From f878a71dcdce5e1161bab0913afac4fe98710fb1 Mon Sep 17 00:00:00 2001 From: khuyentran1401 Date: Thu, 23 Sep 2021 15:11:35 -0500 Subject: [PATCH] add shapey values --- data_science_tools/.gitignore | 3 +- .../shapey_values/shapey_values.ipynb | 2141 +++++++++++++++++ 2 files changed, 2143 insertions(+), 1 deletion(-) create mode 100644 data_science_tools/shapey_values/shapey_values.ipynb diff --git a/data_science_tools/.gitignore b/data_science_tools/.gitignore index 74d2f75..8a27101 100644 --- a/data_science_tools/.gitignore +++ b/data_science_tools/.gitignore @@ -2,4 +2,5 @@ xsv_example datasette_examples *.png *.jpg -*-datapane* \ No newline at end of file +*-datapane* +*.csv \ No newline at end of file diff --git a/data_science_tools/shapey_values/shapey_values.ipynb b/data_science_tools/shapey_values/shapey_values.ipynb new file mode 100644 index 0000000..30d8e03 --- /dev/null +++ b/data_science_tools/shapey_values/shapey_values.ipynb @@ -0,0 +1,2141 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d26825ea", + "metadata": {}, + "source": [ + "# Intuition" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "6506bc26", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:05:55.448270Z", + "start_time": "2021-09-23T15:05:55.439207Z" + } + }, + "outputs": [ + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 2;\n", + " var nbb_unformatted_code = \"revenues = {\\n \\\"no_ad\\\": 150,\\n \\\"social_media\\\": 300,\\n \\\"google_advertising\\\": 200,\\n \\\"email_marketing\\\": 350,\\n \\\"social_media + google_advertising\\\": 320,\\n \\\"social_media + email_marketing\\\": 400,\\n \\\"google_advertising + email_marketing\\\": 350,\\n \\\"social_media + google_advertising + email_marketing\\\": 450,\\n}\";\n", + " var nbb_formatted_code = \"revenues = {\\n \\\"no_ad\\\": 150,\\n \\\"social_media\\\": 300,\\n \\\"google_advertising\\\": 200,\\n \\\"email_marketing\\\": 350,\\n \\\"social_media + google_advertising\\\": 320,\\n \\\"social_media + email_marketing\\\": 400,\\n \\\"google_advertising + email_marketing\\\": 350,\\n \\\"social_media + google_advertising + email_marketing\\\": 450,\\n}\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "revenues = {\n", + " \"no_ad\": 150,\n", + " \"social_media\": 300,\n", + " \"google_advertising\": 200,\n", + " \"email_marketing\": 350,\n", + " \"social_media + google_advertising\": 320,\n", + " \"social_media + email_marketing\": 400,\n", + " \"google_advertising + email_marketing\": 350,\n", + " \"social_media + google_advertising + email_marketing\": 450,\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c78b859a", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:05:55.455194Z", + "start_time": "2021-09-23T15:05:55.449430Z" + } + }, + "outputs": [ + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 3;\n", + " var nbb_unformatted_code = \"weights = [1 / 3, 1 / 6, 1 / 6, 1 / 3]\";\n", + " var nbb_formatted_code = \"weights = [1 / 3, 1 / 6, 1 / 6, 1 / 3]\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "weights = [1 / 3, 1 / 6, 1 / 6, 1 / 3]" + ] + }, + { + "cell_type": "markdown", + "id": "f37d784d", + "metadata": {}, + "source": [ + "## Google Advertising Marginal Contribution" + ] + }, + { + "cell_type": "markdown", + "id": "63a62a05", + "metadata": {}, + "source": [ + "$MC_1$ = revenue(Google advertisement) - revenue(no ad)\n", + "= 200 - 150 = 50\n" + ] + }, + { + "cell_type": "markdown", + "id": "8d7e7919", + "metadata": {}, + "source": [ + "$MC_2$ = revenue(Google advertisement + social media) - revenue(social media)\n", + "\n", + "= 320 - 300 = 20\n" + ] + }, + { + "cell_type": "markdown", + "id": "2f8e738a", + "metadata": {}, + "source": [ + "$MC_3$ = revenue(Google advertisement + email marketing) - revenue(email marketing)\n", + "= 350 - 350 = 0\n" + ] + }, + { + "cell_type": "markdown", + "id": "6b6ded72", + "metadata": {}, + "source": [ + "$MC_4$ = revenue(Google advertisement + email marketing + social media) - \n", + "\n", + "revenue(email marketing + social media) \n", + "\n", + "= 450 - 400 = 50\n" + ] + }, + { + "cell_type": "markdown", + "id": "bba0267d", + "metadata": {}, + "source": [ + "$$w_1 \\times MC_1 + w_2 \\times MC_2 + w_3 \\times MC_2 + w_4 \\times MC_4$$\n", + "\n", + "where\n", + "- $MC_i$ is the marginal contribution of Google advertisement to group $i$ for $i=1, 2, 3, 4$\n", + "- $w_i$ denotes the weight of the marginal contribution $MC_i$ for $i=1, 2, 3, 4$." + ] + }, + { + "cell_type": "markdown", + "id": "4eca2b85", + "metadata": {}, + "source": [ + "\\begin{align*}\n", + "&w_1 \\times MC_1 + w_2 \\times MC_2 + w_3 \\times MC_2 + w_4 \\times MC_4\\\\\n", + "&=\\frac{1}{3}\\times 50 + \\frac{1}{6}\\times 20 + \\frac{1}{6}\\times 0 + \\frac{1}{3}\\times50\\\\\n", + "&=36.67\n", + "\\end{align*}" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "5ee45f90", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:05:55.593081Z", + "start_time": "2021-09-23T15:05:55.583751Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[50, 20, 0, 50]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 4;\n", + " var nbb_unformatted_code = \"google_advertising_contribution = [\\n revenues[\\\"google_advertising\\\"] - revenues[\\\"no_ad\\\"],\\n revenues[\\\"social_media + google_advertising\\\"] - revenues[\\\"social_media\\\"],\\n revenues[\\\"google_advertising + email_marketing\\\"] - revenues[\\\"email_marketing\\\"],\\n revenues[\\\"social_media + google_advertising + email_marketing\\\"]\\n - revenues[\\\"social_media + email_marketing\\\"],\\n]\\ngoogle_advertising_contribution\";\n", + " var nbb_formatted_code = \"google_advertising_contribution = [\\n revenues[\\\"google_advertising\\\"] - revenues[\\\"no_ad\\\"],\\n revenues[\\\"social_media + google_advertising\\\"] - revenues[\\\"social_media\\\"],\\n revenues[\\\"google_advertising + email_marketing\\\"] - revenues[\\\"email_marketing\\\"],\\n revenues[\\\"social_media + google_advertising + email_marketing\\\"]\\n - revenues[\\\"social_media + email_marketing\\\"],\\n]\\ngoogle_advertising_contribution\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "google_advertising_contribution = [\n", + " revenues[\"google_advertising\"] - revenues[\"no_ad\"],\n", + " revenues[\"social_media + google_advertising\"] - revenues[\"social_media\"],\n", + " revenues[\"google_advertising + email_marketing\"] - revenues[\"email_marketing\"],\n", + " revenues[\"social_media + google_advertising + email_marketing\"]\n", + " - revenues[\"social_media + email_marketing\"],\n", + "]\n", + "google_advertising_contribution" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "64a7bea8", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:05:55.601412Z", + "start_time": "2021-09-23T15:05:55.594241Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "36.66666666666666" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 5;\n", + " var nbb_unformatted_code = \"google_advertising_total_contribution = sum(\\n [\\n weight * contribution\\n for weight, contribution in zip(weights, google_advertising_contribution)\\n ]\\n)\\ngoogle_advertising_total_contribution\";\n", + " var nbb_formatted_code = \"google_advertising_total_contribution = sum(\\n [\\n weight * contribution\\n for weight, contribution in zip(weights, google_advertising_contribution)\\n ]\\n)\\ngoogle_advertising_total_contribution\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "google_advertising_total_contribution = sum(\n", + " [\n", + " weight * contribution\n", + " for weight, contribution in zip(weights, google_advertising_contribution)\n", + " ]\n", + ")\n", + "google_advertising_total_contribution" + ] + }, + { + "cell_type": "markdown", + "id": "73bd45cc", + "metadata": {}, + "source": [ + "## Social Media Marginal Contribution" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "56a9e55c", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:05:55.626372Z", + "start_time": "2021-09-23T15:05:55.616119Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[150, 120, 50, 100]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 6;\n", + " var nbb_unformatted_code = \"social_media_contribution = [\\n revenues[\\\"social_media\\\"] - revenues[\\\"no_ad\\\"],\\n revenues[\\\"social_media + google_advertising\\\"] - revenues[\\\"google_advertising\\\"],\\n revenues[\\\"social_media + email_marketing\\\"] - revenues[\\\"email_marketing\\\"],\\n revenues[\\\"social_media + google_advertising + email_marketing\\\"]\\n - revenues[\\\"google_advertising + email_marketing\\\"],\\n]\\nsocial_media_contribution\";\n", + " var nbb_formatted_code = \"social_media_contribution = [\\n revenues[\\\"social_media\\\"] - revenues[\\\"no_ad\\\"],\\n revenues[\\\"social_media + google_advertising\\\"] - revenues[\\\"google_advertising\\\"],\\n revenues[\\\"social_media + email_marketing\\\"] - revenues[\\\"email_marketing\\\"],\\n revenues[\\\"social_media + google_advertising + email_marketing\\\"]\\n - revenues[\\\"google_advertising + email_marketing\\\"],\\n]\\nsocial_media_contribution\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "social_media_contribution = [\n", + " revenues[\"social_media\"] - revenues[\"no_ad\"],\n", + " revenues[\"social_media + google_advertising\"] - revenues[\"google_advertising\"],\n", + " revenues[\"social_media + email_marketing\"] - revenues[\"email_marketing\"],\n", + " revenues[\"social_media + google_advertising + email_marketing\"]\n", + " - revenues[\"google_advertising + email_marketing\"],\n", + "]\n", + "social_media_contribution" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0887b2bf", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:05:55.635115Z", + "start_time": "2021-09-23T15:05:55.627660Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "111.66666666666666" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 7;\n", + " var nbb_unformatted_code = \"social_media_total_contribution = sum(\\n [\\n weight * contribution\\n for weight, contribution in zip(weights, social_media_contribution)\\n ]\\n)\\nsocial_media_total_contribution\";\n", + " var nbb_formatted_code = \"social_media_total_contribution = sum(\\n [\\n weight * contribution\\n for weight, contribution in zip(weights, social_media_contribution)\\n ]\\n)\\nsocial_media_total_contribution\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "social_media_total_contribution = sum(\n", + " [\n", + " weight * contribution\n", + " for weight, contribution in zip(weights, social_media_contribution)\n", + " ]\n", + ")\n", + "social_media_total_contribution" + ] + }, + { + "cell_type": "markdown", + "id": "9f8936f6", + "metadata": {}, + "source": [ + "## Email Marketing Marginal Contribution" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c666b6da", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:05:55.661915Z", + "start_time": "2021-09-23T15:05:55.652231Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[200, 150, 100, 130]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 8;\n", + " var nbb_unformatted_code = \"email_marketing_contribution = [\\n revenues[\\\"email_marketing\\\"] - revenues[\\\"no_ad\\\"],\\n revenues[\\\"google_advertising + email_marketing\\\"] - revenues[\\\"google_advertising\\\"],\\n revenues[\\\"social_media + email_marketing\\\"] - revenues[\\\"social_media\\\"],\\n revenues[\\\"social_media + google_advertising + email_marketing\\\"]\\n - revenues[\\\"social_media + google_advertising\\\"],\\n]\\nemail_marketing_contribution\";\n", + " var nbb_formatted_code = \"email_marketing_contribution = [\\n revenues[\\\"email_marketing\\\"] - revenues[\\\"no_ad\\\"],\\n revenues[\\\"google_advertising + email_marketing\\\"] - revenues[\\\"google_advertising\\\"],\\n revenues[\\\"social_media + email_marketing\\\"] - revenues[\\\"social_media\\\"],\\n revenues[\\\"social_media + google_advertising + email_marketing\\\"]\\n - revenues[\\\"social_media + google_advertising\\\"],\\n]\\nemail_marketing_contribution\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "email_marketing_contribution = [\n", + " revenues[\"email_marketing\"] - revenues[\"no_ad\"],\n", + " revenues[\"google_advertising + email_marketing\"] - revenues[\"google_advertising\"],\n", + " revenues[\"social_media + email_marketing\"] - revenues[\"social_media\"],\n", + " revenues[\"social_media + google_advertising + email_marketing\"]\n", + " - revenues[\"social_media + google_advertising\"],\n", + "]\n", + "email_marketing_contribution" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f69ad7ae", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:05:55.670393Z", + "start_time": "2021-09-23T15:05:55.663120Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "151.66666666666663" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 9;\n", + " var nbb_unformatted_code = \"email_marketing_contribution = sum(\\n [\\n weight * contribution\\n for weight, contribution in zip(weights, email_marketing_contribution)\\n ]\\n)\\nemail_marketing_contribution\";\n", + " var nbb_formatted_code = \"email_marketing_contribution = sum(\\n [\\n weight * contribution\\n for weight, contribution in zip(weights, email_marketing_contribution)\\n ]\\n)\\nemail_marketing_contribution\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "email_marketing_contribution = sum(\n", + " [\n", + " weight * contribution\n", + " for weight, contribution in zip(weights, email_marketing_contribution)\n", + " ]\n", + ")\n", + "email_marketing_contribution" + ] + }, + { + "cell_type": "markdown", + "id": "57cca37b", + "metadata": {}, + "source": [ + "## Total Contribution" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "32f28071", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:05:55.693369Z", + "start_time": "2021-09-23T15:05:55.686714Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "299.99999999999994" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 10;\n", + " var nbb_unformatted_code = \"(\\n google_advertising_total_contribution\\n + social_media_total_contribution\\n + email_marketing_contribution\\n)\";\n", + " var nbb_formatted_code = \"(\\n google_advertising_total_contribution\\n + social_media_total_contribution\\n + email_marketing_contribution\\n)\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(\n", + " google_advertising_total_contribution\n", + " + social_media_total_contribution\n", + " + email_marketing_contribution\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "bb1fd173", + "metadata": {}, + "source": [ + "# Machine Learning Interpretability With Shap" + ] + }, + { + "cell_type": "markdown", + "id": "d0ad802a", + "metadata": {}, + "source": [ + "## Train Model" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8f359a9c", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:05:56.896672Z", + "start_time": "2021-09-23T15:05:56.873372Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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daily_time_spent_on_siteagearea_incomedaily_internet_usagead_topic_linecitymalecountrytimestampclicked_on_ad
068.953561833.90256.09Cloned 5thgeneration orchestrationWrightburgh0Tunisia2016-03-27 00:53:110
180.233168441.85193.77Monitored national standardizationWest Jodi1Nauru2016-04-04 01:39:020
269.472659785.94236.50Organic bottom-line service-deskDavidton0San Marino2016-03-13 20:35:420
374.152954806.18245.89Triple-buffered reciprocal time-frameWest Terrifurt1Italy2016-01-10 02:31:190
468.373573889.99225.58Robust logistical utilizationSouth Manuel0Iceland2016-06-03 03:36:180
559.992359761.56226.74Sharable client-driven softwareJamieberg1Norway2016-05-19 14:30:170
688.913353852.85208.36Enhanced dedicated supportBrandonstad0Myanmar2016-01-28 20:59:320
766.004824593.33131.76Reactive local challengePort Jefferybury1Australia2016-03-07 01:40:151
874.533068862.00221.51Configurable coherent functionWest Colin1Grenada2016-04-18 09:33:420
969.882055642.32183.82Mandatory homogeneous architectureRamirezton1Ghana2016-07-11 01:42:510
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" + ], + "text/plain": [ + " daily_time_spent_on_site age area_income daily_internet_usage \\\n", + "0 68.95 35 61833.90 256.09 \n", + "1 80.23 31 68441.85 193.77 \n", + "2 69.47 26 59785.94 236.50 \n", + "3 74.15 29 54806.18 245.89 \n", + "4 68.37 35 73889.99 225.58 \n", + "5 59.99 23 59761.56 226.74 \n", + "6 88.91 33 53852.85 208.36 \n", + "7 66.00 48 24593.33 131.76 \n", + "8 74.53 30 68862.00 221.51 \n", + "9 69.88 20 55642.32 183.82 \n", + "\n", + " ad_topic_line city male country \\\n", + "0 Cloned 5thgeneration orchestration Wrightburgh 0 Tunisia \n", + "1 Monitored national standardization West Jodi 1 Nauru \n", + "2 Organic bottom-line service-desk Davidton 0 San Marino \n", + "3 Triple-buffered reciprocal time-frame West Terrifurt 1 Italy \n", + "4 Robust logistical utilization South Manuel 0 Iceland \n", + "5 Sharable client-driven software Jamieberg 1 Norway \n", + "6 Enhanced dedicated support Brandonstad 0 Myanmar \n", + "7 Reactive local challenge Port Jefferybury 1 Australia \n", + "8 Configurable coherent function West Colin 1 Grenada \n", + "9 Mandatory homogeneous architecture Ramirezton 1 Ghana \n", + "\n", + " timestamp clicked_on_ad \n", + "0 2016-03-27 00:53:11 0 \n", + "1 2016-04-04 01:39:02 0 \n", + "2 2016-03-13 20:35:42 0 \n", + "3 2016-01-10 02:31:19 0 \n", + "4 2016-06-03 03:36:18 0 \n", + "5 2016-05-19 14:30:17 0 \n", + "6 2016-01-28 20:59:32 0 \n", + "7 2016-03-07 01:40:15 1 \n", + "8 2016-04-18 09:33:42 0 \n", + "9 2016-07-11 01:42:51 0 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 12;\n", + " var nbb_unformatted_code = \"import pandas as pd\\n\\ndata = pd.read_csv(\\\"advertising.csv\\\")\\ndata.columns = data.columns.map(lambda row: \\\"_\\\".join(row.lower().split(\\\" \\\")))\\ndata.head(10)\";\n", + " var nbb_formatted_code = \"import pandas as pd\\n\\ndata = pd.read_csv(\\\"advertising.csv\\\")\\ndata.columns = data.columns.map(lambda row: \\\"_\\\".join(row.lower().split(\\\" \\\")))\\ndata.head(10)\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "data = pd.read_csv(\"advertising.csv\")\n", + "data.columns = data.columns.map(lambda row: \"_\".join(row.lower().split(\" \")))\n", + "data.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "15ca8dd3", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:05:58.969082Z", + "start_time": "2021-09-23T15:05:58.908293Z" + } + }, + "outputs": [ + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 14;\n", + " var nbb_unformatted_code = \"from patsy import dmatrices\\n\\ny, X = dmatrices(\\n \\\"clicked_on_ad ~ daily_time_spent_on_site + age + area_income + daily_internet_usage + male -1\\\",\\n data=data,\\n)\";\n", + " var nbb_formatted_code = \"from patsy import dmatrices\\n\\ny, X = dmatrices(\\n \\\"clicked_on_ad ~ daily_time_spent_on_site + age + area_income + daily_internet_usage + male -1\\\",\\n data=data,\\n)\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from patsy import dmatrices\n", + "\n", + "y, X = dmatrices(\n", + " \"clicked_on_ad ~ daily_time_spent_on_site + age + area_income + daily_internet_usage + male -1\",\n", + " data=data,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "fc6e1d71", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:05:58.987963Z", + "start_time": "2021-09-23T15:05:58.971182Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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daily_time_spent_on_siteagearea_incomedaily_internet_usagemale
068.9535.061833.90256.090.0
180.2331.068441.85193.771.0
269.4726.059785.94236.500.0
374.1529.054806.18245.891.0
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1000 rows × 5 columns

