQAp0Kkg751ZKajGBvHNuu6SZUcqdpO/EONc9ku7pTH0AAADS6Z2V23X5ox+kuxpIEb5vAAAASJAv3zk33VVAChGkAQAAkmDulS2+nEcXQ5AGAABIgoElBemuApKMIA0AAJBgl524f7qrgBQgSAMAACTYJZ8dm+4qIAUI0gAAAAnw8tLN6a4CUowgDQAAkADn3zs/3VVAihGkAQAAEujzkwenuwpIEYI0AABAAkwd0VuS9Luzp6S3IkgZgjQAAEACLFizU5JkZmmuCVKFIA0AANBJzrl0VwFpQJAGAADopKq6YLqrgDQgSAMAAHTSxt01kqQbvnBQmmuCVCJIAwAAdNKTi9ZLkkoKc9NcE6QSQRoAAKCd7nztU4284mkFQ+E+0Y8uKNfiDRW67eUVkqRAKJTO6iHFctJdAQAAgGxxwzNLJUm3/3eFvjR1qC775/tNtp88cVA6qoU0IUgDAAB00M0vfKJV26palOfl8GV/d8LdBgAAiMNjC8vTXQWkGUEaAACgHdbtaNkCHen9n5+YopogUxCkAQAA2uHom15pdXtJESN2dDcEaQAAgDZc+9TiqOVDexemuCbIJDxsCAAA0ArnnO5+Y1XUbV85bLimj+yjIQTqbokgDQAAEMPG3dU64lcvN65/57j9VFkb1L1vrdYtZ03WGVOGyOezNNYQ6USQBgAAiKKmPtgkREvS92fur7wcn37x+QlpqhUyCUEaAAAgigN+9lyT9ZU3nELrM5rgYUMAANDtBYIhjbziaY284mnd/cYq1QebTvV93pEjCdFogRZpAADQ7Y35ybONy9c+tVivfbK1cb1XQQ5dORAVLdIAAKBbW7Flb4uyVyOC9CImWkEMBGkAANCtHX/LqzG3DetTSJcOxESQBgAA3VZNfbDJ+mf2L2uy/uhFR6ayOsgyBGkAANBtbdpd07jcqyBH958/vXF9/k+P14BeBemoFrIEDxsCAIBuKRAM6dy/vitJuvPrU3XihIGSpHOOGKFBJYXqV5yfzuohCxCkAQBAt7KlokZX/utDzVm6pbGsZ0Fu4/I1p09MR7WQhejaAQAAuqxlm/Zo6rUvat2OKknSvNU7NP2GOU1CtCT1LKBtER1HkAYAAF3WrFtf0/bKOj370UY55/Q/d7wddT+CNOJBkAYAAF1SXWDf7IS/fn6Z9tQGYu7bI58gjY4jSAMAgC7FOadPt+7Vmu2VjWXfPnaMKqrrm+z3s9PGK88fjkK0SCMe/KsBAABdxp/+u0I3PbesRXme37SnJtwifepBg3TLlycrP8ev844cqcq6gPJz/KmuKroAWqQBAEDG2rCrWo/MW9eufecs2Rw1REvSzS980hikZ08f3hic/T5Tr4gRO4COoEUaAABkrC/+6S1tqqjR5yYPVmFe663G37hvfqvbG7p20I0DiRJ3i7SZDTOzV8xssZl9bGbf98p/YWbrzWyR93NKxDFXmtkKM1tmZrMiyk/yylaY2RWde0kAAKCr2FQRnnnwF09+3OlzffP+cNAuJkgjQTrTtSMg6VLn3HhJh0v6jpmN97b91jk3xft5RpK8bWdLmiDpJEl/MjO/mfkl/VHSyZLGS5odcR4AAAD9Y377unc09+evT21RNqS0sLPVASR1omuHc26jpI3e8h4zWyJpSCuHnC7pYedcraRVZrZCUsOE9iuccyslycwe9vZdHG/dAABA93L3G6uilp9w4IAWZT6zZFcH3URCvtsws