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" + ], + "text/plain": [ + " daily_time_spent_on_site age area_income daily_internet_usage male\n", + "0 68.95 35.0 61833.90 256.09 0.0\n", + "1 80.23 31.0 68441.85 193.77 1.0\n", + "2 69.47 26.0 59785.94 236.50 0.0\n", + "3 74.15 29.0 54806.18 245.89 1.0\n", + "4 68.37 35.0 73889.99 225.58 0.0\n", + ".. ... ... ... ... ...\n", + "995 72.97 30.0 71384.57 208.58 1.0\n", + "996 51.30 45.0 67782.17 134.42 1.0\n", + "997 51.63 51.0 42415.72 120.37 1.0\n", + "998 55.55 19.0 41920.79 187.95 0.0\n", + "999 45.01 26.0 29875.80 178.35 0.0\n", + "\n", + "[1000 rows x 5 columns]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 15;\n", + " var nbb_unformatted_code = \"X_frame = pd.DataFrame(data=X, columns=X.design_info.column_names)\\nX_frame\";\n", + " var nbb_formatted_code = \"X_frame = pd.DataFrame(data=X, columns=X.design_info.column_names)\\nX_frame\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X_frame = pd.DataFrame(data=X, columns=X.design_info.column_names)\n", + "X_frame" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "623091f9", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:05:59.526665Z", + "start_time": "2021-09-23T15:05:58.989551Z" + } + }, + "outputs": [ + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 16;\n", + " var nbb_unformatted_code = \"from sklearn.model_selection import train_test_split\\n\\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=7)\";\n", + " var nbb_formatted_code = \"from sklearn.model_selection import train_test_split\\n\\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=7)\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=7)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "e10241cb", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:06:00.663950Z", + "start_time": "2021-09-23T15:05:59.528339Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n", + "A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[10:06:00] WARNING: ../src/learner.cc:1095: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" + ] + }, + { + "data": { + "text/plain": [ + "0.9619047619047619" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 17;\n", + " var nbb_unformatted_code = \"import xgboost\\nimport shap\\nfrom sklearn.metrics import f1_score\\n\\nmodel = xgboost.XGBClassifier().fit(X_train, y_train)\\n\\nprediction = model.predict(X_test)\\nf1 = f1_score(y_test, prediction)\\nf1\";\n", + " var nbb_formatted_code = \"import xgboost\\nimport shap\\nfrom sklearn.metrics import f1_score\\n\\nmodel = xgboost.XGBClassifier().fit(X_train, y_train)\\n\\nprediction = model.predict(X_test)\\nf1 = f1_score(y_test, prediction)\\nf1\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import xgboost\n", + "import shap\n", + "from sklearn.metrics import f1_score\n", + "\n", + "model = xgboost.XGBClassifier().fit(X_train, y_train)\n", + "\n", + "prediction = model.predict(X_test)\n", + "f1 = f1_score(y_test, prediction)\n", + "f1" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "c049b082", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T17:53:39.962074Z", + "start_time": "2021-09-23T17:53:39.695923Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 36;\n", + " var nbb_unformatted_code = \"from yellowbrick.classifier import ClassificationReport\\n\\nvisualizer = ClassificationReport(model)\\nvisualizer.fit(X_train, y_train)\\nvisualizer.score(X_test, y_test)\\nvisualizer.show()\";\n", + " var nbb_formatted_code = \"from yellowbrick.classifier import ClassificationReport\\n\\nvisualizer = ClassificationReport(model)\\nvisualizer.fit(X_train, y_train)\\nvisualizer.score(X_test, y_test)\\nvisualizer.show()\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from yellowbrick.classifier import ClassificationReport\n", + "\n", + "visualizer = ClassificationReport(model)\n", + "visualizer.fit(X_train, y_train)\n", + "visualizer.score(X_test, y_test)\n", + "visualizer.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1a20db53", + "metadata": {}, + "source": [ + "## SHAP Summary Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "e5d198c4", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:06:01.006311Z", + "start_time": "2021-09-23T15:06:00.911237Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "ntree_limit is deprecated, use `iteration_range` or model slicing instead.\n" + ] + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 19;\n", + " var nbb_unformatted_code = \"explainer = shap.Explainer(model)\\nshap_values = explainer(X_frame)\";\n", + " var nbb_formatted_code = \"explainer = shap.Explainer(model)\\nshap_values = explainer(X_frame)\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "explainer = shap.Explainer(model)\n", + "shap_values = explainer(X_frame)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "464b508e", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:06:01.281400Z", + "start_time": "2021-09-23T15:06:01.008750Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 20;\n", + " var nbb_unformatted_code = \"shap.summary_plot(shap_values, X)\";\n", + " var nbb_formatted_code = \"shap.summary_plot(shap_values, X)\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shap.summary_plot(shap_values, X)" + ] + }, + { + "cell_type": "markdown", + "id": "8663c9a9", + "metadata": {}, + "source": [ + "## SHAP Waterfall Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "5a3820ec", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:06:01.703734Z", + "start_time": "2021-09-23T15:06:01.282775Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 21;\n", + " var nbb_unformatted_code = \"shap.plots.waterfall(shap_values[0])\";\n", + " var nbb_formatted_code = \"shap.plots.waterfall(shap_values[0])\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shap.plots.waterfall(shap_values[0])" + ] + }, + { + "cell_type": "markdown", + "id": "c300c0d7", + "metadata": {}, + "source": [ + "$f(x)$ is the prediction after considering all features\n", + "\n", + "$E[f(x)]$ is the mean prediction\n", + "\n", + "$$f(x) - E[f(x)] = -7.263 - (-0.021) = -7.24$$\n", + "$$\\text{total contribution} = -4.14 - 1.89 - 0.77 - 0.71 + 0.27=-7.24$$" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "30794f66", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:06:02.141268Z", + "start_time": "2021-09-23T15:06:01.705254Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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/fn27fYsXLyYhIYGmTZsSHByc576enp6MGTOm0J3btWsXw4cPx9XVFVdXVwYOHMhHH30EQNeuXdm2bRte/z+Bvnfv3nzyySckJCTY+nGpkSNHMnPmTH788UdGjx7N4sWLadu2LVWrVi10Tflp3bo1tWvXBqBmzZo0b94cH5/cszT8/Pw4deoUf/75JzExMTz55JO2dtdffz2//PILd955Z4HHr1GjBr/++iuLFi1i4MCBTJ8+3W7/4MGDbR93XX/99Xz55ZdYLBa2bNnC//73PypVqgTApEmTuO+++2wjm15eXowcORKA0NBQzGYzcXFxeHt7F7rvy5YtIygoiBYtWgAwZMgQXnvtNVauXEnbtm0BuOuuu4DcEfgqVapw/PjxKx63atWqREREEBAQQM+ePfniiy8A2L59+2Xvs27dOsLDw/Hz8wNy5xb369ePs2fPUqtWrcveb/v27YUa7S2Or9cfIOTqfrykBIxoauD1Hnnf27+x1cKff1vZVMiZJOFNDLzX18iwH8zs///31/N2WWlS1crmW0zEpFiJOGphcEOdZOUM0tLTr/p8hZLmbPVcLfXHuV2uPyEhIde0jgLDalpaGitWrKBPnz5cd911pKens3z5cipVqkTTpk0ByMrKsgWdf0Yc3dzc8j1eUlISy5cvp169enTt2jXP/ptuuons7Gw2bdrE8uXLGTx48FV1LjU1lWrVqtluX/z9hQsXePrpp9mzZw9ms9n2cY/FYrlsWPX09CQ0NJRvvvmGG2+8kcjISJ544omrqhGwBWbIfYNw6W2z2WybVzlo0CDbvpycHFuwKsiUKVNwdXXl448/5sUXXyQoKIi33nqLOnXqAPbPi6+vL6mpqWRkZJCWlsb06dOZMWMGkDvtwdXVlQsXLgD287mMxtw/roWZlnCxuLg4fH197bZ5e3tz7tw5u5r+YTAYCvUYc+bMYdq0aTz77LOkpqZy/fXX5wnpl0pKSuLLL7/k22+/tW3z9PTk9OnTBYbV9u3bX7Ge4oiOjubOvs3ZUUDAlmvjh0NWfjiU9+ful5FGOtQ2MLJp7u+MGh6w9VYTo5dYWHPS/g1M3wAD7/Qxcv23ZrtlyMxWeGqthaf+/wODKV0M/HFOJ9Q5A08Pj2v+R7kg0dHRTlXP1SpP/fkn1JWX/oBzvT4FhtUzZ87g5ubGddddB+SGk4CAAE6dOkXr1q3x9PQkISHBNhUgISEBLy+vfMNqcnIyERERtG3blpYtW9q2WywWDh06RMOGDXFzc8PV1ZVWrVrx7bffkpOTYzdym5aWxpIlS/KttX///nmCm6enpy1YAZw//++1KqdPn87evXtZtGgRderUYcOGDUycOLGgpwOAm2++mYkTJ7JixQpSU1MZMmTIFe9TEv6ZN7xq1SrbSGdhubi48Mwzz/DMM89w+vRpHnroIZ599lnmzZsHYJuHCrkh3tvbGw8PD7y8vJg6dSoDBw4suY5colq1arY5spAbiFNSUmwjzcXl7+/PO++8A+T+h3vwwQf55JNPCgyWVapUITw8nPvuu++qHrskGbXOo1Mb8r39NI2/7jLRa5GZ45ecRO7hAp8MMjLyJ3Oe9XLHNjcwvImBcREWanrCncFGbvq5aG/6pHQYLzNwISLXVoGfNfn5+ZGWlmYb5crJySEmJsY2EtesWTN2796N2WzGbDaza9cu20lUF7NaraxevZqgoCC7oAq5I3J//vknf/75p+2j1KNHj1K1alW7oAr/TgPI7yu/EcaWLVuyYsUKcnJySE5OZvny5bZ9iYmJ+Pv7U6dOHS5cuGALbqmpqQU+YV26dKFOnTq8+OKL9OjRI0+N+fknvP9zQllxtG7dmrp169rmv+bk5DB58mTbx9sFGT9+vG1+pr+/P7Vr17b72Hrp0qWkpqaSk5Nj+/jdYDDQqVMn5s+fb5u39emnn9rmrBbkn7mwF785uJwhQ4awZ88e23zSn376iQsXLjBgwIAr3vdyEhMT6devH3v27AFyfw68vLzyfFR/aZ09e/bku+++IzEx99T7FStWMGnSpGLXUZLc9KlwmdOxNiwflfvChTcxUMMDPhtkYt+Ef79qesKPh3N/Lg/faWLjLSZejLKw9YwjK5d/eHlqnVURZ1Bg0vL19aVXr16sW7fO9tFr3bp1adeuHZA73L1hwwa++uorDAYD9evXt41cnTt3jsjISEaOHMm5c+c4e/YsGRkZ7N2713Z8f39/evToQf/+/dm4cSOLFi0CoHLlyvTr1++qOzd58mQefPBBunbtire3N71797Y9xj333MOjjz5Kly5d8Pb25sUXX+TUqVOMHTuWb7755rLHNBgM9O/fnwULFnDrrbcWqo5mzZrRpEkTRo0aVewTdkwmE++88w5TpkwhLCwMs9lMkyZNCjUNYeLEibz00ku2+bq1a9dm1qxZtv3BwcEMGzaM5ORk6taty7PPPgvASy+9xOTJk+nTpw9WqxUfHx9efvnlKz6ep6cnISEhPPnkk2zatIkXXnjhsm379OnDvffey913343ZbKZSpUq89tpr+Pv7F3tJqSpVqjBq1CjuvfdeLBYLVquVdu3aMX78eHbt2nXZOp9++mni4+Nt00/c3d156qmnilVDSWtXCzY7/wpbFV7Dj/8dEd16BgZ+lzvy+vV+K1/vv/xo6dgInUjnjJKTkwAtXyXiaAZraZ0ZUo4tWrSIDz74gN9//93RpVy1jh078uSTTzJ69GhHlyKX+Ge+UHR0NF8nt2VGAUsjiUjJe7VzOk93r+zoMmycaQ5hSShP/dGc1dKlDxeLKCEhgY8//pjx48c7uhSpQO5oZcDzyjNORKQEmXM0d1jEGejPXxHMmjWLzz//nG7dunHHHXfYtv/3v/8lMjIy3/sYDIbL7ispEydO5MCBA/nuq1atmu1iB45QGs9NZmYmAwYMIDs7O9/93bt3v+KZ/2VN6xpGOvlbWHPS0ZWIVBxZWVpnVcQZKKwWwSOPPMIjjzySZ/trr7127Yu5yPz584t9361bt5ZgJXmVxnPj7u7OmjVrSvy4zq5HXUOe5ZBEpPRcuqyeiDiGpgGIlBF3BhvwzX8JYxEpBSVx2W8RuXoKqyJlxHU+RrrWcXQVIhVHYZYmFJHSp7AqUob0CtB/WZFrxb2IF2ARkdKhv3wiZcidQVDL09FViFQMqSkpji5BRFBYFSlT/DyMhGoqgMg14eWlK1iJOAOFVZEypl99/bcVuRYyL7M8nohcW/qrJ1LG3NEKApznojoi5VZOVpajSxARtM6qSJnj5WakT4CVDTFla83VjMwMKrmXrxNWyluf1B97dWr4llwxIlJsCqsiZdCCQSZHl1Bk0dEHnOY60yWlvPVJ/bF35MhxoHHJFSQixaJpACIiIvnw8PBwdAkigsKqiIhIvjw9tU6ciDNQWBUREclHXFyco0sQERRWRURE8lWjRg1HlyAiKKyKiIjkKykpydEliAgKqyIiIvnKzMx0dAkigpauEhERyVe9evXybMs2W4lJcUAxwOl0V6olOv/6yl6uUMPT4OgypBxRWBUREcnHqVOnaNzYfp3VmdFWnom0OKYgS3PYYnbMYxdB7+vg15sUL6Tk6KdJREQkH15eXnm2rTlpIcdBWRWM4LDHLjy3snfNEnFymrMqIiKSDzc3N7vbp5ItbDztoGJEKjCFVRERkXxcuHDB7vbHf1pJ0DlXItecwqqIiEg+atWqZXd7/SnnP7lJpDxSWBUREclHfHy87ft9cRa2xDqwGJEKTGFVREQkH9nZ2bbvF+yykprjwGJEKjCFVRERkXxcvM5qZIymAIg4isKqiIhIPk6dOgXAxhgL2846uBiRCkxhVUREJB/e3t4AfLXfSnYZWN9UpLxSWBUREcmHi4sLVqtVqwCIOJiuYCUiIpKPhIQENidU5c/zjnl8FyNM72Hk8Q5G6n2QQ0xK/u2sT7iwP+7fQB2TYqXf4tyhYC9X+LC/kTHNDbi+5fyXahXJj8KqiIhIPmrXrs30SKvDrnD603AjW88Urm2LBfkH0aibTUQc0ciwlG0VJqxmZGSwfv16zp8/j8FgIDAwkPbt2wOQkpJCZGQkiYmJQO4vqNDQUFxdXe2OceTIEVatWsUNN9xAnTp17PYlJSXx7bffEhwcTIcOHWzbjx07xtq1a2ncuDHdunW7bH1//fUX0dHRmM1mjEYjbdq0oVmzZgAsXLgQq9WKi8u/L1fXrl0JCAi4uifFCaxdu5bnnnuOJUuW4OPj4+hyRERszpz7m8iYug57/Jc2WtgUC8+HFn/G3j2/molNhac6mUqwMpFrq8KE1bVr11K9enX69+9Peno6K1eupFGjRvj6+rJ27Vr8/PwYOHAgZrOZ5cuXs337djp37my7f3p6Otu2bcPd3T3Psa1WK2vXrsXT09Nu+x9//MHJkyepUaNGgbUlJSWxevVqwsPDqV69OgkJCXz33XdUr14dPz8/AHr37p0nIF8r2dnZeYJ7SenZsydr164tlWOLiFyNpSfc2R9/5XalZVMRLkLwxWAjIbUMnE+H/64zs/H0v8eor3EAKeMqxAlWqampnDlzhrZt2wLg4eHBsGHD8PX1BXKvUlK3bu67Z5PJhL+/f55rQkdGRhIcHJxvaNuzZw+enp7Url3bbru/vz833HBDnhB7qYSEBNzc3KhevToAvr6+eHp6kpCQUIzeFt65c+eYMGECXbt2pUuXLgwbNoxjx44B8OGHH9K9e3cmTZpEnz59MJvNbNy4kWHDhhEWFkb37t155ZVXMJtzP3o6cuQIo0ePJjQ0lM6dOzNu3Di7q79czrJlywgMDCQ+Pp6IiAhatGjBrFmz6NOnDyEhIdx7771YrbkfYa1fv54hQ4YQFhZGjx49+OabbwBIS0tj8uTJhIWFERoaysCBA9myZQsAc+bMISwsjKeeeopu3brRoUMHfvrpJ+655x5CQ0MJDQ1l+/btQO7r8J///IewsDDCwsIYM2aMbekaEal4ohKrOrqEQvlop4WZ0RZaLDAze4eFiBEmqlZydFUiJadCjKzGxcXh4+NDdHQ0x44dw2Qy0bJlS1q0aAHkLvz8119/Ua9ePcxmM6dOnaJRo0a2+x85coSsrCxatGjBjh077I6dlJTErl27GDFiBJs2bbLbd+l1pS+nZs2aWCwWYmJiqFu3LufPnyczM9Pu/rt27SIqKgqLxULDhg0JCQnBaLR/r3H8+PE8NQC4uroycuTIPNtnzpzJ8ePHWbNmDTk5Odxyyy289NJLzJs3D8gN8X379mXevHnEx8fz9NNPM2DAAJ5++mkOHTrEpEmTaNy4MWPGjOGVV17BYDCwfv164uPjGTNmDO+88w4vvPBCoZ4DyH2jYLFYSElJYfXq1axfv5777ruPrVu30qRJE5599lluv/12Jk6cSEREBJMnT6Zz584sXryYtWvX8tNPP1G9enVee+01HnjgAdauXYvJZCI+Pp6OHTsybdo07r77bqZMmcLbb7/Nu+++y+233857773HvHnzePXVV9mzZw/Lli2jUqVKPPLIIzz00EP88MMPBda9fft2W6AuadHR0Xb/lnXlpR8XK299Un8uum9MM8Cj5IrJx4imBl7vkXfcaNpmC/N3F+73yj0r/51Vu/iAlSldoGsdA0uPOmauamJCEtHRfxWqrX7enNvl+hMSEnJN66gQYTUzM5O4uDiCg4Pp1KkTf//9N0uWLKFy5crUq1ePLl26EBERwaefforFYsHf398WZNPT09myZQtDhw7Nc9x/Pv7v0qULlSoV/21spUqV6NGjB8uXL8fNzY3MzEzCwsLw8vICoFGjRlSvXp3GjRuTmprKsmXLMBqNeX5Y6tevT/369Qv9uK+88gqZmZm4u7vj7u5Oy5Yt2bp1q21/Tk6OLeRu2bKF2NhYHnjgAQCaNm1Kly5d+Omnnxg7diwfffQRZrMZk8lEjRo1aNCgAUePHi3W83HbbbcBEBgYSOXKlTl9+jTx8fHExsYyduxYAAYPHkz37t3x9vYmKiqK/v37U7NmTQDGjRvHokWL2LVrF5D7Oo0YMQKTyUSjRo3YsWMHffr0sT1nu3fvJjk5me3btzNu3Djb3NmJEydy6623cu7cOdux8/PP3OeSFh0dTUhIiO3fsq689ONi5a1P6o+9NsdTOVS8X2OF9sMhKz8cKv5Z+l6uUK8yHLjogyyjATIdeGnYKr4+hXrey9PP2z+hrrz0B5zr9akQYdXd3R1PT08aN24MQPXq1QkICODkyZPUq1ePFStW0LBhQ9q3b4/VamXDhg2sWrWK66+/nvXr19O2bVvb4tAX27NnD15eXjRs2PCq6ouLi2P9+vW2OavJyclERETg4eFBgwYN6NKli62tt7c3rVu3Zt++fVf9QxQVFcWsWbOIjc2dGJWenm6bIwu5z9s/Ifzs2dzLtwwaNMi2Pycnxzb6u3TpUubOnUtcXByQO/UiKCioWHVVrlwZAIPBgMFgwGKxcObMGVxcXGxTKoxGI1WqVCEtLY3U1FS7ecGVKlWiUqVKtlrc3NxsJ6eZTCY8PP4dKTEajVgsFtLT00lNTeX9999n/vz5QG7I9fT05Pz58wWGVREpn/rXy+bbo3nPU3Am9SpD1DgTHb8wczQRrm9goKYnbD2jFQCk/KgQYdXHx4esrCysVisGgwH4NwhlZGRw7tw5+vXrZ/tYvWnTpixbtoysrCxOnz7N33//bfv4PzU1lVWrVtGmTRuOHTtGcnIyCxcuBHJXHDAajVy4cIH+/fsXur5Tp07h5+dnm7NauXJl/P39OXXqFPXq1SMxMZFq1arZ2lut1jxTAKBo0wBSUlJ48cUXadSoEQsXLsTNzY3Jkyezbdu2fGusU6cOBoOBVatW5RlFPnPmDK+88gqDBw9mypQpmEwmJkyYQE5Oyb21r1mzJjk5OSQnJ1O5cmXMZjNHjhzB398fLy8vW5iG3NCdnp5OjRo1OHnyZKGO7+npibe3NxMmTODmm28usbpFpOzqWTWO5n7eDjnJqqYnrB3z7xn8a8aYyLFA38W5o7ArbjQR9ImZA/HwyO8Wlow0YTJAQiYM/9FMUha0qwkLh5hwNYGL0cC+CbnHu9wyVyLOqkKEVV9fX6pVq8bu3bsJCgoiKSmJEydOcP311+Pu7o6XlxdHjx4lODgYq9XK8ePHqVatGm5ubowfP97uWAsXLqRXr17UqVOH4OBgu31r1qzB29vbbumqwqhWrRo7duwgKSkJHx8fMjMzOXv2LG3atCEnJ4cff/yRvn370qBBAzIyMti7dy9NmzbNc5yiTAPIzMwkPT2dkJAQ3NzciIqKYtu2bWRkZOTbPiQkBH9/fz744AMeeeQRUlNTee655wgLC6N9+/ZkZGTQpUsXjEYjS5Ys4eDBg3lOOLsaHTt2pGbNmnzyySc89NBDrF69mscff5yffvqJsLAwFi9ezCOPPIKfnx9ffPEFnp6eBAUF2U6euhJvb29CQkL4/PPPGTZsGF5eXnz77bf8/vvvzJkzp8T6ISJlR0C9OnSra2B//LUfpTyXVnCoDPrk332f77Xy+d68bXecUzCV8qFChFWAXr16sW7dOnbv3o3RaKRjx462paAGDBjAxo0b2bdvHwBVqlShd+/eV/2YS5YsIS0tjbS0NAwGAzExMdSsWZPevXuze/duLly4QPfu3alXrx4dOnRg+fLlthN1GjVqRGBgIAaDgQEDBrBlyxY2b94MQOPGjYv9Efs/qlWrxujRo5k7dy4LFiygYcOGPProozz33HNMmjSJTp062bX38/Pj1VdfZfr06SxevBiz2UyLFi3o3bs3Pj4+jBw5kmeeeYYXX3yR4OBg7rvvPmbMmMGzzz7LSy+9dFW1AtSoUYOXXnqJ1157ja+++gqTycT//vc/GjZsyP3338/58+cJDw/HarXi5+fHBx98UOR5xJMnT+b5559nwIABtikAzz777FXXLiJl05kzZxjRpD7zdznuwgAiAgZraZ3GLCJXRSdYOb/y1if1x97x48cJCAig/Wdm/nDQJVfLoiGNIGLklcfCytPPm06wKl0VYp1VERGRoqpevToGg4Hu9QyOLkWkQqsw0wDEMV544QVWrlyZ7z6TycTixYsLvR6tiMi1dObMGRo3bsy45gY+/NNKlqZ/ijiEwqqUqhdeeKFIFwYQEXEW/1zlsGtdIyE1LWwswuVPRaTkaBqAiIhIPi5efq9bXU0FEHEUhVUREZF8pKSk2L6fEGTAS59FijiEwqqIiEg+6tWrZ/u+RTUjnfwdWIxIBaawKiIiko9Tp07Z3daqACKOobAqIiKSD1dXV7vbdwUb8HV3UDEiFZjCqoiISD78/PzsbterbKRrHQcVI1KBabq4iIhIPs6ePYu3t7fdtl7XGVl53EEXX7VYwOj8Y0xaj1ZKmsKqiIhIPqpWrZpn26MhBsYEmhxQDezavZeg1kEOeeyi8HK9chuRolBYFRERycel0wAAXE0G6ldxQDHA35WyqV9FJ3lJxeP8nyeIiIiISIWlsCoiIiIiTkthVURERESclsKqiIiIiDgthVURERERcVoKqyIiIiLitLR0lYiIiJSqbLOVrgvNJGb+uy0zMxD3HTmOK6oEfd3O0RWUbwqrIiIiUqq+PWgl+uylWytBuiOqkbJG0wBERESkVP1y1OroEqQMU1gVERGRUpOebSUyRmFVik9hVURERErNp3usHE9ydBVSlimsioiISKlZedzi6BKkjFNYFRERkVJxId1C1GlHVyFlncKqiIiIlIq5u+BMqqOrkLJOYVVERERKxZqTmgIgV09hVURERErcqWQLGzUFQEqAwqqIiIiUuHm7rFzIvHI7kStRWBUREZESt/Zkya+t6mKEGb2MWJ9woa53wW2f6Ggg61ETYXXtt7esBptuMXFokomtt5poXb3Ey5QS5pDLre7bt4+NGzcSEhJCmzZtbNtTUlKIjIwkMTGRnJwcWrRoQfv27QHIyckhKiqK2NhYrFYrPj4+dOvWDR8fH7tjm81mvv32W7ttOTk5GI1Gxo0bx2+//UZcXJzd/sTERG6++Wa8va/wk18ES5cu5amnnmL37t1XbBsWFsbbb79Nhw4dCAwMZO7cuXTv3r1Yj7tmzRqmTp3K77//fsW2S5YsoW7durbn+FqZPXs248ePp3Llytf0cUVE5NrYF2dh65mSP+5Pw42FOu77/YyYjHAuzX670QCLh5m4b6WZdafg9lYGJrY28tgaza11Ztc8rEZGRpKRkYGvr2+efatWraJmzZoMHDiQ1NRUfvjhB3x9fWnUqBFbtmwhPT2dG2+8EaPRyIYNG1i7di1Dhw61O4bJZGLMmDF229asWUPVqlUB6Nevn92+gwcPcvTo0RINqkW1YcOGEjtWr1696NWrV6Hazp8/n+HDhxcprFosuf+hjcbiDcpnZ2fz0UcfceONNyqsioiUU5/stpKSXfLHfWmjhU2x8HxowX+DPt2T2+6vu0x228PqwqlkK+tO5d7+bI+Vz9DVtZzdNZ8G0KRJE/r164erq6vd9qysLM6ePUurVq0A8PLyomnTphw+fBiAgIAAunbtislkwmAwEBAQQEJCwhUfLzY2lvPnzxMUFJRnX2ZmJlu3biU0NPSq+xUXF8dNN91Ex44d6du3L5s2bbLbP3PmTMLCwggNDaV79+52o7+BgYGsX7/erv3NN9/Mgw8+aLetX79+vPXWWwXWsXTpUlq3bg3kjpx27dqVGTNm0KtXL0JCQnj00UcBeOCBB9i/fz+zZ8/m6aefBmDGjBl0796dsLAwBg4cyJYtWwA4cOAAzZs355VXXiEsLIxDhw4xcOBAXnrpJcLDw+natSs9evRg27ZtQG4gffrppwkLCyMsLIwRI0Zw6NAhAAYMGEBWVhYjR45k8eLFBfZlzpw5diPMsbGxBAYGcuDAAbKzs7n33nvp2rUrYWFh9OvXz/YcXrhwgVtuuYXQ0FA6d+7MyJEjiY2NBSA9PZ1JkybRoUMH+vTpw0cffURgYCAnT560PX99+/YlLCyMnj178umnnxZYo4iI5LX+VOkEwE2xV9cuuIaBM6mwaKiRAxNNLBlhpEGVkqtPSsc1D6u1a9cucP8/I3cA7u7uJCYmAlCvXj3bR/5ZWVkcOHCAhg0bXvHxNm7cSMeOHfMdCdy+fTuNGjXKM5XgH4sXL2bRokV5vk6dOpWn7WuvvUZycjKRkZFERESwY8cO276dO3fy0UcfMXfuXKKiohgxYgQvv/xygXWPGjWKDRs2kJ6eDuQGxtjYWG677bYr9vkfJpOJxMRELBYLa9asYc6cOSxdupSDBw/y3nvvUblyZR566CGmTZvG4sWL+eqrr/jkk0/YsGEDw4cP56GHHiIrKwsAq9VKZmYmGzduJDAwEIPBwMqVK/nwww/ZuHEjtWrV4t133wXg7bffZsOGDfz4449s2LCBli1b8tBDDwHw/vvvA/D9999z0003Fbovl/rxxx/5888/WbNmDRs2bODOO+/khx9+AOCVV14hKSmJtWvXsm7dOtLS0pg2bRoAH374IXv37mXFihX88ssvrFy5EgAXFxdiYmKYPHkyDz/8MBs2bGDmzJnMmDGDXbt2FbtOEZGKZmOMhehzjq4if77uMLChgec3WGg+38zO8/DFYNOV7ygO5TQnWLm5ueHv78/OnTuxWCwkJSVx4MABzGazXbtly5bx2WefYTab6dSpU4HHPHnyJBaLhQYNGuTZl5GRwcGDB+3mzF7qpptuYsyYMXm+6tWrl6ftH3/8Qb9+/XB3d8fDw4Pw8HDbvjZt2rBt2zZatGgBQP/+/UlPT+fs2bOXfexhw4ZhMpn45ptvAPjqq69o3bo1NWrUKLDPl7JYLLag2LlzZ1xcXPjrr7/ytPvll18IDQ2lcePGANx7771kZWXZjfiOHDnS7j5dunSxvflo3bo158+fB2D16tUMHjzYVusTTzzBX3/9xfHjx4tUe0Hq1q1LcnIy7733HseOHWPs2LG2UefXX3+db775BldXV9zd3QkKCiImJgaArVu30rlzZ6pVq4aHhwejR4+2HfPnn3/Gz8/P9tq1b9+eVq1a5ZkDLSIil/fdIStZ5iu3u5wRTQ0cmmTK8zWxteGqa0vIhFXHreyPByswY6uFsLoGPF2veFdxIIecYHU5vXv3ZsOGDXzzzTf4+vrSsGFDW8j4x6BBgzCbzfzxxx/8/PPPjBw58rLzJ/fs2UPz5s3z3Xfw4EH8/f3x9PQskdpTUlJs82IBqlevbrfvqaeeYteuXZjNZtvo8cWjyJdydXWlZ8+e/Pjjj9xxxx2sWbOGe++9t8h1ubi44OHhYbttMBjyvAGA3I/Od+7cSVhYmF3bs2fP2sJ5rVq17O5z8ZxTo9Fo609iYiLffvstS5Ysse339PTk1KlTds/L1QgNDeW5557jyy+/ZP78+dSqVYspU6bQu3dvNm7cyIwZMzh3LvetfWpqqm0UPjk5maZNm9qO8084Bzh37hx///233XOQlZWFv79/gbVs374dq7V0PvKKjo62+7esKy/9uFh565P649zKQn+8U3yB+sW+/w+HrPxw6CrSbgGOJMANjf69bQUsVivmEjq/qiy8PkVxuf6EhIRc0zqcKqx6e3szYMAA2+3IyEhbuDl8+DD+/v54eXlhMpkIDg4mOjqapKSkfE/WysnJISYm5rLzUY8fP24XWvKzePHifANlWFhYntFVT09P25QFgDNn/j1d8bXXXmPXrl18+eWXBAQE8Mcff+Q5CSw/t99+O2PHjuW3334jMTExz8hmSapWrRpNmjThzTffzLPvwIEDRTqWr68v/fr1s82PLe6xLn0TcuHCBbvbN910EzfddBPp6elMmzaNp556iq1bt/LEE0/QpUsX2+jqY489ZhtN9vLyIikpyXaMI0eO2L6vVasW/v7+tqkBhVVaqylER0cTEhJi+7esKy/9uFh565P649zKSn+CzFa+PGPmcIKjK8nrt+NWPuhvJKQWRJ+Fe9sYiDwFmSWUjcvC61NYzvTz5jTTAAB+++032/zACxcucOTIEdtH54cPH2bbtm228HjkyBHc3d0vexZ/XFwcRqPxsvNRz507d8VRvqJMAwgODmbVqlVkZWWRnp5ORESEbV9iYiI1a9YkICCA5ORk5syZA2AXmvLTpk0brrvuOp599llCQ0Nxc3MrsH1Rubi42ALgkCFDWL9+ve2j+r179zJ27FhSU4t+Uee+ffsSERFBfHw8AGvXrmX8+PFA7jxkwDZloCABAQEkJibajrNw4ULbvnfffZcHHngAs9mMh4eH3Ql0aWlphISE4OrqyqZNm9i6dSsZGRlA7uu0detWEhMTyczMtM1zBRg6dCjnzp3j119/BXJftwkTJrB169YiPwciIhWVm8lAt7pX/5H9pWp6wr4JJvZNyJ1jumZM7vd1vKGON+wa/+/c013jc/fV9YYvh+R+37E25Fjg5ggz8wfmTi0Y0MDAhOWlM4orJeeajqxaLBbbGeApKSlcuHCB/fv307BhQzp16kS7du1Yt24de/bsAaBbt262QNmjRw+ioqL45ptvMBgMVKpUiQEDBuDi4kJqaioREREMHz7cFoZSU1PtPv6+WEZGhi3klJT//ve/3HfffYSFheHt7U2/fv1so3n33nsvDzzwAF26dMHb25vnn3+eEydOMGHCBH766acCjzt48GDef/99xo4dW2K1/qNHjx7MnTuX3bt3M3fuXP766y9uvfVWLBYLJpOJO+64Ay8vryIf96GHHuL8+fO2ZcXc3Nx47LHHgNwA2qxZM2699Vbuuusu23za/AwcOJCvvvqK8PBw/Pz8GDhwIJC72sCYMWN46KGHCAsLw8XFBXd3d6ZOnQrAnXfeyaxZs5gzZw7NmjXjueee48knn+Q///kPL774Ijt37qRPnz5Uq1aNkSNHEh0djcFgoG7dukybNo3XX3+dqVOnYrFY6N69+zVfh1ZEpKwLb2Lgkz0lOz3qXBq0WHD5YBn0iTnf7y8VdRrafKqAWpYYrKU12U5KxJIlS5gxYwZr1651dCnlhsVisU0xiIqKYtKkSezcubPER66vlqYBOL/y1if1x7mVpf6YLVbafmpmd9yV25YH23rvBDQNoLQ41TQAsZeSksLs2bO55ZZbHF1KubFkyRK6dOliW4lh4cKF1K9f3+mCqohIWWYyGuhWr+SnAkjF5FQnWMm/3n//febOnUvnzp25++67bdunTJlS4KVUS/JqWKXt7rvvtk35uJSvry+//PJLiT/mkCFDWLduHcOGDcNoNFK9enVmzJhR4o8jIlLR3dTMwNw/reTo81u5SgqrTuq+++7jvvvuy7P9ShcTKEs++uija/6YRqORN95445o/rohIRdM7wEDbmrDt8kuKixSKpgGIiIhIiTMYDHTXVAApAQqrIiIiUipubWHAQ5/hylVSWBUREZFS0b62kQ61rtxOpCAKqyIiIlJqupfCBQKkYlFYFRERkVIzMdiAj1YHlKugsCoiIiKlprGvkc7+jq5CyjKFVRERESlVPeopbkjx6adHREREStXdwVDdw9FVSFmlBSVERESkVNX0MvJBPzif/u+24yeOUz+gvuOKKklmRxdQvimsioiISKkbFWj/YW60OZ6Qtg0dVE3Jio52dAXlm6YBiIiIiIjTUlgVEREREaelsCoiIiIiTkthVURERESclsKqiIiIiDgthVURERERcVpaukpERETkYh//Couj8m4Pqg9vTrj29VRwCqsiIiIiFzsZByv/zLv9wGl4cRx4Vbr2NVVgmgYgIiIiUhgn/oZPf3d0FRWOwqqIiIhIYf2Wz4irlCqFVREREZHCitoP8cmOrqJCUVgVERERKayziTD3N0dXUaEorIqIiIgUxZrdjq6gQlFYFRERESmKjQfg5N+OrqLCUFgVERERKYqENJi70tFVVBgKqyIiIiJFtW6foyuoMBRWRURERIpqyyHYc8LRVVQICqsiIiIiRZWWCZ9cxQUC/vgL2j8OAXdDyBOw63j+7fafgl7PQvOHoMVD9peBXbIV2jwKgQ9C18nw57Hi1+PEFFZFREREimP9PrBai34/qxVGz4CnRsCJj+Cp4TD2rfzbjnkT7ugF+2fDV4/BhHfhQgrExsPt7+RuO/AujOsOd71/Nb1xWgqrUqpOnTrF999/z6JFi1i0aBF//ml/5Y8zZ87w1VdfsXz5cgdVKCIiUkw7jsKGQs5dbXDPv9/vOg7J6TC2W+7tMd0gLjnvtAKLBf43Cm7rlXu7bUNwd4ET58FkhK8ehZbX5e7r3RoOnr6q7jgrhVUpNWlpaaxcuZLQ0FDGjBnDoEGDiI6O5vTp3P9Mhw8fZsOGDdSqVcvBlYqIiBRDVg58vaHo9zsUC40u+dvXsGbesGk05gZZF1Pu7c0HwQo0qwM1fWFg+3/bLo2GLs2KXksZoLAqpap3797Url0bAB8fH3x9fUlISACgSpUqhIeH4+PjU6KPmZiYyKRJk+jatStdunThhhtu4MiRIwBkZGTw4IMP0rFjR3r16sWcOXNo3bo1O3fuBGDVqlUMHDiQ0NBQevTowXvvvVeitYmISDkTWcDI6pKtuXNNmz8EMfH/fr/3JLi72ret5AYpGZc/1sm/4eaZMHsSeLjb71v1J7y1BN6aUPx+ODEXRxcg5ZenpycNGjSw3T59+jTJycnUq1cPgBo1ahTqOH///TerVq3Kd9/w4cNxd7f/Tztr1iyOHDnCmjVrMBgMjBs3jqlTp/LZZ5/x5ZdfEhkZyS+//EL16tW59957yc7Oxmg0Ehsby+TJk3nggQcYP348u3btYvz48QQFBdGjR4/iPQkiIlK+/XmZE6MAhnbM/YLcaQD7Z+d+//0m+GmrfdukNPCulP9xDsTAoJfhv8Phlp72+37cDA98DD8/DS3qFasLzk5hVUrdiRMnWLt2LRaLhe7duxd5JLV69eqMGTOm0O2fe+45nnzySVuIbdOmDWvXrgVg69attG3blrp16wIwevRooqJyz6xctWoV2dnZjB8/HoCgoCDat2/Pd999V2BY3b59O9biTLAvhOjoaLt/y7ry0o+Llbc+qT/OTf25NvxjY6lTyLbmSibb9wX1p3VWFrv/f3+lnAQCD8Wwc+s2MBrAbKHNodPstySSeckxXM8lETjpM2Ie6sOFDtXhov2VN/9FgxcjOPTOWDJcku32lYTL9SckJKREH+dKFFal1AUEBHDbbbeRkJDA8uXLsVgsNGnSpNQeb+vWrbzxxhu2ubHp6elUqVIFgOTkZLsR3caNG9u+P3v2LFlZWYSFhdm2ZWdn07p16wIfr3379gXuL67o6GhCQkJs/5Z15aUfFytvfVJ/nJv6cw35Hyx0U1PnQNv3BfbHze3f/SHAS8sJ2Z+Se/LUp79DY39ajxqQ937DXoXHh9Po8XD77WmZEP4+/PwMrTo1LXS9heVMr4/CqpSahIQEkpKSCAgIAMDX15cGDRpw/PjxIoXVokwDMJvNTJkyhYCAAL744gvc3d15/vnnWbduHQBeXl4kJSXZ2h89etT2vb+/P15eXmzYUIzJ8iIiUjF1a1G4dsc+tL+96PHcpaf+9yXU8YOvH/t3X/OHYO1LYLbAkm2wLwY+/u3f/W/cnju/9XxS7jEutvYlqOVbrK44K4VVKTVZWVmsWrWK8PBw/Pz8yMzM5NSpUzRtWrR3gEWZBmA2m0lPT6dt27a4u7sTHR1NVFQUmZmZAAQHB7NgwQL+/vtvfHx8+O6772z37dOnDzNnzmTRokWMGTOGpKQknnrqKcaNG0fPnj0v95AiIlJR+XrCXf3hfDGuZNXyOtj2Rv77/pnbCmD9/vLHGNe96I9bBimsSqmpWbMmYWFhrF69GrPZjNVqpUGDBgQFBQGwevVqzp8/T0ZGBmazmUWLFuHl5cUNN9xQ7Md0c3Pjjjvu4OOPP2bhwoUEBAQwefJknnrqKe644w7effddtm3bxoABA6hatSpjxoxh3bp1GAwGateuzfTp03njjTd45513MJvNdOzYkc6dO5fUUyIiIuVJl0AIqFG8sCqFprAqpapZs2Y0a5b/um99+vQplce88847ufPOO+22XTxJfP78+RiNuau27d69G8idogDQt29f+vbtWyp1iYhIOdOrlaMrqBC0zqpUKL///jvt2rXj2LFjWK1WvvzyS6pVq4a/v7+jSxMRkbKkVhW4s5+jq6gQNLIqFUqPHj0YPnw4Y8eOxWg0UrlyZd555x1MJtOV7ywiIvKP0OZQrWQvaiP5U1iVCsVkMjF16lSmTp3q6FJERKQs6xfs6AoqDE0DEBERESmKgOpwR29HV1FhKKyKiIiIFEW3FuB1mUujSolTWBUREREpikGlc+VCyZ/CqoiIiEhhNfOHMWFXbiclRmFVREREpLC6tQBXnZ9+LSmsioiIiBSGwQDhnRxdRYWjsCoiIiJSGEEBcEMHR1dR4WgcW0RERORiPVrCU8Pzbm8dAEaN811rCqsiIiIiF+vXJvdLnILeHoiIiIiI01JYFRERERGnpbAqIiIiIk5LYVVEREREnJbCqoiIiIg4LYVVEREREXFaWrpKREREpBBe2WTmeJL9Ng8XuL2KY+qpKBRWRURERK4gMcPCezusxKbab2/hB7drSdZSpWkAIiIiIlcwbxd5gqpcGwqrIiIiIlfw+0mLo0uosBRWRURERAoQm2Ih6rSjq6i4FFZFRERECvDxLivxGY6uouJSWBUREREpwLqTVkeXUKEprIqIiIhcxsF4C5tjHV1FxaawKiIiInIZ83dbScl2dBUVm8KqiIiIyGVEntIUAEdTWBURERHJx7ZYC9vOOroKUVgVERERp/fbcQvN5+cQ8GEOvb7O4VRy/iOeG09b6fRFDoHzcmj7aQ6/n/h3fdSULCu3/GLG5c2cQj3mF/usZJpLpHy5CgqrIiIi4tRSsqyMi7Awb4CJE/e4MKihkbt/zbtIf5bZSvgPZl7rYeTAJBdeDDMyLuLfdqELzdT3KdxjWq1W1msKgFNQWJVrYt++fcyfP5+dO3c6uhQ7s2fPZtCgQZw/f97RpYiIyGWsPmGliS+E1TUA8EA7A78dt5KUaR8ms8zwQX8jvQNy403vAANn0yDx/9t9eL2Ju4MLF31WHrOyU38anILCqpS6yMhIYmJi8PX1dXQpIiJSBh26AI18Dbbb3m4GqnnAkQT7dt5uBkY2+zfaLD1qpbkfVHHPvW/XOgYK67tDVswaWHUKLo4uQMq/Jk2aULt2bZYsWVJix5w5cyZr166lVq1a/PHHH7i4uPDYY4/x888/s3//fry9vXnllVfo0qULZ8+e5ZFHHuH48eOYzWbq16/Pq6++SpMmTeyOaTabmTFjBhEREVgsFvz8/Hjsscfo3bt3idUtIiJFl5YD7ib7bZVMFLik1J/nrTzyu4WvhhR9XM5ssRIZo6TqLBRWpdTVrl27UO327t3Lrl278myvUqUKAwcOtNvm4uLCkSNHuOWWW/jggw+48cYbmTZtGtOmTaN3794MGTKEL774gi5duvDyyy+TlZXF8uXLcXFxYdCgQcyaNYt3333X7pgLFy4kIiKCmTNn0qFDB2bOnMmrr75Ks2bNqFu3bvGfABERKZTvD1p4al3euaj3tTGSlGm/LSkLvF3zP05UjJWblpj56HojvQKKHlZ/OGRlb1yR7yalRGFVnEbLli1p2bJlodvXqFGD0NBQDAYDzZs3JzMzk5CQEFxcXGjatCkJCQnk5OTw9ttvk5GRgaenJwBt2rTh3LlzZGTYX+g5IiKC4OBgOnToAMBdd93Fhx9+SHR0dIFhdfv27VitpfMOPDo62u7fsq689ONi5a1P6o9zK+/9qQ8sape3XeTflfnztD/R0QcBSMgykZzZkuRju4g+ZR9uD6VU4uGdjXi55XHqJKRy6VN2Ot0VaFHgc7n3jO//V3Nl6Rf9LSnvr88/QkJCrmkdCqtSZrm7u+Pm5gaAyWTCzc0NV1dX222LxYLVamXDhg3MmDGDv//+G4Dk5GRatGiR53hxcXEcPnyYsLAw2zYPDw/b/S6nffv2JdUlO9HR0YSEhNj+LevKSz8uVt76pP44t4rcn5bZVqYdMZNasz09rjMwNcrCkMZWenS2T7ZWq5U7Pzfz/kAjo5o1z/dY1RKtsNlc4GMHma18EWvmUMKVa/OoVMn2fUV9fUqbwqo4jaJMAyis7OxsHnjgAfr378/ChQvx8vLigQceyDeA1qhRg9atWzNr1qxiPZaIiJQOD1cDi4eZuOdXM8nZ0MLPwGeDcz/ej0m2MuBbM7snuLApFnaeg2ciLTwT+e+I68IhuRNeb/7FTLYZzFZoPj93rdX9E/NGITeTgW71DBxK0LxVZ6CwKk6jqNMACiMjI4OsrCxatGiBl5cXkZGR7Nixg9q1a5OdbT8z/4YbbmDu3Ln8+eefBAcHs3PnTt5++21efvll6tSpU6J1iYhI0XSvZ2BvPsGybmUDuyfkbu9ax4DlictHm/yC6eWENzawYLfCqjNQWJVSZbFYWLx4MQApKSlcuHCB/fv307BhQzp16lTqj1+5cmXuvvtuPvjgA+bPn0+LFi148sknmTp1KlOmTKFBgwa2tmPHjuXUqVM88MADWCwWXF1dufnmm6lZs2ap1ykiIs5laBMDQdVhV8EzweQaMFhL68wQEbkqmrPq/Mpbn9Qf56b+XHv3/2bm/T8Kjkkt/ODzNrkXvHH2/hSFM70+uiiAiIiISD5GNzPgUvjrCEgpUVgVERERyUfP6wy0q+XoKkRhVURERCQfBoOB7nU1tOpoCqsiIiIil3F7KwMeOh3doRRWRURERC6jTU0jHQt31XApJQqrIiIiIgXQVADHUlgVERERKcCdwQZ83B1dRcWlsCoiIiJSgAZVjHT1d3QVFZfCqoiIiMgV9LxOkclR9MyLiIiIXMGdQVDDw9FVVExajEFERETkCmp4GrmjlZXjyfaXX/XUJa5KncKqiIiISCG80cuU7/bo6GtcSAWjaQAiIiIi4rQUVkVERETEaSmsioiIiIjTUlgVEREREaelsCoiIiIiTkthVURERESclsKqiIiIiDgtrbMqchXMZjOJiYmldvz4+Hi7f8u68tKPi5W3Pqk/zk39cW4VqT9VqlTBZMp/3dmSZrBardYrNxOR/MTHx/PXX385ugwREZFrqmHDhvj5+V2Tx1JYFbkKpT2yKiIi4ow0sioiIiIigk6wEhEREREnprAqIiIiIk5LYVVEREREnJbCqoiIiIg4LYVVEREREXFaCqsiTmz69OkMHDjQ7qtVq1Zs27bN0aUV28aNGxk6dCjXX389w4cPZ/v27Y4uqdhmz55NSEiI3eszZcoUR5dVIpYuXUpgYCCbN292dCnFZrFYePPNNxkwYAADBgxg3Lhx7Nq1y9FlFZvVauWdd96x9Wfs2LHs3r3b0WVdlcTERP7zn/8QGBhYZhfU//PPPxk1ahS9evWif//+LFmyxNElXbVFixbRtm1b5s2b5+hSAF3BSsSpTZ48mcmTJ9tub968mVdffZV27do5sKriO3v2LE8++STz5s0jMDCQiIgIvvjiC9q3b+/o0oqtf//+TJ8+3dFllKi4uDjefvttfH19HV3KVfnss8/YuHEj3333Hd7e3sydO5f//Oc/rF692tGlFcsXX3zBypUrWbx4MT4+PsybN49HH32UlStXOrq0YklMTGT06NEMGTLE0aUUW2ZmJvfffz+PP/44I0aM4MiRI4wdO5bAwECaNWvm6PKKZerUqcTHx9OoUSNHl2KjkVWRMiI7O5sXX3yR55577potxFzSfvzxR/r160dgYCAAN9xwA2+99ZaDq5JLTZ06lYkTJ+Ll5eXoUq5K27Ztefnll/H29gagZ8+exMTEkJmZ6eDKiqdNmza89tpr+Pj4ANCrVy9OnDhBenq6gysrvnfffZeRI0c6uoxi27RpE0ajkREjRgDQuHFjevToQUREhIMrK74hQ4bw9ttvO9X/f4VVkTLiq6++omHDhoSEhDi6lGLbs2cPnp6e3H333Vx//fVMmjSJw4cPO7qsq7J//35uueUWrr/+eu69916OHz/u6JKuytKlS0lJSWHMmDGOLuWqtW3blubNmwOQlZXF119/TY8ePXB3d3dwZcUTHBxMy5Ytbbd//fVXWrVqhYeHhwOrKr4qVarQtGlTR5dxVY4ePUr9+vXttjVo0KBM/17r0KGDo0vIQ9MARBzsl19+4cUXX8yzvXLlyvz2229A7qjqggULeO+99651eUVWUH/q1avHunXrmDt3LjVr1mT27Nncc889LFu2DDc3NwdUe2UF9Wfy5MlkZmZy99134+npyZtvvsndd99NREQErq6uDqj2ygrqz6JFi3jzzTf5/PPPHVBZ8RTm/8+UKVOIiIigefPmvP3229e6xCIpTH8g903Fp59+yieffHINqyu6wvanrEpLS6NSpUp229zd3UlLS3NQReWUVUSc3vLly60jRoxwdBlX7eGHH7a+8847ttsZGRnWwMBA6759+xxYVclJT0+3Nm/e3Lp//35Hl1IsDz74oHXRokW2271797Zu2rTJgRWVHLPZbP3222+t3bp1s164cMHR5VyVDz74wNqrV69y8//m5MmT1mbNmlnj4uIcXUqRLViwwDpmzBi7bTNmzLDef//9Dqqo5Nx6663WuXPnOroMq9VqtWoagEgZsGbNGnr06OHoMq5a/fr1SUxMtN02GAwYDAZcXMrmhzzHjh0jISHBdttqtWK1Wp12VLUgKSkpbNq0iQ8++IA+ffrQp08fzpw5w2OPPcb8+fMdXV6xrFmzhqNHjwJgNBoZNWoUWVlZZXpFgFmzZrFixQq++eYb2xQHcZymTZty/PhxLBaLbduRI0fK/PQGZ6OwKlIGbN++3W6uWlk1atQofvnlF06cOAHAwoULqVevHg0aNHBsYcU0c+ZMnn/+ebKzswH46KOPaNasWZ45bGWBt7c3W7duZfXq1bav2rVr89ZbbzFx4kRHl1cs69at45VXXiEjIwPIXTYtPT29zAaJyMhIlixZwoIFC6hRo4ajyxGgY8eOeHh48N133wGwb98+Nm/eTHh4uIMrK18MVqvV6ugiRKRg7dq1Y+7cuWX65Kp/REREMHv2bCwWCzVq1OD555+3rQ5Q1ly4cIGpU6eya9cuXFxcaNiwIc888wzXXXedo0srEX369GHatGl07tzZ0aUUS1paGtOmTWPz5s0YjUY8PDx4+OGH6d27t6NLK5ZJkyaxa9cu/Pz87LbPmjWrTI6yLl++nFmzZpGTk8PJkyepX78+RqOR119/neDgYEeXV2j79+/n2Wef5fz587i7u/PEE0/Qv39/R5dVLGaz2baUWGxsLJ6enlSpUoX+/fvz+OOPO6wuhVURERERcVqaBiAiIiIiTkthVURERESclsKqiIiIiDgthVURERERcVoKqyIiIiLitBRWRURERMRplc3LxoiIiIiUosDAQDw8PLjjjjt49NFHbdvj4+N5/PHH2b17N/369aN69epUq1aN8ePHF+q4N954I9OmTbO7OMXtt9/Ojh07aN26NV999VVJd+WKMjIyWLduHadOnaJSpUp06tSJJk2aFLm92WwmMjKSmJgYMjMz8fHxoWPHjgQEBNjuu3v3bg4ePEh8fDxNmjShV69eV6xPYVVEREQqpMTERDp16oSnp6fd9v/85z8A/PTTT3muSPfhhx9Sv359FixYQHx8POHh4axcudK2/8SJEwwdOpSVK1dSs2ZNAH7++Wdef/11Fi9ezMSJE3nnnXeYPXu27T6fffYZ33//PYsXLy6trhZow4YNGI1GbrvtNuLi4li2bBl+fn55LkBxpfaVK1fGy8uLoUOH4u3tzYkTJ1i1ahU33ngjlStXBsDLy4v27dtz8uRJzGZzoerTNAARERGpkPbt24evry87duyw+ypolDQqKoqBAwcC8P3339OzZ08qVapk2x8QEEDv3r359NNPAdixYwcvvfQSc+bMwd/fn759+7J582bOnz9fqn0rrOzsbP766y86dOiAq6srtWvXpn79+hw6dKjI7V1dXenQoQOVK1fGYDBQv359KleubNfXhg0b0qBBA7vn7Eo0sioiIiIV0v79+2ncuHGh2mZlZdG1a1dSUlK47777qFevHlWrVmXUqFF52t51113ccccdhIeH89BDDzF16lTbJWTd3d1p1aoVkZGRjBgxokj1Ll++nDNnzuS7r3bt2rYQXRSJiYkYDAZ8fX1t26pVq0ZsbOxVt09LSyMxMfGyI7SFpbAqIiIiFdLevXsLnJt5MTc3NxYtWsTtt99OVFQUAF26dKFhw4Z52rZq1Yrg4GBGjx7NnXfeyeDBg+32N27cmP379xe53uKE0SvJzs7Gzc3NbpubmxvZ2dlX1d5isfD777/TtGlTu2BbHAqrIiIiUiHt27ePEydOsHTpUtu2UaNG8fTTT1+2ffPmzW23k5OT8fLyytPOYrFgNBoxGAzcfffdefZ7eXlx7ty5EuhBwZYsWXLZEdJatWoRHh6Oq6srWVlZdvuys7NxdXXN936FaW+1Wlm9ejVGo5Fu3bpdZS8UVkVERKQCysrK4ujRo3z99dcEBQUV6j779u0jMDDQdtvHx4fU1NQ87aZPn05ycjINGjTg559/5sYbb7Tbn5qaio+PT5FrXrZs2WXDp7+/P4MGDbLbNnTo0Cses0qVKlitVhITE6lSpQoAcXFxVK1atVjtrVYra9euJT09nUGDBmE0Xv3pUQqrIiIiUuEcPHgQg8FgFz6v5MCBAwwbNsx2OzAwkGPHjtnmowJ8/fXX/PbbbyxevJjNmzcze/ZsRo0ahcFgsLU5cuSI3XEK69IwWhJcXV1p0KAB27Zto0ePHsTFxXHs2DHCw8OL1T4yMpKEhASGDBmCi0vemGmxWLBYLFitViwWCzk5ORiNxgJDrVYDEBERkQpn3759NGnSJM/8y4Ls37/fbhpAz5492bp1q+12VFQUM2fO5IMPPqBatWoMGDCA7OxsVq1aZWuTmZnJnj17CA0NLZmOlIBu3bqRk5PD559/zqpVq+jevbvdSVHLli1jx44dV2yfnJzMvn37iIuL4/PPP2f+/PnMnz/fbmWB7du3M3/+fP744w8OHz7M/Pnz2b59e4H1aWRVREREKpx9+/Zx8OBB2rVrZ7d93bp1tjVBL3b+/HkSExNp1KiRbVt4eDjDhw8nIyODmJgYHn30UV5//XWaNWsGgMlkYsKECXz88cf069cPgNWrV9OpUydq1apVir0rmkqVKjFgwIDL7r90RPdy7StXrpzvHN2LdejQgQ4dOhSpPoPVarUW6R4iIiIi5VxQUBBubm7cdtttPPLII5dt99Zbb+Hn51foK1jddNNNvPLKK7ZACzBhwgT++OMPgoODbeuzyr8UVkVERETEaWnOqoiIiIg4LYVVEREREXFaCqsiIiIi4rQUVkVERETEaSmsioiIiIjTUlgVEREREaelsCoiIiIiTkthVURERESc1v8BT2BLw5AubvgAAAAASUVORK5CYII=\n", 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"start_time": "2021-09-23T15:06:02.165358Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 26;\n", + " var nbb_unformatted_code = \"shap.plots.waterfall(shap_values[1])\";\n", + " var nbb_formatted_code = \"shap.plots.waterfall(shap_values[1])\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shap.plots.waterfall(shap_values[1])" + ] + }, + { + "cell_type": "markdown", + "id": "0e9df0eb", + "metadata": {}, + "source": [ + "### SHAP Scatter Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "f191265d", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:27:30.779429Z", + "start_time": "2021-09-23T15:27:30.438632Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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"metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:06:02.802526Z", + "start_time": "2021-09-23T15:06:02.526563Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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"cell_type": "code", + "execution_count": 28, + "id": "244faf32", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:06:03.056825Z", + "start_time": "2021-09-23T15:06:02.804271Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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5Cnxf6Y3sZ8CVXIj57nZoQqp+XwQCwdWGEF0humfAP8qLIa+0ZNeCE/hHm+h2d4MKr/+6vJgvvs8HoEUTAy88GYpGPreb6cgD68n47AAA2XOOkrBvDLLuzH5tSlZJ+YFbQc21gOacLnfBGMe2RD8gHtXqRBN58a1PudBOaZe3UP5ORTe8OT7zbkXSi9tTIKhLqNWfUue5Kr2XN2zYwIQJE5g4cSIvvfQSbrf7ol+jUZ9QrnurHf0mN0FnrKhwf20on2rdc8BOTu65X79oQ1bZ37YjRcxdWURG0ZkjQhmf6o3k53FO0l3XAk2HqCrbVbYk4160E9XmPOc+VYcc4FUrggvg/8MBlE0poKq4ftmDa96OWrmOQCC4fIiIVFeh6NrtdmbNmsVbb73F7Nmz0Wq1HD58+JL2ITa6fA+qv6+Mv++5v41Bo8qniPdEBHLT79D+rRIyiysLr65rLP6pz+B37CnMP05Aks98Pfcna3B2fA3XiA9x9n8L1XXxH0ZqDe0/xqS/xKa8QCC4BIgtQ1fd/N2GDRtISEggODgYgKlTp17yPtx5cwCB/hoKixWGDvDBUE3WIFVVkaSKN1fcKx3w6RTCp8uKeVEbgSpJpBeprE1yc33ryu1JPgY0PmffuuSeXb4/Vl1/FPVwNlLT8LPUuHLIH9+EsGQn7g3H0I1qifZ6kfFIIKhr/Bst239y1Ylueno6BoOBp556iuzsbNq0acMDDzyAVlv9UBIvxj6bkzQ+aahmZXj+nQn3QSuWx4+h5rgw3B6K4e5/ZBaKgqJevtg2e/qulxXI3UdiYs2mhv85nohwHaciNbv8DOzNTEIpPVHTIV1eTDr2vdgOaOc53rbtsnbnQrmY99qVgBjPlU1tjCehujiz54EQ3atQdO12O3v37uX9999Hq9XyxBNPsHDhQq6//vpq69bGTXQ2tk9dRmmGR0Dtn2Ti9VseDX8YgE83j/WZvSWHDq9v4Ov8nRS1iqDFsEh69WlVySpOX5hE0sJU/DuE0vSexsgamcTExErjUb9pjbvFUtS0Qrwe7EO7NhcWHetScqbx4HaDwwVeZ7fwrzTOOJarGDGeK5u6Np66zlUnumFhYbRs2RIvL882nm7dul3yNd2aUtEbWcWSZmHHnatpt3I43uFebJm2DWumjcBcK/WO7IcF+zn0dxMaf9y9rFbW/21h9RuHUSSZ5N8zUN0KLR5qfsbrSUYd2heH1/KowO1QKM224R1qRFOFx/UFs2o3jJ4BhRaYNhamj6+d6wgEgkuGsHSvQkeqrl27sm3bNmw2T4KBHTt2EB8ff5l75UFVVA59c4QdM3dRfKyEhm90wrtVABIqsqxwuF4AB+0a5g9ezol9RXBym5HJUp7XNuv7oxXazPpoB4pU/jHl78i7NIOpAmuenXnXreK7gX/w4/V/YSuopfjIT38NBaWe7EUvzoWM/Nq5jkAguGQI7+WrUHT9/f254447eOihh5g0aRJGo5FRo0Zd7m4BsPON3Wx+JpE97+5j+fUr0UWa6LRzFC0+64o10IBb43m7XcVOHn8hGfe9bTDHeOPyKvfUNbc7LX/ulhxkvQGj0yNskqoSd3251/OPBxSe+NPNypQLSz7v/mkbzru+wT377AkPAA4sSKUgybNvOP9IMQcWpp7xvPUnVIbOdzPxNzdZpeexO8+7PH6zqtWQN/cozizLubcjEAiuIIT38lU3vQzQp08f+vTpc7m7UYmcLbllf9uybJSklhLQ3J+QO5rRsmEAabevK3vd7FB59w83P/8xGG2RndSZu5A0EvWmtAIg97dUdg//AxSVIC8J/5YaIp7sQMi19QD4M9uXJ//0iO3bW1U23SyREH4ekbFWH8I15lNQVZTP1oHZgOa6dhXOUR0u7Ld9j7LyEJpWTYHyaFReZ0gGYXGqDPnJTeHJREiFdoWFo89xC9AHd8PEd3An5ZCaHUHBIxvQv7mbJtvHo/G7utZ4BQKBBxEc4yq0dC81Bw/aOHLEVqNz9c0DyQ32pcDfjLmBD171vHHaPcIY3jGYxvc05WBkCFua1ic9JBBNqYvE3Tb0oV7Ev96JBjM6ogvyWHi5C5JB8dyiqlUl4qmuhIxtVHat3UXl4RHdKmzNOr/bWd11wjOFe+p4x/FK57i+2IT7u0TUjCLqL/+bJrmpBOhdtLktnkZDKwfqKLRTJrgAyUU16Juqwn8XwIhZ8PlKaBIFm2aQ3O06CvA4njmOFWPdkXPOYxQIBFcGYnr5KrV0LxVffpnNnyuLAfD3UokO1nDL/RFERFe2tArSrGz+Mx+nrwkkiSSzhlk3b8fthmtujiD/o10UHy2mpZeOHQY9nQ8mkWc2EewffMZr+3QOJf1TTzJ72ajBu3VAhdd7BhXy3fFQnAr4GaBfzPndvPKQlhC4GPJKwduAPLpt5ZOs5VuYJKBdZhJKZiq+n3ZCcrhg73GICYYgHwAizBI3N5P4dp+KRoLHO1T/bBe0cBe8ssxzsCgR4sOgTwu8u4RTtDAJAI2/AUPTgLO0IhAIrmT+jSL7T4ToVoGiqKz6s7jsuNAC7iM2vv80g8dfrJxwoCjdhkuhzDnKVuIm29eIQYa/3ztEeIqnLY3VSZPUTKw+RgJLLah7cqBh5a09EXc0RtbLlOzII/j6OEwnk9kDHN2Uh+OLXF6JkDCNiGNoawP1/Wt2Mxd9u4+sJ1ej8TMQcE9LrAsPou3TGf/h9dD2bohUv/JDgPbOLrh+3IGyPgkFCQUN6DRIZh10fx4Sj4KfCVZMgwRPnOqvh8hM7gj+Bojzq75vhuMFFQuOZEKfFoQ+1R5tsBH74UICJjRBF2qq0TgFAsGViBBdIbpVIMsS4eE60tM9Vp58cgrWZj2z01JEC1/MwXqK88o9kf+IiyTFz8wTW3ZzelyoPH8fvNyedkuy7VRF2C0NCftH1j2n3c3CF/ZisakcK7HR5Kej1O915i1E/0QpdZJ+2zJwKrjTS8l6/C906knvY7MXwRM7U/LhFtzJhZhub4uuscepS/Ix4rXuEdyZxVinLEF7LB/jw93QHEjxCC54nko+Xg6f3OOpI0m0DaXC1PXZyBvSnIiFuyG/FOqHwvCEsnaC7mxRozYEAoHgSkeI7lmYPDmcBQvySU+1k3GoFINRZvSE0DOeqzNq6PNIIzbOTiEr38WfvoHsC/FMhVrGN2W/VSWooIgSPxMugw59YTH+IXqaDYs8pz65HSpWm8onbZqS4mdGVlVid7sZ27IGjkqK6lkAPoWqYsSBCri2pVE0bRXFr64FoPSL7YQffADZv9yLWBPmg/l/N5TX33oUJKlMWFWDDuxOJIMObA64fiYs3Q69msMvz4BP5RSJp7A1CIYDb8KBNGgdA77CohUI6hpielmI7lkJCdVx190ekXXYFTRaCY3mzDfN0pkH2LUwDYdBj7GxH8sjy6eMu3cyczQ1mtw1aRidLnQuN+5gMzfO6YArx87mu9cD0Hxqa7zjqslTu+EYPkYnKX6e8xRJ4rNEV41E162C/oEOWD7ejt6swZjn2fMrAXKhBcem8pCRSrYFy/o0zEMaVNEa0L4BfHkf6id/wLYTqO+thr+SYM0zSPPWwW9bPeet2g0fL4PJo8qq5v2aQt7iFHy6hhE28aSDWIiv599FQHEr7HhlB9l/5xA5IJKWj5Vby0cP2zh62EazFl5E1ROe0ALBpUJ4LwvRrTH6syQ1OLEph2OzD+KDRwTzgXduUPkzV8OA+jKjmmlwPR3N+zsysJzcVeSwKcg6mY0TV1O0txCAov0F9F89pMrrOA/msHbsany9/TC2dWE7mW+2WUj1T4/OAgdruv6KNaUUtP40GB1Hyf+2sLxhA3wcNoaFleI1sgn2PzxOS3a0bL55A503B2NqWC6EzrQSihccQd/IH/M1sXBrH9RdGbD+BCDBruOwaDto/vF+acofCoo3ZbF3xHJQVDI+2o9s1MBFjm9y5JujHPjY44iWty0P/2b+RA+O4uA+K6+/ehxFAb1e4vlxMoF/H0buEI1uaM2m6QUCwfkhLF0huhdE6oIUMv/KoOC0qEyyquLnpXJPDz3yVoWUXBeHcyWC7XbaDwll/fcnUFwqPW6ph86gofRYeYL60mMlJM47TuqOQhp0DqT18IgK1ytal06pbMTfamfaL+tZ1iKOhKFhvHqNH/8k868MUhelENAygPhJjchYlOIRXAAkjn99mIlTJpER4PE4HluYzp0L9qIGRONls+Ow6lEKXGT/epzYRzxi5C6wcazz97iOe/oc/ukAAu5shRQVUPEJNioAenSC33fA0m3QqzmuwZ0pnrICTYiJUm+/su1QAEW/HcPsSqO0nwbv29ue8+egFDvIfmo1rpRi/B9tj/eAWGzZFbd52bKtAOzdZUE5uSzvl5OPcfR87PaT6/DzbkE3ps05X18gENQUIbq1LrrHjx/njz/+oLi4mIceeoijR4/SoMFZpiyvMNxOhez9RZhDjWQWqhw+YKVJcxNexwvYdM/6svN0vgacBi3IEsOfb8r0VS7+s8rjLLX212xG7k5CcavUa+PHsOea4hvqmdaMv7sJB9/aC4DX8PqsfOcIAEm/p7MjSyGrdQT9YiRiCopJx4giq8iKRPP0XNoey6Tbw9dg1PlX6HPm6gzW3PgXqqKSBNgO5ZP23iHP2uvJZArHQ33KBBfgZ58wxuxZDwYThQYTJtVBlr8vGbIf3Y45aBinx7Yjp0xwAUp+TSLgzlbw0ABIK4DNSUjXd0Dq28xzwvePA6DaXGQ2/hB3ahEqIHeNxeCnwV7oRjLI8M1mvN0O8r9NQrU4MT/Y8Zw+o+wnVlH46S4ALCtTqJ90Jw1ubEDS3CQsxy34NfUjZngMAI2aGsuWoWMLstHYyx3f3KuThOgKBLWIsHRrWXRXrFjBSy+9RNeuXdm9ezcPPfQQ33zzDWFhYdxzzz21eemLgtupsPDezaRty8fq48XhqAhUFbRaiVubVLSkmg2OQG7gR2zvMCLaB7LmnWJOPdU1O5aNctKB6fiOQlI35pC+PhOfKBMdprQkaqRHEPZsKYQdx4hOzeZooC+TckNQ/lLQKQpTFm8lOq8YXYMAgg/lo7UpyHaV1C+OYOoQSt6xUpzeer5fUoLjfwdofJolmfb+TpQSPbIMqgYMqguXvqJTU6BUMeH98TB/fuvXBrYrLNydyRvPhxHdLBBNoBF3nmfsph6ewBiSVoM0a1zV72NGCe7UIhQknOhgQwb+Bg3mV3qg/rwTJbF8psC+PrWC6Kr5FpS9GcjNw5ECzuxc5UwqLD/f6sKdUYp3m1CG/HUt1nQrpmgTGr1nertFa28efTqSwwdstA5oC9ethyIbSBKagY2rHINAILhwxJpuLYvu559/zv/+9z/i4uIYM2YMAJMnT2bChAlXhehm7S0kbZsn0H6R3lC2+8XlUsmPDEDnp8NZ6ETro6Plg83wbeKZ5k2csYuYlTZI8Fh87gADFHr26WoNMmtf2Yli84ic26HQ7QnP9G0zPwMF0zcRlpLHqiYxKLJnXdQpyxwMCyQ6rxin1Y1DkvE6aaFl/JjMliIoPG5lbbOGFOgNGBvFUu94Nl4OzzkhlkIyCUFWAEWl1by+RD61mpvW7GBhx2aE+Mn8OlpL7q5IMpedQG91kRXlV2YVO12w77CDuD5mYteNo+j7/egbBeA3oVmN3kdNPV/0nSKx/p1B2fSS3Y3ebke1W7GhnixXMfQt3wOtJOdh7fo2anoRUoQvXhseQY4NrNS+/0PtsK4+gepwYxoYi76lZ6+x1kuLTwOfSue3aOVNi1aeiF7uvx/GtewAmnZRaHtePTMwAsHViLB0a1l0HQ4HcXFxAGU5Yk0mExrNOcbhvUyYQ43IOgnFqeJtsSGhoiKh0UDT3sGEDhpM/vY8AtoEYoouD8u49Md0LKEhDNt9mAi3g5dnt2f3t3qKsuzUb+vLhpd2lJ17KnkAQGCMiYiiEhSg/ZF0ZEVBkWW0bjfxWadl2Tkt65AU5U3hcc96ZZFWB4DNoOen3u3pfOwENi8DwQcLiU1Oo0j2Juj5LrweVI+dL9/IGPL5opMTQwM/ShceItTHin+ISvYeJzFpeSS2jkOVJPQ6iTSdjpt/ddMx3J9HpnetlPP3FBmlKtPXK9hd8HxXmQb+EpJGJnTlzRTO2kTOy5vg5Jqqwy2T5QhCwkUQBRi618P7zvZlbbnmbkdNLwJATS/CNXc7+if7ed63hUnkfLoXY2N/Iv/TmbhDt+POtGBoF4p0yolry2FIzoaBbSttV8r7OQn7oQICb4jH8HDPGtwNAoHgQhGiW8ui6+3tzZYtW+jQoUNZ2fbt2/H29j5LrSsHnwgvhrzRnt3zUvCLNjFyYBTHkhw0aelFXLxn/6opquJYknPdvNO5LfaTDxYTs1MJC9IS9nBDANwON0d+OkbW7kJkrUTTUfUqXrRpEGxMJ+FoOq99u5J9EUF035uK3aQjLSyAsPwi0uMDsaeX4BNuoPnLbdk9fQ8AsTl5JIV6rDxvRaEg0ON1fLBTGzQlh5ACjHzYtAlvbPZYlknpKlHH02kZeALnnYtABW/A+6Z2xMUE0NJylKM2PYaRjRm9QYOKynf7VIq25fLsLcFoDJUfnm5Y5GbNyfDN69PcHLjDc4vJ3noCpvdE360eliVJaJsFse/BzahOBfDG1iOUjqvGVxBzuUFQhbbleM/YbIcLOTpmGbgUin5NRtLLRL3WFV2MZ7yWE6UcfXIl+oXraGg5hNw6Bja+Bl6edfTM93eT/KBnP3LG/+2k5Z5xZTGvBQJBbSJEt1ZF9+GHH+aJJ54gOjqazMxMbr/9dpKTk3n99ddr87IXlbgeIcT1CCk7blaNn83+DHeZ4AKU9q4YMlKj1zDyi26kb8vDHO5FQP2K+3L3jm2PtWgPsqKSFhdFh30p+FodzOvbDrdGwx5gXGEy3B1Ar7FtCfDX0rvIReqS4/Q8fBjNzr8pLS1mebuuWAwe6057tITiYph1bXv+Ou5ZF22clsPkRetJUyFdhgSdAR+HJzpWQDMzhr0HCf5+G42BOUndUQcOL+vjphU5LP1wE/GuXIIamwh8bQCaeI9A7i9PtMThAnApKlq5/IvmPTAO74FxlGzNOSm4HhQ75RbqSbTXt0H/1ijcfxxEM6Ax2utaA7B6t5WHJg1DUlWeWbIB/6NF5e043KwavZLSlFLwaUuxxkzCzq2wOwU6evYDF/1RntTBmWnFujsPXe9zC1IiEAjOHbGmW8uim5CQwM8//8y6devIzc0lJCSEbt264e/vX5uXvWxYHCqtozRE+EmkF6pIEozoXNH5x1XiJPmjA6iKSvi9TSq1Ed3chx9aetYWFWDqwI7Uszto7PYIlAosNIRxYosPX+zI5oXbfKnf3BfDjGRc27IBCAz3ZsT+fRyODKfepMYUPb2X7bEh/NWm/AGgcVou8slvgKpAYYAZn0w7kkmHaXhDnN+tZUt0NF5OJz3X7yZy4GDS0GFwuhi56SAxaUcIt2fDTihefRC/I1OQzAbuaSPxykZPw7e3lCoI7umYWgfga7BQZDch4yY8v3J2IwD9I73hkd4Vyibt9yU9zPP3s6N7s++68oQMtiybR3BPkqs7aS0fzfSIbnYhvvW1nJqs14V54dWy8jqxQCC4+Ijp5VoW3UcffZS33nqLYcOGVSgfN24cP/zwQ21e+pLz4Sorzy6wYNDCzOtNyLJE4zANHeN0Fc7bdtNqsn9PAyDnj3Q6LupPaboV70gTGr1M70H+yBqJ1VstvJ8sU6jV4pZkmtgsqG5QVJUTPh7nIJsT3nk7nW57j2Bw+9Bem4fB5caZYcObYtok56HLSSfqjZ4cfPlAhX54RXsjbZNQ3SqyTib5v4NZWCgzprOJegESX8e2ZH5QPZa2aMJ9vyfy4bT5rG8bTWCphYASO76ucmEjqwQlpQBN8zBe7qFheLyK3Q09o6v+gkk2Fw3sh3GgRYcL7VE3amoeUr3qBbCo3NkZa5gZ794m9mz0TNc3aetNQNtA8rd7om1F2T3vNcu2Q4t60Ot5wvJL0IU1xn7vKAInNRdTywLBJUKIbi2J7rp161i3bh27du1i1qxZFV4rKioiMzOzNi572XC4VJ5baEFRPVnwXl9uY8e0M6egy1ufVfZ3/oYsFg5eTvGxEvzifRg8tw/GQAO9rvFHauDN8+96PJ5LNDJBsVq6aO1kzj3E7wktyjybdRaPAtl1OrIDfFBdKsVeBsx2O3H5eRyx6pgXGMu7O+pz/FcLn++XCCm20GbzMRrf1RQ/fw0r9H6sXZBJw7xCXl8fwGM7NzLkQBpD2MK0of35qWMzbli1j4Ebj2KNN1Fs1pBd4oef1QKA3DIcOb58/bVTRPVfLMlsQJsQjTbxmKdAAff8bWgf7V9t3f+7Vs/9ixzIEvzfUANz3kxhx5oCALoMDmL4/L4c/2wX+me/IrL0pAXdOhZm/wX5Hse1wMyDEGeBuIsTdlIgEFSPEN1aEt3Y2FiOHj2K2+3GYrFUeM1oNPLqq6/WxmUvGxoZTDqJYrtnWtVsqPrGCr02mvR5xwAwNvUj62REqsIjxRxdmELz2zzrjj3jdbw5ysRXf5Vi3pdDo03HKZZUgotL6LnrIHtjIwkP1RGbmlbWts/NTUn50dN2oZcXv8a34Xi9cHTfHeV1YrjFXEL40r3ILjeSW8Glwpo2DZj3XjLjU9IBiCqxsFMbQAM87fY8coxtER5nL1mFEquCVa9jd2g0OXZfer/YEuO4VkiGc7+VtE/2xz7+S2x4ocOJqeGZk0n8k7s7arm5jQYJ8NLB89Ny0Kjg1mrZsbaA0fdFE/dIe2itg+/XQqsYXDf0wf7fJRiR0Zxyn24Qds59FggE549Y060l0Y2OjuaWW24hJCSEwYMH18Ylrig0ssSXt5mZ+rMFLx28c2PVSQvafNmd0o7hHM5wEdzAC/vrO5AVFZ3ThTHIyCsr7Kw+6uLaJloe62Ok9eZj7DzmsdYUFdw6LTHZedTLyafBTQ0w3xlHxu5CYrsG46NRy0QXwK3RoEpgdCvkrckm/Ikw/IM0OA4VIwGpPyXxriuSei5XhT6GWMoDf7h61ufTLk6KFxuIyThKNvUBUGWJTF9/9JM6IOkrx6W2OFUO5kMDP/Ct4iFEHdiST3sMJRs9I7bto7nDQDXpHjyk5+E97v/gYBqb+o0kLN0zPVzoayas9WlJFPu2gr6tsO7I5liTr4gr3IgGBVUjIz19HfQSKQMFgkuLsHRrRXQXL17MsGHDyMnJ4ZtvvjnjORMmTKiNS182BjTTM6CZvlJ50lEba1YXExau45qBfmxOdTMqKRCXAuo+mcAh3Qmy23lIm8Oq8FCe/9HjQbz8kJsYX4nWCQHsnO8RXbdW5oi/D/VzC9GqKkfmJBF3TQQj3u/ied3u5tD8ZHLWZVJsNpERHlT+ZJlUwhtPW+kR582JQwUA2HLttCsqYHFsBJ2OZxJWaiXXZGRl4w4cCQumfrdgbny8Kcs6LUZxybh8w2iTm8SGyGYUBfrS4c54NGcQ3ByLSrfv3RzKh0gzrB2vob5/5S/bM79YeH3kQADmdGnFivlbMF9Xg6hQz38PazyhMxP3aeFkFwJsFiY8FVfp9Pyv9uFVmIEXnnVoya1AdmGl8wQCQe0ippdrSXQ3b97MsGHDWLNmzRlflySpzonu6WQnWdB7yagGLTP+k4bN5pE+m1XhoMnoEVwJiny9KJIljuHDewUa2u5xVGjn9w0Wrr8vjFFvasg6WMxmvwD+b7OWl39bS3CpJyBG1o7yoBkZ2S7iX+pE6i/Z7P67FFkDvj4aSnM93r2WEjfHzQayfLwJKS5FZ5CZ3FNP6job3yU0p11WPmk+PqiSxIJ2bYkM03Povp00c3imYwv0Pti1OlK7NKa4RCVtaQn+CUU06+BZF1VVlcKd+fx0QsuhfI/XdloJfL6siBe6gC62YmKGP13le5yPhAWRGxZNxQ1WVWB38XPLjvzatD04/GlzvAAAvygvvMyV9w7rG/hRgrEs7hWAY0M67ueWYZzWH0kv8n4IBIJLQ6382rz44osAfPzxx7XR/BXN0jePsG1RBgA+rQKx2cqt3+RjDroN90GWrDglCU7bTpPvUOmen8O3bn+sGg1ml5uuJ32T4roGE9c1mMxEK3ErCrDotBQYDPhbbcRd49lf+sfSAr7/OgeAzt3MPPt/YXibNeRlOXjrGU+6vhPeRj6NjMIyqindKOGZPbvYff867tbLHG1Yj1xvM74RbtLQoXW6iFywGwpP81IGkq9pRXGJ5yFCUeDv9UV8XORNoR2GLt6O9vsDhEjQd2gn/mwdB4D3G+tI3r6P8LkjMI9qVNZWgr9CYr5HJGOcJTSf3KrS+6m6FWwbTqANM6FtGEjhHyfY2HcI17eORT0ZmevuvQdpuD+TQ6UGPrlzO8OfaEBEs3IHqaAHWuPOs5G90Bt/exrKgXxsu2ywayWoKl6v1v0lEIHgSuB8LN01a9bw5ptvIssyjRs35uWXX+b333/nq6++wul00qZNG6ZNm4YkSWzevJk33ngDl8tFVFQUM2fOxGAwcPjwYaZPn47D4cDHx4dZs2YRGBhIZmYmU6dOpbS0FEmSmDFjBjExMbUw8nKqThJ7EUhLS2POnDkApKSkcPfdd3P33XeTlJRUm5e9bNhKXGWCqwL5ewoI1HjWSyUJOnXxpntDHYse9OW5QUY6+HpekxWFvgeT8V13jJdiHYzIL+CJICs3DKtoGb74m41b1+2iQU4hwaVWtDqZRg944h+vXO6ZLt0VYOaJdDPtvlPJdMnENTYx/v5ImrTxJrV1KBbFc9Ovx8zfRzzXVx0KbbXFPP1GfT5/LZLvbjMwevFmuqakEZ9fQLqvCSnISMTERiz3CjnlhoRdlnlBDebtrSpf7VG5J7gRbklCUmHiyh20OpbJA8s3MmbzHnAqFL6/rWwsilsl7vu9jNxzjAGHTnBX6lGcW3Momrcf5YRnLKqisqnvT/zvvu18NWotG7ovZP/AX1n5WVqZ4ALsMflTEOiPS6Ml67CFn6fs8qQRencp3P0J0qo9BD/XiaLZd1Lwwm3Y3IGoSDjQ4tqffRHvAIFAcDbUM/w7G3a7nVdeeYWPPvqIH3/8Ea1Wy759+5g5cyaffPIJP/30E2lpaaxYsQKXy8WUKVN4/fXX+fHHHwkMDCzTnylTpvDEE08wd+5cunbtykcffQTAK6+8wujRo5kzZw4TJ05kxowZtTh6D7U6r/byyy8zaNAgAGbMmEF8fDzx8fG89tprddIK1hlldCYNDosbRZaRJImAtHwCGwXQc1QYXbp69td2b6ije0MdD3dz8OroDZgKbASXWvHuF87kh8OYXEX7ARoFk6M8EITicHP/5HQG9PUhNFzHvjzYHOIPQIkVRv3gYM8DRrr0D6BL/wB2/uZkU6JHMjWSio+9vK3sTAdup8ofv+Ty49Ii8nu2xb+whJ5b9yF5axm6dQjpGU7SX8kjLySIcIuVjQ3DSLZryh7d8nxMWAw6fGwO9JLKHZv30vzY8bJnW12D8ocIl1PBUeLm5p3bicjJp9THyOEP1+JAR6BUROz3g3G3iGR7vgFVknBpNOzPcdIc6Lr/OP4WGwUmI95aaFZYhFWnpfW2JOKSc3BpZPIfyibg/Tmk+AXydGETDi7NoGVqEQF2J7f7B2Et8KYUE8pfGronl2CMrZELl0AguADO1dJds2YNnTp1IjTUs7PhpZdeYtGiRXTo0AE/P8/vyaBBg1i5ciWBgYFEREQQHR0NwODBg/nggw8YPHgwubm5tGvXrqx80qRJPPPMM6xZs4Y33ngDgP79+zN16lTcbnet5geoVdHNyspi1KhRFBYWsmPHDt544w2MRiNz5869KO2/8cYbHDhwgE8++eSitHehaLQyN/ynGd89ugvlZAxhCShNKWXx/9JJ6GLG7Fv+lnv56rnv1eZs+/AAxoAAuj3b+qztf3GbmWf2xtF74wE0isq++HqossTyv0qYNS2Mgz8Ww2mzwQU2cCsqmpPT2K/102JxujiSr/JgBy3pf5iwOV24dBryIoL477PH2BQaiNPLTKzLxpqoEL5sGE2Q3U7xrYk0H1EPm0bGptFTaNCTrtODWy2bJh8a5CBzSEM+xo8Qq5Xeh09wol0cLQ3+aGN8CPpvr7K+6Y0aBsS7CV12DAkFfb4TCXAjkav6Yp/1F8YldyCpKurJ91I++VwckV/C3NVrWX9/T7rEyNj8/dj0fRpxyZ7pda1bIWVBDgHA+LH3syHGM6V9MN6HG46k8VvDznTactTTZq6d9f/dR7+Pzi2Hr0AgOHfOVXRPnDiBwWDg4YcfJisri3bt2hEcHExwcHDZOcHBwWRmZpKVlVWj8pCQELKyssjPz8doNKLXe5YA9Xo9JpOJvLw8QkLKQ/9ebC6JB8mGDRto2bIlRqNna4frH1tUzoetW7eyf//+KrPdXC5iWvvRppGWxCOehPEq4NRocdpVSorcFUQXIKpLCFFdavYB14sw8M03LXBZm/D8fw6TdMLjrKTXSYQEa3nnsUAWve3g+MlUvmluDd2+c7PyBg3eegk/o8T/RpZHyEqc3JQl7yUhSRIhbYL43BrAMT+Pc9NRPyeldo9VnOXlxffGEMZ+ehC5aRNOpept6auwtUgCt5seMTKvDjaSkNeSk6mDkYFxEU7+l5BAoUVhUr5Ek9MMyhbNDGQDGpSyr6IGFRM25Hqh6EK8adTSRNKOYmRVRXa4MQyqhznel/nOMNIXZHEI6N/ViFOnQZEk5JP5F3WNgiBLQ1JA+Xvbcf9x7l/0KzGODIrwIRnP/uODip52VpUAryvrXhII6hrnuk/Xbreze/duvvjiC7RaLffffz8BARUDD6mqiiyfeaX0VLmqqhXOP6Ubp5dX19bFolZbb9KkCffffz9vvvkmo0aNAuCrr74iKirqgtq1Wq28++67PProoxfeyVqgx7MtiVdKMFhsFHl74dRpaZFgJjSy8pai80HrpWXQACsJbYw0rK/n8XuD8DFr0GpkUh4zcFdnLXhpQJb4OwN+OlT5Vs/YW8SeucmEm9z0HhZIw1be5HiV969UXzF8payqmEvsTBnpRfMYLYMSDKy808Dc67V8P0rLnxO0/J5EmeACONqGsbF+PX5cY2V5op0H383H4Sw/wTyuKXLDgNMk1/OlDOkRgPHt4dgnzKbD8pV0TNuP4lRxajUEPdUOxwMJpNvKH14K7RKRCf5s7hRPaagZ/2ujaThnMGyfweMNPcFZrl+/n6nzN5LvCGIPTQiiALvZzZK29Xk4OJ4W79lILihPwCAQCC4+KlKlf2cjPDycNm3aYDKZ0Ov19O7dm7lz55KVVR7ZLysri/DwcMLDw6ssz87OrlQeEBCAw+HAZvPEJbDb7Vit1kqifrGpVUt32rRpLF68mHHjxtG7tydovcvl4tlnn72gdt9++20mTJhwzm9OYmLiBV33XGg8K5BGqoql2I2t1E1guJVt287PaWdfoZF1WT608LfSNcQTwcrHDIN6pHpOUE5w+tC8rSEglWfNyT9xmESbJ6RkzjoLeRst5GTpcJaoaJ0utn1RgtNXT7OWzdgc7ol93NJZTI8WRXy9LwD/YhtDj6ZS71ojcYEHeXyAp93D++FU2vflG7S8sLYJyBqQJGRFpXtgFuuP+gAeAc8vUflr3Xa8tCpeXh7x3f56J2Ys8qNLSiqtMrPY3yqK5jf4MvrdXwn/dgtaoCElFMQEUzy8Adm+aZTmpGMw+GG3e54Zvb1zaN/TjnOwNzp9PG5g13HPPt5+CfBjSQmGX46WvR8utFgwsj0+hFnDOwOQXqSy4KX19PPLx3FNGJwhbeG5cCnvtUuBGM+VTW2MJyEh4aK3ea7Tyz179uSrr77CZrNhNBrZunUrY8eO5fvvvyc/Px9/f39+++03br/9dlq1akVWVhYpKSnExMSwePFiBg4cSEhICBEREWzevJmOHTuWlUuSRJ8+fVi6dCmjRo1i6dKl9O3bt9Yt3VoVXaPRyJgxYyqU3XnnnRWOx44dy7x582rc5saNGyktLaV///6kpaVVX+E0auMmqm32ZSvc9ZkT28kZ+QU3aBnZRENiYmKV42nVVuXIjy62ZKoMrAcPD/QEnMjaXcDmT1aDCi6zjM7hgpM3mLbIwRilkHqHrKh6mZfuC6Jlu/p8CLhdCm5HMHpTxdsl9e9cktdkkbYmk20aE9YOMjjcIEvULyima5Qvsf39+b+fSlBV6NRIy/wfAikpVejV08zdd4VQv5nK83ssfB1y2gPUBsjzVnmWv8uKOt3bDOMDPcqO4+MdrN9QSkSElh7d65/1PUwATtylZ/+WDQBoJCf7giMw2CUkVSU+q4CJm7czfNsuAIJWlRD5543VfjZVcbbP5mpEjOfK5moaz7lOLwcEBHD//fdzxx134HQ6iY+P5/bbbyc8PJyJEyei0Wjo2rUrPXv2BDzOuw899BAajYZGjRpx/fXXAzB9+nSef/55wLOmeyonwOTJk5kyZQpff/01JpOJmTNnXrSxVsVljwrwzzn16vjjjz84cuQIkyZNwuFwcOLECaZNm8ZLL71USz28vGxKU8sEF+CvZJWRlTMCVmDXMReH1xbgp8Kmg7C2iR89muspPmEpu+uNxVaQJPaGB7MiJgJfh5P3R/kyoYkfZl8tvv7lt4ZGK6PRVnz6S/07lwX3bznp968S4i5F18yO8+SKhVOB5ONOts9PomeAniG3RbJtYwk7ShUkVeXvFXl0a2+kZYIPc242MniuA2te+UCX+EXzXLto1G3HORYWyYd/BjAgOIeR4zwOEVFResaOqTxdvy1T5cEVbhQV3uqnofPJ5AtRdzchL8Cbl74v5M8W9cj1M/Hfb37n0/8tIdDiAFUlX28iwGHBtioFpdCO7Geo6cckEAhqwPns0x0wYAADBgyoUDZy5EhGjhxZ6dzu3buzcOHCSuXNmzdn/vz5lcqjoqL49ttvz7lPF8JlF91zdYR67rnnyv5OS0tj+vTpdVZwAbpHS5j1UOLweEIPbFD11EdRSinHV2ewQfHj9GeZXSlOejTXU697CAENfcg/XIyMSqms4ZNWjXFoPVOpr2fq+P6a6tPcbU9XuHu5xLFrOtEkr4jOqdmE5hTgUqWykE+Fvka2b/LsWSbfwZFf04lclwwlErmRARjcbua/UIz2uXgWWH2xogXvkwFDrC66NdDgtXUKbz1zmP1JCi0OpiA9uIPXP4sjfnwcIyZF8McWK3uOOonSu/G32WneyY9xq/UcOhmk6/qFbo7fW36L720VyY/J5bGZNzeOYsJKzzQ0kkSO0Qezw447yIf8ZakE3dCw+g9IIBDUGBEG8goQXcHZaRQks+l2Hb8fVegQIdMj5syiW5JmYeHolTgKnZSaTRh7t8fmljDooFfzky7xZh3XzelJ3sEi9v2QzJplWWWCC5BSQ0eiYd/aOSF5429y0/pwKS4vL9LqedGjqIA1fp5p4h71ZNhRXqdgYxZBB3II9TZQEuaJFqW4Vba8swtL82gwxoDRcztqDTJT+3n6JfsY8bLm03bvMb4Y1Qu7QcfW1XZ2W3P4ffdJy1hVaZWbz+qfs3F3iAetx0LNK8/bAEC3SIkAI+TbPM8Gox9vgnbTQVylnnZ8GvpStN0OuSpHx/0BKgSNE8IrEFwsRJahq1x0IyMjr5g9urVJ8xCZ5iFnX9zP2paHo9AT7CK4xMLz5kwY1og29bXEh5d/zDovLWFtAgltHUBsvwzWJbpYlq1Fp4HHelY/nepWVDJKVDBKhBda0SnlX6O7WsiMbqVHr4E7O2jZFBrO6sW5+PtrCPxmPwB6hwtJUVFP7u0N2bqXt+d+zpwX3qPQywsAlyqRY5Mwu12ER+kpCNJSaPbCbij3qN571EmZWS1JWLRafKwu7juexOeGYA5GBvNKJ5WP3s8kM8NJ/2t86dHLl80TNCxNUmkTItEjWkvOD304/P4+DKFeRDQ0kXp/ufdj6cZMIboCwUVEWLpXuegKyglq4Y/GqMFtcwPQupMfDbtWPVUsSRL1B0SwpL/KznSFIJNEtH/1XnsaWWJqTy0vr1dIN3vhkCX0iookQfuOPrRIKBfGXsOC6TUsGFVV2ZiTyYlFqagy+OYXI+kUWuYcos/hjegUN4+s+4uX+w9ClSQGxEo0C1B5dcpxMtIcgIY2fWMJLiwh289MpkGH04In1KMkoVUU/BwOZLeC8a/jPKYcodfH3fj7AKzc4PH2/vzTbBo2MhIfoeeBduVf/OAuIQSf3CdtTy4mLcCAO9+OpJXxHx537h+EQCA4C0J0L7vonqsjleDM+MWZGfp9L1L+SCOouT9xg2q2F1qSJNpEntv2mJf665nUTmFvrkpxv/oEZ5dSv5EXDVt4n/F8SZLo8kk3Un5P49dpu9G7nOCC4II8dIobBYkAm8STjhxG3BpG50gJS7H7pOB62FovitdejWXYFxb+TPd8cRsXW4i1OOjbTEOjAi0ZC1LQuVyogGV3HkX28rCTqgrFxQrhEVWPyxDrQ4vE60n96iDuEC+8Oosk9wLBxURYutWIrqIorFixgmuuuabWOnDttdfWWtv/NkJaBRDSqnY3dp+iQaBMg0CgkRfgVe35kizhNmhRXOUPWVlj+kODdqSFRhJlkHlgdDiqw03y8ixMoUbi4o0cO+JZmG3ZWM+JbXn8mV5+rRSTER+9RMf+PrTVe7Fg4WHcgKyTiOoSgu+CXGQFFFkmvp6W+IbVT58f+TuPNXNPALD7z2xGfd/rjDmDBQLBuSNMrGpEV5ZlPv300/MW3aSkJL7++msyMjJQlIpOOqeyPNxxxx3n1bbg6mL5IRepOh+0YV64Mq1IGonG4+KhV1eigQaJiciqwk+3riN3fxEAQ55rRWG/UORcC8df+Zv1RU6CxvYn1+ART7tBQ2KgP2P/gsSJvoya04v0zTmEJwThFWHixOp9xEsSblkmwmBApeqUXdakYg49sonUDdkYTTpsJh05ewvJ3ldAeJvAS/EWCQR1HmHp1mB6efDgwTz66KP06tULf3//Cq/169fvrHWnTp1KdHQ0Xbp0qfUoH4Irl9dW2XlmmWeqOGFQAl/FF3LY6E3nXWacO1x8OlCmPpB/pIT1BVqk8EAaZ+SR/Ec6wz+LI/HVZByFnh3AU5ZuZPNtnUjyNpNY6JkWL7DDimSVu9r4EdzMM6XstLkxeGuwl7pJMxt5o0lT7n3TzXNdJKZ399TbnOpmZ4bCNXGQP/4P8v7Ox4RElGznSCN/VL2Gr+/bgW99M+P/rxU+oQbkKyzWt0BwNSEs3RqI7oIFCwA4evRohXJJkqoVXZvNVhb5Q/Dv5cfd5UEvEjNVvCdG8NA8hWyrp+z2ZQp/dofnkkx8PNgTlrHXvmRea2oHwBxTniUhoqiU93qorPXTM+aXU2kKoV1YRTHUGTWM/U9z1n2dyttB9SmStaDCixtUbmupsjvdzYjZNhQVgq2lbNibSBhu9tEQjSKzMyKM0GILJf5+bJN8eeETF9kmDWMby3w7VEaTXQgj/ws7k2FiH/jwHk/SZIFAIDgL1YruL7/8ct6N16tXj+LiYnx8fM67DcHVT8doDYknPAIZ7ScR7iNVmGQ69ffsg+WlfzerR6dHPLdn45sbYM+zk7Mjj5hBUYR1CuF64IfhsD5NZVgDiQ7hlQWvXitfxs9swc0zyh2yUFV0Gvhln6ssW1KOlzcbomK57sBumnGUt9pcw+a4SO5YuZW3EppjMehwlbpRjPDDAZW2aZk8vfdX2HTI08DHv0NmIfz8FACuJDv752zBGONN7P1NkDRilkcgACokN/m3UiPv5ZUrV7JmzRry8vIIDg6mX79+dO/evdp6HTt25J577qFXr16YzRWThE+YMOH8eiy46nh7mIEGgTJZJQr3ddHjpZP4bJDMpCUKTgU+GShDEbQIgi2ZnjqtwmU0Oo9YSbJE60eaV2r3hqYyNzSt/vqReoXjDk+0rDC9QqRZoks9DZ/87bHAjU4nrbPSAfDCRqP8bAbMOcrH/RKwnNwb7G1x0iIriXVN4jj0eyY2bQmeDVknf0QW/A1LtuLs0oKCe5PIL/Bs3XJk2mj8Srvzfu8EgrqEWNOtgeh+8cUXLFiwgL59+xITE0N+fj7//e9/mTBhAuPHjz9r3dWrV+Pj48O2bdsqlEuSJET3X4ReK/Fkr4pxkgfGyaTdV24BJibCL6M1vLrRYxE/2+XiWYe/3aRnynInsgSvD/SI6ISWMis/SKOkqISHNqwkPj8PNxosOgMlRi98bbn42OxlbciKwn9+Wkamvy9HomOx2iwYIwIgvaD8QjYnlp92op4UXIDCzTkoDjdumxud78VJ7SgQXK2INd0aiO7SpUuZPXt2BSeqiRMncv/991crup9++ukFd1Dw7yHCLPHegAtLqXcmWoXJLJlQcbtQSZ6Tpim5oKroNXpsBgNah8IX7bozp0MHNjaOYVBXb3Sheo6szuT6LTuoV1hEvcIiohzZ+Mq5sPV1GPgS7EqB6zpDXjHmOz/CLPehRPKEuvRuG8DiZj/jLHLS6P6mtH5RWL2Cfy/C0q2B6Lrd7kpey8HBwZW2AJ0Jl8vFnDlzWLt2bYWp6euuu054MwsuK35hBuq19CF1dzF/Ne6I7v/G0D7Bi8f25zEwzIRPaDOaRuuYBKxe9Bd7dJDl401kcT4dMpKQ3hrPt3l+PHz3LHxlF/8bbqDXA/9Fg0JnZQ1ZUjjGd25i97ICnEWe8JyHPthP/B2N8I4xn7VvAkFdRYhuDUQ3ICCAZcuWMWjQoLKypUuX4ufnd5ZaHt599122bdvGkCFD8Pf3p6CggIULF5Kdnc199913YT0XCC4AWSNx08zmHN6Uj8lfS/CMhWTecAhjjIkOf92NFO1x/pv18lGmdhuIq6eGIJuNxE5ZyA19yDlox6vLD3zhVvi/67twrzGWvZ0bw6It6HAS5ZcHNzRBu74864OkldB4XfYgcALBZaOuTC+npKSwdOlSioqKmDx5MocPH6Zhw5rFaa/2F+Dxxx9n8uTJzJo1C39/f/Lz8zEajbzxxhvVNr5u3Tq++eYbjMbyGMDDhw/n1ltvFaIruOxo9TJNewbhWLKXbd8WYycOkiF+4mKs/x1GfqaDX07IuBp6prxzjUZ+NkXzaAM9h/vPJbDYs+fpqbnreKJ3DDxzHQT5kPHHVsIevx78zbR5uhmuUhe2LCvNnmiJMaT8u6AWWnEuOYAcG4C2a+zleAsEgktKXbB0ly1bxtSpU+nRowc7d+5k8uTJfPHFF4SHh/Pwww9XW79K0T1x4gRRUVH4+vry888/s2vXLvLy8ggKCqJVq1bo9dU7hSiKUkFwAby9vWs0NS0QXCpKj1mxU36fHtngJLD7N5T4+xA0okdZuawofLjBzm0ddRUe2WXgwwEyyDKWXVaM8wvIX/gFsg40Vged7+2GceGYCtdULQ6Ku3+Issfjru31xRgMt3Ws1XEKBJebuiC6H374IfPmzaNBgwZlYYyfffZZrrvuuhqJbpULq/fffz8Ajz32GAaDgQ4dOjBw4EASEhJqJLgAUVFRfPXVV1gsFgBKSkr48ssviYyMrFF9geBSMCE7hiJj+T3t5fTs6w0pKGbArmMMOnichOM5DN5zjIMY2Z4FTT7pTkGcP6vax5E5PJ52GjtKagGODzYAoHU50Vg97Tg/Wo97X2aFa9qXHMKypxArXrjQ4Jy78xKNViC4fKhn+He1YbfbadCgAeDZiQMeY1KjqZkTaJWWrkaj4brrriMzM7NKL+U5c+actfGnnnqKp59+mg8++ACdTofT6aRp06b897//rVHnBILaZs1BJ7+5zeybNIBBO5KIK8hnyL7DZa+7NBpiC22M2b6d4btXo5/jQvUbT9G4rtxy17WU6HXoXG7Sp+1hyv81QzVokeyeTEennulVwGVxc/pXsuTNv1FOljgwYGoZfqmGLBBcNuqCpWs2m9m4cSNdunQpK0tMTKwUi6IqqhTdDz74gK1bt/LOO++c957a6OhovvnmG9LT08nNzSUoKIiIiIq51VatWkWfPn3Oq32B4ELxN0mgqiSF+vPRNe1olp1Jn+MHkRxGUsKC2NEohphwLSNX/Y2f1TNj43rgO/6rNKRE70mE4NRq+Dowhke9DGi+Gs+JB5dgKLLj5bSjxUUWwcQZjJy+aUkpdZ52JGGY3PvSDVoguExcjZbtP3nyySe5//77iYmJIT09nfHjx5OUlMT7779fo/pVim54eDhDhgzBz8+vRtGnzkZEREQlsT3F+++/L0RXcNloFa3l8dZOPtmlYFQVVINEl+ceIKbIxhBHMR1jtUy8NZjC78tXYhySTPryTOgSUBZvWaNIrNpiY/D4VuwIdyBvMKG8uBHsboKui0Pem0bObfPQRPvi8+4QlLb1sO4uRO+y4/dsNzRhYhuRoO5TFyzdTp06sWzZMtasWUN2djahoaH07NmTwMCaZSOr1nv5QgW3OkQSe8Hl5o0xXrwxBnIsKn1+8IJc8G9k4j/jfAgwen4kPps0luEfzMHgcvFK76EE2xwM33aErQ2i8LM5CSux42Xw5Po1+UDCM81w3BmHK8eG3lcmp/7b4HTj2pKGfW8eeQcduNFRKhlwbi7CXOpE9tZdzrdBIKh16oLoAhgMBlq3bl3mFJyXl0deXl6Ntg1d9k2DksjMIrhCCDZJbL9VQ5YFwkygkcvvzVGPteAe7ydJznLRKK+IdrkFdC0pIrbQQHKJTHCJhR1vZxA+uRG4PF9EfYgX+hAvXHuzwFkeGtKdWYqKHhUZVCj5PYWcD3YS+mTCJR+zQHApqQv7Vt5++20+/vhjVFWtYDRKksS+ffuqrX/ZRVcguJLQyhKRZ5jpjQvVsuy5QNxulQ0/KxRm6+kwOJglMw4SdawEAKfDRUafuQQVlLA+/iClj3al791xaJuHYrylDbavdyCZ9WiGNIXvK6bKdDsVfj6kYNZBl1+2YPv1EIYe9fB5rqd4MBXUGVT56r+X582bx5w5c2jatGmNPZZPp8aim5ubS05ODk2aNDnniwgEdYXiPCe7txRTkO0gMNaEf7iRjAMe0Y1NyyKowPO375EcDn68l/V+enrdEo37li7QrTEBI2PZ0/YnCg0m/O02JKDYy8D79jA+WagwYM9BvvxqGQD234+iifbF+7a2l2m0AsHFRb36NZeIiAhat2593vWrFd2MjAymTZvG9u3by0JCvvjiiwwdOpQOHTqc94UFgquRX79I49jeUgB++fg4D7zekFXb7egcTiK0Fddk3bLMsbUZ6D74G/fGNNxo0fxwgkcH9CAxLpy4nEL+74c/yAn1Ye9xJzSDu9ZuqtCGc2/2JRubQCConscee4znn3+e/v374+3tXeG1jh2rD3BTrejOmDGDTp068eabb3LrrbcCMGbMGGbMmMHs2bPPs9vlCEcqwdWE016+KqWqoNFrOBgZQu+t+5BkyPb1xtdmJy0kkEP1wrDkmei1ZR1xJKEgMSP7RhK7efbkHgv249tuLRnryqGobTjYQac4kVA8672oGHtEn3df7UcKKF6chLFlEOb+MRc6dIHggqkL08tLlixh3rx5/PLLLxUS90iSxNatW6utX63oHj9+nDfffLOsUYAWLVpgtVqrbfzRRx/lrbfeqlQ+btw4fvjhBwBmzpxZbTv/5KOPPmLjxo0oikK7du147LHHzrkNgeB8uObmcI4ftlBS4KLb8GAiYr14olc+8Z+sIdCdS7HGh1869WRp42Y0KCrG11pEnCsJABmVBu6UCu01uzWe60e0pptTw/8lKnh1qof+6DFAQts2HMPgRufVT2daCUc7/YA7zwZAvTnX4jeu8YUMXSC4YNQ6kFxu+fLlLF26lLi4uPOqX6M13dLS0gpmdGlp6VnPX7duHevWrWPXrl3MmjWrwmtFRUVkZpaHxDsVTqumrFu3jq1bt/LFF18AMGnSJLZs2SKmugWXhKh4E1O/aoHbqaIzeH5B2q/cjJ/7CBLg4y6ga/pufmzVBkWSsOmM2LQGjC47AGP0aTzqlcGCND0Jace595vVpL8Zif8j7Xmtvh/ZcxNxYEBCJS8wkgDD+fk6WjdnlgkuQPGyZCG6gsuOqrn6Ld369esTG3v+CUqq/UYPGDCAu+66ixEjRmCxWPj5559ZsGABAwcOrLJObGwsR48exe12l8VdPoXRaOTVV1897w537tyZtm3blpn1fn5+lJSUnHd7AsG5IssSsqH8x0OPrcLuw9AIBxHBGo7bvIkqtfJJ91sYuWMJMZZMNP97gMfuWEJHdxgKUFrgwJRyjPybUvCd0gUUFRUZFShddYLcP9MJ6nvmwDJnw9guBNlXj1Lkif/s3SvqwgYtEFwElDowvTxkyBDuu+8+Bg4cWCn049l08RSSWs2iqqIozJ8/nxUrVpCbm0tISAj9+/dn9OjR1SaiX7p0KYMHD67BMM6P3bt38/zzz/Ptt99iMpnOeE5aWhojRozg1VdfJTg4uNb6Ivj3oksrosnY79Dbbbh1Wg59NobCJuHkFWvRONzotmXQIDeFol4NeSmzMUv3e9M2v4hu+UUgSXQ8cIAu+w9SdEsDzD8koXG4UZA4qgnH8GFj9O29q+/EGZASC9D+lI7S1g/3WJFkRHBuJCRc/H3jv/h9W6lsROHNF/06tUmfPn3OqH2SJLFixYpq61dr6cqyzNixYxk7duw5d65v3778+uuvZGRkVErnd9ddd51ze6ezbds2XnrpJV577bUqBfef1MZNdLlITEwU47lCsD71Pi67EQkXWo2NmNd+xXv+VOh80glqiOe/hbudzF9nAS3EW22okoQEbG7ShNbHUmg0bRCux1xsu2UVW72C8W0VyPgJrTF4nftCmCujlOQR3+BKK0X6K5fo4e0xdT8/a/dq/mzOhBjP5aMuOFKtWrXqgupXK7r33HPPGTfnu91uPv3007PWnTJlCkeOHCE+Pr5aq/hcSExM5D//+Q9vv/02MTHCK1NweVHWHAFARyGSDbz3ZcB9H8Oqlyuc5zz53GlyKxwO8OegJBFTXEqDkhLC10xA3zAQnaryZ9/2ZKc7oAhc753gjifrnXOfLCtScKV5fC9Um5viuQfPW3QFgotFXdinC/D777/z559/ls3+Dhw4kN69a5a0pFrR7dmzZ4Xj0tJS/vrrL/r27Vtt44cPH2b+/PmVEtlfCIWFhbz88st88MEHIi+v4IpAM7QF7p+3VYwqa/E4TrFmLxRbYWBbRrXQcl1LLXu3WHCffAhN9jVz701++HUIZk+6iy/X29hepKE5ntSAx5NsnA/65kGgkcDtWT3Sx/mgqirO1BI0gQY05prlxBYILiZ1wdL96KOPmDt3LgMHDiQuLo68vDymT5/ObbfdxsSJE6utX63onimt38SJE5k2bVq1jYeFhV1UwQVYuHAhVquV6dOnl5UNGTKEUaNGXdTrCAQ1xTDnVlzftcS9aAPyz2twmw1oZ90KL/4A0z1b4xjREe3CZ5h/qzePlzhYv8dxsrbKovcSqfefg/TvcRP5NiDAF5ssk1BcSrtuvufVJ2O7UHw6BmHZmIGMgu2LrWzfWMDhVZl0LTxMUISCdkBjtB+MR9Kdeyg7geB8UK5+zWXRokX8+OOPFbIK3XnnnUyaNOniiO6Z8PLyoqCgoNrzxo8fz/Tp0xk2bFglL6+mTZuez6WZOHFijQYmEFwqJL0W3aTOMKkz2B9gx84dJHRsAbe/x5y2g1nYqj9Bpfk8faCQ6CZ+PDrGh6yCQg6ku0kNMLGpQX/27AzxCO5Jkk1GbujkxYgJoRWu5TqcR8Hjv6Pa3fi91g99uzN7Nqd9f4g/C8y4mzai5fFUdhbomNiiK/2M+xk+ez0cA/dnOUitItE+XP2slUBwMagLlq7b7a6Uxi8kJKSS31JVVCu633zzTaWyo0ePVrtXF+DZZ58F4Ndff61QLkkSf//9d406KBBcVRh0cPKH5USblsz3GwRApm8I3y618VQTP2LCtLz2cCD1Pi7PPHQiKIgGqoWjeJwC/RWVjcdUHv5H87njf8KZmA5A9uZ0/ObegHlARb8GV2Ypy1/ZS+HJB92NDRvyV8+GOLUygf/43qp5Fbf0CQS1SV1Y0w0MDOTXX39l6NChZWWLFy/G39+/RvWrFd01a9ZUONZoNISFhfHKK69U2/imTZsuqgOVQHA1Ic+8BV7NLz+WJVSHC8dTiwjYdpw+I29ildsPgAnb1nPHiU3ManQtMZlZHI6MxzTAk1ykyK7ie3JfsPtEcVl7Sr6VpGt+RvNyT97r3AabXeGxghQocuBWVHROF06dFrtWi6xIjF+3i06Hclgc04nBqVuQQ7ww3NvjEr4jgn87ah3ImPXMM8/wwAMP8PLLLxMQEEBeXh5eXl588MEHNapfreh+/PHH5905WZYpKSlh/fr1FBYWMnbsWPLy8iqZ5gJBXSSioS83Xa+ycEkRwUEaJtwQgPP/VuF66y8Aflr7H1a1jiIkP5sexw6g6rT85/A8AFy711N4z8N0fNfIFruBRthZd58Xvs/2oODhpaCCDQMgcWd+KBt2qEz7YRVD+7Vn0PYj3LM/HRVY0zqOGeN6kqU3Qlx9/m4YzaNLNvF2uyFcm76C9v5el+8NEvzrqAtruq1atWL58uXs2LGDnJwcgoODadu2LXp9zZwTqxTdM00r/5MzOVmdztatW3niiSeoV68eubm5jB07llmzZtGmTRvGjx9fow4KBFczo4f5MXqYX9mx/XhB2d96t5vh7QPQfrkeNDJKbDQcLgJA63Dy2rtJbLnGE3v5EAZenp3LLdd3YFdcA2In/07oAU8GoqPBARicLrICzKQF+nDHH56g6xLQ7FiWR3BPsi8qBAUIKbUQX5JbNhUuEFwK6sKarsPh4NNPP+W+++5Do9GQnZ3Nhx9+yH333Vcj4a1SdP85rfxPJEmqVnTffvttXn/9dRISEhgzZgzg2bt79913C9EV/CvR3dMN15xtkFuK3D4azVs3wcwxIElIv+9FvfkzcCuAyoKGLSrUTS5Q6fqdG7fqh+m2Ufy57hcCOzUAPwN2C6xsHodbI1NoMhJU4klIkutT0ZJtlJGLn93KsagQ5t48hbv0FdMRCgS1SV1Y050+fTqZmZm43W40Gg1eXl4cOHCA6dOn85///Kfa+lWKbnXTytu2bau28dLS0rJIKacCbAQEBFRbTyCoq8itIjEdfhY1tQApwoz0/LeQVQhPjEAe1wlaRaP0eA3ySwnML+RYaAgYtOBw4dXAG3eGpx2LRsfWTAvrj8pknjRkD0aHEFBq59kJ/Xls2d+0aaDn4z5dPdd1K0zauJmpS1bgZ7ezXteIv6TzT8QtEJwPdWFNNzExkSVLlpT5K5nNZt59912GDBlSo/o12jJ05MgRUlNTy1yiLRYL7733HkuXLj1rPb1eT1JSEvXr1y8rS05ORqcTT9eCfy+SvwnJ3wS3vA3feNZ3WboNkj9Gbh6JtOYplNeX8WZgOje46pFfbOP5+jay0lWQwgDQuVx0TD3G2voVt97F5+Yx8sAeFndpxqAPmrDYS2bjW2sJeGsZDTLKw6yXGox0bH1x99ALBP8GNBoNiqJUcBJ2Op1njNx4JqoV3dmzZ/P+++8TFBREfn4+vr6+OJ3Osunis3H77bczadIkOnXqRG5uLs899xwbNmwo20okEPyr2X+8/O+8EsgpBrMXUosoNF/eTi8gAyhcnETqiF9I8/Phf4+N4aZtm7hx29+0TE/noT//YmnTZuSazfhZrSz8/E1CLCWUGIz4TH8OOSaQQU/1hO7BWD7aQuncg+QYTESW5tHdnA34VdE5geDiUxccqfr378+tt97K0KFD8ff3Jzc3l4ULF9K/f/8a1a9WdH/66Sd++OEH4uLiGDNmDD/++CPfffddjaaJBwwYQFxcHH/++SdBQUEEBwdz++23n3MOXYGgTnL3QEj8EFTAqIMDJyAuFNXiwP7CMpTUQvQPdceyMhVUiCwo5qMvljB/eAeOpxxHUf1ISDnKthkzOR7gT1qwL7sjInl54FACLBZeGLMAeZcD7+4RxC8ZjnaYHf23O4l02ogsycM5fyfafg0v97sg+BdRF6aXH330Ub7//nuWLl1KdnY2wcHBDB8+nJtvrlm2pGpFV6fTERcXV6Fs/Pjx3HTTTVx77bXVXiA6OpouXbpQWFiIv78/0dHRNeqYQFDnuesaePprj5Vrc8Jt70Ha59ieWITzow0AuH7dh/mZflgpxIIvrbNyuO7BQAyFRWTP2w944W+z4Z+dhVHS0eu+eyk5GXo1X+fLO7uWUboundwv9hHUPxy7TkeqOxQrRsJzvBCSK7iU1AVHKo1Gw4QJE6p1JK6KakXXy8uLpUuXMmjQoDIvrfj4eIqLi6uryqpVq3jxxRdxu92YzWaKi4sxGo289NJLdO3a9bw6LBDUKU7PZu1wAaAcyCovK7FjevYLGuDE3rIxyjePYGgSwLHS+uTYZELIIchciNIsEtc+Z5ngAmT5lIdelU1ajiQWsdOnJeZCz3UOz88m4M8MgvqG1+oQBYJTKHXA0j1y5Aiff/456enpuN3uCq/Nnj272vrViu5jjz3Gc889x4ABAxg2bBiTJk3C19eX1q2r93x85513mDZtWoWMRCtXruT1119n/vz51dYXCOo8H98Lt79X/jegu6szR7aUUKwxEuPOwafYCYBh90GINlK8KZO8n5Kpz3G0KDhL9Phu3kJ7tNy7fhUfdeuDzuXi6UN/o/HVYWrgTUA7M/uH/YjZ4QOUC7M903qpRyz4F1MXLN3HHnuM2NhYunfvfl4RF6sV3Xbt2pXFTh43bhxNmjShqKiIbt26Vdu4LMuVUgD269eP995775w7KhDUScZ2gzEnZ31OWgFHir3Z7RcLwHEphKGWZMxuC4T7g68XkmzFhxK0eHYTyKhY8OeobzidDx5m2M4dtM9IJaw0jSKicG3XI3VZTA+3C5ekYaOmOyWqP37NvAkdLpZ7BJeOurCma7PZePfdd8+7frWiO2zYMIYMGcKQIUOIi4ujbdu2NW68RYsW7N+/v0JGoX379tGyZcvz6qxAUCf5xw9R/u7yeM1uVSa/dw9KTxSjG9sWXxeYO4YS2MUb08a9uNFhJ5Ctfi0ZOWkchV5G9C4XS79/l4jSFIzk48Qb2e2ZUtaqbsIMqcQ2tBK14TFkL7F9T3DpqAuiGxsbS1FREb6+55d2s1rRfeqpp/j999+59dZbiYuLY8iQIQwaNKhGGRVKSkq44447aNiwIX5+fhQUFHD48GESEhJ47LHHys578803z6vzAsHVjrpwG2pWEdINHZH8PBmGYobVI/mXVFS3il+oHssmK6WlKryyja3vHiXm4SY0TlwLuNABugGNWJNbn0Ivz7SxUyMzv2F3up84iJESJCRUPGEhARpN7QJPjgTdeWX2FAjOm7owvdylSxduueUW+vXrV0l4b7vttmrrV/ut69mzJz179sRut7N27Vr++OMPPvnkE9q1a8frr79+1rqNGjWiSZMmFcp69BBZTQQCAOXFhajTfwFAff9P5M3PIem0RA+MYtDiARQfLcbXYSdz7NGyOiaHg9QPt9HY6Sorc5RKDD12jFFv7KIee/B2Wdnj3xA3BsCGXm9D/foJpD93QfemuBxaXAFPgrcB3Zzb0fRtXLlvqsfDSz6DZbIpXeWPZJXukdAnRmQRE9Scc429vGnTJh5//PEK20xfeeUV9u7dy1dffYXT6aRNmzZMmzYNSZLYvHkzb7zxBi6Xi6ioKGbOnInBYODw4cNMnz4dh8OBj48Ps2bNIjAwkMzMTKZOnUppaSmSJDFjxgxiYmLO0iOPX5Kvry9btmypUC5J0sUR3VMYDAY6duxIaWkpNputRvlw77333grHdrsdSZJqnI1BIKjLqIt2lB/sSIXj+VA/BIDAlgEEtgzAnW8jN8YHV0oxKip2nYY870CUmHjkrUdw6b3J2uTGW7ERyWHMePLltsk/iIIMKEgOO2Tlw4d3o9qduHyeAKcbSh24HvgBzd7nWXLYzZt/uzlaLBHgBXvzJBTgowEypy8Gbc1U6fm9G6fiWUv+pIOdO/qITEWCmnE+08s9e/bktddeKzvOz89n5syZLFiwAD8/P+655x5WrFhBnz59mDJlCl9//TXR0dG8+OKLzJkzh1tvvZUpU6bw/PPP065dOz777DM++ugjpk6dyiuvvMLo0aMZNmwYS5YsYcaMGbz//vtn7c+33357zmM4nWpFt6ioiFWrVrF8+XK2bdtG+/btufbaa2sU2Hnjxo0sW7aMF154gbVr1/LUU08B8Oqrr9KnT58L6rhAcLUjdW+ImpjsOYgLhkj/SudoAoyEXxNI8eepaHERXJKNNdQb+csHoMiK+4QN583LWNaxNUV+7el1dCM9j24GQD7paAXgevg7TryfgapKmN1mzBR6pps1MskFKqPmuXDIMmgkKAYUFWSJ+/5QWH3a5NS6EyrOk80qSLy7uJQEP4W27bxr5T0S1C0uRpahtWvX0qFDB/z8PNHUBg0axMqVKwkMDCQiIqIsFsTgwYP54IMPGDx4MLm5ubRr166sfNKkSTzzzDOsWbOGN954A/BEmpo6dWpZIoN/8vPPPzN69Gi+/PLLKvt2USzdgQMH0qRJEwYPHsyLL754TrlwT20ZAnj33XeZOnUqzZo147nnnhOiK/jXI70xDhqHQ1YR0l29kAxVODUdyMTEya09CgQe3g1PfwO/PYfe5mTTgBx2BXi8nb8Juo5YNZ+Y2zqgvvMbUo4nVaBFNWPfXwBAHkG4ZR3+0Sq6j2/keLGKw03FX4OTP45aVG5fE0v2SguTu+sY0EiLTlJxqhKSqhJebOPgAUmIrqBmnIelu3fvXu666y6Ki4vp0aMHRqOR4ODgsteDg4PJzMwkKyurRuUhISFkZWWRn5+P0Wgsm3nV6/WYTCby8vIICQmp1I+NGzcyevRoVq5cWcXQLtL08ty5c6ud464Kl8tF06ZNOXHiBFlZWQwZMgRJknC5XNVXFgjqOJJWg/RAv2rP093cDvfaJAA02JBxlgXSkIw67IOawN82wDN9V/zzC9DGG0Z2wt7xFRSHRA5xp18Zt6JBfesG5G4N6OBS6RghsTlLBZ3nR7F+Rh4h/hqMkd6sPuZx8Jq8zMmBJhp+Hawy7asCAgpthFkdtGhZ8wdxwb+bc7V04+LiuPvuu7n22mtxOp3ce++9dO/evWKbqlrlftlT5aqqVjj/VHKC08ura2vGjBkAfP3119X2+9tvv60yLGS1XhDnK7jgEV2r1cqKFSvo1KlTmeA6HI7zblMg+LdhuLcr3hsexDQuHm9NJlJUIMy8BQBl9UH6vPEl3naPJdy4uRdNWnhEUmodh/TLFOyNm2KONSJpPT80euxIEmjqeTwvDVqJNbfqeK8vdPKy8cz2nbwwfzX3f/4n3ZbsqNCX4mw75t8O8ZI5gwcHG5n6fBQtWpou1VshuMpRJanSv7MRFhbGsGHD0Gg0GI1G+vXrx9y5c8nKKo/alpWVRXh4OOHh4VWWZ2dnVyoPCAjA4XBgs3keWO12O1ar9aKknz3bum+t7hm49tprGTx4MIqi8OGHHwIwbdo0OnXqVJuXFQjqBEVJxbgsbgJb+KPtEgtz7gXlbjjtSVyZsZR6J47z4qJPKDaaCL92FJosM0R6fjj0gxqjP/AEAMHFdoqmrsS9PwfTTa3Qd4gEwLoqGRSV+/vG8kAXPV+/c6xsNbj55mPUi4zihF8Aj3TVkfTCRnL2FgIQmVxMo+uqD5IjEJxClc7N233hwoWkpqby4IMPoigK69ev58Ybb2T27Nnk5+fj7+/Pb7/9xu23306rVq3IysoiJSWFmJgYFi9ezMCBAwkJCSEiIoLNmzfTsWPHsnJJkujTpw9Lly5l1KhRLF26lL59+55XlKlK4/yHBX06tSq6d911FwMGDMDPz69sLXj48OF06NCh7Jy9e/fSvHnz2uyGQHDVceDrI/z9/FZQoeG4+nSdefI7888fhFAfALxcdswlRci3vu/JWLRoMgxoVeFUjY+BgHcrJilZMuVvZuQF4Gex8t95K2n+YX98YrwpPOyJre7nKCb5nWdwjuuC7sX7+eTporK6OfuLEAjOhXOdXh4wYADPPfcc48ePx+1207ZtWyZNmkRQUBATJ05Eo9HQtWtXevbsCcDLL7/MQw89hEajoVGjRlx//fUATJ8+neeffx7wrOnOmjULgMmTJ5d5PJtMJmbOnHlRxnm23LpnFd3Nmzezfv16dDod/fr1qxBZqqacnsAeqJTo4IUXXmDevHnn3K5AUJfZ99nBsmQIh39IIuG5Nuh9KztaaV4fi9vigN0pyHs9677YnPDBH5VE959YnCrjfFtQHGoAoGTfEVYA/T7tzqpuC/Bz5tCuYB8Aujb1cKxNISZEIjnD07GG10ZenMEKBFXg7e19xuBJI0eOZOTIkZXKu3fvzsKFCyuVN2/e/Izx/qOioi54C9C5UqUdvXDhQp5++mlycnJITU3lvvvuY8OGDRe9A2czw6tizpw53Hbbbdx000189tlnF71PAsHlxju6fJ3UEGRAa6q8hQFACjKj/eEetIsfAd1p59Sv7H35T4ocUGw0lB2nh3umpH3jzMRHeRGS48Dq8iElsBGuEZ3JHfANrVck0in5CP1HB9PzubOL+ilseXZcVuE8KTj3Nd26SJWW7nfffccXX3xBbKxnK8Lu3bt5++23L3pKvrOZ4Wfi8OHDLFiwgNmzZyPLMhMnTqRXr140blw5qo5AcLXS/f86sfW/O3GWumj9cHNkbdXrTKqqQmwI0o+PwscroGEYvDy22muEe0tMbOBm9lENGlVhyrXlqQAb/TyI49M2U+JWSbvGwOqXjlDYriMtUlNpknYCU25+jb67G17awd7ZR9B5axnwURciu4bWaPyCOsq/T2MrUaXoOp3OMsEFaNmyJbm5uZekU2dj9erV9O7du2xvVe/evVm9erUQXUGdwhTmRY+3Old73om1max85G/cVjddnm9N01+nnNN1Pt+9goc+3Iqv3UbsnR0onZmP5K3HOGsohrtakr45h0NLM8jJ0IDByOb4hgTnFFO01YJ15jYiprTjSIHKz4dUmgfBkAblDwdFqSXsnX0EAGepi61v7ROi+y+nLlu2xcXF+Ph4fCzOy5HqTBE5LoZX14WSnZ1dYZ04KCiIgwcP1qhuYmJibXXrsiDGc+Vyqcayb+oJHCeT0q+bvp3i+nnIuhr+sKkqzV5eQkuXggrYXl9bFpH+6L481tvrla0rawJ8cOt1BOaXYHMYsW3KoXhTDjvsBdxk7kx4ciHFXnru6F7I8Ih8JJuLeg8sQlbbopz0WLViuWI+4yulHxeL2hhPQkLCRW/zYkSkulIoKipCUTx+/haLhTvuuIMlS5YAnvgWVXFO3svnOhVcW/zzKaKmDwO1cRNdLhITE8V4rlAu5ViSffKx4/Ei1mhlEhLaI+tq/nBsi1gAqSdTCZ6WAqa4xFDh18Gkg2IJGjfzht3l5VlEcNuCLbROyUIB9iptaPefdkjfrYcdyfT2drI9oCleMb70fLM35sjKe3q3ri5g/wEL4S196NvFXOu/M3XpXoOrazx1wdJdvXo1U6ZMobCwsEL56btyTlm8Z6JK0U1OTqZ3794VyqxWa4Wyv/7665w7/E/O1ZEqLCyMnJycsuPs7GxCQ8WUleDfSY9X27P6yS04LS66PNv6nAQXQP/LPbimLACdBp2/H87vtoMkEXNjY/YsKEJxKkg6uO7tNpTOS8JxtAhLuAl3hgVtiJGOXf1Rv/CosAzELdzL4iV76XtXAGagfmka9UvT4KFxSGcS3DUFvPZRFgvCgnHudzNsezG/3OtzxTzgCy4udUF0Z82axaOPPkqXLl246667+Pjjj/nf//7HuHHjalS/StE9FcziYpCbm0tOTk6lNH/g2Sd1LpzKJHHnnXciSRJ//vnnRdtbJRBcbYS2DWTM8oHnXV9uWw/XLw/w9dxsLDtPcMOLgYTf2AG/RiGMuqmAjMQ88r0zKf7sAOkfeLYPafz0NPttCD6dQlG9tGz10+Mq9ESZ8yu1YytU2ZEo033KUPg5EbrEw8MDSU6y8fGbadisCteNDaRlrwDe3amyMjQQ58nZqsWHFXamK7SJPLO3tuDqpi6IrtPpZPz48QBotVoaNGjA008/zaRJk/jhhx+qrV+l6J5tuqK4uJhff/212imNjIwMpk2bxvbt2wkICGDZsmW8+OKLDB06tMwU79KlS7WdPJ24uDiGDRvGrbfeiizLjBw5kri4uHNqQyD4t1Oaa2f/0gzMoQa+Pqjlr10KEMGGNB1zvv8T9bER+K7Zh1+giZ31dFj2ZJTVdRc60Nczow0yAtCpuY5Dy/PQud34WG2k+AejQaFgv4IS2RyfO/uiN+r58PUj5OR71sBmf5nDniMG1lt9wGyDk1uKtDIEma7+H2bBmakLoivLMmlpaURGRqLVasnLyyMwMJC8vLwa1T+nNd3t27czf/58Vq1aRbNmzcrUvipmzJhBp06dePPNN7n11lsBGDNmDDNmzGD27NnncukKTJw4kYkTJ553fYHg34zT5mbu3VsoPOGJ12yLDYaAMADSfYPJ+24L2+bYKS1006gwjaDrQ/Ga1IvC1Rmggm+3UAg0snP2EczhXmh+P0LjXE9bKpBhd+L49hC5rizM2Mgf8T2hWU9iLXVzas+IAhQcKYFwA/gaMEoqLf1VnuxvJNr/8jtsCmqHuiC6EydOZODAgWzdupXOnTtz6623EhMTg6+vb43qVyu6xcXFLFq0iAULFpCSksKjjz7KI488UiFVUlUcP368LJrIqTWaFi1aYLVaa9Q5gUBw8SlKs5YJLkCs28YmwN9azLX7N3AgJ4AUf2/wgjyjmf5rDxH2v8Z4tw3CkWZh18Zcvh70B6cCNPcJ90F7UnRdaAjK9wSQzyYAM+mohTZUi5P+PUws+qMUVZKIsJcS3CjKk7tXlpjY08THA8WUcl2nLoju+PHj6dy5M3q9nieffJIvvviCwsJCnn766RrVr1J0t23bxk8//cSWLVsYMGAAr776KnfffXe11u0/KS0txdvbu8KxQCC4fPhGeuEbYaQo3SOOHbqa6f/NZzTauROd4sYqG0g218OqNaFKMnazHvXPfZj7NiPVppL53S4