5GSDpb0jqSjJF1iZudImq9wq/VOhUP23IjDyrUveK9rVn5YIuoFAACyV+TwdW259ql97W+rbzxVH63frd498uTztQzNOVHKgHh0etQOMyuW9JikHzjnKiTdLmk/SVMUbrH+TWevEXGtC8xsvpnN37p1a6JOCwAAMszmihpdcP+CxvXDRvWJuW8w5BqXjxjdV5I0cUhJYxeOL08b1rh99vRhUcM1EI9OBWkzy1U4RP/dOfcvSXLObXbOBZ1zIUl/0b7uG+slDYs4fKhXFqu8Befcnc65ac65aWVlZZ2pOgAAyGCH3TBHyzbvkST1zM9RQW70ETtCIafL/vl+4/q95x/aYp9rz5jYuPyrL05KcE3RncXdtcPMTNLdkpY4526JKB/k9Z+WpC9I+shbflLSg2Z2i6TBksZKeleSSRprZqMUDtBnS/pKvPUCAABdy5gBxQo5F3Xb9Bte0ra9dY3r0SZWycvx6fgDB2jWhJb9pYHO6Ewf6aMkfV3Sh2a2yCu7SuFRN6ZIcpJWS7pQkpxzH5vZIwo/RBiQ9B3nXFCSzOwSSc9L8ku6xznX+TFuAABAVqquCzZZ95s16b4RKTJE//Erh8Q8513nTktM5YAInRm14w2FW5Obe6aVY66XdH2U8mdaOw4AAHQf333ovSbrPl/0IO2atVKfOmlQUusFNMeI5AAAIKO8tGRz4/Ld507TXa+vUiAUaiz7/Zzl2lsb0J9fW9lY9vqPj0tpHQGJIA0AADLUiutPVo7fp7++uVq1ASfnnG6bs0K/femTFvsO61OUhhqiuyNIAwCAjJTjDw8u5veZdlXVa9SV0XuBPnLhEamsFtCIIA0AADJKSWGuPntA/8b1Vz9pfe6I6a2MMQ0kU6cnZAEAAEiUjzfs1u7qevXvld+u/d/9ycwk1wiIjRZpAACQVqGQ0+y/zNU7q3Y0lt375mpdefKBMY+58+tT9Zn9y2JO1AKkAkEaAACk1eirWvZ9vvb0iVH2DFtyzUkqzCNAI/0I0gAAIG3++MqKqOVnHTosavny609Wrp+eqcgM/EsEAABp8+vnl7UoO/+oUTH3J0Qjk/CvEQAAZJSff258k/Vj9i+TJL186THpqA4QE107AABA2q2+8dSY2+47f3oKawK0Hy3SAAAgLXZX1UuSDmMcaGQpgjQAAEiLyde8IEk6dlz/NvYEMhNBGgAApFwo5BqXB5a0b/IVINMQpAEAQMr97Z01jcunTRqcxpoA8SNIAwCAlHt0Qbkk6T+XzGBIO2QtRu0AAAApc/3Ti/WX11c1rh80tCSNtQE6hyANAAA6zTmn7z+8SE++v0HfmzlWPzph/ybbR17xdJpqBiQPQRoAAMTt1U+26tx73m1Sdtuc5frh8WP16dZKHX/LqzGPffeqmcmuHpBUBGkAABC35iG6wagrn4l5zNJrT1JBrj9ZVQJSht79AAAgLo+/V96i7JazJsfc/4UffkarbzyVEI0ugxZpAADQIfXBkO57a7Wue3pJY9nzP/iM9ivroUDI6UePvN9k/0U/P0GVdUENKS1MdVWBpCJIAwCQBEfd+LLW76rWU9+doYlD4h+ZwjmnhWt3yUwqyvOrfEe1jhlXphyfycwSWOPwJCmBkNMVj32gkw8apJkH9JfP1/IaF/99oV5cvLlxPbKrRo5fWn3jqXpj+TZ97e53dPmscSotylNpUUKrCmQEc861vVcGmjZtmps/f366qwEASJOa+qBm/2Wu3lu7S+MG9NR/vjtDeTkd67H4n/c36NJH3te95x8qSaoLhOKerrouENJtc5artCi3SUutJD30rcN1+Og+GnXlM/ra4cN13RkHteuczrlW+xq/8b/HaWjvzifUJRsrdPLvXm9RPrJvkf57+XEtyyNG4Lj73GmaeeCATtcByFRmtsA5Ny3qNoI0ACAb1AaCWrpxj07/45u68YsH6Yp/fdhinxXXn6yciMk9yndW6aP1u3XR3xZKkh781mEa0KtANz23VJt21+j98t0tzvHJdSe3Gsir64I68OfPSZKuPWOiRvQp0q7qen3voffa/VpW33hqu/Z7ZP46/fjRD9rc78FvHqYjx/RrUlYbCGrb3rqY3SkCwZACIac8v0+jr4od1v963qE67oB9Hy721gY08ernJUnTRvTWo98+sj0vBchaBGkAQFYKBEO6+41V+tWzS9t9zKpfnaKQk375n491/9tr2j6gmc9PHqwe+X5dduI49S3Ob7ItGHLar5XQ2dwz3ztap9zWsqW3wW/+Z7K+NHVok7K7Xl+p655eotcuP05n3vGWtuyp1QPfmK7CXL/21gZ03l/nRT3XvJ8cr7Ke+XLO6VfPLtWdr62UJF158gHy+0zXPb1Ed50zTd+8v+3/OycNLVEg6LR4Y0Vj2RcOHqKquoA2V9Rq0bpdktr/gQDIZgRpAEBW+XjDbp162xtt7rfqV6fIOek7Dy7Usx9t6vB1Zk8fpl99cZL+8/4GVdUF9L+PNW3lXnzNLBXl7Xuc6Kw73ta7q3e0Wp+dVfUqzPWrMC/cZ7iqLqDxP38+5jGXzxqn7xw3RpL0rfvnN+l73CBaYA2GnN76dJu+fnf04ec66sNfnKhdVfXqW5zX+Jpbm0QlWis40BURpAEAWWHDrmodeePLLcp/ftp4TRxSokNH9tbOqnrd++YqfXfmWOV63Ticc1q7o0rH/Pq/TY47/sD+OmniIH3x4CH68WMfaM6SzdpZVa/7zp+uY/Yva3GdWMHx/Z+fqMnXvNC4/sl1JysYcjrx1le1bke1JGnlDadEfTCvwfLNe/Ttvy/Uii17W2z74BcnKs/v0wE/e67FtklDS/TkJTNinrc2ENS4n7Y8riO+eMgQ3XLWlBblNz+/TH94ZUXUY2iNRndBkAYApFRNfVAvLN7cot/w92eO1Q+bTR29cO1OffFPb7U4x1/PO1Rm0jH7l7V7dIrIIPzgtw7Tkft1rMV0T0293li+Te+s2qF731oddZ//+9JB+vKhwxvXN+yq1sqtlZoxtu1rBYIhnXPPu7rwmP00qKRAJ/72NUnSfy6ZoS/f+baq6oKSpEcuPEJn/fltPf29GZowuO0RP6rqArr+6SX6+ztrG8vevOKz+vOrn+r+t9fozq9P1Wf2L1NBrr+x68c3Z4zS9BvmSAq3pLf1d/zTf3+ogb0KdPMLn+gbM0bpZ6eNb7NeQFdAkAYAJMQDc9foZ//+SBd+ZrT+/NpK/e7sKTp2XH+t2LJXhwwvlZnpb3PX6Kf//ijmOf7fUSN19ecmxBwpQpIev/hIHTy8d4frFww5PfXBBp160KAmDx3GY+7K7brkwYXatreuseyqUw7Qt44enbBh5577aJMu+tuCJmXXnj5BXz9iZFznW7Bmp7730Ht65ntHq6Qot83999YGFAw5lRS2vS/QXRGkAQBxc87pteXbYk4F3Zajx/bTqQcN0mMLyzVv9U5J0rHjyvTfZVsb97n1y1M0d+V2XT5rnEoKczsdghMlFHKNI1q89KPPaEz/ngk9/7odVTr6plealNFlAsgsrQVpJmQBAMS0bNMezbr1tQ4f9+evT9WsCQOblJ09fXhj14vIEL3supOUn+PXGQcP6Vxlk8DnM113xkRNGNwr4SFakob1aToG9HVnTEz4NQAkD0EaALoo55yck0LO6TsPLtTu6nrNXblDp00apG8ePVrD+xTp/XW7dNHfFuiXn5+gs6cPb3L8JQ8u1FMfbGxc/9lp4/WNGaOa7LNiyx7tqKzXyH5Fmn59uL/tq5cfqxF9e0St09Fj++n15dsa19+64rPKz/En6iUnxdcOH5HU88+59Bhd85/FevWTrfrqYcPbPgBAxqBrBwB0MZETZnTUeUeOVFVdQI/ML28s65mfo/d+fkJCulvUBUJ6dEG5Tps8SD3ycuRvZZQLAMgEdO0AgC4usi9vNAW5Po3s20OThpY0CcmS9IPjx+rWl5ZLUouRKt69aqb69ypIWD3zcnz6Cq2uALoIgjSQYWrqg41jyc7/6fHq12xmNSDS7up6XfvUYj26oGU4njqit3rk5+iQZqNf3HTmZEnhodgaWpnPmDJEx978X0nSd47bTyeMH6gpw0qTXn8AyGZ07QAywPzVO3TmHW+3KB/Zt0ivXHas3lixTTPG9EvYkFvIDoFgSAvX7lJpUa5G9+vRGHrrgyG9uWKbHnxnrV5oNgveTWdO0onjB6i0KC8dVQaALoeuHUAG+8e8tS2mJW6wenuVRl257+v6E8YP0C1nTVbPAsZ8zVZ1gZBufekT3fX6KtUFQyrM9au6PjwJR7/iPO2orFNpUfjP9uhXnK/DR/fRj07YX6PLipNZdQBAMwRpIEUWrt2pix5YoDOnDtV9b61WpTeDWaSXfvQZ+X0+jexb1CRAN3hx8WYd9IsX9Mplx2rdjiodNaZfWh7Wcs5pU0WNVmzZK+eko8b0U2VdQD3zc7Kq1bw2ENSry7bqggf2TYgxuKRAfzl3miYMLlFFTb2Kcv0KhJx2V9fLOalnQY565Odo3Y4qLd5Yof3Kesjv82lUv32jVASCIb1fvltvLN+mipp6PTJvnfbUBqLWobo+qPwcn2oDIVXXBRVyUt8eeZowuJc2V9RoyrBSDe9TpHmrd2pzRY2WbtqjPj3y9P2ZY3XcuP4a3rco6nkBAMlH1w4gTtv31ur5jzfr/XW7FHJO/1xQrouP3U8vL92iukBIo8uK1asgR+t3VeudVTtinufkiQN13RkT1bdZX+iTbn1NSzft0RPfOUr79S9udRSGP331EJ1y0KCEvbYGu6vq9eC7a7W7ul67q+v1n/c3aL/+xfqgfJdi/eqYe+VMlRblKj/Hp7teX6V/vbdetfVBDS4t1ODSAh09tkxPfbBBr36yVd86erR65Odob01AXz18uHoW5GrT7hr1KshRWc98mZmcc6oPOuXlxB4xYuPuam2uqNWm3TUqLcpVQa5fgWBItYGQtlfWacfeWgVCTtV1Qa3dUaU3V2xTaVGeVmzZq7pgKCF/V7l+UzDkWrQm+0wKRfxdDetTqC8ePFSfmzxIOT6f/D5rMZYwACBzZMXMhmZ2kqTfSfJLuss5d2Nr+3cmSAdDrvE/t7Za85xzqg2EVJCbuHFOnXPauLtGPQtytLOyXnXBoOat3qn1O6tVFwxp3ICeqvf+c3eSBpYUaHS/HirM9bd4er4+GNLaHVXaUxOe5tU5p721Ae2qqtf6XdWqqQ+qpj6oCYNLVFKUq4OGlKiqNqigcwo5p1DIqaY+pLKe+crxm/bWBLRlT6321NSrLhAOIiWFuRrWp1AFuX71K85XRXW9cv0+BUJONfVBhZxTYZ5f/Xu2fLJ/3Y4qffeh93ToyN4aXVaswly/cvymjbtq9MLiTSrfWa1LTxwn55xy/T6NHVCsAwf2UkVNveqD4dcScuHX5ff5tG1vrW56bqnmrd4pn4Xv39QRvbVuR7Uum7W/hvfpoRF9i9SnKE9Okik8oYIkVdYGtHF3jTZX1GjdjirtrKrX0k0V2n9AT1XU1GvOki2aPX24BvTKV57fp00VNaoPOpX1zNeqrZWqrAvovbU7G2dmi9SzIEd7apq2OPp9pj498jSiT5EG9CpQcX6OquuDOmniQA3rXaQJg3vJTDFbcJ1zLbZFPogYzX3nT1dZcb7GD+7V+O+84RxzV27X2XfOlSTl5/h01Jh+qg0E5ZzUqyBXk4aVqLouqOc+2qSDh5fqo/UVWrZ5j4Khlr8jTj1okFZuq9SsCQN0+38/VTDkFIiyX1vMFDOQ5/pNw3oXacPuatXUh98PU0f01uh+PVRSmKs1O6q0o7JOG3dVa8PumnZf0+8z9SzI0ZRhpfKZacaYfpowuJcWb6zQOUeM1B2vfqpfP79MkvTlacM0Z+lm1dSH9LXDR6hfcZ7W76rWii17ddioPtq4u0Y+M9UGgurTI18+kz7dulc5fp8G9irQlw4ZqjH9i5WX41NdIKRcv2VViz0AIAuCtJn5JX0i6QRJ5ZLmSZrtnFsc65gJkw52N9z/VGOLTjDktHF3tbbtrVNejk9+M5lJOyrrtLOqTj4zba+s06K1O1VR0/Ir1gMH9dKQ0gLl54T7Ky7btEdmUvnO6sZ9xvYvVmGe3wuP4aDjM1Nejk/1Xl/HfsX5Gjewp3oV5qo+EP7PP+SkvbXhYPvMh5s6/fc1dURv7a0JaHtlnbZX1sYMIqlWlOfXwcNLVVqUp7dWbNPOqvq01qchpJUU5so5F/W+N8j1m+qDsf8izaRcn08j+xUpL8enj9ZX6KpTDtCofsU6eHip+hXna9PuGi3ZWKEj9uvrfdAIJX2iia/d9Y7e/HRbi38D4weFg6EkjerXQ6u2VcZ8XdH+/fhMOnK/fjp4eKn2H9BTU4aVqn+vfNXUhz9YRRMIhjTmJ8+2KP/KYcN1yXFjtH1vnR6Zv06lRblavKFCXz18uI4b11/V9UE9tqBcNz23TJ8ZV6Zj9y/Tpt01WrZ5j5yTBpUUyO83vbxki5Zv2StJyvP7NLCkQP175mtI70KN7V+skf16qFdBrkIu3A2jtChPeX6fivNzNKAkX/k5fhXm+ltt2QYAoLlsCNJHSPqFc26Wt36lJDnnfhXrmPxBY92gc29tUd4QqhsU5+c0Bql+PfPVv2eBBpUUqLggRwU5fn28Ybeq6oLy+0zrdlapPhhSjs+nAb3yNaikUBXV9RrZr4eWb9krU7iFuCjXL5/3f7Fz4YeHzGuV2rCrWqu3V7VoxSvI9amsZ74mDCrRoNIClfXMl/P6Qubl+HTAwF7q1zNPG3aFW9b6FOXJ55MCQae5K7cr6Jy27qnV68u36ZPNezSmf7GG9ynSoJJCDe1dqB75fvUuypPPTD3yc9S7KFclheGvuNdsr1JNIKilG/do7srtOnpsP+X6fTJT4weBLXtqVVUbUL/ifJUU5qqsZ77yc33K8fm0ZU+NyndUKxBy2r63VqVFuQqEnExScUGuTNLijRXaVFGjDbuqtbOyTtX1QU0cXKJDRvTW0N6FOmb/Mu2sqldlbUB5Ob7GOm7YVS3JlOs3VXmtoR+u360pw0pVUpirwjy/8vw+1dQHVR9yGlJaoIOGlKqs575uEIs3VKhfcZ627KnV5ooard5epfKdVSrI9cskrd1RpcJcv0b0LfK6FxSqX3Ge+hXnqzDPr+q6oHoW5KqmPqjV2yvlnBQIOQ0uLVAoJO2qrtOQ0sKMfsBv7fYq3fjckjY/qP3vSQfo2HFlWrujSieOHyAz07odVVq6aY965Pl1yIjeyvP+bWRqy2nDbH0+JvIAAKRANgTpMyWd5Jz7prf+dUmHOecuabbfBZIukKT+Q0dOffHt95Sf41cgFJLJNKS0UL0Kw89PBkNOTlJuAmbi6ijnXOODZHn+cIs5s3chleoCIYWcS2iXJAAAuqMuM/ydc+5OSXdK4T7Sk4aWxtw3x5++4GpmKs7Pqr9adDF0XwAAIPky5X/b9ZKGRawP9coAAACAjJQpQXqepLFmNsrM8iSdLenJNNcJAAAAiCkj+h845wJmdomk5xUe/u4e59zHaa4WAAAAEFNGBGlJcs49I6nlVG4AAABABsqUrh0AAABAViFIAwAAAHEgSAMAAABxIEgDAAAAcSBIAwAAAHEgSAMAAABxIEgDAAAAcSBIAwAAAHEgSAMAAABxIEgDAAAAcSBIAwAAAHEw51y66xAXM9sqaU2CTtdP0rYEnQupx/3Lbty/7Mb9y27cv+zFvUudEc65smgbsjZIJ5KZzXfOTUt3PRAf7l924/5lN+5fduP+ZS/uXWagawcAAAAQB4I0AAAAEAeCdNid6a4AOoX7l924f9mN+5fduH/Zi3uXAegjDQAAAMSBFmkAAAAgDgRpAAAAIA7dKkibmaW7Dogf9y+7cf+yG/cvu3H/shv3L3N1+SBtZuPM7CBJcnQIzzpmNsHMjpW4f9mI91924/2X3Xj/ZS8zm2Fmt5vZxRL3L5N12YcNzSxH0p8lzZC0UdJ/JD3inFtnZsY/ysxmZj5Jf5D0WUlrJb0j6Qnn3Hwz8znnQmmtIFrF+y+78f7Lbrz/spuZHSLpPkm/k3SGpOWS7nPOLUpjtRBDV26RHiGp2Dk3TtK3JZVJutjMCvklkhVKFb5/B0j6qqTtki41s2L+E88KvP+yW2/x/stmIyT15P2XtaZLmuecu0vSNyVVSTrFzPqlt1qIpksFaTMbbWZF3mqBpEPNLNc5t0TSk5J6SDozbRVEq8xshJkVeKt9JR1pZj2cc1slPSZpp6RLvH3pL5ZhvK8ix3ir+eL9l1XM7MyGr5El9RLvv6xiZoeY2f7eaq6kabz/soOZnWVmPzKzI72ihZKKzWygc26TpJcV/jA0I22VRExdIkib2SAze03S3yQ94fUJWybpWUnneLu9L+k9SZPNrDQtFUVUZjbezP4t6V5JT5rZOOfccklzJf3A222jwv+ZTzGzQbSqZBYzmyLpNUmzzaync26xpDmSvubtwvsvQ5lZsZk9JukySTvNLMc5t0rSm+L9l/HMbJSZPS3pj5IeMLMTnHNLxfsv45mZ38x+Lul/vaI/m9nnJFVKWi3pGK/8VUm7JA31juODbAbJ2iDd7B/SlxX+GuRIhT+5XS7pMIX/I5huZkOcc5WSyiUNkVSd6vqiqYb7Z