w+JW1d7h1HF3HNES1uzn07hEodQMgowIq5k5BuO6fw9A7uxFxWwBzllkp1Jp4pqnCGB8ZvapwR9ur/8dYUD11ZctQ/fr1ycnJITs7m/vuu++c6lYpuo8//jgPP/wwzz//fFkginP1KBwwYAB33XUXI0aMwGKx8PPPP7NgwQIGDjx/xw+BQHBh6IwaxoYks39TGt4OC03eL0Vu4Y+03SOWXoqdBqUpHPCJZ+iJ5QQ58qDfJtTnx6EO6kX3tJ0c9I2laf4JbBo9RaMGEfRgS3KLoIAAbEuSqee203BWB7wWbUL5YDXuv8H9805WvzyZlHwAN5/PzsO7mZMdSS6WhWn45BF/gv2EtVuXqQuWbnp6Ok8++SSJiYkEBQWxdu1annnmGUaOHFkjH6UqF0+uu+46Pv/8c1544QU2bdp0XjGS77rrLkaPHs2qVaswmUwsX76cESNGcMcdd5xzWwKB4CLhduM9dwUd0jfRLHcXUlIqeBsrnNKu5ABjk5cQ7MhDAiRcqJ/8gen3PRidDjpmHsLXYSXUWkjjz3/BGnEvs2/bzLa/i9kXFIhtSif8B8dCxml7GW1OSvPLc2kXSxp2JHkcqJIy3fywWiw71XXqQuzlF198kW7durF58+ay/bg33nhjWeai6qjS0n3ooYe47777+PPPP/nyyy955ZVXsNvtpKenExERUaPGZVlm7NixjB1bfRxYgUBwibjnY+TCgrJDCTu2/fnYtREYXEVgkFAHdkT6ZUuFaja9Cc3Lv6JVpYohdDMLyfP1x6r1Kis6sdeTGlB7Wxcci3aD043UNpqx40M4+lE+pRaFdi2NLD2klNUxGa6+H2DBuXE1iuw/SUlJ4aOPPgLKZ39bt25dY1+lszpSabVarrnmGq655hqSk5OZP38+t9xyC9HR0QwcOJCbbrrprI3v2bOH2bNnk5WVhdvtrvDahXgvCwSCC2Db0cplO46hwQs3Ro4p8RzeHEKY1JHG6k58yaOAEA6mNiKSTAIpQkHxrNma9ehLsggpdRNgySff5MlU1LCrJ3+2ZlgrDHueRT2Wi9w9nmYmPZ++5Y3NrmD2lgn+qYQ/d9hpVV/HTX0rB88Q1C3qgugClJSUYDabKxzXlBpvGYqNjeXxxx/nwQcfZPny5fz888/Viu5zzz1Hly5d6Ny58xURt1kgEAB3DoD7Pyk7VAENCkYKAGjo3MNBewxOVc8eOlRYgyrFgB8SqqRDeXIQQa/2Qfp0OfI7vzJR3cSB/sMJbBdKbE//sjpyo1BoVB41TqeT0J1MQ/jE9T48cX3VIfMEdYu6ILrXXnstN998M2PGjKG0tJS5c+cyb948hgwZUqP657RPF0Cv1zN06FCGDh1a7bkajYannnrqXC8hEAhqk/sGg8WO8twcJJuDAjkCXzWvLLmBHgcxtnSCpHxS1VhUyjOy+ZFDgCEVFj4Ng9oB4Db7oeRrMe5Poc2m95GQUE16+OlBpIEtoQ780AoEp3jggQcIDAxk2bJleHt789tvv3H99ddzww031Kh+laLbsWPHar2V//7777O+3rNnTzZu3HjOUacEAkEt88RI5CdGon62HP+7PsSzSuuxPp2yiRaWo6gSBES4yHfpcPfrhilIQ7jFBdYYErcUcOsRO8NXreHFefMAcKFHh9PTvsWBet9sjh/XYpNMhM/sg88jPS/TYAVXCle7pasoCkuXLuXmm2/m5ptvPq82qhTd09dcVVXl6aefZsaMGefUeEJCAlOmTEGv11fYqwuwcOHCc+yqQCC4mKgOF8qHq05KrQq4cI4bgPLDHgAkFax+Yew7Goz3hkI6pPyOExe7aEfevGSGt4Lm7iOnWkM+udIroSABlqRiUvCEis19bA/txyegD/Os2xa8tJbiX46wr1Nj/O9oTcf2JpHk4F+AepV/xLIs895779V4KvlMVCm6zZo1q3BsMBgqlVXHf/7zH8aNG0fjxo3Fmq5AcIXheOl33Fvz0OCHCxOy5MB62I4R6WRgC0g7BMhQmu7kiCYek9tOEf5oFZWBO45xoqknAMYpoQUJFQkJB8dpUHYtt6rBnlyCPsyEZdEhCl5Yy5d9e7LTFg3v5zG4r517bglk6SE3T/zuxKSDT4fraRshfjfqEle7pQswYsQI7rnnHvr160dAQECF12oSg+Kc13TPBbPZzAMPPFCblxAIBOeJcjAbN1648Wz1UVQDJCaTQwgmLOTjS6ZcHu5VVhW8KCaKJHIIx44XzfKT0VCKihFO20hUSBgu2QiKZ0XYO0qHd2uPR7M7y4IiSeyKrVd2/vrNVu68WeWGeQ6KT27lnbTAwfb7Ku4fFlzd1AXRPZWg/tChQxXKHQ7H5RfdESNGsHTpUgYOHCgsXYHgCkN3ZxdcP+8CV/leWT1OfLAAECCXEupOI18OwqwWEaZkEkwaALEcIvmm24mXS9F8cxQFBwp6VCScmNCiEquks9ekx42OFhvGIhs9PzfeY5tS/F4ikXn5nAjyCHF8nB6XAhZnef+Ky+NoCOoISh0Q3ZUrV1JYWEhaWhputxtJkigtLb3w2MsXg3nz5pGVlcULL7yA0VjxifWvv/6qzUsLBIJq0A5sgmnHZKyjPkc9lOuJOmX2hpNbDjWKGxt+yIpEE/ZhQEFBg4wbA3Ya3x4G7buCRsa18jC5qQZc6PGnuOwafkoph70jKGj+fwRsehBt81BkXwMRmycxfX8Bv+4GnUHDyEE+GLQSswbqmPy7E70GXh+ou0zvjKC2ULn6RXfhwoU8++yzFWJP6HQ6Bg8eXKP6VYpur169Kjg2WK1WevfuXeGc6oTzueeeExauQHAFo2kejve+Z1CT85B0YPtyO64XlgNgR4cdPTpcuAnGBtgJxJdkNAFGaBkDAWa4ti2679ZhxgcZNypeqGhRgAxjACHOLNQSC7m3LiJs3URIyUGKDiK4ZSC3tqzYn8e6ark7QYNWBoP26v+BFlSkLkwvf/DBB3z44Yd06dKFESNGsHDhQt5//306d+5co/pViu6plHwXQseOHS+4DYFAULtIGhmpgWft1mvaADRNQrBuSuPg22moikwAxWUBMlS0OAb2xOvt0RDm7yl8/GskpxszBUiAQik2TGQYw4hwJFPPkkkxEbizilDbT0bakwr1w1CXPo+aXoIUH4IUXe6Qkp/pQK+XCQ0Tlm5doy6IrizL9OxZvv1Nr9fz0EMPMXbsWH7++edq61cpugkJCWcsd7lcaLVnn5WeOHEis2fPrmQtn46YXhYIrkz049qgH9eGFtemkbMwBUf2UZibU/a65qEB0DS6vILZSBb1yCUCLQ7qcQATJUTb3DjwRcWXAHLQpGSgoABaSMqDFlNQXeDW+KD983E0PRvx3f+yWfF7IZIEN94STP9B/mWXcbtVNJqr/0f730xdEF2dTsfWrVtp3749Op2O1NRUoqOjKSwsrL4yZxFdi8XCrFmzmDJlCl5eXqSlpfHoo4+SnJxMmzZtmDlzJv7+/meseyoK1cWwlgUCweUh6JpIgq6JJDFRh6lPA5wrj6Ab2Aj9sIpbB+0vTSR3/CoAXBjI8GmGn28J7jZNMPyWiIwDDZ5sQioaFPyQKUHr8jhsSW437v6v8+Lid1iwWaGlLOOlKCz9tYD+g/xJO+7grVlp5OW6GDDYj/ETQs7Y36I0C6VZdkJb+KHRiWWtK5GrfZ8ueJIB3XbbbWzevJlrrrmGG2+8kdDQUKKjo6uvTDXTy1lZWSiKx7PxnXfeISgoiJdeeoklS5bw0UcfVemt1aJFCwCWLl3Ks88+W+n1Rx55pEpLWiAQXHkY7+uC8b4zR5aTEuoDq8qOtYOaEzBvGK5DOViWbUM96W+iIuHAC09GUSOQixYbEi4kp4v3lhaQ72fmuJeB0Wk5BAV7fp4W/JhLbo5HtJcvKaR7L1/qxRgq9CFpdRZLJm9DcalEtgtg5EcdhfBegdQF7+VrrrmGdevWodfrefDBB4mNjaWwsJARI0bUqH6Vort582a+++47TCYTTqeTtWvX8sEHH9C0aVMaNGjAhAkTqmx0586d7Ny5k9WrVxMbG1vhtaKiIrZt21bD4QkEgisdfUN/Qmf1JHdWIrr/b+++w6Oq8gaOf+/0STLpPSH0IlUEpTeRIkhbWPuCgqi7YucFlUVAQaWtu66uDRdWxUUsCCqw0qWXgKKUEGqAhPQ2yfR73j8GBkIPJCQTzud58jxz27nnTOD+cso9J8lC9Axvf5euYSTaOqHsP2XieEA0Qe5SWhemYlJdeFfoNeNGgwYtbo2HYoP3DYd8g55b2wXx0EMR3nTOG1B1/jbA718fR3WfntBjVz45KUXENA+tvEJL16QmNC8DvhWGFEW56mB7xiWDrk6nIyDAO2Xb3r170Wq1NG/uHWpoMBgum6jBYODkyZOUlJSwfv36Msf0ej0vvPBCuTIpSVL1FjG2LRFj216wv7hWLIes3gdUnsHAgcBatCw+jABSaUIJwWhw80Pb2ri13sfRPY21PD081pfG0PsjyM5ykZPtple/UOLiL3z+hNQ6uyyg1qghMFpOqlEd1ZSgez0uGXQVRUEIgaIobNu2jZYtW/pe/xFC4HK5LnUpTZo0oUmTJsTFxTF8+PDLZmDt2rV079792nIvSVK1pp3YFx7c4NvOV0I4QSylmLDjnY9dRceAnYdpPrsHSoiRwU215BZ6+GGTjTCLhv4dzUx4rdalbgFAhzGNUDRQnG6j+bAkgmTQrZZqQvPy9bpk0G3SpAn/+te/aNGiBV9++SXPPvus79jSpUupVevy/wmAKwZcgPfee08GXUmqoaLuTCQp0klath6Dx42hRHCCODSomPA2MwOEuEv4gyYTXYt6uNyCp/6WR0aGE5Pbw5GTITw91MLeBUex5dhp8sc6mCOMOIpcvhqt3qyly4vlmxteuvFqwkCq63XJoPv000/zyiuvsHDhQu68804GDBgAwMaNG3njjTf48MMPKyQDQogKSUeSpOrptleaEf3QD5wgAfCuZ6RFRYcHDxoUIAAbJU/9QPDWv5BTDIVppXRPP4VeFWR/mcvGVC37Pj8MwL5v0nBrNNgLXNS9M4a+s9ugaOTT3B/UhBmprtclg250dDRz5sy5YH+zZs346quviI+Pr5AMlHc5r507d/Luu++i0+lQFIVJkyZVWF4kSap4+gfboH6dgX7RcVzoUQA3GgIR6PDgXRbQw97DCvb+y0l4rDld0k6iaryLDpqKHRxJPtudVZLvQmi9XV1HVmdy6pd84m4Lr4KSSeUlm5eh3GPqQ0NDqyzIqarKhAkTmDJlCh999BF33nlnhdW4JUmqHI75uwhfspHGHCWWbFTApjNQoDXjUiCcfI5bYjgSHEPG/lJ2jNuGwV52tYOgOkG+z0J3zmNLAWOInLlK8h9+9SKbRqNhwYIFvv7k0NBQrFZrFedKkqTLsU9dBR7v+/6RFKDVO1E1YA0wUn9KS8zBGkp054xIVsFstaF1uVBUFa3bzeHdVm6b0Iqc2AhOxMVQGmBCE2okqm9tPv0gk0Vz0vF4ZFdVdScU5YKfm02lrjJUGUJCQgDv2oVffPEFo0aNuuprk5OTKytbVUKWp/qqSWWB6ytPXJByesVe8ATp0X7aioBCQWBjI0cMGgLcTakzczvZ5hA8Gi0BZhd0DMBxwIP79Lu3qgrptmyKgi0A5ERF4IgWpB4QgI3jh2yUuDLZYA4j5stj1D6VT3ySm/iR4bgSQyq0PNVRZZSnMiYwuhmD7PmqPOheaiDVkiVLWLBgQZl9kZGRvPPOO1itVsaOHUuXLl3o2rXrVd+rJs2ClZycLMtTTdWkssAlyqOq8PJ/YeMB6N8aXh58yevVb+pR+vQSRKGdoNd60aFrvTLH7YZ4jK8tItqZQ4k2AINJIez9hziWnM83L+/B7VCJbxZMv0da4ig+RvK6QhRVRZftAu3ZR1hKYQxpK/Nol+KdJzrjN4VGj66j7opHUdrUuXx5/Jg/lUeVMbdyg+7IkSPp378/vXv3xmKxXPScGTNmXHT/wIEDLzrTh81m46mnnmLAgAEMGzasQvMrSdJVmrMaZnzv/bwxBZolwsALJ8cA0CSFEbR4xCWTUmJCsOrMBLltBHrsnIxvRBhQu00Yo+ffTnG2g5iGQWj1GmoHecg4mYkiBEJRCG8VRF6BSlikniOJIRg3Z5dJ2+0SqF8noz0n6EpVR9Z0Kzno9uvXj59++om3336bTp060b9/fzp16oRWq/WdU69evcukcKHp06fTp08fGXAlqSql55fZFD/vhymLQauBf41AaXv1/6+N0QFkvvMXTk75EdVkJvbz+3zHLFFGLFFn51m2xJnQnG4dU4Tgvj9FEnpLKCHhetZ9lc7nDhdFJj3Bdhexthxql5xCadH/OgsrVRRVvjJUuUF32LBhDBs2jOzsbFauXMm8efOYNm0avXv3ZsCAATRq1Khc6eXm5rJ06VLS09NZu3YtAGFhYUyfPr0Sci9J0iWN7AH/XgvHsyE2BP6zEXJOD2p88H04MLNcydV6vCXHfziKdelRsvp+h3HpYAK7JJQ5x36yhNgwHXeMrEvGniJqd4qiQY8YAE4uPUHBCxu4B8CgoeOz8cTsLULp+DCaB69ucXGp8sma7g3q042KiqJ3794oisKCBQtYtGgR69ato1atWkycOJHY2NgrJwJERESwbdu2Ss6tJElXlBQJY+6C8Z/BqVxQzqwcpEBBSbmTs23PxLr0KACq1UXe7GQCM47B7mPwh3YU5BvYfc8KHA6FgIbB9E8egC7o7KtCOVvOaVZ2qnyx0ciIDx8mKlq+TlSdyD7dSn5lyOPxsHbtWp5//nnuueceVqxYwYgRI1i+fDmLFy+mS5cujBs3rjKzIElSZfnpV99HRagIRYBOCzMfKHdSuugAOHeB+hPZcN/fYNo3qG1fQtw1G8XtwK3TUnTYyq9/XEv+2gzf6TE9Yn1PM7dWwzHMLPk2z3fcLV8nqhZURbng52ZTqTXdu+++G71eT79+/XjuuecuWObv/vvvZ+HChZWZBUmSKkunJrBqNwBu9JzQ3ELEv/phGXFbuZMy1AshYX5f8t79FTXfhrJ7p++YRqiUYAah9U7VrCjkrEjHsPwXPONbE/nWXcT2iKPJ+134dtYRjB4PCTn52HcKckqi6DunlJ3pKgOb6vjqYfOlMyFVOtm8XMlBd8qUKbRr1863OtHFfPrpp5WZBUmSKsukeyExgvynfqDYFY7q0ZP70noso8sfdAFC7mtMUM9ETkW9QSzZCLwx1qEYEELHbZ5kPB44rKkN6KjLcazTi8he8Cth60ZxS58Y6r+bSppHj6rVUHDYysv/zif5pLeJefEeN9/85qZhhX0BUnnJ5uVKCrozZ54dRLFhw4aLnvN///d/wNnFgCVJ8jMaDYzuRdGrKXhOeftxNZbLr7V9JWLXcaJJR4MWMCAQpBqa0sSRihbvrFat1N9woyOL+oCC51gJGe3mcrAwnEinQphOIbVVHNbgQJxZNuBsv65RB3iuK4vSdZALHlRSn25paekVfyRJqhmivxyEvnkkhpZRRH8x4LrSUgqsaE4HV+9aRHrMDuELuAAqWuwE40DLCSLJIhgl8xQN7b8RKbLRugV195/CZLXx8NZ99G+iIypQ4Yl2egY3q/L5gG5qsk+3kmq6kyZNqoxkJUmqhsxda1Hrt6ufjvWy1h9AoEPFg4IgjwjCSKcEEwHYcWHCTiAuAgnCTgFu4kgnluMAxIt0NtOJQmMEDQ6kE2TQ8MNPARWTN+m63YxB9nyVEnT//e9/M3LkyDLNzOc707wsSdLNQQiB++mFeL7ehdImCXVAG9Dr0BlU1C3H0N59C5pb4lBR8GBEwUMop9BjJ5VbCaMEHd5RyA70lBKIBQfKOQ12GgRh2lwMzlLcbgMxozpUVXGli5B9upUUdG02G4BsRpYkyUf9/jc87/0MQMnSo7iXel/50eLGhA33+xvRffUohcZEVIdABRymYo7q6hNidRHF2RXFbATA6f7BIiKIJg0FgQctCe5cjEVuAHT1r21Ql1Q55IxUlRR0n3rqKeDSzcwrV66sjNtKklSd2c8uRO8+Z3CTB613pLIQ2OfsRHV4a7Ma4Li+IdpiPVaMONBjxJuGguDsm7eCozTBgB07ZhI45Tuirj6A86H2FB+zElzPgj7g8o+89Ew3pXaVBrWvb0CYdHHylaEbMCPVhg0bSEtLQ1W9AyFsNhtffvkld911V2XfWpKkakQz5FY0A1qgfv8bumAd7iLvM0GjESgqEGpGm5db5ho3WnSna0eHqUUMOQTg9A220uImCCv5hJBNNAoewsnDjJNigrF9cwr1q5nY0LMtMZbAPzRCf/fF87d8nZX3Pi9ACLizQwAvjAq/6Hn5h4s5ujaT8IbB1O4SXTFfjnRFb7zxBvv27eOzzz5j2bJlzJs3D5fLRatWrXj11VdRFIXt27cze/Zs3G43CQkJzJgxA6PRyMGDB5k8eTJOpxOLxcLMmTMJDw8nMzOTV155hZKSEhRFYfr06SQlJVVqOSo16L799tssXryY+vXrc+DAARo0aEB6ejp/+ctfKvO2kiRVQ4pei2HJkwinG6NHYHt/G8IjMN5VF/afQtMmEXvjl1BJAhQ8aHDptLiNWkwODy502AlAgxYFCKCUALxdWEFYOUk0brTspCV1OY4WHajeRuhAHNQ5mc22xSZMvxrp0PfC/C1eaeXMSqOrN5cy6t4QQizaMucUp5fy7cMbcVq9zdd3TW9Nw7sTzk9KuoRr7dPdvn07e/bsQaPRkJ+fz4wZM/juu+8ICQnhiSeeYNWqVXTv3p1x48bx2WefkZiYyJQpU1iwYAEjRoxg3LhxTJw4kdatWzNnzhw++OADXnnlFaZOncqQIUO45557WLZsGdOnT+e9996r2EKfp1KngVy7di2LFi3ik08+ISYmhrlz5/LCCy/Ivl5JuokpBh2KWU/AC50I/L/O6FonoHugDbaVaRRQF9Ai0OBBR9P8kzR1HaYOaTThCGEUoqCiwYMBuy9NK4G40WLGQSyF2LDgucTjzXHS6fu8+aibRm8VU+v1IoTx7PlmrcriQatY+vhmHIVnz8/aU+gLuAAnt3rX7i0q9jBpagbDRx/jg09yUFU57eTFXMsrQ6WlpcyaNYvx48cD3tbTtm3bEhISAkCfPn1YvXo1u3fvJi4ujsTERAD69u3L6tWryczMJDc3l9atW5fZL4Rg/fr19O7dG4CePXuyadMmPJ7KfZG7UoOuXq8nLCyszL4+ffqwZMmSyrytJEl+yP5Dqu+zgrffVo+LINVBsMWNqBuF0aJgiVIxBGso0IewIakpG+o0J/CLoYAgjBI0CDSA09dvLHAqeg5GRoCiENYr2HefUQttpOaonCgUfJGnIykjm7jsPO7Ytg9bho3VBwWDX8lmxOvZHEl3Ed08FIPlbANhYvsoAH5YVkhKqgOnU7D2Zyu7dtsq/wvzQyrKBT9XMmPGDEaOHEl4uLe5Pysri8jISN/xyMhIMjMzr3p/VFQUWVlZ5OfnYzKZMBi8/fcGg4GAgADy8s7O2V0ZKrV5OTw8nH//+9+MGDGC4OBgNmzYQMuWLbFarVe+WJKkm4qhUy0cyw56N8w6Ql7uQvCfW6GcyENpmeSdAescX9y9itxsb63TujSXTu/eTtGYn3zHNahoLVqit4zE0DQK48YsNn6fTVpRCQe3F9Dg9lBcZ+fcoBSF1vuPoBPeQVpFQSa2NayD8ChYT7p5Z2ERbz8XwR8+78zRtZlENg6mVkdv0BXnV2xPb1tzHGz7PA1Fq9DuT0kEhN7cA7Q85Wxe3rhxI1arlT59+nDixImLniOEuORUw2f2i3N+QUIIlNM1bHHeL+5yaVWUSg26L730ElOnTuWRRx7h/vvv58UXXwRg8ODBlXlbSZL8UNArndHGBeE+UkDA8JboGkZ4D0QGX/T8gqKzETPvSAmJn3Ugc+5G8pOL0aASSj6Wb0eie2cp6uJdKBGx/FarO3a9gYVTUujxYDwveRy86bFwwmjiicwT6E4/hFWNglCUMqNtXadbHcPqBhFWt+z0tQP6hZBywMGRY046tgukdSvvwgrf/t9vZKV6KxmZKcXc/27rCvmu/FV5J8dYtmwZBw8e5N5778XpdJKWlsauXbvo06eP75ysrCxiY2OJjY0lKyvrovuzs7Mv2B8WFobT6cRut2MymXA4HNhstgtaZytapQTd1atX+z4//PDDrF27Fp1Ox6uvvkpGRgZ16tSpjNtKkuTHFEUhYOTVB6VmgxPZ/WWa9/MQ72CmsIcbE5C82HeO5pMNsGAdAGtjGzO9x214NBq6HE5H8/ExAMZYcnjsP7ehUxux+30Va56TBUf0LG5elyirk3C7izCLlr/8wXLJvARbtLw2Ma7MPiEE2YfPtupl/FaIPc+BKdx41WWsaco7kGrq1Km+zydOnODll1/mvffeY+DAgeTn5xMaGsrSpUsZOXIkLVq0ICsri7S0NJKSkvjhhx/o3bs3UVFRxMXFsX37dm6//XbffkVR6N69O8uXL2fw4MEsX76cHj16+GdN9+9//7vvc1ZWFjqdDovFQlFRER6Ph9q1a8tXhiRJui7d/u8WGvaKBSD+Vm/tRIkpGxgV49nRx6/1GoDn9APV7hbEncilMCyQUkwUZthJaBrM7a+05PiKdH5b7CYryEyWJYDbogQ/P3rxZuGf3jnEnhVZRNcLZODkJhiCdBQVq4SHatFqFBp3i2T/au9gK1N+KcmTdtHpn+0vSMdt96AzaS/YX9NUxOQYwcHBPP/88wwfPhytVkuHDh3o0qULAK+//jpPP/00Wq2Whg0bMnToUAAmT57MxIkTAW+f7pnZEseOHesb8RwQEMCMGTOuO39XUilB98xAqQ8//JCYmBgGDhyIRqPB4/GwaNGiMk0AkiRJ1+pMsD1Dd39r9DuO41m+H03nupR2voW8HzMw56Tz7bzZ3Df8GaKyPbz16SrAu+B9av9biKobCMC2F7dz5MsjPAu0alqbD3u3och18UBxZEc+Oxd5Z9U6vruIh15Mw2YIwOzy0Kiegaljo+gyvBZZ/z2IgsBod2HLKLuer8fuYfWoDZzakEV4s1Dumt8VY1jNrQl7rmNyjMTERD777DMABg0axKBBgy44p1OnTixevPiC/U2bNuWbb765YH9CQgLz58+/5jxdi0qtR69atYrBgwf7qutarZZhw4axdu3ayrytJEl+TNicqC9/hfrwh4ith8p1raIomGYPImDbc7jXHWDf8I2cygnlCE0JzTax5G//5e0vf0B7en0/nUelh6UIg9lby0xbnOZLq8OBE5h0MLPHxWugQj1vW2gxn+74PXDYyeZkG8H1g2l0VwxGuwuNUcMtTzYuc83R749zaoO3EpK3p4CUT8tXXn+jKhf+3GwqdSCV3W7n6NGjZfpw09LSfHMzS5IknU+M/RL+5R0XIr7/FQ7PQIko37rbnr8uojSlCIF3xigtHpyEoBEQ6rDjwEMBQSgIXLuy8ZS40AbqCWseSs4O76xYsbeGkf+MDpPu4pGhbttQmveOZs/KLE5ZAjgcZqF+4dlnW7BFg6IodPpXe1q80AxjmAFTpKlMGtrzmpTP365pPHLu5coNug8++CAPPPAAjRo1IiQkhOLiYlJSUuSMVJIkXdq+9LOfi2xwMh/KGXTF+oNYKEaH6/Q8z2WXTy8x68kzm4nNK6J4bwmZM3cRP/kOusztwr7398Nvx7nFcATjkh3wh9tJ/72Q7FQrddqFExLvbSJWNAr3vNyI/i81ZPlhweJlbgpOQEONm7vamWnT4vR5ikJIw4uPwK7dP5HMLfU4sTKDqDYRNB7RoFzl9DflfWWoJqrUoHv//ffTuXNntm/fTmFhIRaLhVdffZW6detW5m0lSfJjpS1vwbxmPwpg1QZjDLBQ3l5OZ+M65CU7iDKls7Z2O9wI6uQaqJeTg0OnY09iAoWWIIRGQ1xOEZ4C76xTxggjtzaywcQF3oTmr+Pwh2NZ/J9chApGIzzcqoDgUXegtPDOfKQoCnfXVzg8xgBEXiJHF6doFNpNa0O7aeUsoJ+S6+negAUPEhMTfdNySZIkXUmOI5RiWqDHhdVjoW5yDsYGoeVKwzOiC7lf5JMdE8SJpGj0diceBQ5HRCI0Ci7T2TBuqGMh+rmWZy/+7fjZz0JwZGMO4nTno8MBJz//naB5q9Hsm4oSV7583SgHvzzCng9TCIwPoOPs2wmIMV/5ohvgegZS1RSV+0KSJElSOVm6x2MngGJCUAINBN5++ZV8VJfKpj9v5psm37L+kfW4bW4sd9YiqF9dAou88zO7TAbyYiLQCRWCDGiEIDjGSI+dg2mW+hDGOuc0//7hdgg8HZQjLcT3OrvqjFZ1E12SB4U22JtOdWQ9XsKWl3ZQdKiYjPWZJE/9taqz5OO+yM/NptJrupVl3759PPLIIyxatIj4+Piqzo4kSRUk4r4GaAP1lP6SQ+jAOpjqXbw/9Iyj3xz1jTo++VM6hz47ROPHG1P/+/7USismaGUGR5MLiGsWiapGsuPfRwCwpts4ubeYegmB/GO9kyN5KiPb6mneKAG2vo7+wElo34Bb4sLQxoeQ+c1+6v1nOWH2YqgVDrfVrvTv4lq4St1lRlY7i1yXPvkGkzVdPw26TqeTWbNmUbt29fxHL0nS9Qm9pzah91zd/2/hERfdVjQKxjrBtHwsmJaPeY/t+PhgmXNdNjeTVzqZutrbp3v4v4f50+Y9oMDtb7ahfpz3PeBGPaJp1CMacW8M6r5TKANboYQFXk8RK01Y4xAaPFCXg/89giHUQMvnmlZ1lnzcMub6Z/PyBx98wJAhQwgNDa3qrEiSdKPZnDBuPtz3d/h5H3WG1iGuZxyKViG6YzT1/1T/kpc2/2MSAbW8dY2EtuE06hvPzpNnl3L7w9b9CI9AuAW7XruwWVas3Ad/+Qxx6xTEtsNXzGr6L/msfzuFlOUZ5S/ndejwVlvu3T2IYdsHENU64obeW7o8v6vp7t69m7S0NJ555hm5RKAk3YzGfwH/XO79/OMutIf+QbfPunpXjzlVAMmpcFtdsFw4eMgUaqDl5HBaNr0V7b50xIZUhh4sZhmNESg4tFoCXN6eRr1FX+ZakZaLeP1770ZWEZ6n/4v6t4fRd6iFcpH5enMPWfn2LztQXd6at1AFTfp5u8IKj1pZ++IObDl2WjzWkIRO0QQnBaLRVVw9yBhS/VY0csv3dKtv0F2yZAkLFiwosy84OBiHw+GbN7O8kpOTKyJr1YYsT/VVk8oC1as8DbbvJ+TMRomDvSs3YWsSg3n/KRo/sQBtiRN7rVD2z/0TntCLj9q1NpqE/kQxCoL7AXvz2/niltvJCjQTXmpHCdAQ8WxYmXIrewpoCb6w4dx2EmvnORTdHkPanY3JOyzIwkxQkpbGQwzk/er0BVyA39YepCTGW+NNeS2LgiMqikdl85RfUYDAxkbq/zUGjaH8gakyfj9t2rSp8DQvMaPmTaXaBt2BAwcycODAMvu2bNnCjBkzGDt2LABHjhxh7NixvPXWWyQlJV0smTIq4x9RVUlOTpblqaZqUlmgGpZnrBvu+wd4VOjcmKb39ga9Dj6dByXevlnT8QJuzQR6XpjvQy99gf5EiW/7SGgY4/v2R1U05FnMDE4+wP0DI2j50G2sTlM5XACDGihkfL6d342NaeA8SimB5IsodKgEbs8ixVGHotBgVAWy8jUERITSZ2Qix7/djL3QhUar0G5oM5LaRCCEYGv2StxGgaHE7gviJSkOYkoTSOoQd0GeL6fa/X4uwyUHUlXfoHsx7du359tvv/VtP/7440yePFmOXpakm8nQdrBvNpzMgw6NvAEXoGHs2XMUBerH+DbVHUcRW4/g0poInf0rKqDl9DxVLh3Dtu+n/YlMTB4PGreKtiiEj3erPP6Tdxjwm1vhO4eddF0Mx/UJ1C7JQY+KE3CjpSQ4EK3bQ3ZkBC69jvXJTqJblfLA5+35bVkmeTawm72vIZ3cW4z7TJOzpmwQMkfV3MUOAKrPOOqq41dBV5IkCYCGcbhPluAaMAclKgjD24PR/KW3d9rIHYdgWHto1xAA9ecDeHr+DdwqGiAAHSpaBAq5RKOWBPH4ut14FA2nooIoCTBwYO5BljVuBHinnxz38X9psH0bdbVa9sY1R289+06OXWfkzp2/A/Cfu3v69m9ankuTVkks+Z8Vl1OwZmUxfYdFsG3uMUx6HXqXG5fJQExjC3oNNBicRFTL8Bv2FVaFUlnT9e+g+9FHH1V1FiRJqgKiyI59wBywOrzbNhfmb0fCK0MuOFdd9jvCrZJJNGYcBGJHAzjR4sCMFRMCDRoB0TklHEkyoHd7aPnVBhb160vDrCyGb98GgNbjoVXDUvIHtiL/X97RzVqNILDUjlurwWx3YDs921VEiZVjB0pxOc/2625ZnIVGgN1swqX3kNDMwh/+dWvlflnViE3GXP8OupIk3ZxEgc0XcAHE8YJLnpv2Yz6l1CeXSBLIxIOVYIrRoQJl3/FVgMg8Ky1KD9NtTRGR0XoKBrdG1WnQuL21WyUyiNj37sS2/RT27ZlonSoudBg8bv7w82bW3tqcQLuD/r3MKFFaDEYFp0MAgshjueQHmBAaDW69jmb943DbvKOldeaa/zh2ytHLMuhKkuR/NElh6B5ug/vzZNBp0I/tcdHz7IcKOfmbikoEQTgoIpQiQlFJx4idPL0RrceDW1VQUQi6NYTWv21FwY0ARiz8H3z5P+wY0KDiUgxYnrwT58JfcaXknnMnBTcKlmIbAzZvxxUSzP6ZRrRv7GPoH+rxW7FC6N506mVlk2cKYmv75rS5NwHDxjQ2D1uCR6MhdnoHmoy5/EQWbocHZ7GLgPOWCPQbMubKoCtJkn8yffYwnvE9UcLMaBJCL3qOc0c6MRRQQGCZ530hFiAQvUclIzAUh0GHW69gSbMSYwkmJC/PO8jqdEXYpeixafSEeAqx/3UpyuZjBBBIMZbTKXr7i1UU9G43pbk2EskmnmzUb/eRE3cLR8Nj0aLSLD2DJg+FEnN/PDsClxKgem+SNX4zTcY0RS124NqXg75hOJqws688Ze8p4MfHt2AvcFL/7njumtkGxd/6SP0tv5VABl1JkvyWtvnlX69xp+ShRRBKCVYC8Fa1BFogACcGVYPels0eSwIoCkGlTkpKjOiwYMKKAhRogvjN2AChaDCqDtps3kshoSgIwslBjxMbZgoJw4iTQEoJogTN6dqyBkGL3KMcDY+l2OQNou6F+zn1cxo6VfWt9Kt1eXAdKSCr53w8RwrQxAQSs3EE+vreqSh3fpSK/fQShIeWpdNyeH1iWoZVzhcrVRq/nAZSkiTpaugbe6dA1CKwUIpB78HQRIuFUgA0eAj2lBLitBFRWky9ohzMHjdOTOQQTTEBFCgWX2B0KAYyiaWQEAoIpYhgTJTiQA8oGDjbz6yiQ5x+xNp13tmhYosKcQcGYF12lMK5ezHo3KfPBUWvwfZDKp4jBd59mSWUfPabLz1jyOkZsoRA73Sz+297yN51bhO3H1CUC39uMjLoSpJUY1nuawIt43ChxYGB0OfbwhjvQgoaVIy4MAoPt+YcI7G4bADTogJ6Ij2ltLIdxuSxoVNdODn7Lq0dI8WE4zh9tuecxkMBlGKkiECOKfHUP5JDaJEbT8nZBe10egVtYiD6xECafnmXr1brO143FIDSbDu3PtqAOnfGEmRS0LlV0tedYsWIDXhKVPyGcpGfm4xsXpYkqUart/MhCpemoQnQEdwzkczkZCyzelP81kZEjg3wPvtD3DZUtKcboL3NwmdighZo7jjCEV0cely48NY6DbgAhSBcnEKHGQ1O9Cio2DCQGV6XQo8OrUcl3G3H4xQYsKNFYMeES2hxnigFjbfWZ+7XgLB3emP78SDGLrUIHN6CnR+ksOPv+1C0Cl1fvxX1pJXs/DwAXMUu3EUezlfqFARcw3SSla865unGkjVdSZJqNEWrIXRAHYJ7Jvr2Bb7YifBv7zsnBgh0p+dLEoAH5ZyQe/Z43NQuxBpzCKGAIKyEUOy9h0mPUXHgQYMbHS4M5GuCyVX1uDUaHHodRUYTCWQQTS4R5BF9mxGb/fQjWBXkf38MAMvTtxO9/AFCJnRGuAXJ/9zvzYFHsP3v+2j8cH2U05cldI/FEHO27uT2CB6aU0T8/+XRZmo+J/IvDMhVStZ0ZdCVJOnmZOhSm7DlD6G7JQJNhBGtIjBRilGxE4ANAw40uNDiwkQpQW/0pfb4W9E3iyaMQsIoQGPSoGuXSPBDtxAv8gCVLELJIAyrYvb1WUY4i4iNdRF0ui8ZQH8kE8V0ZjJKgftUCVue3co3Tb9l3dDVuEpcoAVbpIWi4CAE4Mi1E9chikE/9aHvwu7cOacTyumpJItzncz9No8ff/P+8eA4auX9uVmo5603XKVk0JXNy5Ik3bxMvRtg2jsGAOH2gFulcMDnuFYeQotA1yae4PnDQKOgbRjlvWbOH3G8vBRdmJmQGfegqRWGe08mrm9+x1zg9A2q0noEwc5SQj1Watlz4AC4zIHobSXevt+oUOq92I6jT20Ct6Bo8VGKzRlE2lU0+/JYsT2X/GfvIC3ce9/8iFAC7Q4+f3EPI+e1IaS+xVeOwiwHH4/5nf0uPSQl0OVUNp2ycuAQLC4qYMjkW274d3txN2GUPY8MupIkSYCi04JOS/BX92ObtQHhUgl4sROa6CDfOerRPGx9PkZkWyHYhJhwF9QCXbMYwvY/T/D+bAILIXfhYXTzNxFcYj09uMobbITNg9qhIY7NGXCgCOXlZSjuIN8oZ6NDRTldMbUcL+TnDQWcaZB0mIz0Wvsrv7asw541ObTqE+3L18EdhZQWuknCze25+bQsKPAdS1mXi9PmwWDWVubXJ10lGXQlSZLOoQk1Ezi110WPuX/Y6w24AEV2XF/v9r0rrIkJQhMTRDgQPrAutrBinP/ahBKox1PsHbGsqR+OagnwpSfybBjRY8cMCLQhOtT8068RKWB2OCk2emefCi20Emh30fBgBnpjqzL5iq5tBgUUj6DP4ZOENQ4i+6g3ndB4E3pTNelJlBVdGXQlSZKulqZpTJltbbPYS5wJ5n8OxvT2AFAU7B/vQM2yYnqsLfav9uL86RAASpiJ4HwrJpxoUVHddo7f1oDiQ8WkJ0XQ9y4L+z9MxaPV0vBQOgBBMSZu6RpR5l61mln440v1OPzERpRjxYiDeuJGN0cbaaLd/YnVaOaq6pKPqiODriRJ0lXS3dkQ8xcP4V62H02Xunh+O4XjHxtQbkvE9GI3tLVDy5yv6LxNuuYn70AIgaIoBD7bHvvubErXHIf6YdhXnvCei0AtdtF8YCS6J/ug1SkERRhIzCkgY8avCFWgr2uhxeK7fIOnzhWNhyPHTo+mLnIRsDCFbil/uOi5VaYaZaWqyKArSZJUDvoHbkMbE4Dryf+ipubiIBDXxiyK392J5Z/9CHyqXZnzXQdyye2/APfRAoKeuQPDXfVIm3uYTCWUWkdOoT/dZ+tGjwYVXaKFkJizE3AkvNGehDfas3tjAb9tLqRwj4uuDcQFtVdjQgC+l4wB+5EScpaeIOqeWpX6fZSLDLrylSFJkqTyEHYXrsEfQmoWWjwYsZ0+ACVvbbjg/KKJa3EfzAO3ivVvW3BuPE62EgKKcnoeq7OMraMJfrT5BWmkHShl/qw0ft1QyI/zMtj6U94F5wQ1DCb27gQUVaBxC7QegaKtblFOvjMkg64kSVJ52JxQbPdtas4JnNpaIRecrujLPmZNfetxeipmCpSzg6p0USbivrt4c3D2SQfinNdts044LjgHoPnHHYnqGI0xUEfiE42I6JtwVUW6YWTMlc3LkiRJl+NKK6Lw3Z1ows2EPtcGTVgg2hd64vnbKjBo0TzVE8OeYpQgA5bZfS64PnhaD1wH8vAcyifouTswdU6izc/92DdmK+gjiRh7C5bmoRgaXHrFoMatLYRF6cnPdmEwaWjdLfSi5xkiTLRd27eiil7xqs2Arqojg64kSdIlCJeHE90W4D5aCIDrQB4x/74b3exhaJ+7EwIMKBFBXG5JeV3tUGK2jSqzL+T2aNpvHXDV+QgK1fHs2w05cdBGdIIRU46VA02+wXm8GM0j8dCmzbUUT6oCsnlZkiTpEjzZNl/ABbBvP+X7rNQKR4kIuthllSIgSEejWy2ERhk4NW4DjpR8RKkb3b/ScBwquGH5uC6yeVkGXUmSpEvRxgZi6nS2XzRoaKOrvtb2753k95qHddz/EK6KX3igGs2oXA4y6srmZUmSpEtQNAoJK/6IdVEq2ggzgX3qXtV1rq3HKR71nffzysMokQEEjutyTXnI257DL89sRXWrtJzelqjusdiFnhJMaBSB/uFIjPVDryntG+7mi7EXkEFXkiTpMjRmPcEPNi3XNZ60wjLb6nnb5bHzz5spOeSd9GLTfevI61SbW3487k1XKLjsftRgKYOubF6WJEmqaIa+DdG18k4RqYSZMY1ue1XXedwqOz87woZ/pFB4wrsMoMfm9h1XVcGJgvMuMvrTY1w2L/tdTbegoIDJkydTWFiIEIJJkyZRt+7VNflIkiTdCBqLkbAto3HvzUZbOxRNRMCVLwLWz97Pb195a7EHlmfwp0VdaPFmG3Y8ugFVhf1NapEZE8aexok0y8ohpG0EpY9GVmZRKtbNF2Mv4E9/IgHw/vvv061bN+bOncsjjzzCmjVrqjpLkiRJF1BMevS3xV91wAXI2lvk+1yS7aAk2078wCS6/ac9UdjIi/CuoZtxd2NapT1E05/6o4T4Xd3ppuZ3v63169czduxYALp370737t2rNkOSJEkVpEHPGDL3ePt/o28JxhJnBiDknnrcnhxB49RCSmtHEFvPjMHgd3UmWdPFz4Ku1WrFbDYzb948tm/fTmBgIM899xy1a9eu6qxJkiRdt9uG1yWqSTCluQ7qdotGqzsbWA31Qoisd+E0k5J/UYQQ1fJ1ryVLlrBgwYIy+yIjI9m6dSuffPIJzZs358cff+Trr79m7ty5l0wnPT2dgQMHMm3aNCIj/ajvQ5Kkm47tsIOS3TbMDY0ENjNXaV7aVMIsV8oU+wX7xKTLzedV81Tbmu7AgQMZOHBgmX2qqnL33XfTvLl3FY7u3bvz5ptvXnWalfGPqKokJyfL8lRTNaksIMtzo+SnFPLjhFWoThUUuOuzLsR3jrniddW1PNLF+VWngEajoXXr1uzcuROAX375hfr161dxriRJkq6daneTPWcvJ2f/iuo4PXOVgFObsqo2Y5VBvjFUfWu6lzJ27FimTZvGBx98gMfjYcKECVWdJUmSpGt2aOj/KFyaBkBikJETEcGgQGzH6CrOWWW4CaPsefwu6EZGRvL2229XdTYkSZKumxCCwuXHfduhikr0+OZEto4gtn3URa9xFjo5/PkhtGYd9R6ud6OyWjFkzPW/oCtJklRTKIqCpWscxWvTAQjukUCDPze57DXr7ltL/q/5AOTuyEE/ylDp+ZQqjgy6kiRJVajBkrvJ/nAvaBWin2x22XPdpW5fwAXI3ppN/KiEy1xRzciargy6kiRJVUlrMRA79tZLHrduyqDwx2MEto8hdEBdIttFkbM1G4DY7rE3KJdSRZFBV5IkqZoq3Z1DavfvEC4VgHqL7qbrF105+tVRdGYtSUNrs+uXXVWcy3JQylfVdTqdvP7666SmpuJ2u2ncuDFTpkxhxYoVzJs3D5fLRatWrXj11VdRFIXt27cze/Zs3G43CQkJzJgxA6PRyMGDB5k8eTJOpxOLxcLMmTMJDw8nMzOTV155hZKSEhRFYfr06SQlJVVS4b386pUhSZKkm0np9ixfwAWwbjqFLkBHgxENqHNvXTRaP3uEl/OVoZ9//hmDwcCCBQv4+uuvOXbsGKtWrWLGjBl89NFHfPvtt6Snp7Nq1Srcbjfjxo1j1qxZfP3114SHh/smWBo3bhwvvvgiCxcupEOHDnzwwQcATJ06lSFDhrBgwQKGDx/O9OnTK7P0gAy6kiT5sfT09Ev+1ARB3eLRWPTeDa1CSN/KrYVVN3fddRcTJ04EvNMAFxcXk5qaStu2bQkJ8U6J2adPH1avXs3u3buJi4sjMTERgL59+7J69WoyMzPJzc2ldevWZfYLIVi/fj29e/cGoGfPnmzatAmPx1OpZZLNy5IkVXsVHUQvlV58fHyF3ud6mRqE0mTHvRSvOkHA7dEEtvXzd3evcSDV+PHjWbduHY899hiKopSZ0jcyMpLMzEyysrKuan9UVBRZWVnk5+djMpkwGLyjvw0GAwEBAeTl5REVdfHXtSqCDLqSJNVIlwqs2dnZxMXF3eDcXDtTo1BMjUKrOhsV5Nqi7vTp07Farfz5z3+mS5cuZY4JIdBoLt5oe2b/uUsMCCFQTvctn7/0wOXSqigy6EqSdMNU92bfy+WvutWC/VI5Y+7vv/+O2Wymfv36BAUF0atXLz799FNatWrlOycrK4vY2FhiY2PJysq66P7s7OwL9oeFheF0OrHb7ZhMJhwOBzabjbCwsOsu5uXIoCtJNUhlBLXs7OyLpnupIFTdA+u1upZyyUB9ffbu3cu6det49913URSFnTt3MnToUL788kvy8/MJDQ1l6dKljBw5khYtWpCVlUVaWhpJSUn88MMP9O7dm6ioKOLi4ti+fTu33367b7+iKHTv3p3ly5czePBgli9fTo8ePWRNVyo/+XC4MlmjuX41NbhKlaicNd2hQ4eSkpLCvffei0ajoUGDBowaNYr4+HiGDx+OVqulQ4cOvibn119/naeffhqtVkvDhg0ZOnQoAJMnT/YNyIqKimLmzJmAdy7/cePG8dlnnxEQEMCMGTMqrqyXIINuBaroB/mNfKjdyCB0sXudqU3dbAHvWr53Gez8h/zj7vpotVpfsDzXoEGDGDRo0AX7O3XqxOLFiy/Y37RpU7755psL9ickJDB//vyKyexVkkG3GqjuD9EbWXOu6FGl15L3a31Qnrnu/OZY+XCVLkYG5JuTDLo3SEUH1kv1s9VU1eUBVdFBvDKuk/xfdfn3XuHk3Msy6EqVo7o0jUuSJFUnMuheQo39S1OSJL92/rPpalq9qs0zq5xzL9dENT7onpnSKz8/v1w1olOnTl3TsRslLy+vWuSjotSk8tSksoAsT3VXmeWJjo5Gp6vAMCFjLoo4f0qOGmbXrl2MHj26qrMhSZLkd5YsWVJ9ask1RI0Puna7nX379hEREVGxf7FJkiTVcBVe05VqftCVJEmSpOpCLu0nSZIkSTeIDLqSJEmSdIPIoCtJkiRJN4gMupIkSZJ0g9TIYWkul4sZM2Zw6NAh3G43DRs25OWXX2bt2rXMnz8fl8tFixYtGDdunG8xY38we/ZsUlJS+Oijj1i5cqVflmXHjh1MmDCB2rVr+/ZNnDiRlJQUvywPwObNm3nvvfd8q6BMmDCBNWvW+GV5NmzYwKeffurbzs3N5bbbbqNdu3Z+Vx5VVXn77bf5/fff0Wg0xMTE8Oqrr7Jhwwa/K8sZ7777Ljt27ECj0dCzZ08eeughv30W3LREDbRmzRoxffp03/bo0aPFypUrRf/+/UVhYaEQQohnn31WrFmzpopyWH7JycniscceE6NHjxb5+fl+W5bt27eLSZMmldnnz+Wx2+1iyJAhIjs7WwghxLRp08TevXv9tjzne/LJJ8WOHTv8sjzr168Xo0aN8m3/9a9/FXPmzPHLsgghxLp168Rjjz0m3G63cLlcYsSIEX77u7mZ1cjm5e7duzNu3DgASkpKsFqtHD58mNatWxMcHAxAz549+fnnn6sym1fNZrPxz3/+k+eeew6ALVu2+G1ZLsafy7N582batGlDZGQkAK+88grHjh3z2/Kc63//+x+1a9cmOzvbL8sTGhpKSUkJdrsdVVWxWq3Ex8f7ZVkAjhw5QrNmzdBqteh0Ou644w527tzpt+W5WdXI5uUzJk2axMaNGxk+fDiKovgejAARERFkZ2dXYe6u3j/+8Q8efvhhwsLCAO9cq/5aFoCUlBSeeeYZrFYr7du3x2Qy+W15MjIyMBqNjB8/nuzsbFq1akV4eLjflucMIQTz5s3jnXfeYfny5X5ZnubNm9O+fXsGDBiAyWSiadOm5OTk+GVZABo3bsw777yDzWYDYNu2baSmpnLvvff6zvGn8tysanTQnTJlCiUlJbzwwgt06NABcc48IEIIv+j32LJlCyUlJfTs2bPM3NH+WBaApKQkRowYQa9evXC5XLzwwgu0a9fOb8vjcDjYu3cv7733HjqdjhdffJGQkBC/Lc8ZmzZtIjY2lqioKMA//739/vvv7Nixg8WLF2MwGBg/fjw2m80vywLQvn179u3bx1/+8hfCw8Np0qQJe/bs8dvy3KxqZPPyvn37OHr0KACBgYH06NGDRYsWlfkLMDs7m5iYmCrK4dVbuXIlhw4d4pFHHmHs2LGkpKTw3nvv+WVZwDutXN++fdFqtZhMJrp27eq3vxuAmJgYmjdvjtlsRq/X07FjR78uzxlr1qyhV69egPd35o/lSU5Opk2bNgQEBKDT6ejQoQPLly/3y7Kc8eijjzJ37lxmz56Noig8/vjjfl2em1GNDLr79+/n3Xff9f0F+OuvvzJw4EB++eUXCgoKEELw008/ceedd1ZxTq/sr3/9K1988QXz5s1j1qxZNG7cmBUrVvhlWQCWLl3KRx99BHhHl27dupVhw4b5bXk6dOjArl27sNvtgPff2uDBg/22PGfs2rWLRo0aAdCxY0e/LE/t2rXZs2ePb6WxPXv2MHToUL8sC8DRo0d57rnnUFWVgoICfv75Z4YMGeK35blZ1cjm5YEDB5KamsojjzyCRqOhXr16DB8+nLi4OJ588kk0Gg3t2rWjQ4cOVZ3Va2KxWHjqqaf8sizdu3fn9ddfZ+TIkXg8Hlq2bMmDDz5IeHi4X5YnNDSUUaNG8fTTT+Nyuahbty5/+tOfiImJ8cvynJGVlUV0dDTgv//eunXrxi+//MKjjz6KXq8nISGBP/7xj4SFhfldWQDq1KlDYmIiw4cPx+12M2bMGCIjI/3yd3MzkwseSJIkSdINUiOblyVJkiSpOpJBV5IkSZJuEBl0JUmSJOkGkUFXkiRJkm4QGXQlSZIk6QaRQVe6oQYMGMDKlSsve867777LnDlzAJg8eTLTp0+/rnvu27ePX3/9FfDOUvTwww9fV3rV3YkTJ9iwYUNVZ+OiXn31VZYsWQJU73xKUmWpke/pSv5tzJgxFZrekiVLiI+Pp1WrVjRv3pzPP/+8QtOvblavXk1GRgadO3eu6qxc4LXXXvN9rs75lKTKIoOuVKkWLFjA/PnzMZlM3HXXXb79hw4d4q233iIvLw+Xy0X37t15/vnnURSFyZMnYzabGT9+vO/8TZs2MWnSJJYtW4ZO5/1n+/XXX/PDDz8wb968S97/P//5D0uWLCEgIIBjx47Rt29fnn/+edavX8+2bduYOnUqf/zjH/n+++8pKipiwoQJJCcns379etxuN9OmTaN58+Z4PB7mzJnDihUrEEKQmJjIyy+/TGxs7BW/g48//phly5ah0WjQ6/U8/fTTdOzYkffff5/U1FSCgoJ8Myc999xzdO/eHfBOAfrJJ5/gdDoJDAzk2WefpU2bNng8Htq1a8e0adNYsGABmZmZNGjQgBkzZrBmzRo++eQTNBoNJ0+e5J133rls3o4fP8706dN983p37tyZMWPGYDAYeOyxx+jatSs7duwgLS0Nk8nEtGnTqF+//mXTtNlsvPbaa6SkpAAQFRXFxIkTSUxM5PHHH6dLly5ERkZekM/k5GT+8Y9/UFJSgsFgYNSoUWX+zUhSjXCj1hCUbj5paWmiXbt24tChQ0IIIRYtWiTuuOMOsWLFCvHoo4+Kjz/+WAghRE5OjujatatYt26dEEKISZMmibfeeqvMZ7fbLfr27StWrVrlS3/06NFi4cKFV8zH6NGjxaeffiqE8K7n27lzZ9/ndu3aiR9++EEIIcS7774rOnfuLDZu3CiEEOLNN98UY8eOFUIIsXDhQnHfffeJoqIiIYQQH330kXjssceueO9Dhw6Jrl27iuLiYiGEEHv27BGvvvqqEEKIDz74QHTo0EHs2bNHCCHEqlWrRLdu3URJSYlITU0VXbp0Eampqb68duvWzXf/Nm3aiIkTJwq32y1KS0tFv379xPfff3/B93c5qqqKBx98UMyZM0cIIURpaan405/+5PuuRo8eLe677z6Rn58vhBBi7NixYvLkyVdMd+HCheKJJ54QqqoKIYT49ttvxfz5831pnkn/3Hzm5uaKrl27ii1btgghhDh8+LDo2rWrOHbs2BXvJ0n+RPbpSpVm+/btNGrUiHr16gHe/twztdSPPvqIRx55BPAuR1a/fn3S0tIumZZWq6V///6+/sDs7Gz27NlD7969ryuPqqrSp08fABo2bIjBYKBjx46+7aysLMBb6xw0aBAWiwWABx98kF9++YWcnJzLph8SEoLb7ebrr7/mxIkTNG3alClTpviON2jQgKZNmwLQo0cP3G43qamprF69mjvuuIMGDRoA0LZtW5KSkti4caPv2v79+6PVajGbzdSvX59Tp06Vq+wZGRmkpKRw3333AWA2m+nXrx/r16/3ndO1a1dCQ0MB71J5V3OPqKgoDh8+zPLlyykoKGDIkCE8+OCDl71m06ZNJCQk0K5dOwDq1q1L+/btWbVqVbnKJEnVnWxelipNYWEhISEhvm2tVusLWqtXr2bBggUUFBSgKAqnTp2iR48el03vnnvu4b777iMnJ4cVK1bQsWPHMulfC6PR6PtDQKPREBAQUCa/qqoCkJuby6effsrXX3/tOx4aGnrB+qzni4iI4P333+fzzz9n3rx5REdH88wzz/j6Mc/Nv6IoWCwWioqKyM3NJTk5maFDh/qOl5aWUlBQ4Ns+812eyfuZif2vVm5uLnq9nqCgoDJlysvLu657dO/endLSUr777jumTp1Kq1atGDduHHXq1LnkNTk5ORw/frxMee12O/Hx8eUqkyRVdzLoSpXmTAA5w+12U1RUhN1u57XXXmPWrFl07doVwFfrvZw6derQrFkzVq5cyYoVKxgxYkRlZf0CUVFRPPDAA2WCwtVq2bIlM2bMwOPxsGzZMsaPH++rwZ0bRIUQFBcXExoaSlRUFB06dOCNN96oqCJcICIiApfLRXFxsS+45ufnX/aPiKvVr18/+vXrR2lpKf/85z+ZNm0aH3/88SXPj4qKokGDBsydO/e67y1J1ZlsXpYqzW233UZKSopvbePvvvsOj8dDRkYG4A1GAP/73/84efIkpaWlV0zznnvu4b///S8nTpy46lGver2+TPC/Fj179mTx4sVYrVbAu0zc5MmTr3jdpk2bePnll3G5XGi1Wpo2beqrPQOkpqayZ88ewLuGrdFopGHDhvTo0YPNmzf7vrv8/HxefvnlKzZng7e8xcXFVzwvPj6eW265hYULFwJQUlLCjz/+eMUWhyv5+OOPfYPbAgICqFevXpmF1i+Wz44dO3L06FF++eUXwFurnzJlCgcPHryuvEhSdSNrulKlqVevHk899RRjxozBZDLRo0cPateuTe3atRk0aBAPPPAAQUFBDBgwgCeeeIL333+funXrXjbN3r17M3v2bAYNGuRrFr6SXr16MWvWLFJSUhg+fPg1lWXIkCHk5ubyyCOPIITAbDbzzDPPXPG6tm3bsmbNGoYNG4Zer0ev1zN16lRMJhMAbdq0YcGCBb7AO2XKFEwmE/Xr12fChAm88sorOBwOAIYNG3ZVtdBu3boxYcIE7r33Xl9AvZQ333yTN998kx9//BHw/nFxLbX5cw0YMICpU6fy3XffodPpCA8P56WXXrpiPmfNmsXbb7+N1WpFVVV69erlGw8gSTWFXNpP8iuqqjJo0CBmzpxJkyZNqjo71+XDDz9k3759/P3vf6/qrEiSdIPI5mXJryxcuJBatWr5fcCVJOnmJJuXJb9QXFzM8OHDCQwMZObMmb79hw4dYty4cZe8bsyYMdfdR3k5W7ZsKZOf802ZMoXmzZtX2v0vp7K+mzlz5rBs2bJLHv/mm2/KnaYk3Sxk87IkSZIk3SCyeVmSJEmSbhAZdCVJkiTpBpFBV5IkSZJuEBl0JUmSJOkGkUFXkiRJkm4QGXQlSZIk6Qb5f0pyZ4y+mI1eAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 28;\n", + " var nbb_unformatted_code = \"shap.plots.scatter(shap_values[:, \\\"daily_time_spent_on_site\\\"], color=shap_values)\";\n", + " var nbb_formatted_code = \"shap.plots.scatter(shap_values[:, \\\"daily_time_spent_on_site\\\"], color=shap_values)\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shap.plots.scatter(shap_values[:, \"daily_time_spent_on_site\"], color=shap_values)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "7eed6dc2", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:06:03.337051Z", + "start_time": "2021-09-23T15:06:03.058017Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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v+zQUCS5qKlU716mE2whffk2t+jyj9G4Ou8sCpFrGQmj9Rb4KBP9WGnJEghDLcxCLUWLxDRZy7BBiBYNy4qexI5/t5fBHe0DTsHkqnt38i+3Htf30i0xKHv4bxafherAbd91R2fP8YadKWon+PqsUHn34AL22Z6JJEo3nZnDZ4iG1+gyT5qp8s1P/aVzfXuKj4ed4FO37N0CHBH3OcupQUETsm0BwumnInqW4I5yjSJJEhL9Uo1ACePLd/5yEy6QgoWLAS2LBHnzL9lRqa7p7Be1Scmmdnkf8w8vxHRN92iyk8vWCckpAkvAZFPZ7jezs9hba2gM12vT9rop+v95R+Rqay4vmU2vs46xiNsLdF8JT4yA6uL6tEQj+pUhVvBoGQiwbACl5Pi6YXkCbB3N59ffS447HX9MM/9ZBANiiDHRmG13YShDFUOqp1DbAWbGGM8DlPi6e5uLmMm8Nlbm4mcSL3b2M/3MzQ1dtZeCa7dicbo4UGPFN/KhGm41HfbPcPtA0XTBdLy+l2PYQxaGP4Zm/q7Z/gpNCzbGTP+Ybcjq+Q+nHDbNgr0Dwb6K+lo4cPnyYDz74gJdffhmAvXv31rkPIZYNgOfnlLL5iJeCUo2Xfy9lR1rldHvmCAv9/76QIfsvpe+yCzA209dsKpd1Qh5WkQlIUzWkwY3Q0OcO/O7vXD6XqGkaD/3hpse7TtLyfMy6VGGKmk1Unp4T1+rykHQkk/iCDCh2Vrp+QZabv2bAO7dtJ3nUfDY0+Zpgl6v8uEEGVQOtyInr/t/0jSIXhRd9gXNXfo2fX9M0Hlnho+eXXh5e4SsX3poofnAhrlk78W7OpOimOXj3VCy7QdNg6xFIzatVXwKB4NTRqnidaebPn8+YMWPYtm0bv/32GwCffPIJb7zxRp36EXOWJ4Gn2MOOF7fgznHSbGorgjuEntb+faqG3a4SGKDP8/mOEYeqRjAlRcYcZQWsWPc8huZwI1lNldrsXZrFvkwPctdGSGj0alkR7fnFRh8vLNdFeG2qSttImdHHBPM0zk+jmZaO/Pl1lfb/8vZhMvdKND54CM/2wwDc/cVynrzufDyyzDtDZBRZQjPIunJ69PWdqkcj4/n1JH52/gn/Hl/v0Hjub/1vsCZDo02YxsQ2NT+RqnlHlQ1TNdSjy4hNfAu+XglGheCnL4Rzooq8QPDvpj7mLN99911++OEHkpKSGDFiBACPPPIIY8eO5Y477qh1P8KzPAk23beWfe/t4siPh1h52RK89tOXWL2gSOa2B9O49n+pPPVKFh6vxn0j/UiKVDAqcPNgK+3ian7G+UcoS/cX4zikR+x4XbrKqgYZn0HB66pIkZZZUlmQjxxw4Nc7Bl+7aEoVAwdCgljfvQtK0ZvIE3pUamsv0j+/4SgV77f9MLuteyj9n8K1bSVKXviTgmtm4xvXDQ8GXJjIJZiQ1WvxjHgTdUXludWjyTxm5Dnj+LilKvF/qB9SqBUAy/h2GLuXBTMdzNKFEsDjI/qLtbXrUCAQnBL1MQzrcrlISirLcFU2kubn54ei1C3oUHiWJ0Hxnorcm+48N65cJwa/45ca+HwaK5MdyDL06WKtVaq8NZusZOXoIrZpm5P1mxz07Grjz0dD0DStTunm9jy1ib3PbAYJWk3vRvNbWrJzfgaHVucS0SKATuPiy9tO7mzgvaUO9rsMxOcU0eqWFTg6j2CpOYx7HroQVZYxen20z4JOFafx92EvezrFkJ+egjE+gualRRiOFOHfO4qoyS1QZAn7W2sofmiRfoIsod46nPy5KcSV7sW6KxNtF3j/2ocx9QUk/+NLn01sLfH+JtidD81DYFItvEoAY/dGRKbcg1rgRIk5qhRaiD/4W6BEH052RwVwLue88X70F94nf4eoAExfX4PcovrE9wLBuc3Z9yz9/f1ZvXo1vXpVZCJLTk7G379uy8OEWJ4EiZObsvHePNAg6vwYbHFV32pf+iCPlcn60N+QPjbuvK7m4VqzqbKHZ7Ppzr/q0zi0qQhroIHoZie+tXs9Kkiw78Wt+g4N9j2/hSZ3tGbM/3XG61YxmCoPKkT5S8xM287G71KIKCrF5FMpWp3Nrv5NUGW9rcegsCJVKhfLtUe8nPe2Ha8KSkIj5j5k4byOPUhJc7EiW0ErkWnvD95dORUXUjVCz4ug0VuD8HR5Fi2zbH+REwoduogdQ6SfxOarFQ4XQ0IAmA21/8FJViOK9Zi1oUE2+OU+eH4WRAZxeGJ7gkrcyP6mKvuoT7TMIjy3fKePvacU4Bz6DpYN90OQlf1LfKT8sYe254fTrEdIfZsqENRIfayzvO+++5g6dSoJCQmkp6czYcIEDhw4wNtvv12nfoRYngRNrm5GaPdw3DlOwvpEIlXhMWqaxqoNFXNkqzY4uLMWfffuXApyBAcOuTmvp432rS1omsYPT+xiz+oCAAbe1JhdwYF4fXBFfyuBtgrh+2t2FnM/TsVglGnTLJSAHTm4FRkaB5KWnMvy71Jo3MhEjyktUY4VzIFRNHpPL+Is+xn4Jt3KDpcG/hpIEkYZ+ibIFDtU3vm9lIWH9OQGAD5NYk02dCzR6PmFj7RiL1gU/Mwy1/bowyN+G9HsHpSmIZiH6kMi8r1D8V39GXhV5Ik9kRpVf8M3GySan049GNQWBrXFufwwgRd+y5GSlQTe34uQFwefxoucOprbV2mSWj1cQMmkH9h+9VB2z/MBOWxbmM1FST7afXBexciD1wdpeRATAkbxMxecG9THnGWPHj34448/WL58OdnZ2URGRtKvXz9CQ+sWayJ+RSdJUJvgEx6XJIkWTUzs3Kcv1WjRpHZei8kEd98SXmlfSa6nXCgB5n2TzuxYfbz9p9VO/ngiDACPW+X3j1PRVPC4VA53isOvdTj3NWuFXTEQ+J2TImMzQg46+GT6Ti55pE2l60SNb4LiZ6B4Yx5p7WNYMdtJGNAvu5DwNn48MMafLrEyd3xYyIJNbpyShGQxoCGhSBqDmhpYftBHWrGmrx2RZeweeOuIjUuW3sF5hVkYu8UiB+neo3JlD+R+zdAKHMjtq07Ld6YpeGQpcok+51r00moCbu2KISGo/Lha6qHojXVoDi+Bt3dFCT+9tUxrQo4PQXlwKN4XFgASHsywPYvsQxUTuZokkTLrMPEXHyL4okTIL4EBj8GWQ9AiFpY/A1HBZ9VugaAq6kMsb775Zt5//30uueSSSvsvuugi5syZU+t+hFieQR6/PZxfFhUjyxKjh5x8+jRroAG/ECP2fH3NZBYVw4ppOT6KHCqBVhlZllCMMmpZII/rSAmBWXlYY5OwBxgoslrAq5Jvs/Jdqgn11YM4S30MnBBDbDNdBMJHxRM+Kp6CrQ5An9OLcHkY7u+msewFTOzN0OdULZpGgtPLtaP8acxe+jZpx44sFSsqthIXJSYjbosRTZEhzIa5W9Jxn02KD0WKP273WUMKOKq6iEFGslb+SeRMmkPpz3oBbMcve4jdUDkS+Gxgev5ivswL5kM5lqTcPF7t4KD90Ai2zs9CRcJmdxJSYEdzlgVsfbVcF0qA3WnwySJ46NKzbrdAcCxnUyyXLVvG8uXL2bhxI88880ylY4WFhaSnp1dzZtUIsTyDBPjLXDU6qOaGNWAwyVz1YmtW/ZCGLdDAzH02KBvhLZEllLJhYMUgMf7+RH596xCuFDuN96XjV+pi3LpdvDuoM2gasQ4XkU4PYTkuNhwsBODwthLu+6IDuSUqmw54aBVvpFNbC8MH+bN8lZ1om8bG+blsmJfLwOHBjO0VwCuz9ZDUC9sZeXy4heRkfV1l60iZgb4S/nKbsLjdmBwe2rbzY3Bi9T+SosN2UlZkEt4mmMjOlYdGNKcHvCqS/5kpmRX61jAOXfYt1hKJoMfPQ4nQ54OdXg2LQcK1Kq28rXtjFqrTi2w5uz+b3XkaN7bog6rB6qaJhHeReL2Twnk3SXinZ2PbkE7YhQnsi4tAW1NC19CAymHu4SIhvODc4GzOWSYlJbF37158Ph92e+UQeqvVyiuvvFKn/oRYNhAim9gYfb9ekcP/gIfJH5dQ6tZ4cowNP3OFEDXrHECXDhaKft9Wvi86UKZNhES8wUfOZg8Wrw+jy4uGHptmL/RyIM3NtW8XUWDXsJrgs7tCuGlSKDdNCuXxO/djL/uWL51fwKufhtOjuZFih0avlpWDZ7w+jf12qTzoTfZpBLg9SFKF2O3P1zDKEB8kUZJWyuyxS3AVepBkGPZBb+IH6NVQvD9uxDXxS/D4ML0yGuOdA0/739WYFELhhz1oVrbOcneexrAffRwqgmvaSkwf3ZyS9zYAYBne5KwLJehLZ47OSvhP7l5bUxNd116M5vHx0cc5rHxbL93Wq1dzbnlgDMzfCAPawHXn1jys4L/M2fMs4+Pjuf7664mMjOSiiy465f6EWDZAejcxsueZqqNdfnrzCBtXlBIfG0pUdiERnUK4/6OOTIu28Nc2F4+vddM2vxBJUXBIEla3h87nh7L+kEpBmSI63PDG76W8d5PuFQeHGslK14eA/fxlTGaZDomV1yhllSq0e7WE7VkqPUyQUZZlz9/rpW/rCs/m0SVenl3pQwLevMDA8LRcXIV6Y02FI8syy8XSfd8v4NLnE933/oLh1n5IRqWsrVZlYFVdWZ2mMT89hDi7RpSfxDOrVQ7pSYv4bJvG9Q8NpfOQxmilXvwub3Xizs4QvWNhaGOJBYc0Ak1wV9fKgVmSUWHHshwaZxewPzKctevs3PLZJHhhUr3YKxBUx9kchp05cyZjxowhJyeHTz/9tMo21157ba37E2L5L+PwTn244UhiFEcSo3jim/ZY/HSB6d3GRDvJWf511WSZnlc2YtRVUWzcXzmH7E/bPdyX46NpuMLVU6P5cUYWTofKRZeHo1SR3H3GrhC2ZepzpX8rNq5P9JJRpDG0fzCTuyrcNtdDtl3jh10qaHq2uaeWexg/KgjFLOMrm2cN6XjUMOzR84l+JlAkctfnsvLaP3EXuGn3QHtaTT15Afthl8r4OSoaCXyc6mPjZIVjpiyxmSVso5ohmevvp2KQJX6/VGbXYSeBLy0i6IYsPIWptM5Og2kleLq15aZZv2N1usn29+OeWy+n0KVikiWsxoaTqFogOJ2sXr2aMWPGsHjx4iqPS5IkxPK/TOsegayco69rTGzjVy6UoH85oqNNZObp84saIAWZkSSJzk1NxCWZ2HrAg1OCIiSyilWahiuEhhu56e4TR6sa5cqzEROGBzKkuf71Gv+jm++3HZ+jr6hQ5a6nsoju2xY/xckvBHHPoRh+OaIxIF7CPOMq3Dd9j1bqxvzaGCRZZuMTG3Bm6YFHm5/ZROLliVjCj1+beSIOFmqszdD4YrtWPodypBjWZWo83VdmX4HKrnyNmxKcJJ73ITl7czFf1ZGAGZciyfWT9EqRJRIemY376014AC8+gsmFa9/Gfsf1WMsS5EeU2Gmy8zBJL1q566+5XNpKofXTF0OAtV7sFgiO5mx6li+++CIAX3zxxWnpT4jlv4xRNzQisa0/LoePjucdP1R70cQo/u9pF7JXRQ000bNPRWabRy/xY/T7xRS7NIa3NtKjce2/Hte0yidDjWBTusrEzsZyoQTYlVP1tL5Tlsm0mrEWOVgfEsKGpChww2MrfSyfYEDpFId1zd2VzpENFWIlyRLapv3sf+FXSgICSHz7KgJjThzMsi1Ho/fXPord0C0lDeJiATCqPloFSUT6ySy8XH/AKL5pIc69evJ111ebsFzbBdP5TWv9Nznd+PZVJH3XUFCRUXxepIDK/057I8OY88kL9Dm0G+YDO3fBvGln2VqB4HjqIylBSkoKixcvZvLkyRw8eJDHHnsMTdN48sknadq09r9nIZb/MiRJon2f4GqPt2ll4fGXm3DwsJtWLcyEhVR8BfomGdnzeDBZxRrNI2QOpXn49rdi/KwyV48JJCig+lyKQWaVP244PrOQpmnc2EXm9t99aED7SIktWfpPRlFVQl368K9aNrQrqxrB5uO9t505GgYZOj/bhdW3rMKd46BZ50C0Uc+R5NTXHC4+UsjgtQ+e8O/zyz6N4rIqZa0OZ7CuTCw9ssL6TcUkDAwubyuVZf7Jsdj4oX0XGn2azfjGEfg3qxBkze3Fu2w/cnQASvuYE177VLHc1hv7ulTwqRgNDjSvRJ7cFO2pP5AlA1viE1jSsTnrWibQ86Ojcu2u3n1G7RIIakt9rLN85JFHGDVqFABPPfUUzZs3p1mzZjzxxBN18jqFWP4HaRRjpFGMscpjITaZEBt4vRqPvpZDfpE+fJpb4OPJO8KrPKc6Vh3ycfEXDvJKNW7paeSKTiYi/eDi7z3k2OEKmxMtRUMKNDH8whCURfkE5DqJzDOQOzCiXMgfWOzlpdW6HS8O8uf+ZSPYef4cHF9txUbF4vyw1EyKXBqB5up/kJ0iKt4fCQ2udKzAr/JQpe2xgRTvzOXCjiM4EKl76Tse2szLP3QBQPOplFzwCd4l+0CSsH18KeZru9fpb1QXzBM7Y+gVj5ZTStHc/RQ/vRibWkoQmYRpGnGHDzLy8HwGROSzqEM3hm0qSxA/pucZs0kgqAv1IZaZmZmMGzeOgoIC1q9fz9tvv43VauWrr76qUz+i6oigShwurVwoAdKy6l5Z5YF5LnLsGqoG7672EOpxc/U3TnbnS+S5Jd4v9GOBLZBF+DH39yICcp0EFdoxbcxk9iy9zqWqaUxfXVEd5fFlPjSfStHiVFyShRSTPpeqAnZfI9a0ncmXk9Yy69ndFGVV1NRUvSopn+2l9e+7+GqIRlerix1REQRmF4Oq0SvIw+Wd9CxLmk/l4MQ/2NX6S/72jysXSoDFEZFoZes41L25ulACaBquj8589RKlWTi+sADSnt6IioJP8bIwqidzYgeQYo1GxUSrbw8Sv8lEqrE1rievhY9vPeN2CQS1oT7qWf7DihUr6NChA1ar/lDs9dbtniY8S0GVBPjJDOxhZekaPfvBqEF1r8txdP5yRYLvHt7BkaREKJtj82oVT5klbo0uR3IYunwbsqbh2HUQ34RRYFZ0cSpbJuLxakiKTMCAGA6vz2dPcD/C3bm4ZROGIhM7mofjSvdCei4FmS6ueaM9ANtuWcW+7w9iDzSyKzqV5EHd+edZcbz3EF/f0BRZktB8KusG/or1zwMAhM3bQ2DXXhSZdCHtEiOVL1mRo/2Rgq1oBfrfSGkdieb14d2QjhwTgBJ3agkpNE3j1oUqP+7W6B4t8e1FMgEmCV++C5Aoxp8t4TGk++npDhdH9eSinD/ZbwpmS/MoOh7OoG2KhZh6CkoSCI6lPjzLNm3acM0117B3714eeOABAD744APi4uLq1I8QS0G13HdDKBcNdmOzyDRuVPWw7Yl44yILV33nILNE49oIJ4ZkN+cfTOe71k1wGxT6HskktMTN6ogQcv3NXJKag1xW6NqaWszqb9PQ+sXQwuBht1P/qrYP9ZFZrNLi15EUTVlJ1vJscsz68HCw5MRlNhBWVES7gweRNmrMmL+bqH4xKH+kYQ8ygiThUSv/YD17nchlCcg//SKH3+LbEDc8lquWrCGk1MkPudv4sVdb4k0qD10UW37eH1kmfnz5Djom7+S6gAIsDw+iaMTneBbuA5NC4M9XYrrwxEtb1GIX9u93IodZ8bukBaBH6766TiW9ROPHPSA5PPxx0EmzpS5e6+BBCfcnJlgmsMBIjrli/tQnK6z64F7G7Q/HYTbh53SzwHaAMzuTKhDUnvoQy2effZaZM2cyadIkzj9fLzTv8XiOS4FXE0IsBdUiSRKtm558mrmWETLrbtM90tSd8MmP0Cy/mPtXbSE5JIh8o5GWrU38WmxEA/aFBtKdDAC8isx9uyxs36hnCBjUVGNtrszGdGj7f6WsmmKjy3vnUXTjSjL/ziayUyh+f2USdyiXvoe2YSkbYjE73WxcJtO4ZRDsLACgfUYOvfelsappLDEFJVwppQPt2HHAzZervKTFhrK2cQQHIoJpkVfI1Zcm8UGfygnUF/2cwfoXt5IoSbzdqSV+43swaV+mLpQAbh+ON1efUCw1n0rGoK9xJ+uf2f1oH4Ke6s+g73wcLEuMgKphyLUT6/LQMjeTjHe2Y/CZ8FnD+GpQCx76eyatMtL5Lakb73YbxN87wiFAf7CxW0ysPK8VvU/6X1AgOL3URzSs1WrlyiuvrLTv1lsrT02MHDmSuXPnnrAfIZaCs0KjVv5c+UxLdq7M5+PNPn7315MPbMoHFL0E2Fe9W2FBo11WIVtaxrLdURF9u/WIlxKDPhSaWwo/bvXy0EATQ78eAEDq9iIWfXgYP4cTy/ubys+zefTQ10YTmxCyLpf9f6RhDvfji64u0pf/TWRzf4quCAag1KlxKMjK/jA96X16QDzOg1aenlHCTYecpEcH8uBaCUXVuHfmZgJd+lzqlZt2s/LFdK6cGg4WAzh1oVaanLimmC+tpFwoAUrn7KX0/n4VQgmYNJWB+cU0c7pAstDc5eb8HasYf+lkHljzE+el7WJddBOuH30VPlkBr4qhxI3X3wSSRJdokZRAcO5QH55lbdC0mmVciKXgrNG0azBNuwbzzYxiWK8vGXF44dY+Br7bphLpZ2DcO52YudbFXzmgpnv5J9dBqN1BgLeU/WHBALQMl1mbrrInD3pZnHz3v61oXg1JVYmNiiAhMxsNyAzyZ0z6MgKuncv88y+kuFkYgZ1CaHxfO5o+IvPVVh+vrCiia6GXlwcbMUWboSyZkdXro9QgYXHBgq8zKTXmkN6rFZpBwu2Df2JnFVVjxKotFLv9CZw1Ecebq1AaB+P34nBSijUm/qbnmr2vu8zUzhXzh94wG89MuoCdlgDGJm/jygQfO/Mr/80aZZUJZRmrk9oyZEcy7QqyaFSiN06OTtSFEkDTmP71YnrtT+NAVAjnXXEhcPIVbwSC00ldxXLp0qV8/PHH5dvZ2dn06NGD3r1789lnn+HxeOjYsSPTpk2rqOV6EtTmXCGWgrPOpZ3MfL3Bg6ZBoyCJJ4ZZeGusLiKrDnp5Z6cuDrKiEODz0ftgGhfsOYjV42FtUiidr2iKR2lEz8/1tZthKtwsyQR79fP+bNYS7dp+/OLwZ+r8X+ifXcyu0MYcKLABLnb/kUFQoh+LtniZFpWIJvmxIV8lwASPDLcwaY6XC/ek0Sa3CJ8kUWAyYlRVHEYTmiyBqvF1rzZM/Hs7ZreH9qmHaJORwba4Ftg2u+jw1QTMQboXfO8cH8tS9M992yKV4U0kmgbrP8wXN8p83EEPQPqrWWNCX59FlxdWYW7ekzKnlZ7bU5iXFMPBABvRThf/25SCR5bJ8zPz8nmjeGvOp5x/aBuBzlKKLDZ670/jvL2pADRPzyPl2fUkvdP/LPyrCgQ1U9dh2IEDBzJw4MDy7auvvppRo0bxwAMPMGvWLIKCgrj55ptZtGgRQ4YMOa22HosQS8FZZ0wHE6v+F8jOLB/DWhoJ96/wttKKKn5OqizRy8/N2O17y/ZI3LRmDZ3krVwReIv+w5Mh12DCdXRmH0niTWcEKVYL1xvKIm/lygkV9vyVx4ESK9pRw5SpxXCpWsCUv4/gXxapq2ga4Q49vZ5PksDtA7fKhvAwcvp3YmJ+KiN/2UlyUlMKs2R4fzfZm/MZ+UU/AOxHpdzVgNKjtg8f9Vk1WWJTi3jMs9P49o79/NiuKY2yi/BkFbG/k15tJs1qYYfNhCQ7eO+XGWyNjKXNna/QPWMfU7YsxZxpofXhinWnAAajiIQVnDucyjDsb7/9RpMmTcjMzKRbt24EBenR5sOHD2fx4sVnXCzFL0lQL/RMNHB1DzMxQZW/ghe0MtAtThe2cD+Jh4dYkA36D0zSVKIdeRAbRNd/RK7sf6sSK2I+s61mMhUjTUPgsf4jWZmQRIArHy9eUFUiWgbQOusAVyYvJ6ZIr3dlkDQsuQ4++ySbMLuz0hPwvrAAFidGc7BRKFaXFz+3Lp4p/v68FxDHY29PpUgylbfP3VZQ/v6pvjKRZbFBUztJtI+ouFlM6SQTZNKvFJ9XRLjmISUpjCPfHiQ4rZD0sAAc93Sp9PeJNDrx9+rXb5eVxugdOxmzdQMvLPyWx7d8TofCPbhR8EoSRZ2isU/pXNt/EoHgLCBV8aoZTdN4//33mTJlCllZWYSHVyRICQ8PJzMz80wYWwnhWQrOKfxMEitv9WNPjkpckEyQVaL1twNI+XgTkWu2Edm7FYaXL+WBIJnd+RqfbdfP+yspBnO0FWt2CUux4fGp7EtXubWFlTcHXEGzw6nE5xcBPrwH82izaim/tWpLus0GxS68PpXinXmEKArfd26Ooml0S82lyGBgXUQI/TMKCM0s5P2lH9IiN53fm3Xg6lFTaJuSy/w/PUzqGUjKX3ox7aRRcaiqhtul0iFMYvNQB4WSgZwiyMo1EhlW9rNbcIhH5h7BJckodh+GsiCD9LAA3s7xhxwVNAMoPvBphPlLTOvlhdn66SoSXY9kc+n2vwCQ0UhgH+vCW3PLbSMwIeH4SeLV3qXcOrhyNK9AUB+crGe5fPlyYmNjiYqKOr5PTUM+xbXEpxzgo6oqixYtYujQoadkiEBQF0wGibbRFcOmER1CiHh9IDCwfJ8EPNNP4dcDPnIcetKDByaFsuOwP3NnlSJrGjZNY3+mj6Z2R5lQ6hSWSGyLbMrfcYl6VWWfhsWnEeLVJwpz/czk2szsCPQHVaN5oR0ZGL5zBS1y0wEYsXczo3asx6MY+P3dp7D4vHzQfTh/dh6MI8TKvFv3UpDjoamrEF+uE48is7pxHHKAhe5jwom2qXywSiYiMpKmRS6i7IX8M6OzJyIIvD49+kkCzPr60FIZbPcOB4cT18r9bG0Uxe4BwyicOo8gl54YIdUWzGsXdqVPRgHxxQ48ssQ7pSFCLAXnBCe7dGTBggWMGDECgOjoaLZv315+LCsri+jo6FOy6+KLL66xzQnFUpZlPvzwQyGWgrPG4QwvyTtdtEo00jrRdMK2jQIkkicpLDqk0SFComu0RJzFQKBBo6ndg1UDhwp2oxGvImPw6en7XAaFKy+4hMMBAUhON5os49Qkso0GIjxemuWVkGsz6wqsamRYzXhlCZehsj0lJguPrZqNxecl0z+E+a0GUKRZ+WW7RnyJRqjLjS9XHzI1+lSiCorYZrPx/hInh0NsaEl6goM+h7PpaDCwOSoInwQxeYVQ5Kq4s/g08DNzSUsZ164CpMmDsTw5Fik5mce6RrFcu4/WN73HxpgoJo+8Gm9wMJ3S9GopRlWjeU4JEIpAUN+crGe5bt06Jk3Si5n369eP6dOnk5+fT3BwMHPnzuW6666r9tx9+/bx8ccfk56ejs/nq3RsxowZAEyZMqVGG2ochr3gggu488476d+/P8HBwZWODR48uMYLnAnee+89Vq9ejaqqdO7cmbvuuqte7BDUDrfTx7evHOLwrlLa9grikilxVYZqH8n0csPzOThcGooMr9wRStdWJ06KkBAocW37ir7axhh4baiFj2fqkTRuL8T3D6P5BTYyvtuDPdfN791bsM9UlorO5ePK9oW0bxJN5wgrpgwHNpuM2lgmxylj1DQOFxjY8r2Bea36E5+fRqOCNL5v1Z35TTowZeNiFjU/j99a9aXIoi/R0CSJEqORQEXWa4aW2WY3GilRZAotRrSjPn+Ozcy8FrEcCNXPDwmxgaPiM8o+lUt3HeD2/VnsuXQjSBDz+gDoox/vf30n1sy5nFv9EsnwD8EfCZWKgIRBLcRsi+Dc4GQ9y8zMzHLvMTAwkLvuuovJkyejKAq9e/emX79+1Z5711130bhxY/r27XtKw7U1/opmzZoFwP79+yvtlySpXsRy5cqVrF+/nk8++QSAa665hnXr1tGtW7ezbougdqz8JYftf+vDoH/Py6V5pwDaVVFGbOMeN00OHWbagh/wdztZ7xkFHw6v8/W6NDHy8VHbUQXF7F2agxYRzPBpiaw7YIS17vLjI+IKmTgoQd9od7w3m5rq5s90N5rRzIXX3697nYBS5OSJ/lfSu8iFx2AATU+uABAWJBEYYCO4jYUdyQXkm81sjI4gPcRGoU9DVlXUsh9uoclAga3ioSA/KIDG2Uc45B+CpGkk2ovxc7jZtqWEngAa5ExPhpkdy8/p9v0AHvwknSl7VEowsDwsiDalDgg0sjg+nPF2jWi/c3NBuEBQExs2bKi0PXr0aEaPHl2rc51OJ2+++eYp21CjWP7yyy+nfJHTSc+ePenUqVP5E0JQUBAlJSX1bJXgRHg8aqVtr6fi+XLDuhIO7nfSrr2N7D/SeGDpHMJL9X/P3p/MRnu5P1JQ5dJZNdGpuYmHJgWybIOL2D2ZOH7NwB5gZZ0liEd/MxAXpdAmWuFIvo9bz7PQOsx9wv7CwgwEBSlk2LVyoQSwGCX8vboA+Xm9NMsvZE+gP9v8rFzYx8KdV4Ry+wNH+LFbFB5kPAaFIn8T5DkZk7wPySSztFksrggrnXbv5e/GzQEYtT2ZO+etxImVIKeL2JISvujbH39cyHhRMWBMCKhko2xSuO6WOC4uUSlyauS7ofe3Gh4VOAyWxSrfXaTPAz+9SuXbnSpdoiTeHypjMwoRFZwd1HrI4NO4cWOKiooIDDxxYfiaqNX4zOLFi1mxYgV5eXmEh4czePBg+vbte0oXPlkMBgOGsrVzW7duJSUlhR49etR43pYtW0hPTz/T5p0WkpOT69uEk6I6u/0TIDhapiBDIrq5hse6n+Rk2LfbwB9z9MCT32fnEVZQwqCjT5Rg46aNqH4nnrusihgzTOgF7he38mfjJpQYDfyaFIcmSezIg57hHpYMOVSj7ZoGpWvsnF/gZHdIOCvlCNJVXTATHCW0P09CWy0jFamg+lhns1BoUDBb0li37gDO/RZahGssb6rPT/o7XJRo4FZkeqflEmr1MXKwj46rF7Bj4c+UGk2M3pZMkRqPh4qgHL/SYvrun0eMoYC93fpT8FCjqu3WNGJf+JOS1QV47ny0fPe+zGKSk/exNt+faRv16vDbczX8SlO5scmZD7uvin/b9/xcp652d+3a9bTbUB/p7nr16sWkSZMYPHjwcYJ57bXX1rqfGsXyk08+YdasWQwaNIiEhATy8/N5/vnnmThxIhMmTKi75aeJDRs28NRTT/HCCy9gs9Uc6de+fXtiY2NrbFffJCcnn5Ev6ZmmJrv79AOvR620SH7PtmygAABVk/AYFOa16cMlm5YSaPBi+b9L6dz/1NKA7+lfSMv5qeR0a1ZpntDsF1Bub3W2O0q8fDl1CzE/HMakabQjk9/eCea31omEWuCmjpEY5Ci0WzX2HXYz6QcHWo7K3T1NTBnTDoClnQ6TtPAwjQrt2E0Gdlr9yDeb6Jirf+6revszoF8CNG1EwqAnUbaksTUqng39BjFk5lokn8q62Bge7t+X5Ag/vvntDVq1BS7sU6Xd6sIdeH/aQRgwee0qZnTvjc0AJrM/j+3tyOAmMnr1Tx1LaAxdu9atVNHp4N/6PT9XOVfsro9E6osXLyYwMJB169ZV2i9J0ukVy3nz5jFjxoxKwT2TJ09m6tSp9SaWycnJPPfcc7z++uskJCTUiw2CunNsNpl2HW0sml+ApoHFIhEfYiTdHcHvt17LxKeao1iUanqqPU0/6o/t9a10KHBh6ezj2Y0KEX4wfWhFyTHVo3FkZRa2CAthLSqePDcszKNke0F52TAA48ZsHr0uSXc5/94L/hakdvE0a2xm1b3HByPd83A8v8XKNNpZTHykD/v//QaKkX0xcUT1jqJPdxke+Q4SI1B2vAZ2F+0CrLTKd5Gef4CwRWvon72XIQfbke5fFpQUW7vI1g+//5InGuUzpu0IVpWl3Nuc5WNgvMzSIxoJAfC/LiIvieDsUR+e5VdffXVa+qlRLH0+33FRsOHh4aiqWvUJZ5jCwkKefvpp3nnnnQbhKQqqp11HPx56Mp5DB5y0aW8jKtqE2+nDdBpE8h9ki4FGD3QC4Elg2iiNVUuL+OXFdFaEGZh8cyS7p+eSvCsdJBj0TCdajo4HIOrXtVy16U+8qsIupTEOo5Woi/VjXPMuzFiuv39lEtx9YZXXlySJUddWeG6He4dxcHk2IzoE06J3ILS8F7LL1oCmF+B6eAzPzClly9eHeHzbXuIpBg+8tuhr9nftBLcMh4cvrfbzSue3Qr6lP+rnq5DaNyLx/gGkfVsh9hl2iYOXSeQ4ZcIsYFTEfKXg7FEfYunxePjyyy9ZsmQJubm5REREMGzYMCZMmFCn6NgaxTIkJIT58+czfHhFVOK8efPK8/LVREpKCgsXLqS4uJjbb7+d/fv3k5SUVGsDj2X27Nk4HA6eeOKJ8n0jR47kkksuOek+BfVHUjMLSc0s5dunUyirojDPy1cfZqJpkJPl4ae3U2BXWYCPBjtnHqbl6HjUA7lEfLyk7CwPjWOLCf3lUoI7h0JRaYVQArw9v1qxPJaEPhEk9InQN9bsrRBKgFV7uHeRj7c2G6BdU5YnPcb+V+8g2FlK0wQrLRfcVGP/kiRhePcqePcqAFKLNbxaRULaW7tKGBSZaL9amSsQnFbqYxj2lVdeYd26dYwePZqQkBDy8vL48ccfycrK4s4776x1PzWK5d133829997L9OnTCQ4OJj8/H4vFwiuvvFJj54sWLeKpp56id+/ebN26ldtvv50vv/ySqKgobr755lobeTSTJ09m8uTJJ3WuQOBxaxyd2colK9hsEr5SfWdIk7Io02N+1dEdArF1Lhv+9LNATAikl9XTah5DXXAmZ5Jx0wIodZEQG4ZclkCAi7qwJaviwvk2f/YGNqJTtB3Dp7dW09uJeXSpl3xnxXbjIOFJCuqP+vAsly1bxsyZM7FYKh7Kx44dy7hx406PWKamptKoUSMCAwOZOXMmW7ZsIS8vj7CwMNq3b4/JVHOE4scff8znn39OYmIil112GQD33nsvEydOPGmxFAhOhahYE4NHBLP49wL8AmQunhTFkfbpeJMt+EVa6HKLvnxDTgrD/PQFuJ5ZiBQXhPnFozxHRYY/HoZnfoYAKzw7vk42pE/6HfeOPAAOBjWlyfuXIDWJhKHtmbTRx/LDeumxDiVFRDw8CcP/2tW+88PZ8MjX4FN568JxfLYnFMxla0A1CDBqpBdrWBSNYKt0SjUABYK6Uh9iqapqJaEE8Pf3r/NUYrViOXXqVGbPns1dd93FDz/8cFKL/t1uN4mJiUBFcU2bzYainNmhNoHgRFx+dSSjx4djNEnIskReoYmulx1fncP86BDMj1ZT9qddPHz7v9pf1OWBl2ZCah6G3GJC2YcfBbiLrHwZNJbnFpjI2+Tk60tNrL3OQGoxDG0ShtUYXnPfR3PpS7BuHwDX/LyeJ+98lRy/YECCIjc3feNixMEU2mbmcrhZOG+93pIIfxHkIzg71McwbFxcHB988AFXXXUVfn5+lJSU8NVXXxEXV7co8GrFUlEUxo4dS2ZmZrVRr99+++0JO/fz8zsuu87GjRvx8xMTJoL6xWw5ywJx72fw1u8AxJlNSOjzpAbNzdBJrzHcE8DiZkncbp7A9tstdK3byG4FezPK3xq9TnLCgsuzCuFvBLdKtslE09wCmuYW8NHnQTx0qwiUE5wd6sOzfPzxx7nzzjt57bXXMBqNeDwe2rZty2uvvVanfqoVy3feeYf169fzxhtvMHHixJMy8o477uCee+4hLi6OzMxMrrvuOg4dOsTLL798Uv0JBOcs076BeRtgQFt4cRIcG2W3uSIBguTShXJfWGPcBhOxmSW4gMF79zNn3yGgZcV56/frAji0A4T412iGesMwfC/PR8KLT7NiUFW8/4zklD3W+3m85e39ihxV9CIQnBnqw7NMSEjg559/JjU1lZycHMLDw2nUqFGlNgsXLqyxeHS1YhkdHc3IkSMJCgo66Ww9Xbt25eeff+avv/4qD9nt06fPcUtRBIIGzQ9/wdM/6O/X7oVWjeD6Y354EwfAcr2sUGpgNGsSOrGymZ5woUXaES5ZsxpVgv+NPCrDyA+rYMJrehmxFjGw7kV9jrQa1Iwi7N8cQCMK0FBUHx98+xV3TLiCUtmAWuwmwuli2L7DABT6WbjlhrOfkEDw36U+PMt/aNSo0XEi+Q+vvvrqyYvlP5xqWjuTyUS7du3KJ1Pz8vLIy8s7peUjAsE5RWbBibcBbhwKnRKZdW8yjfdsZ1ts6/JDu2Pj8YVvIvj5YfQYdtT467crdaEE2J0OyfthYNtqzfAu2I2WWli2JaEiMX7jRq6yZGP8635+2Q7zt0osiexKU9nNs7eEExRirLa/Y9E0jd35EG6FMKsIDBLUnfoUyxNxysWfT5X33nuPTz/9FE3TKhkjSRJr1qw5k5cWCM4eV/SDd+fD9iPQNBquraYaT6AfIw6sxJyeyvrGHSiwBQMQWlJIiDMbyw3HpCPr3AR+/lt/72+B5icucKu0jgJZKhdYqWzQSx7bGUmSGN3WyOi2RqDuMQOqpnHZbJWZezRsRph9icyQxIqhZlehm4x1uQQ18Sc4KeAEPQn+y9RPKpuaqU1U+BkVy5kzZ/LJJ5/QokWLU6ojJhCc04QFwIaX4UguxIWBuWpvTbvtU8xHsgC4MvlnFrXoh0ux0mfvTuSBzY4/4eExukjuSYfJA6BR2AnNULrFY515DZ5vNqAZJIpzXPid3xTDvQNr9TGy7Rr3/O4iLcvDA30MDO1UMeS7JRtm7tHFt9QD97yVxRvaEfq90BVPqZdZY5ZSfMSObJQY/mEfGvWNrNU1Bf8tNPnc9CxrQ63FMjc3l5ycHFq2bFlz4zKio6Np27b6YSOB4F+Dyah7lSdATT6CggQoWD0uLgxPw9e/GwQPRbmliuK1sgx31i4z0D9IhaWoP67nr6DW5JmCUHbl0KdjGt58F5YoK1EDdBtzHRrv/OXB7PVxdU8TUcEKN85yMXuXCij89Z2HtcV22vbTl64Y8kox+Yy4Jd2ugPxS9i09TFTXMKxRVoqP2PXP6NHYN+dIJbH0On1kJefi38hGYGLNQUqCfy9aw9XKmsUyIyODadOmsXHjxvLUd08++SQXXnhhjWsvp06dyrPPPsuAAQOOqwzSpUuXU7NcIGhguI1BmClCAjwEYZw3DYOl9nOGtcEzbS75sh95Jj0dpc/p4+9bV6Hl6xG47Z/sROjklkz5334OYmRjdBgPrPEQZ3JRVOwFWb8lOEwGhsx2k7uolOaFRbTNLOJmtweHwcCcpGhWJcSQerE/t+8sYd1OmdTB3eh+KAM/t4cjpYGkzcpnrttKQaqDViv20GrTEWSjxOC3e5FwvliqImh41CiWL774Ij169OC1117j6quvBuCyyy7jxRdfZMaMGSc8d+HChcyaNYu5c+dWSkQgSRLLli07RdMFgoaFctdQSh/6FQ0NrGbU++ZguagZPPwtBNngvevrnDrvWKQIfyxHspA0FU3Spz68hR6MqkqAx0X2F7tYFRLOZsXC7gB/cHrBp5IiW/B3uZHNGqosYZQgI1ife9wVGMiQI3mAhM3ro0dGPnOSYiixWfm+QOPv2FBoAmvjwhm9Jw1LnsaMxR4mLN7AlTtTyA0wk5EYgsnn5Ye3DnDrgFP7jIKGy7k6DHtaAnxSUlLKF2/+Mwnatm1bHI6a12ctWbKEn376SZTREvy7efM3+GUt9GkFj19+/BrLMkwPDkFdexD3zzvA4cP91kqUj37H6CzRG1z3Pqx44pRMMX0xiYDbfqR7Vj6HGzVB9bdQ/HcWiam5WHxeWF0AnSPY71cRjYtHBU2jxGyiZXYe7XLy+LlTi/LDqqKHCv1zm/OV3Qf8PV4y/CrSiDmMBjZEBdMqv4SYnGIG7ExBleBg+3iKg/WRpRwVpi3zMT74lD6moIGi1UPoys0338z7779/3P6LLrqIOXPmAPDmm2/W2E+t5iztdnulrDt2u71WRjZu3Jj4+PhatRUIGiR/bIQ7PgbAs3g7v++OILXEQtPzwhh6X0s9IvX2j2DWGujdAnaVVjpdc/oqNnJLTskUrdSN686f8K4+gDUxkeAukez4bB9Wl1sXyjLid6fTsmNTtlEmdAZZF0xgV0wYu5pFwT92aRqaW2VZWDC98gspshj5OyoYgCKTgcYlDg4F6UJo8qkcCvXjUKg/I9YfQAVcVlO5UAIEe1X2F2gQfEofVdBA0c5iSbhly5axfPlyNm7cyDPPPFPpWGFhIenp6eXbzZpVEWB3DDWK5ZAhQ7jxxhu5+OKLKS0tZebMmcyaNYthw4bV2PnQoUO5++67GTx48HEp7gYPria8XiBoSBzKLn+7Mbo9ew7LgJstv6ST0DWEVgX74J15APh+2oDcMhEZNyomFMmJ8bpe8PESPYL26XGnZIrvxfko8zahAOatW0g/LEFABC6jEY8iY/TpgmjtHsW6p6J4508nM7d5aRQAbcM1tm4r4cC+UswuL+l+fsS0D+L6aBe//5DJ/PAwNifEEGCEkhBd/ByygavDXPSQivgt20CezUSpUZ+DDZZgR6tYkvZnYnR58JRFCEdnF3JBFwXyTumjChoo6lkchk1KSmLv3r34fL7jHDyr1VqryllHU6NY3njjjYSGhrJo0SJsNhsLFizg4osvZsyYMTV2/sUXX6AoCvv27au0X5IkIZaCfwdjesL0WbAnHW9g5UhPn1sFhx5Y48WGm1DYZUcJsWDrG458TT/ILIT2V8GkARBaxfpEnw9+XAU+Fcb1AWP1P1k1q7jStlnTvcm9zePZ2yqBVodSCe8cSoun+yIZJJxe+HOvXusyyOJl1yPhOJekULTfReOLIglsaqMkz8BP30JhmQgWW83luWYdJiONhsXwv7YG3lzv447F+rzPkGA31/z6N5rDR2aoP4FpeZiMCia3j6QQlSFNZJKFWP4nOZvDsPHx8Vx//fVERkZy0UUXnXJ/NYqlLMuMGzeOcePq/tT722+/nZRRAkGDITwQNr4KO1PoFBHOvif2kLmzmMSeobQcEgVaOHy5HN8fR8pP0fJdaA9cBo9+Bsu26Ts3HIDPbj++/+vehhlL9fc/rYaf7q/WFOP9w3B8uQ5DiZ1CAgl5cQi9ov1JnqEXmF7VoRU2m8IAg37HWnOoYmi20KmxO8tHv4srxxf4h5po186PXwvKdnh8gC6cNgN0aaQH7t3eRaFvI41ch8agBCuewWNIXV/ANdsCKfLKjF+5nV7R0Oel9rX6swr+ndRHgM+wYcOYNWsW6enp+Hy+Ssduu+22WvdTo1jefPPNVWY38Pl8fPjhhzVeYPHixaxYsYK8vDzCw8MZPHjwKafQEwjOKWxm6NIUKzDx4274PCqK8Z9HaBnmT0N+6nd8j+tVRwi1ISeGVAglwPwNVfc966hMV7PX6HUpq8k2IjUJx5o3ndK/UgloHIIlUfdUG/25h9T9egXouKSKRANjO5iYvVX3LJuGy3RsVPXt4PlH4/F+V8TiIxqDWip0SpLYmguXtZBJCq6wpUuUxD9hQIakQBZkWzm4Qfes3+3dnnctCnfPNvD7WA2RouS/SX2ss7z99tvZs2cPzZs3P6XkODWKZb9+lRdL2+12li1bxqBBg2rs/JNPPmHWrFkMGjSIhIQE8vPzef7555k4cWK1Zb8EgoZOhVBWYHjsAqTYINR9ORgmdYeoQNTWiUg7jiDhg0HVeFy9W8D8jfr7Xi2qFcp/kIwKfgMqe4c3PJbIstk5KAaJgZdElO+f3MNM03CZfTkqI9sYCbRU3/f08YHVHquOpNBj+pMlch3w5CqVJxvXuTvBv4D68Cx37drFvHnzsFqrL0JQG2oUy6rKc02ePJlp06bV2Pm8efOYMWNGpSojkydPZurUqUIsBf8pJEnCcEMfADSfijrsVbQdRSAFIV/ZFfmTG6o+8Yf74I3f9DnLO+qWzecfAoKNjLq66rWNfZOM9D1DNQ2GNzfw7sUaP2zzsiRNQjPrQ7ZB5jNzPcG5j1oPnmVMTMwpCyWcZG5Yq9VKQUFBje18Pt9x5bjCw8PLK5AIBP9J9mWhLd6pv9dA3V+AbKomk0+AFR657OzZdpq5paeRW3oa+XCzyivrVBoHSrw8QCZtV31bJqgP6sOznDx5Mg8++CCXXHIJAQGVg+jqko61RrH88ssvj9u3f//+Wq21/Cc93vDhw8v3zZs3j6CgoFobKBD864gKhBAb5OtrLqXWDTujjaZquA8UYYi0ogSYqmxzYweZGztUDE+nnS3jBOcU9TFneffddwMwa9asSvslSWLHjh217qdGsVyxYkWlbUVRiIqKOm6RZ3VG3nvvvUyfPp3g4GDy8/OxWCx1Xt8iEPybkIJsKAvuRv2/hRAdhPzExfVt0nF4Sr0cWJSOJdhMQr/qK4hoHh/bRv3Oe+5QciICuP+2WLr0P3F1FMF/F60WpbBON9u3bz8tVa9qFMuq0gTVljZt2jBz5ky2bt1Kbm4uYWFhtG/fHpOp6qdPgeC/gtQ1EeWLauYp6xnVpzHn+lVkbc4HoPttLek6Ra82pKkaxd/tRC1yE3hVa0r+zuIpSxw/DNaHsxYsdLC/nZug0Op/47t/OsT+n7IxDt5DkwlJ/DyvGFWFS4YHEBKkVHnO34e9PPi7i9xSjZEtDdzT30SEv4ipbWjUx5ylLMuUlJSwfPly8vPzueqqq8r1qC5UK5ZVDb8eS1XBP0fj8Xj4/PPPuf7661EUhZycHD755BOuu+46IZgCwTmKPdNRLpQA+xem03VKSwoyXSy8fQ2ezTm03X+E4E+3Ef7BMHYdVWczz8/Kjs920+vuqueC0lZns/zB9QCsWbuVt7aayCjWRW/+SjuXjA+jQJYZ3sJAk1CZJStL+OKHAr41++MoW3CyJd3N7O1eNt/lh/Espk8TnDr1MWe5du1apk6dSuPGjcnOzuaqq67imWeeoUuXLkyaNKnW/VQrlscOvx6LJEk1iuXzzz9PdnY2Pp8PRVGwWCzs2bOHF154oVbRtAKB4OxjCzfjH2ulJE0vlhDZPgSAbx7ZSU6BERJiKPS3MfjvrZgb+THWlMVm9DqZ7Q5nktjaW23fRQcr8t+6jQYyi6TyDO32EpXXZuSzIdAPxSSRPMXCW5/l4fFBW5ODCI+PbJOBZH8rO7NU0os0EkKEWDYk6mPO8qWXXuLtt9+mR48ejBgxAoDHHnuMiRMnnh6xrGn4dcOGahZRH8XGjRv58ccfy8eL/f39eemll04qG5BAIDg9qFnFuJ5aAB4f5ofPR24cWum4YlIY/Xlftn17EEuIifZXJaH6NHJTKioNFflbMbULRw6xMG16S9pNWcPh7cWMiPMR+erQaq+dcH4M/u/uoiTNQUpcFP4eL8VlkcBuWcIgSZg0FbtX4d5PiymVjSBphHt9mDWNOJcH/+ISoouL+a3/EYI6hjPi1a6ERIr1KA2B+pizLCkpoUePHkBF5azQ0NATnVIltVo6sm/fPo4cOVK+5KO0tJS33nqLefPmnfA8RVFQVbXS5KrH46kyI5BAIDjDbDwApS4cDy/Ct2w/AL4VB/DffnwKvYBYG73ublNpX4ehEWyaryeOb9PURPyP45BkCWSFSz/qXePlfQ4vZpvCttt6M3NuDkkeaOx04QUyrWY8soxTkiiVZdA07Cku3emUJJyyjEXVU5X1PZxBk7Qs1rdM5Ig5gp8eyWTaXZF0bGM50eUF/1FMJhP79u2jadOm5fsOHDhQ56nAGsVyxowZvP3224SFhZGfn09gYCAej4fLLqt57deAAQOYMmUKw4cPJzAwkLy8PObOncuAAQPqZKRAIDhFnv8JHv4KANVccdNQd2Wh+VQkpeZgmYvuTqLD+eEoRpn4tlUkfT+Gkm35eHJcBJ8XSeaPh9g2+U+2hQfxzOXnQXAI2Q4XCSUOInGhSpBrseDxk9AkCcUg4ZJlLGWVUgyqBppGWGEx8Rk5lFjNHInWsxF5VInvfy0SYtkAqI8AnylTpjBu3Dj69u1LTk4O99xzD3/++SdPP/10nfqpUSx//vlnvvvuOxITE7nsssv48ccf+frrrwkJCamVkT/++CMLFy4kJyeH0NBQRowYIYZhBYKzzTsVo0BGVx7usoKSxqu7VRJKV3opO8YvxrGrkNiprWn8eJfyY5IkkdipdmukUz/azY6bVoEGYSMbUbg+F82t4ikbZWqfksvTv6zBz+1lfes4dp7XGiMan04NIk1VWJcFzy5U6JReQJS9lOZ5+dhcHqKLC1BUFYPXh6SqaGX9BYjI2AZBfQzDXnDBBSQlJfHHH38QFhZGZGQkU6ZMqVUNy6OpUSyNRiOJiYmV9k2YMIErr7yyfLK0OhRFYfz48YwfP75ORgkEgtNMi1hIyQXAkqBg+Po2cPtQBjat1OzQtGSKVmTq75/YQOioBAK6htf6Mu5F+3A8s4RDm0ygV+wid24qDj8TVqBDSi4X7Enh/E2H8XPrgUBddqRgvLI5F06Molm8ieZulfhQmSeX+TBoHjplltUMlSVyz2/GT0ck8mwWnH422rud9G5m5KYra354F9Q/9RHgA3q5rvPOO4/CwkJCQkJISEio+aRjqFEsrVYr8+bNY/jw4VitVnbt2kXTpk0pLi6u6VQOHDjAF198QUZGxnEp7t577706GysQCOrA+n0w9iW9ZuZ9o6FpNJS64LFxGFo2qvIU1aUes+2rsl2V5xa7KBr9JdjdmImmFD35uuZnZGe7RjTbkY6kakw7z4jL7sGbop8nGSSm3hBBdp6bVy/fgqPYS8+x0ay+Np4P39ZQ9+lxDyaPl1b703mncRtSFH3INd3PQu8ORkKDK6/PzCnVuOwXH5tzYFIbidcHV71+U3B2UevBs1y4cCEPPfQQXq+XgIAAiouLsVgsvPTSS8cVCjkRNYrlXXfdxaOPPsqQIUMYNWoU11xzDYGBgXTo0KHGzh9++GHi4uLo1avXacmgIBAI6sA9n8OhMq/smR8h5UOIPXEUYONpnSn6KxPn/mKib2xJUJ+oWl9OK3KCXS/JFUcWxggL0vktcA2Mo2h2Aev7NkOS4IaL48nsUIhi8seVWkqTh9tjjray9LXtOIp1b/PvnzO49aJo3n6mMamrbCy8+k8Upwf7XnhWU7i6eWd9yYkkYfccb8vzf6ssKxPjN9ZrXNxU5fzG4h5U39SHZzl9+nSee+45hg6tiNL+448/ePbZZ2sMUj2aGsWyc+fO5UWcx48fT8uWLSkqKqJPnz41du50Opk+fXqtjREIBKcRqfw/aBqo0/9Aee3E1X6szQLpsfdyNK+KZKhGXHwqTPkEFmyFwW3g/evBoKA0CsJ8fVdcHyejGCVCp/dhmRSFn7/MyFsCSNtjp1XPYBLa+JPtMNJlfuUlJkZLhfcnyWC0lM1HRlkwOioUMUZzM7Klwtw9Kq3CJe7srd/GvG6VRTNSyT7sgOhQKJuXBfCI2g3nBPUxZynLciWhBL0gdF3TrtYolqNGjWLkyJGMHDmSxMREOnXqVOvO4+PjKS4uPi7Tu0AgOAsM7wxLtgO6ZGr/Nxf12vOQO8TVeGp1Qqm5PEhfrYQPl+g7PlkGvZrBjYMBCPhoLLYH+uOzmXnupTzycgsB6NsvgBvvaaL34VNx/prPkTU7iZnclK/3SDy+1EvjkBgmtPLiLXJz3hWNCAjTQ/sLZh0mOMRMXr4Lxd9Ihzvb8lsfM3a3hp+p4ua7/Lt0/vopQ7dDLuS8C1qxym3h4mgfQ+JExrBzgfoQyw4dOrB9+3batKlYCrV161Y6duxYp35qFMsHHniAP/74g6uvvprExERGjhzJ8OHDjyu9VRXdu3fn5ptvpn///vj7+1c6VlP2H4FAcIrEVA568WHAfd23WNfeU+e1zppPxT3hU9QfN2KINFCpoFixs1JbpXk4RXle8nIrMvkcOugqf7/95tXYP05lB6kc+fIA1w8fiFeFgxgxd2/G/EkVCQYyfzjInnvWktwshucuH4DPrPC2wcKNUEkoAQ4eqriGpkLTg3kM3ZSGwevj8w1hXPtiK2SRHq9eqY9h2OLiYq644gpatGhRXtBj165d9OjRg1tuuaW8XU1xNDWKZb9+/ejXrx8ul4s///yThQsX8sEHH9C5c2defvnlE567fPlyAgICjsv2U5tUeQKB4BTZfFBfWqGq+DDjJAQtOQs59B7MwRq8cw3SiNo9XavztqP+uBEAb5YHJSoEOTMfujaB6wcCULg2h6L1uYQNiSGoSQCtWlvYuUMX0p69Kh6Wc+allr8v+SsLeaAXjPqtqGzKsxznAT2Q8O2hnXCaDKDBbb+4uLarAcNRwrfyiMoz9hDGy/mYVJVUfytRW9IJzdM92+JlpRzYGU/TtpUf2gVnl/rIDduyZctKXiXAwIED69xPrYs/m81munfvjt1ux+l0smbNmhrP+fDDD+tskEAgOA2s2wuv/IIEuAjAQUWgjlrghIJiuOpdyKtlVLr1aF9Swnf1EOSHh0KQDYDcBWmsH7EQzadhCDbRe8NF3HN/LBs32PH3V2jdpqJSfciAKDK+PgBAYPcwHjjfwjPLvQRb4IUhlW9JkeObcPj/tmP2VETlmg1w7D131m6VA/5+vNmtFUEuD5lmI48uWld+3OBTGftWLh8+aKFH45OqeS84DdTHMOz//ve/StsulwtJkk5/Bp+ioiKWLl3KggUL2LBhA126dGHEiBE899xz1Z7z66+/MmrUqBNWLhGepUBwBtG08rdGSnFKPjRNAVSMlOV4dXnQNK1WQ7LK4JYY7jsf75dr8UUEUxwQRahHKr+BZP+WgubTr+ktcJO/IpPYSU3p3uN4T67dp30pjnMSERyD6/IW3Esp1yych+9wMWH+3eC2TuVtrY396bXtEl54eR8Pu4x4DQpPZewn/xMrYTdUVDbpGq1/BrvJSKnJgJbvIDkihOGH9M9abDSw22hj+lInP1wtvMv6oj48yz///JPffvuN559/nmXLlnHHHXegaRqvvvoqQ4YMqXU/NYrlsGHDaNmyJRdccAFPPvlkrRLQrl27llGjRlVbuUQMwwoEZ5juzeHui+Cd+cjNYwj44n949+Qhvb4A/ipCVWTkd6+t09yl8aVLyCaCrOkbYPM6cr7YS+utVyAZFYL7RHL4db3qvGSSCexS/X1CNimUjI5i8tZW7P8J3vt+Of2T0wDIvGMJ/iMTMSUFl7fPWpaJ9d2NvFa2HVVcRMr7HmQ/IyFXtABgQlsFnwarUzW+X+Mgy6cyPyGWHIuZIJebtVEROA0G9mSr3PZTKQ8MthAfIpaSnHXqwbN8+eWXefbZZ8vfP/nkk7Rr145777339Irl999/X+dsB08++SRQu8LRP/zwg0h/JxCcCV65Vn8BMiD/3xLUP/cBMj6TGXlY+zp3Wbwwpfy9e3cB+x9bT9MXuhN9eSKSQaJoXS4RF8Xh37ZycNGhjYX8+so+NBUu+F8T5mUEs79AP+YrPaqklwaao3KJr+I9hZW2PYoCXg/OLTlQJpYAV7VTmNDMh3tBJovzFPaGBrE7MYILmxtoUgDGQpVNaT42pflYtMfDjgdrl7pPcPqoD8/S4/HQtm1bjhw5QkZGBqNHj0aSJDyeKhbonoAaH61OJi1QXfj+++/rfM63337Ltddey5VXXslHH310BqwSCP59eFYfrthwetCyS6pvXA3+51csO/Eis//l7Whlyc6jxjam+XNdCO4dedx5c6bvoyDdRWGmi9nP7yHcXCGIbw7riSdcn/sM+V9nzG319HruLAfF63OIuTAeY7A+v6SgYfO4kf2MBF1WOben6lNZfNUyBny3nicXr+VxTxpr7gni4m5WtuZoZBZXDE3vzFJxezUEZxdNko571cSKFSsYO3Ysl112GQ8//DA+n4/ff/+d8ePHM3bsWJ588kk0rfp/S6/XS2lpKfPnz6d3797lQul2u6s9pyrqfab7RB+yKvbu3cusWbOYMWMGsiwzefJk+vfvT4sWLWo+WSD4D6Ltz8b73grsO4sJQEJCwxUWhrFtTJ37in2xDynfHMKdaseJAUOopVYVS7xHZQXweTQuiC7AG5zI7/tVzFHhzLrkOv7XGYKC9ECigj8z2HzBH6h2L0HnRTFo2QWU7C3GFmXGt6cAS4cwzE0qe4alKaVkr8kp3+684RB/nb+P2wf0xhXkB0YflAUKTehsxGQQy0jONppUt6Fvl8vFM888wxdffEFkZCTTpk1jx44dvPTSS8yaNYugoCBuvvlmFi1aVO2Q6kUXXUS/fv1QVZXPPvsM0JdE9u5dc1m5o6n3Qfu6rvdavnw5AwYMwGQyYTAYGDBgAMuXLz9D1gkEDRf7F5vJ6vAu9ubPwPR5BFFAEQGkEUdBi9ZIJ5GCUpIl2swbgaV/PIE9I+k8a1CtzrvgjiaYrDIGs8zIu5IAeLyvgs+psvygyuPLfFz5W8WDc+pbO1DtuvdZ+GcmWckFlDQJxdYqhKDRSccJJYAlwoIloqJMV3F6KZ4SLwavT58rMxvAYiQizMhXV/nV+bMLTh1Nlo57nYgVK1bQo0cPIiP10YqnnnqKAwcO0K1bN4KC9O/A8OHDWbx4cbV93HbbbXz//fcsXLiwPBHBmDFjePTRR8vbbNmypUbbT+hZrl27lr/++guj0cjgwYNp1apVjR2eabKzs2nSpEn5dlhYGLt3765HiwSCc4/SLzZTMHkWAIWEEkomBryY8IDJhcXmQM0oQo4OrHPfAe1C6L7sgqoPFjvAZgKlcuLyVueF0bJvKGi64CYnH8anaiSnVQjkmlSVgoUpZLy9HdeR0oqTFYkXvywmb5aPbp2t3HtHRJUP2QabgfO/G8iuT/ZgCTez8ZM94FS5ce023hzUFbvFjGSQeXyIEbke5s4EdSc1NRWz2cwdd9xBVlYWnTt3Jjw8nPDwiko44eHhZGZmnrCfows/A8clUH/ggQeYO3fuCfuoVixnz57NG2+8QZ8+ffB6vUyZMoXnnnuuzq7rmeDYodvaJGnfsmUL6enpZ8qk00pycnJ9m3BSNFS7oeHaXp3dQZ8nU7GyUcKLEQUvmsmEye1EXbSbjMs/Jv21/id1XZ8Kx46+Jjz/OxE/rccTYmPPmxNwtDrxMO/GDevpHxXPskxdsC9Q0tg+ahG4NDRAae4HYUZWR8eT56/Paa7b4GDh4o2EBlef7FW5DDy4aGQJI/XjXNrIJfzWfjvZ8YGYFY1Yg4dT+ef+t31XqqNr166n3Ya6rrN0uVxs3bqVTz75BIPBwNSpU4+rpaxp2ikX6qjNdGC1Yvn111/zySef0LhxY0DPpff666/Xu1hGRUWRk1MxL5GdnV3uop+I9u3bExsbeyZNOy0kJyefkS/pmaah2g0N1/YT2Z1ZtBEPZTlhASc2LG9fhnTrL+VtAkokYuv4uX0+jRc/zGPlegdNGhl56s5wQoMU2HIIfloPgDG/lDbfboY5o2q0fUEnjZ92qJgUGFLsz1aXftOSgLBmobSZO4IN72XDat3TtFgkevfqgL9fLUpudQVurdPHq5F/43flrFJHhz46OpqOHTtis+kPSwMGDODzzz+vlNc1KyuL6OjoUzOrFiJerRx7PJ5yoQRo164dubm5p2TQP5SUVETh1TXAZ+DAgSxbtgyXy4Xb7WbJkiUMHjz4tNglEPxbMDQLBSS0spfb4kfefUvxGMvm9BQZ8wMD69zv35uc/JnsQNNgf4qHmX+U1bX1M1deQxdQ4dce/mg3ixp9z4qOv1C8Nb9Sf0ZFYkI7hbGtFfw7hxPYX/dGJaNM9C2tAbhuUiiD+/vTpaOVB+6KxN9PwbO/gCP9v+Fgq48p/nZHnT6D3e4jNdWNqopo2LNNXaNh+/Xrx9q1a3E69bSJ69evZ9y4cSQnJ5Ofn4+macydO5dhw4adcdur9SwV5fgnt5N1dYuLi8uLPzscDm677TZ+/PFHgPLopNqSmJjIqFGjuPrqq5FlmdGjR5OYmHhSdgkE/1aCXx2K71Ah7g2ZKP5GDNkFODHixR8ZC5pPolH7KgpA70yB2z4Chwtemgx9W1c6bDRWbm74J6I0KRrevhFe+QUaR8D0yQC4c5xsv30Nmk/Dne1i+91r6flH1Tc22SjTZsFIStZmY2rkhyVRr1bk76dw83Vhldpm3boQ5wp9zWfG5LnYhiaihFmP6/NY9uxx8vL0dBwOjXbtrNxzbzSKSK5+1qjrOsuQkBCmTp3K9ddfj8fjoWnTplx33XVER0czefJkFEWhd+/edSrifLLUaelIXSNX//rrL6ZNm0ZRUVGl/UeX+Tq2GkltmDx5MpMnT67zeQLBfwUl2p/IldcA4Pg4meIbZqOVDSSpZT97z9ZsTG0iKp848XVI3qe/H/0CZH9WyWPs1s7CRYP8WL7OQbMEI4PDXMxrPRNvkZu2T3ehye63ILsIwnSh03wa2lEenOY+cWFJ2aQQ2LfmITW1UK8wsiwxjgeHDYBXnHw4QWFMhxPn+5w/rxCHQ7dn61YHe/Y4adWqZpEVnB5OJjfskCFDjlsWMnr0aEaPHn26zKoV1YrloUOHGDBgQKV9Doej0r5ly5adsPM33niDKVOm0L17d+644w7+7//+j2+++YYxY8acotkCgaC2WCZ2xPXLLjxz9uHTNEBCCTJhGdXs+MZZR2XLybeDxwumCndSkiSmXBnClCv1IIulA37HlaHnX91y/zriXnoL464jkBgBfz2POSaUls92YffjGzGFm2n1UsW8mdflozjDSWCMFcVUt1GrsGf7kX7JTB4Z2o9cPys44dpvS2sUy+CQowpMSxAUVIu5T8Fpoz4SqdeGUwrweffdd0/ZAI/Hw6WXXqpfyGAgMTGRu+66iylTpvDpp5+ecv8CgaBmJLOB4NlXEgw4Fh7Asz0Hv2s7oNiqEJanJsCN74LXB49fXkkoK2F3wp7MSgnbUVWkXXqOVw5mw8uz4ZVrSbq3LU3uboN01BCcu1Dl6/ErKUxxEJxg47KPe2INqX0VCNugBJKyb8PwbDEU137u8bLLQnE6NDIzPQwaFEBMjCgKfTapT7HMyckhOzub1q1bH3fs6DWX1VGtWJ4ocqq4uJjffvutxugqWZbJyMggOjoaRVHIz88nJCSE/Pz8E54nEAjODNYhTbAOaVJ9g2sGw0Xdwe2BmFDsazNx7S8icHgChuCyoswZBdDnSTiQTcfYBNbFdcdj99HOvBdDfkUpraOLQkvHzFVlr3ZSmKJ7pAWHS9n1exqdrkys0X7N69PXahoVJJPCRxP8uOYbOz4NPhxnq/F8i0XmhhsjamwnODPUh1imp6dz3333kZycTFhYGH/++ScPPfQQo0ePplevXgD07du3xn7qNPaxceNGHnvsMUaOHHnCjAn/MGHCBMaMGYPH46Fbt27ccsst3HvvvQQG1n0htEAgOEuEBUBMKEWPzsPe4zmKJsxgV6+f8JWUJZ7+djUcyAYgJO0wQy+HkQmbSNh5VI1bkwEeHlu5X1dF4mpjYOVbjy3MXKNZ7h82kx/wOPl+03B9shaAEa2NZD4VTM7TwSccgi0p8HB4WzEuh6/aNoIzz8nkhj1VnnzySfr06cPatWsJCNDn0q+44gqmT59ep35qDPApLi5mzpw5zJo1i8OHD3PnnXfyv//9r1IGheq49NJL6datG0ajkTvuuIMvv/ySoqIi7rzzzjoZKRAIzgA5RfD6r2A2wp2jYFeaLmh9WsHWQwQ89xGB6AE5B3dpODbm4H9eDMQfU37rSBYs21ax3asFfHwrJJYVnPb5YMKr8OMqaNUIFjxORC8zQVIEKWvzSOgVRvNhNQf12O+YA049BZ79tl8wXdutxqBDTdVY/HkKq37OwOPRCIuzcMOrbdhcKPPbTi+9Gklc2KaaoWbBaac+PMvDhw/z3nt6kfN/vi8dOnTA4XDUqZ9qxXLDhg38/PPPrFu3jiFDhvDss89y0003MWHChDpdoHHjxuTm5pKTk8P1119fp3MFAsEZ5IKnKyJfZyyFPWUZrm4cCgPaIGkVkat+JjvmZmX5WC/sBLEBkFYIkgo/razc78gu0Ca+Yvv3DbpQAuxMhemzkSZ3os+tVRc/0Jxeit9ci1rsJuDWrihResS8ZDPyz+ykZDPWKjr/z+/SWPmtPo8qA7kpTuYsKWLiBgtenx7s9GrzQu6aXPPDv+DUqY8SXaCv7T965cXRa/1rS7XDsHfffTddunRh9uzZ3HPPPTRv3rzOS0cyMjK46aabGDFiBHfccQegu8Tr1q2rs6ECgeA04vVVCCXA3oyK9x8thL6t0CL06RJNlgn4vzEYo/U5wcK31pCZZsWJATQP5B1140mMhHv1kH7N5cH51UZcPx6TpNpyYk8u9/pfKbh/MUVP/0nmoK/KIxX9vhiP0iYSuXk4/t9cUauPmbbbXv7+n7vXPkx4HV4o9UCpmw9XOVF9IkHB2aA+hmFHjBjBVVddxRdffIHdbuf777/n2muvZeTIkXXqp1qxHDt2LB9//DGPP/44f//9d50z7QC8+OKL9OjRgyVLlpSPFV922WW88cYbde5LIBCcRgwKXNy9Yjv6qCoeSVGQGIW0/mWYcQfS+ulYpug5ZHM+3s6++zaTSjN20h03RjQUwAgY4PwOYDWjPjEL1XITysS3yP78ICWGKLTIILigMzx06QlNc61KLX/v3ZGDVram0tssCvPyWwnefS/Goc0BcBwsZuOIBazt+Su581OP66tNv9BylTSaZS68LZHe7SzgVUHT6Flsp7Pdw/0PppCV5aEo283sV/cz6+V95Ge46v53FZyQ+hDLW2+9lcsvv5wFCxbg5+fH3LlzufTSS5k6dWqd+ql2GPb2229nypQpLFmyhE8//ZRnnnkGl8tFeno6MTG1q4OXkpLCa6+9BlSMFbdt27bOY8UCgeD0UbI2i8N3rARa0viZrvi1DoRezeGJ78HphmmXozq9yHHhMGkgAJqqoq5Pwf7zrvJ+VBTc2DDxj/cm4Vu6F++rS+DJeShIKPgIJZtcbwzmNy/GeHmnGu2zXdKC4tf0YCHzgATkYAvb3t3Jxhe2IEnQ/ZkuNJ+oV5HYccNf5C/Sh4+3XLqEfpnjUfwqPNf2g8MJjjaTn+6iWfcgTDYDW/e7sCgQ4PDSzKkXAM7I9PLjz/kYt2eXe6Npu0uZ+kH7E9qqeXzk3LkY56o0/EY3I/TxmqMq/8vUx5ylLMtcddVVXHXVVafUzwkDfAwGA0OHDmXo0KEcOnSIn376iUmTJhEXF8ewYcO48sora7yA3W7Hz8+v0rZAIKg/9l32B77D+bRgI6Y1Dri2L1zSAz6YgjerlL0X/Erphhz8OwaRNDUGqWUcnpcWo87dTrgkYcafAoKw4gD80LCXD3E69znQ7vkFsOLBjJViVGRkBZSeCbWyL/iVIZj7xaMWu/HrH4s2czX7XtgFmg1Ng00vby0XS092xfIUn92Lr9RXSSwBQuwOrBkFaOkKf0xehjfNzpjendjeOAKOysGw/4iHgENOVPSbem5aRd+eT/7Gl5yCtZ1FT9BeRuE7Gyl8ZyMArg1ZmLtG4zeqcjkoQQX1IZabN2/mo48+IjMzE5+vcjT0P2lXa0Ot0901btyYu+++m9tuu40FCxYwc+bMGsVyyJAh3HjjjVx88cWUlpYyc+ZMZs2adVaS3goEgqrx5rloyQb8KQYV+HgJatsEfJtzKP56J153FGChZFMhpTf/XekmIWkaARTjTwn6LI4BJyGYKEJDwoflqLkdGRcWiggl+Jn+7N7iIPPr7TQZGAknyAUgSRK2Ma3gcDZ0vw+yChkpG/gj4nzyTaFYwioKPDd5ohPbrliG6lJJuLstpqOKPwPk/biPveMXgqrhZ/PSvFQXwIdnZvPi2AtwWK2YVBVVkjjgUigOC8OmSaiyTNcYPcDJ89kanNd/B0CcIuE7rzNKe72CkS+7tNL1fFmVtwWVqQ+xvPfee+nbty99+/Y9pVJedcoNC2Aymbjwwgu58MILa2x74403EhoayqJFi7DZbCxYsICLL75YpLsTCOqR+Bd7Yrr16HXSEtz9FTI2ggATxeylFTIaHiwYcFbZjx5LqqFiwk0QDgKQ0ZDRl3eoSBQQg4ZM8RNLsQetYktsJ7b+fIR2DwVV8tCqZN6G8vR7BtVLq6Ac9nduSbcnO5c3iRzTmJCM8fjsXiyN/I7rIu+nA1CWm1YqdZfvN3u9GF0uPCYTRWYTsqqSHmjGVqJi8ejeR3K6TFGJD1NySsVfyqehbkkvF8vAmztS/NUOvAcLMXeNwn9cyxo+lOBsoygKjz/++Cn3U61Ydu/evcbo1zVr1lR7TFVVFi1axLhx4xg3btzJWygQCE4rkVPb4UsfDc/8AOiiV0IURjyYcJJNdJl3KJFGDE04iBcFGQ2FimGsIgIIJh9ZL9WMCSdubHodTYOE3etfnrzd55LpnLWDLFsY+0ISKE2pRXKAtvF6Atey4MKkJ/qTdMXx1SWMwWaMwVUnNfDrGk7et3sBcJstGLwOJJ9GVsd4VvdOovm2LILsdroOC+NIWilrpArPw2gAo0HCcGkHPO+vAo8Pb5gFZWBFTl1jfCCNd16HN92OIS4AyXBqRYj/7dSHZzlw4EBWrlxZqyw9J6JasZwxY0b5e03TePDBB3nxxRdr3bEsy3zwwQcMHTr0lAwUCASnH+Xpy2F0FxyXfIA71QsouDFixIWLiqFMDYVCAsglApCwYSeCLFxYcGJFIq+iT3xIAUbUYhWf9+h5Qw0jbkDC4nNhCTYS1KoWiQD6toaf7oNfk6FPS6hCKGsi+p6OKP5GHDvyCbuqOeYoC76sUpp1jWa5E37dbaVpiEw31c7apNmEtUlgW5sErDaFG2+NxWqRYWAzbBvuQd2SzrYQO51igypdQzIbMCYGVWOB4Gi0elhm2bNnT2677TbMZnOl+BmARYsW1bqfasXy2GSzZrO5ygS0J2LEiBHceeed9O/fn+Dg4ErHRMFmgaB+UBfuwPfgz+BvwRcdC6n6kgsNiVyCMVOCGzMg4UcJjtg4SHMTSC6hZGJARQZMeCr1K1/RDcvCHVCcgwczGhGoeDHixkoJvrZxxD81iu7nxbDryLbjDauKMb30Vy0oXJ3FvrvXIBllmr/ZC/8OoUiSROQtbcvbrP9kH2nJuSTsdtLhqiZc00m/BTr26t5r/+2H6b/9MOnjWpHn3wSXV8NskFDaRqO0jcaXnFw7uwVVUh+e5bRp05g8eTItW7assk5zbanznGVdmDVrFgD79++vtN/tdguxFAjqAc3jwzv2vfIk58b2cdA8BK3EjTPHSZRHn58rJRWfyR+Tx0W2wYYXF43ZhVSWQ8eFip1QJIsB4wdXINlM0CIC+ZtfkdCwAmZKKCARW68orF/dDY3DaaaUDVMeObXPUbyjgNxlmQR3DyO4q559Z9vYRbjT9WVp2ycspcf2yrlpd/+WyurXdwJw+M9sAhvZSByop+SzNgsk4bFOHHlhM+9e1JVvWiTBF076JyksvtqMUk+ZZ/5t1IdYBgYGctddd51yP2dULH/55ReKiopIT09HVVUkScJut/PEE0+cycsKBILqcHvLhVID2J+N0e4BScIUbYWyjHc2SvG4JVQU/A6noGAqF0oACS9eFEyvjEGZ1FPvb8m2Sm1MlGKhFHl1Hr5l+9hTmE3m0gwi+kSiDdbb5a/OpmBNNmGDYwhsF1Krj1C8s5CV/X/HV+pDMkj0/G0IoX0j8eRWJBHw5BwflFSUWlrttnt7DoGyg8iPevPdzkbg0wCN5fvgYIFG01AhlqcDtR7EcuzYscyZM4cLL7zw7EbD1oW5c+fy1FNPoaoVOSaNRiPnn3/+mbysQCCoBsnPjPLEKHxP/ApGBexlQ6maBkXe8nY+DPhQ8GJBxYQJFS9mDLhQkSjxiybk4f4oUweg+VSct87EO38H/pKEVBaQoyGj4EUD0rY52PbFIQByVmUTThS5JRn8PVJf1iFbFfquHElAm+AT2l+wPINDr21DK/aAIqN5NbIXphN2XhRJz3Vl331rQZZo8tzxobbNRzZiy7eHcOS68I+x0nSonlzFm1ZMWp8vUQtdbIiPQb2qIlrfJGtE+QuhPF1onP2/5VdffUVmZiYPPvggZnPlQLD169fXup9qxbJ///6VomEdDgcDBgyo1GbZsmUn7Pyjjz7itddeo3v37kyYMIGvv/6aDz/8kG7dutXaQIFAcHpRHr8IeepANJ+Kp/0zkKPndvUF+FNo1wXOhRWD4kXy/fOgK1NILP4P9cZ8az9CG1VUHvHMSMb9/moA7ERjS1BRMZB/2B8NA6amATibxQJZ5ed4MzzsvH9d+bIO1eEjd0k6JocTQ5MglFDrcXYXLE1n0/nzQNWHeR0WA6osE9o7Ak3TiOloJmJmL5R+TTGGHh8dGxRn44pZAyg8WEJIkj8mfz3IyL0lG7UspV7LrFye/OMvIotKWdU4lo6Pd8LfJMTydFEfw7DPPPPMKc1V/kO1YvlPmrpTQZZlevfuXb5tMpm4+eabufrqq/nqq69OuX+BQHBySBEBSIBxwR34pi9ACveHLkmUXj8b1efCiA/Vp1f50NDAbMA0og2mJy7Ua1UehVZcMfzpw4bnf6Moeu4vNPRhTveBEuIvacy+T/diP1iCLc6G/G0WzgyP7t1KEpJJxv3GalJuy0YOsRC7dALmDpGVrlOwLKNizSQQPTiauDvbETE0Fsc13+D5XC/QYLp7AMZXLq50bt7WfPZ/sx+/OD9a3tgC+aglHuYu0eBvghI3OX4BxOfrDw8D96cwTGsM1Fw+TFA76kMsj9agU6FasezateoVw16vF4OhdqO3RqORTZs20bFjR4xGI6mpqcTGxlJcXHxy1goEgtOK3Cke+avrAP1moPRsjPuyj3BvKyhvo6BCuxgCvrocyXT8b990dVc8XyTjW5eC3KURput6YJi1B88KfdhVaRmONdrK0CUXYD9YgiXczKqobwAwe3xoMiS2MyIlZwESar6T4o82Y35jSKXrBA+O4dDTG8GnIRklmo8LxX9orO4hf1ERper5fC2Wo8TSmetk0billDp8qLJE+vpcBn9YseZOibChju1I0YxtOKjskZ5E/QjBCTibYnnppZfy008/0blz52pzBpyWYdjS0lKmT5/O/fffj9VqJS0tjTvvvJNDhw7RsWNHXnrppeOWgxzLTTfdxNSpU1m6dCkDBw7kuuuuIyIigtjY2FobKBAIzh6GVhGoHWJwb8vjn6JEGqAmp+L6fiuWa7ocd443sxTTVxMxRlgh2IokSQT9MAH7U0vQ3D78Hh2o920zENQmGE3VwCqDQ0XRNCw+F8bkdFT0gCIAQ4QZRk6H9Qfhit7w2kSC+0XTcUYvCp9eQOjO9fhfOwf3t70ojmiOyWZAK9HnX+V2lQs9FO0uotThw2PU+96/NItOuwoJbVmxNrLRtG7kLckkILUUZ6QfDk2i6SUJNOofVd6mZF8RniPumjMPCarlbK6z/Cdrz/vvv39a+jvhMGxWVlZ5cM4bb7xBWFgYTz31FL///jvvvfceDz744Ak7HzRoEH/88QdGo5GbbrqJhIQECgsL61xHTCAQnD2Mb47DYvfgXnIQX7G3XMCkYMtxbQufXE7REysACHpmAIGPnAeAHOVPwNsXVX2BzYeJmQgla4LQNmUQgj7SZAgyYJQ9SFYD/gf3wO+b9Pb/Nw+Gt8cXFoJ27efEufeVZxIyzl+Ng1IUijHhRWodh/mHyRX27Shg9bglyJIMRghxFtMx5wDaVUfwzbgcpY0+xGptGki3fePx5jkxRlqP80R2v76d7U9uBGD7NhttHul4En9ZwdmMhu3QoQMAv/76K0899dRxx2+66SZ69OhR6/6qFcu1a9fy9ddfY7PZ8Hg8/Pnnn7zzzju0atWKpKQkJk6cWKsL/JMxQZIkRowYUWvDBAJB/SCF+WGZfSNml5eSKbPhr8OYRrfGfEmb49oWv7Cq/H3Ri6vKxbJKth1Gm/Q2bNhPkqRwyC+Jotg4lDT9gdxX6KQEf8gH52cpJOBFQgIU1DUHca1eRaHbHxtmlLL5UBUTkezHSKleV3NvIbJ/RXagbU9uhCIP8eSw3xRP3/Qd2HxuSC7CMf4L/LfcV95WNsqYomxVmr7n9e0V79/YQeuHO9SYDlRwPGdzGHbDhg1s2LCBRYsW0aRJk0rHCgoKWLt2bZ36q1YsDQYDNpv+xdm+fTuKotCuXTtAD9QRCAT/biSzgYBPTlyoWUkIxLs7r+x9DSnfxrwIezKRUJE1icSSvfxuaYbR5qZl6W4O0qm8aanqD2UZgtSoSHyP/4aDUMxYKSARfzIw4cKLH0aK8BIMSODx4r71R2gXj/n2vshpefS3ryBYLaF/8VrshKGhi6mWWVLJvLzZB0l9aROmRn4kvd1XH1Yuwxpnw1OgJ2K3NrIJoTxJzqZYmkwmUlJSsNvtLF68+LhjDz/8cJ36q1YsJUlC0zQkSWLNmjV06NChfEGnpml4PJ7qThUIBP8RwmePo/DBJSBB0Is1ZOVKzQM0HITjIQDQiHHmYjfZMJY6sVCCHT0xgYWSihV5RSWAtXyNnoqRIuIJJBcDLrSy1Hw6Bjyf/o2PTahrD9F+5V/4qXZAQgZs5GMnEmQJ81PDy01zZ5ay6/KFaG7dy5UMEi2+rlgP3uPjPqRc8yuOohKafiJKDJ4sZ3MYtm3btrRt25bY2FhuuOGGE7ZduHAhQ4YMOWGbatMZtGrVinfeeYfly5fz3XffVapBOXfuXOLj4+toukAg+LdhbBVO+KxxhM8ch7FF2IkbP3oZPkxlQgkgEeUsIv7CRFQpmBgOEc4hwkghnp38I4A+h36bslCCCQdGXJikUozYMZGPXClHrYaFQlRUtBV7kFS5bPmLjowXP3Lx2/cQplv6lJ/lzXeXCyWAO8NRyXTluXnE/rWBplv3IE39BnVrOppPRVA3NOn415mmJqEEePXVV2tsU61Y3n777WzYsIHHHnuMfv36cdFF+mT9ypUree6557jpppvqYK5AIPjPM6EfTDgPjkqJZ7NA9DfzQQMZhXDSieQIBryAjJPgspcFLxYUVAx4MWlODDiQABk3Mi4kvCi4MOLmEFGkZPujYqCEMIqJxE4wHszIsUHIjUMrmWZtGUT4lXrpLdlmIO7BTpWOO2duLX+vrTpIafsXcfZ6Dc1Ti1JjgnI0pONe5wJaLdYIVTsMGxkZyUcffXTc/rZt2/LDDz+I5R8CgaD2HMiCTg9gKHJgw4yLALyYMJ/fFG1+FpLz+GkdDRkjXowU4sIf31E3Vg0ZibIhUygTS/3ZX0UikhwUt1Z2Q9ajeX2YkQwyhukTkI8ZDpQkiRZfDSbhqW4UlPhIL9YwFXmwBerzm4VBIYQW6t6mjAcDXnzrjuD9aSPGCWItSW2pj9ywtaE2c9B1zg0bHBxc4/pKgUAgqMSSbVBUCsj4UMgnBC3Yn4C5Oyj1WLGgIkX6Ifs0KHWjBgSgZjmQywTSSElZ2S8F0DBhLxdLHQ0HAYCKGzPRZCPhAzS8GHESBEjIXjfaDZ+jdmuM3CwajkmsnVqg8s1je1B9GkFRJm58qx22QCPFtw0l9IEPMGl6b6DhwQh59rPy5xPUP6Kst0AgOPN0aYKmyDjwJ5MknPhjLzCS5wnEQi4+JFzZoA7rBj4JsgoAAxoSLvzwEIgRJzJujJSil5queNbXkLETjA8rFjyAioamD7uiYqSUAsXKNnNz9nlj0FreA8Oe1auwlOF9bTGhg19gwqp5BDjsFGa6ObJVXwPa7t72mMMVTDiQ0PBJMtdddDlvJ3VCy7fje+RnfA/+iJYtspOdCE2Sjns1FM5o1RGBQCAAoFMixRcM5f/bu/P4qMqz8f+fc2bNvpIAgYQdUVZB2QwIYhFB0GpFrFCLYtXHyqO1VR9RoaBFC49fF/wh1acUK6J1gyo7BBAQZFdWyxJCCNn3TGY7c//+mDAQ9kC2wev9es3LmZMz91w5hnPNvZd/k4kZH2ZcONAwMGOlAoUDt1JUfryPsEB/ZRgWXIFmVDBhxo1e1dNlEIZOKT4gl/YYWHEQgYbCRiU6/pGz4MOLmx/sHVGav36g46Hdqh9h9W64rTu+/+TiefpL7EASFXTPOMD3rTuze2EWkTbFgVn7aJ7SkaTiHRTYQhk//DesTWlH+QkLv797FirNv0+mkXYA8+YX6v3yBotgSo5nkmQphKgXnsLqo0d1fMRyFLCgoWGhAgMLZcQSQSEKMz6qD6A5fUiIwoyDJpQQhw9z1bAh/+hXNyFY8QY+yaOFBRIlQLnuXyyFhEj/f52nbU+m6fyQ1AHd6+PwxgKyN+QQl56Lz+MlLeV2PujXg5yocJpVukkJMaG2HT0V4PaMwJQ7cTZfI70slzLAR5phhRD1IvSP/U57pYgml0gKODlFRMeHBzMKHVV1a/Ji9SfBuDBMqcnokfbTSgAHEXgwceatTlXbhhoiVDmhvqoBOsogyZwL7z4M17fxH+vSHNPEm0HTcLeIw62fqke4PWBWXtLDk8iMiSQnKhyqotYcBtroGwLnar/qKYnyAhqiGfa+++5jwYIFlJaWnvect99++6LlSLIUQtQL+6hrMCfY0PFiwouXMNwh8SjMqKqEV0EYxbYmlBJGCCewk0/IhM6E5v8FPTkOSp2B8vKJR8dHHIXYcWCKMWMy+WuiPnScWPFgwkAjBAc3On6ge+Veujj+Q0znJvDYaYsLVDixRoH98euJmT+azgOiMfkMbtu3ifFbvmZw1g+Eup3EOCoxnTa/sl2iCf29seiLnsD38WPk33cbpT8U1dclDTr+xfKrP+raqFGj+OabbxgwYABPPvkkq1evxjCqt1i0a9fuouVIM6wQol6oCg/kVlQ1lIIZF7bKck5+Z68knLhWUNj5Go58HUMU+di6JJA0p2pOd1T1hdzDIjWspf69NEOpxBSisGVPw9ifS8HAuTiKdby6iTBfkX/vTgxCDQ+VhODdnomp2IEWXbUW7IQP4OOqdW5nreI2oHfqDdgKsqpiddMv+yd+cjXjT2vK2dmyKW2L8vn91BEcWHyC7R+WEb0+Gy1/L+ga3f7Rn+ajq69Heikq/287zv/bjunaJkT8v2FooVfX0qIN0Wc5ZswYxowZQ05ODkuXLmXOnDm8+OKL3H777dx9991cc801l1SOJEshRL3QI2zYxnTB9fEPAJjwVvu5GQPS82hybAXRyYk4fjuMqNYm3InPQKgV06wxcKwIdSAH/XephBa78U5dHni/KSsfdSgHz9B3sBRDExzYfeV4MZFNC3QU5YQTSyE+j44j/jl+6NadkB7N6PqvLWc1s4Wt342XU+vDhnrdtCvJpV/eXsbtBa1jAk7HcFb+eTfWMjcx+VW1Xp8ia/6RGidLz65syh5eCErh2ZCBHhdK+F9urVEZjV1D9lkmJiYyfPhwdF1n3rx5/Otf/2LVqlW0atWKV155hWbNml3w/ZIshRD1JvKje3A/dD1HP9tE0vpMfLsL0fGhoKqXUQPDICTjEKa/L8SX4wCXP6m6Rv2NgqRriP+/32Id3AqTw4366HuMw4WY8GBqFgbRYZBdDEQG1pdV6JQSDYCGgRcrJ0gm3Cii9/Y1aNuhwmyvGoV7iilcw1M1E8TAjAczK669ng4FGYTaFD1X3k9FuRdlKLwWEz5dQ/f5a80R10XX+Nr4ssuq7Tbty7r6pqE0xKIEhmGQlpbGZ599xvr16+nSpQsTJkzg9ttvJywsjA8//JAnnniCzz///ILlSLIUQtQbTdOw3dKWsuhibHHheHcfwd/D6OPkQB8NgwpicWXo6NgJObmoutfAe7SEEyO/IPTODsRO6Y/twIswayVkFcMjN6M1i8Zyx3X4/n0AAxMKE2Y8hJvKKDci0FG4qmqL4ZQEeszCvE7chKLwN7lqgLq7L+rTfeBwo6FQVh8lYeFsCfNvVZb8j5/wlXloUlBGXlwE2ckRdEy00nRYEm3+2LnG18Y6qDWWga3wrE1HiwkhZGKfK7vYjVBDNMOmpqZisVgYNWoUzz777FnbdY0bN46PPvroouVIshRC1Av38XIqvs8j9Pp4AEyTR6DsVsqmriPcXVBVs/ThxUJl1e4jPsy4MbDgxEUIJry4K3TKPtqHc2sOrfY/BBOHVvsc0xePoSU8S1lRBP7dRjw0MzIxMONsl0LJQf95Xk71ByrAwIIXGx58mE1ebONvImR0bxz3/RNfiZujEaeW+GyZm0/RpAwAOmGhVWYBJsNHyhP9SXiy62VdH81qJnrlbzAOFeH4oYBj41aiR1hp9v4QbNfFX1aZjU1DNMO+9tpr9O/fP7Br1rl89tlnFy0n6JLl9u3beeeddzCbzWiaxssvvyzr1ArRyDkPlbD3xi8wCl3oERbU3zqg9TShUq/BcG+glDhMeFEYZ/VlugjFg39wTzgVKCooJRLPoWKMokrKZ29Hs5kJf+x69BALmtmEx2HiZE3VhwWFCSsezAcPcjSkEyFuLwdsbYgwRZLkyEcZdhxEYKAIw4F9wW/QU9v5+zGHXUfJgnRaFBQy+rt1aErhVhYMzBiYMds0rC4DS/Mwon/Z5oquk2Y2YWodQ9b1H6Mc/uuQNX4FrTePuaJyG4v6XDh92rRpgedr16495zmTJk0CICIi4pw/P11QJUufz8cLL7zAnDlzaNmyJZ988gnvvfceU6ZMaejQhBAXUPz1UYxC/8hVX5kHLa0IRoO5YzxalB1V4sSLiXyiKCWc5uQRggssOpqnevLUgBAq0WPM5LecibtCodBxrT9Gky/uAcA0sB2e5elV71A4CSGUCnR86Lqbja3agqZhNppzS8ZuQCeHeEDDonm4tmdK4PPCvt+FgQcPIWhVVSMTPlz+bawJi9NoPiWViLvbY46pPmL3ciiPD1V56nf2lbiuuMzGoj77LCsqanfd3qBKlrqus2DBAqKi/DuyR0dHU15efpF3CSEaWmiXM/a6bO+fsqE3jSB67UOUvLqBnH9nUVJpRUPjOAnYcZHoKyZmwa8wdhzHNeNbqJrjqIdYIM/fl2kFXNhwfXvs1Od9MY7yhNdwO8CGB9CoRCOUUpIpRWUew2G1EF3pxGo3U1hh52RN1KMsOPaXEdXav42X1iae8MMHKCY0UP7JJQ+suDFnOXA8vZjwG34DMU0v+xqVFnpwVhi4nT4iJvenbPIGNLuZhNdTL7vMxqY+k+Vf/vKXWi0vqJIlEEiUbreb+fPn89BDDzVwREKIi4kcnETbT2+lZNkxIgY04+h1p77kmrs1I+6Te4g1fHgKXGQM/QzPzhwiqABDQWQIYdOHYb4+CddbG9Bbx2IsOlit9gUQMvzUxHLnwTKOa83x4cWEQTNyKAuJJi+xPSaHiya5RWguMNCxPNWXsJ1FVKzIA0Cz6tja+e8zRrET76R7MCUsx7I6B3e2u6pEc9XmX15/ii1zUTDyE5oenXjO39+XXoD3n1vRUmIxP9DrrFV+Nq8o5LP/7zhKgcnwERFmZ/zuh2jaJhTdHnS36fOqzz7L2bNn8+ijj1Zrjj3TyWbYS9Fo/y8sWrSIBQsWVDsWHx/PW2+9RXl5Oc888wypqakMGDDgksr78ccfOXHiRF2EWuu2bdvW0CFclmCNG4I39qCKuw3wWASF+BPl+WK3PpZA7JNH0F0KT/tI9oYXorZtg7bAmzcCENbKQsxfdgFQflsylb0TyBvajPSqMn2zMqHCn0wNTBQSjbvSCukuoimtqkMqTBjob31NZIqN8tS2OCKjsNoNTgz5O0aMjdz9Jio8VmxRVkL/eQvRj2/DdNSB0sDoHU3IptxA3N4TZWzbuhXOSIR6uZvWv1qIJc+/3N7xjbspeLj6IKBvPrSglP99hq7hKDNY9sVBug67+Jqll6qmfys9e9b+Pp31sWLPSQ6HA6i95lhNXcoKso1IZWUljz76KHfccQf33HPPRc/Pyspi5MiRLFq0KCgGAm3btq1O/kjrWrDGDcEbe7DGDReP3ThWgvdIEdZezc+7io2qcKOUQg+3nfWz/H/+xJGxq/0vNIjsE4fjuxwAIinHhrtqITzQ8RJOMToK9V+DyZ91AIASQsg0nRqF2npYHNavfwy81jGI/PU1OObvAQURU28mctLZX96Nbcdw9ppx6n23diRk+ePVznn1ob0UFlYtwaYUVq/B8AlJ9B+VUO28Y98XUJHvos3ABKxhl17XaSx/K6MfPHrWsU/mppzjzLq3ZMkShg0bdsnnN9qa5fm89tprDB069JISpRAiOJlaRmFqGXXBc7Qw63nrKfEPdMBX6qZsYw7RI1IwWTWO3LsUDEUpYTSlMvBeH2Y82LHhxPvvPZy8LZ45J9AXE4qy6Wiuqn7TqnpS4tGJ/JTh5X/XGmh/yeXRMdG0a3UqwesdE9Bax6GOFABgHnr28mo39Q9l2b/yMUwmLF4vnW6Mou+IJtXO2Tk/nW9n+hN5fMcI7v1HH0wWWd77UqxZs4b09PTA7iIVFRX885//vHqTZUFBAYsXLyYrK4s1a9YAEBMTw2uvvdawgQkhGp2ExzuT8PipxQGu2XkfZRtOULTgIOUbnER4TvWb6lVbgVlTkwn1ROL9dDtxsSZKrWbKcr2ENLeT8NtrOH5NBdGTdqEpH2a8FG/MI7v9XF69dzjFVv9I2NfeK+Bvf/EvnebalUvO3V9i5IUT9cuORI67Fk//9jgOlxHV5tR0hX4PJFNxtJzMHcWkpMYy5Ln26KbqyfrgypzA8/wDZZRkOohtHV77F64O1bTPcvPmzTz99NO0aXNqSs60adPYu3cvc+fOxePx0K1bN1566aXz7vYyffp0PvvsM9q3b8/+/fvp0KEDmZmZPPXUUzWKJaiSZVxcHN9//31DhyGECEIhneM48eaP5K/JA6LwAlFUYMaDqUMspkHtMU8fSewv3wQyUMU6Ce/0pazrNWy/aw1bbl2BLdSHS0Vjx40JH84jBho6FdqpW2lpxaldSQqeWoX3UDEek4mDK/OJHGFj801L8Ll9tP1lMgNm+Lf3Mlt1hk0596o/3iIXRqWXxM5RnNhVDEBonJXwxCufplLfLmc0bGpqKtOnTw+8Lioq4vXXX+err74iKiqK3/3ud6xatYohQ4ac8/0rV65k+fLlxMbGMmzYMD755BO++eYbcnJyznn++UgdXgjxs1G6MrPqmUYh0VRiQ0PDmZyCZfYYyCiAtH3+Mwwfzsc+Yd8vvsFT4MKkfFjKvLiwUUIE5YQQhoNIyrn/241oSqHrMOxGO9+vLKSywgAFTouZNV06sbFTRzZM34vP7U+mh77IoOzYqcEn2Usz2T9tFzlfpePN9w8Gyv/sCJubfsSWpI9pfqKEm57uSI8HWnH3+zdiDQ2qug5QO1t0rV+/nl69egVmRgwdOpTVq1ef93yLxUJsbGy1Y8OHD+eLL76o0ecG39UWQojLFNnSTEW6/7kZL1ZcuDGjrTxM2R+XEfb7XmhhNqjwLwTgxI65wkE4FnzocNrNPZIKYikBYOCRvfS/I44fb+rBivlZ7Aa+/jSPoU/chCd3PZU2/yAkQ9cCNRRziAlrpAWAE98cY8v96/w/UIpETyUdP76FjJe3o6qS64kZP9KnsDvmmLMHNAUL4zIGw+7du5cJEyZQVlbGTTfdhN1uJz7+1MCr+Pj4C9YS4+LimD17NhMmTCAqKoq1a9fSvXv3C24GfS5SsxRC/Gy0fKEHLThBAvk0JQ8DK3rV1tOOGRsoeyENlvwR45au5NCcfJKIwk0cFURSCVWLEej4CMcRKFcDrGn/4eDOUzuFOPLcPLzCzI7/ujlwrDIihEiPg9gQL4Nn98UW5R8IVPhd3qkgNQ23AdmvbMPc5FRTqyncgh5iqpPrUl98mnbW40JatWrFI488wuzZs5k7dy5bt27lzAkcSqkLrvs6efJk1qxZg6ZpjBs3jscee4x+/foxaNCgGsUuNUshxM+GZWhHmqf9GmNTBiUrjlO5OiOwGTWA46Pd0DmJqJV/xH3zp2hr/c22OmDBR0Som+gHOuH7cBt65alyFWAb3pGUjqEc2etPogZwR0YmPznCaX9rMglf7CKlMI/rsjP44Y8jaNraTt6HP1G69gT2luFoJg1lKDSlsHkNzE1DafVmKgcf34hR7CJlWq/zLlDgyqygOC2LsG5xhHeNPec5jUFNB/gkJiYyYsQIAEwmE4MHD+bDDz+ka9dT81Rzc3Np2vTslZOWLz+11+n48eNZuXIlZrOZV199lePHj1cbNHQpJFkKIX5WLDe3xXJzW4rnvQsoDHRM+Js6DaVT9NwaQkZ1IOz21lSuzQy8T6GhtQsh5b3B+Kb3xXu8jPKnF2PsOIF11DVE/uVWbjcUkXEWPpyfT4v8EnSliMguIeamZP7fDb24Z8cejoZGM+R/V1Lw1+VUYiWvak3abrNSqThYivfb44S2iKPlrAF4Sz2EXBeDrUUYUTf7R9iWbcwmf/5BQq6LIfHRa3Efd7C9x1d48p1oFp0uy4YSPahxzimvaR/lwoULOXbsGE888QQ+n4+NGzcyZswY5s2bR1FREdHR0SxevJjx48ef9d7TBwXl5uZiNpuJiIigpKQEn89H69atr96pI0IIUVvUkUIsGBjoGOgodHxUNXO6vMQ+dT1GjoPyxYfxlnmIvLEZeX/y12D0mBCsMSHELn+wWpm6SeOGRA8m9zF2lECl2YqmFJ3jFf+7aSv2AwXEUly1fyeE4CYUJw5CMFd66PS/p/aw9Ja42dHtK1wFbn9IJypJerQje2/5GuX0T3VRLgM9LgRPvtP/2uOjYGFGo02WRg1Hww4ZMoRJkyZx3333YRgG3bt358EHHyQuLo5x48ZhMpno27cvqalnr597ctDP22+/TdOmTbn77rvRdR3DMPj000/Jzs6uUSySLIUQP0sh915H5bxd/j7LXkm4jjkgr5LIib2wdksEIGHmQBJmDgy8J+8CS8apMie5N/yNwgMeYtG4BcXx8Egq7Da0fzgJPZCHqtqp5HQGOnqEhbAbqq/W40wvo7zYi2H136azvswgdmBCIFECVGzPp+kz3dEsOsrjT8DhvRrv3pc1bYYNCwvjjTfeOOv4qFGjGDVq1CWVsWzZMr7++uvAa5PJxJgxYxg+fHiN5lpKshRC/CxF/X0U9ruuAU3DdkcHNF1HGT40U83HPfocHnIe+IbiAy4UpqrGRo0W5cXElheRtai4qtaqKCMMG26seKnAhtJNeMo8/DhkCdd8Opj4O1sBYG0einFaLK4KLxF9E7GmhOM+Wg4mjbhftSG8ayxdlg2lYGEG4b3iSXyg3TkibByMelwb9iSHw8Hhw4er9VGmp6dTWVl5gXedTZKlEOJnSdN17Hd2qn7sMhIlwNHRSyj7+jgKKwooiA4nwllJgrMIL+ZTzbuAx2xmeafudPrPcfSqdWAt+HB5fGS9tYeYAYmUfbIfU0Io9pahOI/5BwxF9W6COdZOly2/pGT1cUI6RhPW3V+LjB7UvNE2vZ7ucqaOXKnf/va3jBw5kk6dOhEdHU1paSl79+7l6aefrlE5kiyFEOIKVXybBfgHAYFGXLGD/clNCSssx17urprP6Z8fGeGtZJAnj62xUVTaLOg+H8nZJZhdYG8RysHUT1D78jEpRdvfdKPAFY+9ZRjtn+8CgKVJCPGjG2/t8ULqcz/Lk8aOHcvAgQPZtGkTxcXFREZG8uqrr9K2bdsalSPJUgghrlDk7a0o/vinasfaZ+awuW9Xhm/8jnhVhBMbln7JhP+2G8XNYqj8vX/pTp+uU96pCR17xfCTZuOItSmWa+OIKy2jzUf7KfVGkHtPezpFn3v3lWBS0wE+tSU5OZnk5OQrKkMWJRBCiCvUct4vaDnvVtRpO6WciImi9eBkbB/dj+2e64j94w00X3M/UQ93JaxFKJqmiCmtJK7YQWzbMMIe6MCRbcWYPR5QioKIcPa29E8XsXx+kFWrarbiTGPkPccjWEjNUgghrpBm1okZ24nD/87mWGU2DruV2BMVGFO3sk2Hlr4cQvWDmK5JIM9pIfvPm+lQ4Eb3VtW0Pj9I/pYs9LgmcNoKNZVW/3J45WE2SnP9qaV0ZyE7f7UGd66Tdn/uTquJ19b773u5GqpmWRukZimEELXEHG3D4jCIya3AbPiTnvIpCojE5TNR+Fwau17YRY7Ljs93+u1Xw5tRTuoDLbHFnrbEnWYivWUca4d15aZ+/u249v9hC5WHyzHKvRz4w1Zc2TUb1dmQvNrZj2AhNUshhKglHf/cA+fhUvQNRympGtCjo3Bi4xhNSMrLJ85eRoE9ApfZjNntAUBDYWkeynUTOtD16c7k7CpE0zXC20Zx5KiLO5taiImpul171fk+XtQhSZZCCFFL7E1DaNFSp8RZiRkPZdgxqqaNKHQqCCHa6aBCs+EKNdP6tib4Qm3w7WFCs45SOvoTKpo0oXJzDhGj2hD6WirXdQoBwKj0su/2JbjWZWOy28Fiot3U7tiahjTkr1wj3gaYZ1lbpBlWCCFqka/UvzydDS8ROCGwULvCwEQJ4YRXeois8ND6qxE062wj8ngWZmVQsuQYJfP24z5QRMHr2yj96mCg3PwFhyhdcwITilBnJR3/0DGo+isBPNrZj2AhyVIIIWpR9NiOaLo/QcZopbTuAnEU05Qi3Kc15mkeH0aZByynbsPqjJqXUewKPDeFVW8I1MMtdRF+nfJo2lmPYCHNsEIIUUtKv/gPx+75GpRGKBXEqiJMKU1JmDgQ5fGR+0EWi+xNMEw6v/gpHd2iEfpfvfF8exTPxmNED26H94cK3D8VE9KvGVH3dgiUHferNjT9Npuifx8lol8izf4ruGqVAJ6GDuAKSLIUQohakjd1Myh/bclBGFGUYu3YBPtD1wOwoLyAHYf9U0CONouhS//5JH07huh/PxAoI9rwYRQ4MTUJQTut5qVpGm3e7g9v96/H36h2OYKoJnkmaYYVQohaYmkZEXiu4cPUpRm2abcFjqXnntoxJDsqgsKdJRzo+jFlKzNOvc+kY04IrZYorxaV2tmPYCHJUgghakmzOUOIGJaCrUUITR/pSOS236PZT/Ut3tHv1MjVvj+lg9JwHy4l/e4lKMPXABHXLzfaWY9gIc2wQghRSyxNw0hefNd5f/74nRH0u8ZC4fs/Er95R2CcrK/MjfJc3vZgZ/I4vKz43Xc4Vmdh0jV6vnEjtL7iYmtH8OTGs0jNUggh6lH3a+wMnnEDyXNvRbPqoEHTV/qi22un7rLj74coW5mF5vbhcxps/f0mlKeRLGSgaWc/goTULIUQogFE/6o9EcNSUB4f5hj7xd9whoz/3UPu50eJ7B1Pu9d7oZv9dR93WTCPOW28JFkKIUQDMYVf3rZbhSuz+M8ftgBQsjEXe3IYyf99HQBdx7Yh4+tMtP8UY9Khx8wbKLQU11bIVyaIapJnkmQphBBBxpXlOOP1qcXUI5NCuW/tUNzlHuxR/mRcuG1bvcZ3XsGbK6XPUgghgk2TO5MJ7xYDgCnEhOZw4XOdmpaim7RAomxctHM8goMkSyGECDLmSCvdvhpMqN2HtbKSvFl7OPbiloYO6+KCN1dKM6wQQgQjzwkHOE/t41G5r7ghw7k0QZQczyQ1SyGECEJhPeII6xkPgGbWaPLbjg0c0aUI3qql1CyFECII6XYz160bSdn6bGwp4YR0jG7okK5qkiyFEKIRy9hfQfqeclp3Cadlh7BqPzOFmon+RYsGiuwyBE9F8iySLIUQopHK2F/BnOd+wmeAyazxyGvtz0qYwSV4s6X0WQohRCN1+McyfFUzQgyv4sju8oYN6EoFb5elJEshhGisWncOR6+6S+sm/+ugFsTJUpphhRCikUrpFM6E6e05tLMUlVVG3tosEpq1whZhufibG6Ugyo5nkGQphBCNWEqncPbN2kt6WjYAR9dkc9dHqQ0c1WUK3lwpyVIIIRq7E9sLAs9zdhWhfApND8LME8QLqUufpRBCNHIpAxNRgNek0/KmhOBMlEFOapZCCNHI9fpjFzZm2ygu9uENt+OsNLCHmBo6rJoL4hwftDXLffv20bt3b7Kysho6FCGEqFPfryqiuNgHQOYhJzvWFTdsQJcteIfDBmXN0u12M2PGDFJSUho6FCGEqHMhYdVrkSHhQVirhGDKjWcJyprl7Nmzueuuu4iOjm7oUIQQos71+UUsfX4RS0KSjQEj4+nWL6qhQ7o8wVuxDL6a5Q8//EBGRgZPPvkkixYtauhwhBCizpnMGvc8ltTQYdSCIMqOZ2i0yXLRokUsWLCg2rHIyEhcLhd//etfa1zejz/+yIkTJ2orvDq1bdu2hg7hsgRr3BC8sQdr3BC8sf9c4u7Zs2ftBxG8uRJNKaUaOohLtWnTJl5//XUiIyMBOHLkCElJSUyfPp3k5ORzvicrK4uRI0eyaNEimjdvXp/hXpZt27bVzR9pHQvWuCF4Yw/WuCF4Y5e4r4z2cuVZx9SUkAaIpOYabc3yXPr06cMXX3wReP3II48wefLkoEiCQgjxsxfENcugHOAjhBBC1Kegqlmeac6cOQ0dghBCiEsly90JIYQQV6+grlkKIYQIIsFbsZRkKYQQor4Eb7aUZlghhBD14wpW8Hn11VcZO3YsAEuWLGH06NH88pe/ZMqUKdTHDEipWQohrkoX2mThapluVppRjqfMS9x10Q0dSp3asmULe/bsQdd1ioqKeP311/nqq6+Iiorid7/7HatWrWLIkCF1GoPULIUQIgj99K90Pr9lGQtHrmLdM1saOpxLcxk1S4fDwYwZM3j22WcBWL9+Pb169SIqyr8+7tChQ1m9enVdRRwgyVIIIYLQ7g/+g7nSIKLITeZHh6nMdzZ0SHXi9ddfZ/z48cTGxgKQm5tLfHx84Ofx8fHk5OTUeRzSDCuEaPTO16R6tTSnXo7wCDMhOU60qu66giXHaTG2bcMGdTE1nGe5YcMGysvLGTp0KJmZmec8RymFrtd9vU+SpRBXkcbeT3cyvry8vLNibQzxBZMOtzZn/5fHAq9Lt+ZDo0+WNTt9yZIlHDx4kHvvvRe3201GRgY7duxg6NChgXNyc3Np2rRpLQd6NkmWQohG4UKJvr4+K5gSduJtSRyKseIpcoOu0eS2Fg0dUq2bNm1a4HlmZibPP/88s2bNYuTIkRQVFREdHc3ixYsZP358ncciyVIIcV71mcBEzYQkh9N383DyV2QR2S2W6D5NGjqki6uFaZaRkZE89dRTjBs3DpPJRN++fUlNTb3ygi9CkqUQQeZCTZmX8r4zBVNtSlQX2iaC5N91bOgwauDys2WLFi348MMPARg1ahSjRo2qraAuiSRLIRopqdVdXH033Z7vC4p84bhEwbuAjyRLIepasAy6EXItxPlJshSiBmo78cnN+erW2L8o1TupWQpx9ZAEJmpK/maufpIsxc/S6Te3mg6UEaI2SK0zuEiyFBd1Of+oLzf5BHNTZmOJQwS/qzaRSjOsaEwu56bdWP4BSsIRQjRGkiwFcPlJ6nLn/AkhLk9Qz5et4dqwjclVnywNwwCo8ar02dnZNf6sC61PeKnlHThwAC0I/6AKCwsv65o1BsEae7DGDcEbe2OO+0Jx5efnX9aX2YSEBMzmWkwTwXdrC9BUfWwx3YB27NjBhAkTGjoMIYQIOosWLQqOGms9uOqTpdPpZN++fcTFxdXuNyQhhLjK1XrNMohd9clSCCGEuFJ1v2OmEEIIEeQkWQohhBAXIclSCCGEuAhJlkIIIcRFyDCnOjJ79mw2bdqEz+ejR48ePPXUUyxYsIBly5bhcrkYPHgwDz/8MAArV67ko48+wuPx0KVLF/70pz+haRrbt2/nnXfewev10rx5c6ZMmYLNZuPw4cNMnz4dt9tNeHg406ZNIzo6+opj9ng8vP766xw6dAiv10v79u15/vnnWbNmTa3El5uby9SpU6moqEDTNKZMmUKLFi2uOO4zzZw5kwMHDjBnzpxau7Z1FfvWrVt54YUXSElJCRx78cUXOXDgQKOO+6TvvvuOWbNmoes67dq144UXXiAtLa1Rx75+/XrmzZsXeF1QUMD1119P7969G3XcAD6fjzfeeIPdu3ej6zqJiYm89NJLrF+/vtHHHvSUqHXr169XEyZMUIZhKMMw1NixY9XHH3+sRo8erVwul/J4PGrMmDHqwIEDqqioSA0fPlyVlJQopZSaOHGiSktLUx6PRw0fPlwdP35cKaXU9OnT1fz585VSSv36179Wu3btUkop9Y9//EPNmDGjVuJOS0tTr732WuD1hAkT1MqVK2stvmeeeUYtWbJEKaXUihUr1B/+8Idaift027ZtUw8//LCaMGFCrV7buop9y5Yt6uWXX652LBjiVkopp9Op7rrrLpWXl6eUUuqVV15Re/fuDYrYT/foo4+qrVu3BkXc3377rXrooYcCrydNmqTef//9oIg92EkzbB3o3bs3b7zxBrquo+s6UVFROBwOBg4ciNVqxWw2M3DgQNatW8emTZvo0aMHkZGRANxyyy2sW7eOPXv20LRp08CE4JPH8/LyKCoqomvXrgAMGTKEdevW1UrcN998M3/6058AqKiooLy8nMOHD9dKfEopvvvuOwYPHgzAwIED2bx5c2CFpdpQWVnJ22+/zX//938D1Nq1rY/YTxcscX/33Xf07NmT+Ph4AP7nf/6Ho0ePBkXsJy1btoyUlBTy8vKCIu7o6GgqKipwOp34fD7Ky8tp3rx5UMQe7KQZtg6YzebARN7du3eTmZlJQkICHTt2DJwTFxfHTz/9hM1mC9xsTh7Py8sjLy+PuLi4wPH4+Hhyc3PPOh4XF0d+fn6txv/yyy+zYcMGxo0bh6ZptRJfSUkJdrsdq9UKgMViITQ0lKKiomrlX4k333yTBx54gJiYGMC/Xm0wxH7gwAGefPJJysvL6dOnD3a7PSjiPnHiBDabjWeffZa8vDy6detGbGxsUMQOoJRi7ty5vPXWWyxdujQo4u7cuTN9+vThjjvuwG63c+2115Kfnx8UsQc7qVnWoR07dvDiiy8yffp0rFYr6oz1H3Tdf/lPP66UCqwNe+bx851f26ZMmcLChQvZsGEDhmHUWnxnxnr6e67Upk2bqKio4JZbbjnrMxpz7MnJyfzmN7/hjTfe4N1332Xnzp0opRp93AAul4u9e/cyefJk3nvvPQ4dOhQ0fy8AGzdupGnTpjRp0uScn90Y4969ezdbt25l4cKFfPnll3i9XiorK4Mi9mAnV6GObNu2jWnTpvHmm2/SsWNHEhMTq9UA8/LySEhIICEhgby8vGrHExMTL3j+6cfz8/NJTEyslZj37dtHeno6AGFhYQwaNIgvv/yyVuKLiorC4/HgdDoB/43W6XTWysAk8A+SOnToEA8++CDPPPMMBw4cYNasWY0+9oSEBG677TZMJhN2u50BAwYEzTVPTEykc+fOhISEYLFY6NevX9DEDpCWlsatt94KUGv/Dus67m3bttGzZ09CQ0Mxm8307duXpUuXBkXswU6SZR0oKSlh6tSpvP322yQnJwP+/sC1a9ficrlwu92kpaUxePBg+vXrx86dOykuLkYpxfLlyxk8eHCgeSUzMxPw960MHjyY+Ph4EhMT2b59OwBLly4N9DFcqf379/POO+8Evl3u2rWLkSNH1kp8mqbRv39/Vq5cCcCqVau46aabau1b66RJk5g/fz5z585lxowZdOzYkRUrVjT62BcvXsycOXMA/0jHzZs3c8899zT6uAH69u3Ljh07AjfXXbt2ceeddwZF7OBv+enQoQNArf07rOu4U1JS2LNnT6Afcc+ePdx9991BEXuwk7Vh68C8efP46KOPqk0HuP322yktLWXx4sXous7w4cP59a9/DfhvmPPmzUPXdXr37s3EiRMBf9PiW2+9hclkok2bNrz44ouYzWb279/Pq6++Cvj7G6ZOnUp4ePgVx20YBjNnzmTPnj3ouk6bNm147rnnWLFiRa3Ed+LECV566SVcLhchISFMmTLlgtuaXa6srCwmT57MnDlzau3a1lXsDoeDqVOnkpOTg2EYdO3alaeeeoqlS5c26rhPOn1aUevWrXnhhRdYvnx5UMSemprKN998ExgY09j/VsDfLPrmm2+yfft2LBYLSUlJTJo0iZUrVzb62IOdJEshhBDiIqR+LYQQQlyEJEshhBDiIiRZCiGEEBchyVIIIYS4CEmWQgghxEVIshRCCCEuQpKlEPXopZdeYtGiRQ0dhhCihmSepRBnMAwDk8nU0GEIIRoR2XVE/KykpaXx3nvv4fF4UEoxfvx4RowYwR133MGdd97JkiVLmDBhAkOGDOH9999nxYoVKKVo0aIFzz//fGA1k88//5yPP/4Yn8+H2Wxm4sSJ9O/f/6Kf/8gjj5CamsrYsWN5+OGHGTBgAFu3biUjIwO73c4rr7xC27Zt8Xq9zJ49mzVr1uD1eunRowfPP/88VquVvXv3MnPmTIqKitB1nWHDhjF+/Hg0TWP48OGMHTuW5cuXc/ToUQYNGsSQIUN49913yc7O5q677uKxxx4D/OuMvvnmm1RUVGC1WnnooYcYMmRInV5/IYJWzbfAFCI4lZWVqb59+6rt27crpZTasGGDuvHGG1VxcbEaMWKE+v3vf6+8Xq9SSqlPP/1UjR49WpWWliqllJozZ456+OGHlVJKHTlyRN14440qMzNTKaXUv/71LzV48OBLimHChAlq3rx5geejR49WRUVFSin/xruTJ09WSim1YMECNX78+MBm4Y8//riaPXu2qqysVLfddptavHixUkqpwsJCNWLECLVixQqllFIjRoxQEydOVB6PR6Wnp6uePXuqP//5z8rn86kff/xR3XDDDaq0tFQVFBSoAQMGqE2bNimllDp8+LAaMGCAOnr06BVdYyGuVtJnKX42wsPDSUtLo0ePHgDceOONGIbBiRMnABgwYECg+XXlypWMGjWKiIgIAO6//3527txJfn4+rVq1Yt26dSQlJQXKKSkpoaSkpMYxDRgwILCrQ+fOncnOzgZg9erVDB06NLBZ+MyZM3nooYfYvXs3breb2267DYCYmBgGDRrE+vXrA2UOGjQIs9lMSkoKNpuNgQMHomkaHTp0wOfzkZ+fz8aNG0lKSqJ3794AtG7dmj59+rBq1aoa/w5C/BxIM6z42fD5fMydO5e0tDTcbndgzz+fzwdQbSuigoIC5s2bx2effRY4Fh0dTX5+PuHh4bz99tts2bIFr9cb2AFCXUb3/8lkDP79TU+WlZ+fH1jgG8ButwfiioqKCsR+Mq6TW6uBf3u108sMDQ0NPAd/n2x+fj7Hjh3j7rvvDpzrdDpp3rx5jX8HIX4OJFmKn41ly5bx+eef88EHH9CyZUtcLtd5+xmbNGnCmDFjqiWTkz744AO2bNnCu+++S3x8POnp6dxzzz21GmtcXBxFRUWB1+Xl5TidTuLi4gJbMZ1MmEVFRcTFxdWo/CZNmtCuXTv+/ve/12rcQlytpBlW/GyUlJQQHx9PUlISXq+X999/H4vFgsPhOOvcW265hYULF1JeXg749w2cPHlyoJwWLVoQHx+P0+lk/vz5AOcs53LdfPPNLF68GKfTiWEYvPTSS3z66ad06dIFu93O0qVLAX8NdPXq1TXe07Rfv36kp6ezc+fOQOxTpkzh4MGDtfY7CHE1kZql+NkYNmwYq1evDvRFPvnkk2RnZzN58mQ8Hk+1c++66y4KCgp48MEHUUoREhLCk08+CcC9997Lc889x6hRo4iOjua5557jyJEjPPHEE8ydO7da8+nluvfee8nLy+P+++/H5/PRvXt3xo8fj81mY+bMmfz1r3/lb3/7G7quc//995Oamlqj8mNiYpgxYwZvvPEG5eXl+Hw+br31Vtq0aXPFsQtxNZJ5lkIIIcRFSDOsEEIIcRHSDCtELSkrK+PBBx8878/vvfdeRo8eXX8BCSFqjTTDCiGEEBchzbBCCCHERUiyFEIIIS5CkqUQQghxEZIshRBCiIuQZCmEEEJcxP8PVymuTSmy/HAAAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 29;\n", + " var nbb_unformatted_code = \"shap.plots.scatter(shap_values[:, \\\"area_income\\\"], color=shap_values)\";\n", + " var nbb_formatted_code = \"shap.plots.scatter(shap_values[:, \\\"area_income\\\"], color=shap_values)\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shap.plots.scatter(shap_values[:, \"area_income\"], color=shap_values)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "04c2ea58", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T15:06:03.617620Z", + "start_time": "2021-09-23T15:06:03.338398Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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"12e87f9b", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-23T16:26:58.777842Z", + "start_time": "2021-09-23T16:26:58.518616Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 35;\n", + " var nbb_unformatted_code = \"shap.plots.scatter(shap_values[:, \\\"male\\\"], color=shap_values)\";\n", + " var nbb_formatted_code = \"shap.plots.scatter(shap_values[:, \\\"male\\\"], color=shap_values)\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shap.plots.scatter(shap_values[:, \"male\"], color=shap_values)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "56344b50", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 146, + "id": "08209473", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-22T01:01:49.057604Z", + "start_time": "2021-09-22T01:01:48.804846Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 146;\n", + " var nbb_unformatted_code = \"shap.plots.bar(shap_values)\";\n", + " var nbb_formatted_code = \"shap.plots.bar(shap_values)\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shap.plots.bar(shap_values)" + ] + }, + { + "cell_type": "markdown", + "id": "ac3f1fd4", + "metadata": {}, + "source": [ + "## SHAP Interaction Value Summary Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "id": "18aec8d5", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-22T01:01:50.313097Z", + "start_time": "2021-09-22T01:01:49.990804Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "ntree_limit is deprecated, use `iteration_range` or model slicing instead.\n" + ] + }, + { + "data": { + "application/javascript": [ + "\n", + " setTimeout(function() {\n", + " var nbb_cell_id = 147;\n", + " var nbb_unformatted_code = \"shap_interaction_values = explainer.shap_interaction_values(X)\";\n", + " var nbb_formatted_code = \"shap_interaction_values = explainer.shap_interaction_values(X)\";\n", + " var nbb_cells = Jupyter.notebook.get_cells();\n", + " for (var i = 0; i < nbb_cells.length; ++i) {\n", + " if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n", + " if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n", + " nbb_cells[i].set_text(nbb_formatted_code);\n", + " }\n", + " break;\n", + " }\n", + " }\n", + " }, 500);\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shap_interaction_values = explainer.shap_interaction_values(X)" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "id": "b5604e8f", + "metadata": { + "ExecuteTime": { + "end_time": "2021-09-22T01:01:51.171374Z", + "start_time": "2021-09-22T01:01:50.406689Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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