2YHSLpd0ivOueMkfahw30xJulvSUWY2yjkXkLRZUo2koiinRApF+UU+WNKLkvySjvbKXpd0hJkN5v2XWZrdv2GSNjvnDnfOPSQp6JXfq/D7bzTvv8zS7P5dJmmRc+4ISU9oX+MR778M55wLShon6VLn3C2Sfqnwtz45kjYo/MF1vPf+WybpC95xfJDNIFkbpBXuuhG5nCtJzrlfKdyfb7rC/xA3SbrU22+Owr9IeqWumoih4f7tlnSFc+533vo1korMrEzSPIW/4rpJkpxzHync9682xXVFSwXN1ncp/EBMUOH/vHMVfr9tUfiDrcT7L5NE3r9J2tfSdbGkq81shqSPFW6MuFni/ZdhCqTGQF0pqd4r7yVpuZmNVPgbIt5/GcbMzjGzYyK+Gdgsqbf3TdCjkj6VdILCjYI1kq7z9hsiaZ73ICkySNYFaTM7wcxelPRrMzvbK14labuZDffW/yFpssL/CO+RNMvMblG4tfN9SXtSXG14mt2/s5xzG51zb0e0sBwkqcY5t9U5t1fhYD3EzH5vZh9JWiNpN19tpUfE/bsp4v0nhe/bQkl3Ktw/+qcKt0zfLekE3n+Zodn9m+0VL5S00czukXSEwh+KfqLwaAG/lVRmZn/g/Zd+UX5/OklvSBprZu9JOknh1syHJR2g8PvveDP7rXj/pY2FDTKzVySdq/ADvH80s2JJ2xT+/Vns7X6bwl1yNjvnfilpl9d152xJd3mt08ggWfXJxnuQ6TpJNyg8JNPl3lOsjyn8C2SSma1zzs01s29LOsE5d62ZnSZpoqQ3nHP/Slf9u7so9+9SMxvjnLtB4X+L9Qp/bbyk4RjnXJ2ZnSFpjKQXnXNPprzikNTq/btO4T60vRR+oGmWpNGSLnbOrfL6/PH+S7Mo9+8yMxus8BBbexXuj3mEc67ezLZLOto5d6eZfUnh998LvP/SJ8b/f8Odczeb2TJJv3LOfdHbNyDpFOfcc9777yBJr/P+Sz0z8zvngmbWU9J659zXzMyvcBfG2yT9SOEPPv81s/nOuaVm9omkryj8QfZCSaXeQ7/IQBkfpC08nqm8IZcOk7TAOfeEt22OpN8oPN7iOwo/0bpX0n8VHjfzKO/YVQq3WiPF2rh/L0u6xczucs5t8Q75rMIPGcrMfibpr865coW/okSKtfP+3S5poKRvSbpa0tOSXpDUw/tPhPdfmrTj/v1G4VbLJyQdLOksSX9XuOXySxYeM3qLeP+lRRv37yWF338PSNohaZ2ZHeiN0vGypB9492+1wg+uIYW8sHytJL+ZPaNwQ0NQCveNNrNLFG6A+I2kBxVucR6k8Dfq9ZLe8vatl0SIzmAZ3bXDzP6fwg9IXOsVfSjpbDMb5a3nKPwL4v8U/kp5vaTfmNkVkm5VOFAjTdpx/3IV7g92s7e/SZqm8ANOryr81eTOlFYajdp5/1YpHJ4flfSSwi2aP5D0kcJfIdMFIE3a+ftzlaSbnHOvKdwy/SMz+1+FW8je8M7DPUyDdr7/Vnrb90jqI+l7ZvZ9hSdjeUkSD6WlgZkdI2mBwuOxr1D4HtVLOs7MpkuNDxr+UtKvnXP3K9z4cI7XRSdH4fuNLJCxMxt6fYf+JqmhT9FXvK88bpU0QNJwhf8T+D/v51zn3FYzO1nSoZJeds69kZbKo6P370ZJFyj8cOgChftoXuqcey/1NYfU4ft3k6SvO+e2RRyf67WkIA3i+P15vnNuk5kdKukQSR84595OS+URz/vvTK/seIUbI253zs1NQ9UhycyOljTSOfeAt/4nhYNxtaTvOuemet829Fe4i8cPvVknB0oqcs6tTFfd0XEZG6Qlyev/tdbMbpQ0yjn3Ze/rkhJJ451zb5jZMIU/7V3knKtJa4XRRAfv3zcUbmEZ75xbmMZqw9OB+3eNwu+/WmP66IzB78/s1oH7d52kbznn6tJaYTSy8MRwQUkBrxvHVyVNdM5daWaLJN3tnPu9mU1TuNFodmvnQ2bL6K4dzrm13uKtkkaZ2Szv65DdEa3NFyk8fSatXxmmg/fPnHM1hOjM0YH7Vy0p4B1DiM4Q/P7Mbh24f5XaN/Y3MoBzrso5V+vdLyk8nF1DP+f/J+lAM3tK0kMKj5qDLJbRLdKRzOxChb/eOsZbn67wEE258r6WTGf90DruX3bj/mU37l924/5lJ+8bBKfwA9jfdc6t8EZf2abwSEarnHPr01lHdF5WBOmGr4vN7FGFn3KtVfhBiuXOuU/TWzu0hfuX3bh/2Y37l924f9nLe1A3T9Jdkh6XdL7CE8Z91zlXkc66IXEyumtHA++XSJHCHfNnS1rrnHuOXyLZgfuX3bh/2Y37l924f9nLhVsqD1Z4ApYfSXrcOXcuIbpryfhxpCNcrHBfohOcc0xRm324f9mN+5fduH/ZjfuXvcoV7oZzC/eua8qKrh3Svq+30l0PxIf7l924f9mN+5fduH9A5sqaIA0AAABkkqzoIw0AAABkGoI0AAAAEAeCNAAAABAHgjQAAAAQB4I0AGQ5Mwua2SIz+9jM3jezS82s1d/vZjbSzL6SqjoCQFdEkAaA7FftnJvinJsg6QRJJ0u6uo1jRkoiSANAJzD8HQBkOTPb65wrjlgfLWmepH6SRkh6QFIPb/Mlzrm3zGyupAMlrZJ0n6TbJN0o6VhJ+ZL+6Jz7c8peBABkIYI0AGS55kHaK9slaZykPZJCzrkaMxsr6SHn3DQzO1bSZc6507z9L5DU3zl3nZnlS3pT0v8451al8KUAQFbJpinCAQAdlyvpD2Y2RVJQ0v4x9jtR0iQzO9NbL5E0VuEWawBAFARpAOhivK4dQUlbFO4rvVnSZIWfi6mJdZik7zrnnk9JJQGgC+BhQwDoQsysTNIdkv7gwn33SiRtdM6FJH1dkt/bdY+knhGHPi/p22aW651nfzPrIQBATLRIA0D2KzSzRQp34wgo/HDhLd62P0l6zMzOkfScpEqv/ANJQTN7X9K9kn6n8EgeC83MJG2VdEZqqg8A2YmHDQEAAIA40LUDAAAAiANBGgAAAIgDQRoAAACIA0EaAAAAiANBGgAAAIgDQRoAAACIA0EaAAAAiANBGgAAAIjD/wd3/IS4u/DTmAAAAABJRU5ErkJggg==\n", 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" + "
" ] }, "metadata": { @@ -357,7 +360,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -369,7 +372,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -393,6 +396,13 @@ "# Plot prediction\n", "m.plot(forecast);" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {