{ "cells": [ { "cell_type": "markdown", "id": "5f7c9658-c285-4854-96c0-e899fc55421b", "metadata": {}, "source": [ "# DM project: cheese" ] }, { "cell_type": "code", "execution_count": 71, "id": "7f4f2b89-8257-468c-9f5e-a77e11b8b8ff", "metadata": {}, "outputs": [], "source": [ "import os\n", "import time\n", "import json\n", "import random\n", "import pandas as pd\n", "import plotly.express as px\n", "import tqdm.notebook as tqdm\n", "import matplotlib.pyplot as plt\n", "from geopy.geocoders import Nominatim\n", "from IPython.display import display, HTML\n", "from mlxtend.preprocessing import TransactionEncoder\n", "from mlxtend.frequent_patterns import apriori, association_rules\n", "from sklearn import tree\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import LabelEncoder\n", "from sklearn.linear_model import LinearRegression, Ridge, LogisticRegression, Lasso, ElasticNet, Lars" ] }, { "cell_type": "markdown", "id": "ceb71784-b0bf-4015-b8e6-78007c368e49", "metadata": {}, "source": [ "We use the following dataset from Kaggle: [Cheese: 248 different types of cheese with various characteristics](https://www.kaggle.com/datasets/joebeachcapital/cheese). " ] }, { "cell_type": "code", "execution_count": 2, "id": "1a0afba8-692b-4377-a2ce-5114983e3bbb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cheeseurlmilkcountryregionfamilytypefat_contentcalcium_contenttexturerindcolorflavoraromavegetarianvegansynonymsalt_spellingsproducers
0Aarewasserhttps://www.cheese.com/aarewasser/cowSwitzerlandNaNNaNsemi-softNaNNaNbutterywashedyellowsweetbutteryFalseFalseNaNNaNJumi
1Abbaye de Bellochttps://www.cheese.com/abbaye-de-belloc/sheepFrancePays BasqueNaNsemi-hard, artisanNaNNaNcreamy, dense, firmnaturalyellowburnt caramellanolineTrueFalseAbbaye Notre-Dame de BellocNaNNaN
2Abbaye de Belvalhttps://www.cheese.com/abbaye-de-belval/cowFranceNaNNaNsemi-hard40-46%NaNelasticwashedivoryNaNaromaticFalseFalseNaNNaNNaN
3Abbaye de Citeauxhttps://www.cheese.com/abbaye-de-citeaux/cowFranceBurgundyNaNsemi-soft, artisan, brinedNaNNaNcreamy, dense, smoothwashedwhiteacidic, milky, smoothbarnyardy, earthyFalseFalseNaNNaNNaN
4Abbaye de Tamiéhttps://www.cheese.com/tamie/cowFranceSavoieNaNsoft, artisanNaNNaNcreamy, open, smoothwashedwhitefruity, nuttyperfumed, pungentFalseFalseNaNTamié, Trappiste de Tamie, Abbey of TamieNaN
............................................................
1182Sveciaosthttps://www.cheese.com/sveciaost/cowSwedenLow-laying regionsNaNsemi-hard, brined45%NaNcreamy, supplerindlesspale yellowacidicNaNFalseFalseNaNNaNNaN
1183Swaghttps://www.cheese.com/swag/goatAustraliaSouth AustraliaNaNfresh firm, artisanNaNNaNcreamy, crumblyash coatedwhiteacidic, creamyfreshTrueFalseNaNNaNWoodside Cheese Wrights
1184Swaledalehttps://www.cheese.com/swaledale/sheepEnglandSwaledale, North YorkshireNaNhardNaNNaNsemi firmNaNyellowsmooth, sweetfloralTrueFalseSwaledale Sheep CheeseNaNNaN
1185Sweet Style Swisshttps://www.cheese.com/sweet-style-swiss/NaNSwitzerlandNaNNaNsemi-hard, artisanNaNNaNfirm, supplewaxedNaNnuttynutty, sweetFalseFalseNaNNaNNaN
1186Swiss cheesehttps://www.cheese.com/swiss/cowUnited StatesNaNSwiss Cheesehard, artisan, processed7.8 g/100gNaNfirmrindlesspale yellownutty, sweetNaNTrueFalseAmerican Swiss CheeseNaNVarious
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1187 rows × 19 columns

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" ], "text/plain": [ " cheese url milk \\\n", "0 Aarewasser https://www.cheese.com/aarewasser/ cow \n", "1 Abbaye de Belloc https://www.cheese.com/abbaye-de-belloc/ sheep \n", "2 Abbaye de Belval https://www.cheese.com/abbaye-de-belval/ cow \n", "3 Abbaye de Citeaux https://www.cheese.com/abbaye-de-citeaux/ cow \n", "4 Abbaye de Tamié https://www.cheese.com/tamie/ cow \n", "... ... ... ... \n", "1182 Sveciaost https://www.cheese.com/sveciaost/ cow \n", "1183 Swag https://www.cheese.com/swag/ goat \n", "1184 Swaledale https://www.cheese.com/swaledale/ sheep \n", "1185 Sweet Style Swiss https://www.cheese.com/sweet-style-swiss/ NaN \n", "1186 Swiss cheese https://www.cheese.com/swiss/ cow \n", "\n", " country region family \\\n", "0 Switzerland NaN NaN \n", "1 France Pays Basque NaN \n", "2 France NaN NaN \n", "3 France Burgundy NaN \n", "4 France Savoie NaN \n", "... ... ... ... \n", "1182 Sweden Low-laying regions NaN \n", "1183 Australia South Australia NaN \n", "1184 England Swaledale, North Yorkshire NaN \n", "1185 Switzerland NaN NaN \n", "1186 United States NaN Swiss Cheese \n", "\n", " type fat_content calcium_content \\\n", "0 semi-soft NaN NaN \n", "1 semi-hard, artisan NaN NaN \n", "2 semi-hard 40-46% NaN \n", "3 semi-soft, artisan, brined NaN NaN \n", "4 soft, artisan NaN NaN \n", "... ... ... ... \n", "1182 semi-hard, brined 45% NaN \n", "1183 fresh firm, artisan NaN NaN \n", "1184 hard NaN NaN \n", "1185 semi-hard, artisan NaN NaN \n", "1186 hard, artisan, processed 7.8 g/100g NaN \n", "\n", " texture rind color flavor \\\n", "0 buttery washed yellow sweet \n", "1 creamy, dense, firm natural yellow burnt caramel \n", "2 elastic washed ivory NaN \n", "3 creamy, dense, smooth washed white acidic, milky, smooth \n", "4 creamy, open, smooth washed white fruity, nutty \n", "... ... ... ... ... \n", "1182 creamy, supple rindless pale yellow acidic \n", "1183 creamy, crumbly ash coated white acidic, creamy \n", "1184 semi firm NaN yellow smooth, sweet \n", "1185 firm, supple waxed NaN nutty \n", "1186 firm rindless pale yellow nutty, sweet \n", "\n", " aroma vegetarian vegan synonyms \\\n", "0 buttery False False NaN \n", "1 lanoline True False Abbaye Notre-Dame de Belloc \n", "2 aromatic False False NaN \n", "3 barnyardy, earthy False False NaN \n", "4 perfumed, pungent False False NaN \n", "... ... ... ... ... \n", "1182 NaN False False NaN \n", "1183 fresh True False NaN \n", "1184 floral True False Swaledale Sheep Cheese \n", "1185 nutty, sweet False False NaN \n", "1186 NaN True False American Swiss Cheese \n", "\n", " alt_spellings producers \n", "0 NaN Jumi \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 Tamié, Trappiste de Tamie, Abbey of Tamie NaN \n", "... ... ... \n", "1182 NaN NaN \n", "1183 NaN Woodside Cheese Wrights \n", "1184 NaN NaN \n", "1185 NaN NaN \n", "1186 NaN Various \n", "\n", "[1187 rows x 19 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_csv(\"cheeses.csv\")\n", "data" ] }, { "cell_type": "markdown", "id": "bf3b548c-5ac4-4126-9ae9-5578ad158015", "metadata": {}, "source": [ "## Cleaning and pre-processing" ] }, { "cell_type": "code", "execution_count": 3, "id": "2018aac2-6f3d-489a-b5d0-90b7c7793076", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'brownish yellow', 'golden yellow', 'orange', 'green', 'pale white', 'blue', 'blue-grey', 'cream', 'pale yellow', 'yellow', 'straw', 'white', nan, 'golden orange', 'pink and white', 'red', 'brown', 'ivory'}\n" ] }, { "data": { "text/html": [ "
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cheeseurlmilkcountryregionfamilytypefat_contentcalcium_contenttexturerindcolorflavoraromavegetarianvegansynonymsalt_spellingsproducers
0Aarewasserhttps://www.cheese.com/aarewasser/cowSwitzerlandNaNNaNsemi-softNaNNaNbutterywashedyellowsweetbutteryFalseFalseNaNNaNJumi
1Abbaye de Bellochttps://www.cheese.com/abbaye-de-belloc/sheepFrancePays BasqueNaNsemi-hard, artisanNaNNaNcreamy, dense, firmnaturalyellowburnt caramellanolineTrueFalseAbbaye Notre-Dame de BellocNaNNaN
2Abbaye de Belvalhttps://www.cheese.com/abbaye-de-belval/cowFranceNaNNaNsemi-hard40-46%NaNelasticwashedivoryNaNaromaticFalseFalseNaNNaNNaN
3Abbaye de Citeauxhttps://www.cheese.com/abbaye-de-citeaux/cowFranceBurgundyNaNsemi-soft, artisan, brinedNaNNaNcreamy, dense, smoothwashedwhiteacidic, milky, smoothbarnyardy, earthyFalseFalseNaNNaNNaN
4Abbaye de Tamiéhttps://www.cheese.com/tamie/cowFranceSavoieNaNsoft, artisanNaNNaNcreamy, open, smoothwashedwhitefruity, nuttyperfumed, pungentFalseFalseNaNTamié, Trappiste de Tamie, Abbey of TamieNaN
............................................................
1182Sveciaosthttps://www.cheese.com/sveciaost/cowSwedenLow-laying regionsNaNsemi-hard, brined45%NaNcreamy, supplerindlesspale yellowacidicNaNFalseFalseNaNNaNNaN
1183Swaghttps://www.cheese.com/swag/goatAustraliaSouth AustraliaNaNfresh firm, artisanNaNNaNcreamy, crumblyash coatedwhiteacidic, creamyfreshTrueFalseNaNNaNWoodside Cheese Wrights
1184Swaledalehttps://www.cheese.com/swaledale/sheepEnglandSwaledale, North YorkshireNaNhardNaNNaNsemi firmNaNyellowsmooth, sweetfloralTrueFalseSwaledale Sheep CheeseNaNNaN
1185Sweet Style Swisshttps://www.cheese.com/sweet-style-swiss/NaNSwitzerlandNaNNaNsemi-hard, artisanNaNNaNfirm, supplewaxedNaNnuttynutty, sweetFalseFalseNaNNaNNaN
1186Swiss cheesehttps://www.cheese.com/swiss/cowUnited StatesNaNSwiss Cheesehard, artisan, processed7.8 g/100gNaNfirmrindlesspale yellownutty, sweetNaNTrueFalseAmerican Swiss CheeseNaNVarious
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1187 rows × 19 columns

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" ], "text/plain": [ " cheese url milk \\\n", "0 Aarewasser https://www.cheese.com/aarewasser/ cow \n", "1 Abbaye de Belloc https://www.cheese.com/abbaye-de-belloc/ sheep \n", "2 Abbaye de Belval https://www.cheese.com/abbaye-de-belval/ cow \n", "3 Abbaye de Citeaux https://www.cheese.com/abbaye-de-citeaux/ cow \n", "4 Abbaye de Tamié https://www.cheese.com/tamie/ cow \n", "... ... ... ... \n", "1182 Sveciaost https://www.cheese.com/sveciaost/ cow \n", "1183 Swag https://www.cheese.com/swag/ goat \n", "1184 Swaledale https://www.cheese.com/swaledale/ sheep \n", "1185 Sweet Style Swiss https://www.cheese.com/sweet-style-swiss/ NaN \n", "1186 Swiss cheese https://www.cheese.com/swiss/ cow \n", "\n", " country region family \\\n", "0 Switzerland NaN NaN \n", "1 France Pays Basque NaN \n", "2 France NaN NaN \n", "3 France Burgundy NaN \n", "4 France Savoie NaN \n", "... ... ... ... \n", "1182 Sweden Low-laying regions NaN \n", "1183 Australia South Australia NaN \n", "1184 England Swaledale, North Yorkshire NaN \n", "1185 Switzerland NaN NaN \n", "1186 United States NaN Swiss Cheese \n", "\n", " type fat_content calcium_content \\\n", "0 semi-soft NaN NaN \n", "1 semi-hard, artisan NaN NaN \n", "2 semi-hard 40-46% NaN \n", "3 semi-soft, artisan, brined NaN NaN \n", "4 soft, artisan NaN NaN \n", "... ... ... ... \n", "1182 semi-hard, brined 45% NaN \n", "1183 fresh firm, artisan NaN NaN \n", "1184 hard NaN NaN \n", "1185 semi-hard, artisan NaN NaN \n", "1186 hard, artisan, processed 7.8 g/100g NaN \n", "\n", " texture rind color flavor \\\n", "0 buttery washed yellow sweet \n", "1 creamy, dense, firm natural yellow burnt caramel \n", "2 elastic washed ivory NaN \n", "3 creamy, dense, smooth washed white acidic, milky, smooth \n", "4 creamy, open, smooth washed white fruity, nutty \n", "... ... ... ... ... \n", "1182 creamy, supple rindless pale yellow acidic \n", "1183 creamy, crumbly ash coated white acidic, creamy \n", "1184 semi firm NaN yellow smooth, sweet \n", "1185 firm, supple waxed NaN nutty \n", "1186 firm rindless pale yellow nutty, sweet \n", "\n", " aroma vegetarian vegan synonyms \\\n", "0 buttery False False NaN \n", "1 lanoline True False Abbaye Notre-Dame de Belloc \n", "2 aromatic False False NaN \n", "3 barnyardy, earthy False False NaN \n", "4 perfumed, pungent False False NaN \n", "... ... ... ... ... \n", "1182 NaN False False NaN \n", "1183 fresh True False NaN \n", "1184 floral True False Swaledale Sheep Cheese \n", "1185 nutty, sweet False False NaN \n", "1186 NaN True False American Swiss Cheese \n", "\n", " alt_spellings producers \n", "0 NaN Jumi \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 Tamié, Trappiste de Tamie, Abbey of Tamie NaN \n", "... ... ... \n", "1182 NaN NaN \n", "1183 NaN Woodside Cheese Wrights \n", "1184 NaN NaN \n", "1185 NaN NaN \n", "1186 NaN Various \n", "\n", "[1187 rows x 19 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(set(data[\"color\"]))\n", "data[pd.isnull(data[\"color\"])]\n", "data" ] }, { "cell_type": "code", "execution_count": 4, "id": "a0a77563-518e-4808-b744-9fc0c76763fe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1162\n", "939\n" ] } ], "source": [ "print(len(data[pd.isnull(data[\"calcium_content\"])]))\n", "print(len(data[pd.isnull(data[\"fat_content\"])]))" ] }, { "cell_type": "markdown", "id": "4590cffd-d4a9-4e15-8fd5-cbb22f048300", "metadata": {}, "source": [ "Since those two columns have too much null data, we choose to remove them. \n", "Similarly, we removed other columns we are not interested in: " ] }, { "cell_type": "code", "execution_count": 5, "id": "c8489ffa-1067-4eb7-b65a-2fa18fdb4b04", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cheesemilkcountryregionfamilytypetexturerindcolorflavoraromavegetarianvegan
0AarewassercowSwitzerlandNaNNaNsemi-softbutterywashedyellowsweetbutteryFalseFalse
1Abbaye de BellocsheepFrancePays BasqueNaNsemi-hard, artisancreamy, dense, firmnaturalyellowburnt caramellanolineTrueFalse
2Abbaye de BelvalcowFranceNaNNaNsemi-hardelasticwashedivoryNaNaromaticFalseFalse
3Abbaye de CiteauxcowFranceBurgundyNaNsemi-soft, artisan, brinedcreamy, dense, smoothwashedwhiteacidic, milky, smoothbarnyardy, earthyFalseFalse
4Abbaye de TamiécowFranceSavoieNaNsoft, artisancreamy, open, smoothwashedwhitefruity, nuttyperfumed, pungentFalseFalse
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1182SveciaostcowSwedenLow-laying regionsNaNsemi-hard, brinedcreamy, supplerindlesspale yellowacidicNaNFalseFalse
1183SwaggoatAustraliaSouth AustraliaNaNfresh firm, artisancreamy, crumblyash coatedwhiteacidic, creamyfreshTrueFalse
1184SwaledalesheepEnglandSwaledale, North YorkshireNaNhardsemi firmNaNyellowsmooth, sweetfloralTrueFalse
1185Sweet Style SwissNaNSwitzerlandNaNNaNsemi-hard, artisanfirm, supplewaxedNaNnuttynutty, sweetFalseFalse
1186Swiss cheesecowUnited StatesNaNSwiss Cheesehard, artisan, processedfirmrindlesspale yellownutty, sweetNaNTrueFalse
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1187 rows × 13 columns

\n", "
" ], "text/plain": [ " cheese milk country region \\\n", "0 Aarewasser cow Switzerland NaN \n", "1 Abbaye de Belloc sheep France Pays Basque \n", "2 Abbaye de Belval cow France NaN \n", "3 Abbaye de Citeaux cow France Burgundy \n", "4 Abbaye de Tamié cow France Savoie \n", "... ... ... ... ... \n", "1182 Sveciaost cow Sweden Low-laying regions \n", "1183 Swag goat Australia South Australia \n", "1184 Swaledale sheep England Swaledale, North Yorkshire \n", "1185 Sweet Style Swiss NaN Switzerland NaN \n", "1186 Swiss cheese cow United States NaN \n", "\n", " family type texture \\\n", "0 NaN semi-soft buttery \n", "1 NaN semi-hard, artisan creamy, dense, firm \n", "2 NaN semi-hard elastic \n", "3 NaN semi-soft, artisan, brined creamy, dense, smooth \n", "4 NaN soft, artisan creamy, open, smooth \n", "... ... ... ... \n", "1182 NaN semi-hard, brined creamy, supple \n", "1183 NaN fresh firm, artisan creamy, crumbly \n", "1184 NaN hard semi firm \n", "1185 NaN semi-hard, artisan firm, supple \n", "1186 Swiss Cheese hard, artisan, processed firm \n", "\n", " rind color flavor aroma \\\n", "0 washed yellow sweet buttery \n", "1 natural yellow burnt caramel lanoline \n", "2 washed ivory NaN aromatic \n", "3 washed white acidic, milky, smooth barnyardy, earthy \n", "4 washed white fruity, nutty perfumed, pungent \n", "... ... ... ... ... \n", "1182 rindless pale yellow acidic NaN \n", "1183 ash coated white acidic, creamy fresh \n", "1184 NaN yellow smooth, sweet floral \n", "1185 waxed NaN nutty nutty, sweet \n", "1186 rindless pale yellow nutty, sweet NaN \n", "\n", " vegetarian vegan \n", "0 False False \n", "1 True False \n", "2 False False \n", "3 False False \n", "4 False False \n", "... ... ... \n", "1182 False False \n", "1183 True False \n", "1184 True False \n", "1185 False False \n", "1186 True False \n", "\n", "[1187 rows x 13 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "unused_columns = [\"alt_spellings\", \"producers\", \"calcium_content\", \"url\", \"fat_content\", \"synonyms\"]\n", "for col in unused_columns:\n", " if col in data.columns:\n", " del data[col]\n", "data" ] }, { "cell_type": "markdown", "id": "74044e9b-6ce4-420f-b1ad-492a4362ffb4", "metadata": {}, "source": [ "Now, we are interested in having only one column representing the location for each cheese. " ] }, { "cell_type": "code", "execution_count": 6, "id": "633ed80e-e416-41f6-ae58-b86ce4c132af", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1181 rows remaining\n" ] }, { "data": { "text/html": [ "
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cheesemilkcountryregionfamilytypetexturerindcolorflavoraromavegetarianvegan
0AarewassercowSwitzerlandNaNsemi-softbutterywashedyellowsweetbutteryFalseFalse
1Abbaye de BellocsheepFrancePays BasqueNaNsemi-hard, artisancreamy, dense, firmnaturalyellowburnt caramellanolineTrueFalse
2Abbaye de BelvalcowFranceNaNsemi-hardelasticwashedivoryNaNaromaticFalseFalse
3Abbaye de CiteauxcowFranceBurgundyNaNsemi-soft, artisan, brinedcreamy, dense, smoothwashedwhiteacidic, milky, smoothbarnyardy, earthyFalseFalse
4Abbaye de TamiécowFranceSavoieNaNsoft, artisancreamy, open, smoothwashedwhitefruity, nuttyperfumed, pungentFalseFalse
..........................................
1182SveciaostcowSwedenLow-laying regionsNaNsemi-hard, brinedcreamy, supplerindlesspale yellowacidicNaNFalseFalse
1183SwaggoatAustraliaSouth AustraliaNaNfresh firm, artisancreamy, crumblyash coatedwhiteacidic, creamyfreshTrueFalse
1184SwaledalesheepEnglandSwaledale, North YorkshireNaNhardsemi firmNaNyellowsmooth, sweetfloralTrueFalse
1185Sweet Style SwissNaNSwitzerlandNaNsemi-hard, artisanfirm, supplewaxedNaNnuttynutty, sweetFalseFalse
1186Swiss cheesecowUnited StatesSwiss Cheesehard, artisan, processedfirmrindlesspale yellownutty, sweetNaNTrueFalse
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1181 rows × 13 columns

\n", "
" ], "text/plain": [ " cheese milk country region \\\n", "0 Aarewasser cow Switzerland \n", "1 Abbaye de Belloc sheep France Pays Basque \n", "2 Abbaye de Belval cow France \n", "3 Abbaye de Citeaux cow France Burgundy \n", "4 Abbaye de Tamié cow France Savoie \n", "... ... ... ... ... \n", "1182 Sveciaost cow Sweden Low-laying regions \n", "1183 Swag goat Australia South Australia \n", "1184 Swaledale sheep England Swaledale, North Yorkshire \n", "1185 Sweet Style Swiss NaN Switzerland \n", "1186 Swiss cheese cow United States \n", "\n", " family type texture \\\n", "0 NaN semi-soft buttery \n", "1 NaN semi-hard, artisan creamy, dense, firm \n", "2 NaN semi-hard elastic \n", "3 NaN semi-soft, artisan, brined creamy, dense, smooth \n", "4 NaN soft, artisan creamy, open, smooth \n", "... ... ... ... \n", "1182 NaN semi-hard, brined creamy, supple \n", "1183 NaN fresh firm, artisan creamy, crumbly \n", "1184 NaN hard semi firm \n", "1185 NaN semi-hard, artisan firm, supple \n", "1186 Swiss Cheese hard, artisan, processed firm \n", "\n", " rind color flavor aroma \\\n", "0 washed yellow sweet buttery \n", "1 natural yellow burnt caramel lanoline \n", "2 washed ivory NaN aromatic \n", "3 washed white acidic, milky, smooth barnyardy, earthy \n", "4 washed white fruity, nutty perfumed, pungent \n", "... ... ... ... ... \n", "1182 rindless pale yellow acidic NaN \n", "1183 ash coated white acidic, creamy fresh \n", "1184 NaN yellow smooth, sweet floral \n", "1185 waxed NaN nutty nutty, sweet \n", "1186 rindless pale yellow nutty, sweet NaN \n", "\n", " vegetarian vegan \n", "0 False False \n", "1 True False \n", "2 False False \n", "3 False False \n", "4 False False \n", "... ... ... \n", "1182 False False \n", "1183 True False \n", "1184 True False \n", "1185 False False \n", "1186 True False \n", "\n", "[1181 rows x 13 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data=data.dropna(subset=[\"country\",\"region\"], how=\"all\")\n", "data=data.fillna(value={\"country\":\"\"})\n", "data=data.fillna(value={\"region\":\"\"})\n", "print(f\"{len(data)} rows remaining\")\n", "data" ] }, { "cell_type": "markdown", "id": "fd66568f-78d4-4e1a-a91c-8ec483b4b03c", "metadata": {}, "source": [ "We removed 6 rows for which we could not find a suitable location. " ] }, { "cell_type": "code", "execution_count": 7, "id": "7ef7494b-ff08-40a5-890f-e0f718cf2842", "metadata": {}, "outputs": [], "source": [ "data.loc[data.country.str.contains(\"England, Great Britain, United Kingdom\")|data.country.str.contains(\"England, United Kingdom\"),\"country\"]=\"England\"\n", "data.loc[data.country.str.contains(\"Scotland\"),\"country\"]=\"Scotland\"\n", "data.loc[data.country.str.contains(\"Great Britain, United Kingdom, Wales\")|data.country.str.contains(\"United Kingdom, Wales\"),\"country\"]=\"Wales\"" ] }, { "cell_type": "markdown", "id": "c479661d-4019-4557-8c53-d4223f0f246c", "metadata": {}, "source": [ "We change some countries to get more easily the location. " ] }, { "cell_type": "code", "execution_count": 8, "id": "fb044984-c33c-492c-91a2-4e9fff29ceb3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cheesemilkcountryregionfamilytypetexturerindcolorflavoraromavegetarianvegan
0AarewassercowSwitzerlandNaNsemi-softbutterywashedyellowsweetbutteryFalseFalse
1Abbaye de BellocsheepFrancePays BasqueNaNsemi-hard, artisancreamy, dense, firmnaturalyellowburnt caramellanolineTrueFalse
2Abbaye de BelvalcowFranceNaNsemi-hardelasticwashedivoryNaNaromaticFalseFalse
3Abbaye de CiteauxcowFranceBurgundyNaNsemi-soft, artisan, brinedcreamy, dense, smoothwashedwhiteacidic, milky, smoothbarnyardy, earthyFalseFalse
4Abbaye de TamiécowFranceSavoieNaNsoft, artisancreamy, open, smoothwashedwhitefruity, nuttyperfumed, pungentFalseFalse
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1182SveciaostcowSwedenLow-laying regionsNaNsemi-hard, brinedcreamy, supplerindlesspale yellowacidicNaNFalseFalse
1183SwaggoatAustraliaSouth AustraliaNaNfresh firm, artisancreamy, crumblyash coatedwhiteacidic, creamyfreshTrueFalse
1184SwaledalesheepEnglandSwaledale, North YorkshireNaNhardsemi firmNaNyellowsmooth, sweetfloralTrueFalse
1185Sweet Style SwissNaNSwitzerlandNaNsemi-hard, artisanfirm, supplewaxedNaNnuttynutty, sweetFalseFalse
1186Swiss cheesecowUnited StatesSwiss Cheesehard, artisan, processedfirmrindlesspale yellownutty, sweetNaNTrueFalse
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1140 rows × 13 columns

\n", "
" ], "text/plain": [ " cheese milk country region \\\n", "0 Aarewasser cow Switzerland \n", "1 Abbaye de Belloc sheep France Pays Basque \n", "2 Abbaye de Belval cow France \n", "3 Abbaye de Citeaux cow France Burgundy \n", "4 Abbaye de Tamié cow France Savoie \n", "... ... ... ... ... \n", "1182 Sveciaost cow Sweden Low-laying regions \n", "1183 Swag goat Australia South Australia \n", "1184 Swaledale sheep England Swaledale, North Yorkshire \n", "1185 Sweet Style Swiss NaN Switzerland \n", "1186 Swiss cheese cow United States \n", "\n", " family type texture \\\n", "0 NaN semi-soft buttery \n", "1 NaN semi-hard, artisan creamy, dense, firm \n", "2 NaN semi-hard elastic \n", "3 NaN semi-soft, artisan, brined creamy, dense, smooth \n", "4 NaN soft, artisan creamy, open, smooth \n", "... ... ... ... \n", "1182 NaN semi-hard, brined creamy, supple \n", "1183 NaN fresh firm, artisan creamy, crumbly \n", "1184 NaN hard semi firm \n", "1185 NaN semi-hard, artisan firm, supple \n", "1186 Swiss Cheese hard, artisan, processed firm \n", "\n", " rind color flavor aroma \\\n", "0 washed yellow sweet buttery \n", "1 natural yellow burnt caramel lanoline \n", "2 washed ivory NaN aromatic \n", "3 washed white acidic, milky, smooth barnyardy, earthy \n", "4 washed white fruity, nutty perfumed, pungent \n", "... ... ... ... ... \n", "1182 rindless pale yellow acidic NaN \n", "1183 ash coated white acidic, creamy fresh \n", "1184 NaN yellow smooth, sweet floral \n", "1185 waxed NaN nutty nutty, sweet \n", "1186 rindless pale yellow nutty, sweet NaN \n", "\n", " vegetarian vegan \n", "0 False False \n", "1 True False \n", "2 False False \n", "3 False False \n", "4 False False \n", "... ... ... \n", "1182 False False \n", "1183 True False \n", "1184 True False \n", "1185 False False \n", "1186 True False \n", "\n", "[1140 rows x 13 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data=data.drop(index=data[data[\"country\"].str.contains(\",\")].index)\n", "data=data.drop(index=data[data[\"country\"].str.contains(\" and \")].index)\n", "data.reset_index()\n", "data" ] }, { "cell_type": "markdown", "id": "2f42c973-247a-4f51-947e-fbd76f8f12fc", "metadata": {}, "source": [ "We removed 41 cheeses because they can come froms several countries. " ] }, { "cell_type": "code", "execution_count": 9, "id": "59c4e6e7-d624-45a5-a9ea-eb375102b771", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cheesemilkcountryregionfamilytypetexturerindcolorflavoraromavegetarianveganlocation
0AarewassercowSwitzerlandNaNsemi-softbutterywashedyellowsweetbutteryFalseFalse, Switzerland
1Abbaye de BellocsheepFrancePays BasqueNaNsemi-hard, artisancreamy, dense, firmnaturalyellowburnt caramellanolineTrueFalsePays Basque, France
2Abbaye de BelvalcowFranceNaNsemi-hardelasticwashedivoryNaNaromaticFalseFalse, France
3Abbaye de CiteauxcowFranceBurgundyNaNsemi-soft, artisan, brinedcreamy, dense, smoothwashedwhiteacidic, milky, smoothbarnyardy, earthyFalseFalseBurgundy, France
4Abbaye de TamiécowFranceSavoieNaNsoft, artisancreamy, open, smoothwashedwhitefruity, nuttyperfumed, pungentFalseFalseSavoie, France
.............................................
1182SveciaostcowSwedenLow-laying regionsNaNsemi-hard, brinedcreamy, supplerindlesspale yellowacidicNaNFalseFalseLow-laying regions, Sweden
1183SwaggoatAustraliaSouth AustraliaNaNfresh firm, artisancreamy, crumblyash coatedwhiteacidic, creamyfreshTrueFalseSouth Australia, Australia
1184SwaledalesheepEnglandSwaledale, North YorkshireNaNhardsemi firmNaNyellowsmooth, sweetfloralTrueFalseSwaledale, North Yorkshire, England
1185Sweet Style SwissNaNSwitzerlandNaNsemi-hard, artisanfirm, supplewaxedNaNnuttynutty, sweetFalseFalse, Switzerland
1186Swiss cheesecowUnited StatesSwiss Cheesehard, artisan, processedfirmrindlesspale yellownutty, sweetNaNTrueFalse, United States
\n", "

1140 rows × 14 columns

\n", "
" ], "text/plain": [ " cheese milk country region \\\n", "0 Aarewasser cow Switzerland \n", "1 Abbaye de Belloc sheep France Pays Basque \n", "2 Abbaye de Belval cow France \n", "3 Abbaye de Citeaux cow France Burgundy \n", "4 Abbaye de Tamié cow France Savoie \n", "... ... ... ... ... \n", "1182 Sveciaost cow Sweden Low-laying regions \n", "1183 Swag goat Australia South Australia \n", "1184 Swaledale sheep England Swaledale, North Yorkshire \n", "1185 Sweet Style Swiss NaN Switzerland \n", "1186 Swiss cheese cow United States \n", "\n", " family type texture \\\n", "0 NaN semi-soft buttery \n", "1 NaN semi-hard, artisan creamy, dense, firm \n", "2 NaN semi-hard elastic \n", "3 NaN semi-soft, artisan, brined creamy, dense, smooth \n", "4 NaN soft, artisan creamy, open, smooth \n", "... ... ... ... \n", "1182 NaN semi-hard, brined creamy, supple \n", "1183 NaN fresh firm, artisan creamy, crumbly \n", "1184 NaN hard semi firm \n", "1185 NaN semi-hard, artisan firm, supple \n", "1186 Swiss Cheese hard, artisan, processed firm \n", "\n", " rind color flavor aroma \\\n", "0 washed yellow sweet buttery \n", "1 natural yellow burnt caramel lanoline \n", "2 washed ivory NaN aromatic \n", "3 washed white acidic, milky, smooth barnyardy, earthy \n", "4 washed white fruity, nutty perfumed, pungent \n", "... ... ... ... ... \n", "1182 rindless pale yellow acidic NaN \n", "1183 ash coated white acidic, creamy fresh \n", "1184 NaN yellow smooth, sweet floral \n", "1185 waxed NaN nutty nutty, sweet \n", "1186 rindless pale yellow nutty, sweet NaN \n", "\n", " vegetarian vegan location \n", "0 False False , Switzerland \n", "1 True False Pays Basque, France \n", "2 False False , France \n", "3 False False Burgundy, France \n", "4 False False Savoie, France \n", "... ... ... ... \n", "1182 False False Low-laying regions, Sweden \n", "1183 True False South Australia, Australia \n", "1184 True False Swaledale, North Yorkshire, England \n", "1185 False False , Switzerland \n", "1186 True False , United States \n", "\n", "[1140 rows x 14 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[\"location\"]=data[\"region\"]+\", \"+data[\"country\"]\n", "data" ] }, { "cell_type": "markdown", "id": "d42869b5-a4ea-4cd6-bd0e-1532af90f2da", "metadata": {}, "source": [ "### Converting the locations to GPS coordinates\n", "\n", "In order to have more numeric data to apply a classification algorithm, we transform the location to GPS coordinates and the color to RGB. " ] }, { "cell_type": "code", "execution_count": 10, "id": "debb780e-ec13-4502-ac44-6001335e507d", "metadata": {}, "outputs": [], "source": [ "def str_to_gps(loc):\n", " l=loc.split(\",\")\n", " loc=\",\".join([l[0],l[-1]])# removing details gives less errors while fetching the GPS coordinates\n", " try:\n", " res=Nominatim(user_agent=\"dmProject\").geocode(loc) \n", " return (res.latitude, res.longitude)\n", " except AttributeError:\n", " loc=l[-1]\n", " res=Nominatim(user_agent=\"dmProject\").geocode(loc) \n", " return (res.latitude, res.longitude)\n", "def get_locations(backup_file):\n", " errors=set()\n", " if os.path.isfile(backup_file):\n", " with open(backup_file) as f:\n", " return json.load(f)\n", " locations_to_gps = {}\n", " for loc in tqdm.tqdm(locs):\n", " time.sleep(1) # We don't want to overload the Nominatim server which will stop responding\n", " try:\n", " locations_to_gps[loc] = str_to_gps(loc)\n", " print(loc, locations_to_gps[loc])\n", " except AttributeError:\n", " errors.add(loc)\n", " print(loc, file=sys.stderr)\n", " with open(backup_file, \"w\") as f:\n", " json.dump(locations_to_gps, f)\n", " return locations_to_gps" ] }, { "cell_type": "code", "execution_count": 11, "id": "204d1446-e58f-4585-8ac0-7466930e4291", "metadata": {}, "outputs": [], "source": [ "locs=set(data[\"location\"])\n", "locations_to_gps = get_locations(\"locations_to_gps.json\")\n", "latitudes, longitudes = [], []\n", "for i, value in enumerate(data.location):\n", " latitudes.append(locations_to_gps[value][0])\n", " longitudes.append(locations_to_gps[value][1])\n", "data[\"latitude\"] = latitudes\n", "data[\"longitude\"] = longitudes" ] }, { "cell_type": "code", "execution_count": 12, "id": "d41b1dc8-90df-44b8-9d83-d218f82a3637", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/mnt/crypted/nobackup/.virtualenvs/sciences/lib/python3.12/site-packages/_plotly_utils/basevalidators.py:2596: DeprecationWarning:\n", "\n", "*scattermapbox* is deprecated! Use *scattermap* instead. Learn more at: https://plotly.com/python/mapbox-to-maplibre/\n", "\n" ] }, { "data": { "text/html": [ " \n", " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "customdata": [ [ "Aarewasser" ], [ "Abbaye de Belval" ], [ "Abbaye de Citeaux" ], [ "Abbaye de Tamié" ], [ "Abbaye de Timadeuc" ], [ "Abbaye du Mont des Cats" ], [ "Abbot’s Gold" ], [ "Abondance" ], [ "Adelost" ], [ "ADL Brick Cheese" ], [ "ADL Mild Cheddar" ], [ "Affidelice au Chablis" ], [ "Affineur Walo Rotwein Sennechäs" ], [ "Afuega'l Pitu" ], [ "Aged British Cheddar" ], [ "Aged Cheddar" ], [ "Aggiano" ], [ "Airedale" ], [ "Aisy Cendre" ], [ "Alex James Co. No 1 Cheddar" ], [ "Alex James Co. No 2 Blue Monday" ], [ "Alex James Co. No 3 Valley Brie" ], [ "Alex James Co. No 5 Grunge" ], [ "Alisia-Victoria" ], [ "Allgauer Emmentaler" ], [ "Alma Vorarlberger Alpkäse (3-5 months)" ], [ "Alma Vorarlberger Alpkäse (6-9 months)" ], [ "Alma Vorarlberger Bergkäse (10 months)" ], [ "Alma Vorarlberger Bergkäse (12 months)" ], [ "Alma Vorarlberger Bergkäse (6 months)" ], [ "Almnäs Tegel" ], [ "Alpe di Frabosa" ], [ "Alpha Tolman" ], [ "Alpine Gold" ], [ "Alpkäse" ], [ "Alps Rebel" ], [ "Alta Badia" ], [ "Amablu Blue cheese" ], [ "Ameribella" ], [ "American Cheese" ], [ "Ami du Chambertin" ], [ "Amish Frolic" ], [ "Amul Cheese Spread" ], [ "Amul Emmental" ], [ "Amul Gouda" ], [ "Amul Pizza Mozzarella Cheese" ], [ "Anniversary Ale Cheddar" ], [ "Anster" ], [ "Appalachian" ], [ "Appenzeller" ], [ "Apple Walnut Smoked" ], [ "Appleby's Double Gloucester" ], [ "Applewood" ], [ "Ardrahan" ], [ "Arådalen" ], [ "Ascutney Mountain" ], [ "Asher Blue" ], [ "Ashley" ], [ "Asiago DOP" ], [ "Asiago d’Allevo DOP" ], [ "Asiago Pressato DOP" ], [ "Auld Lochnagar" ], [ "Auld Reekie" ], [ "Aura" ], [ "Austrian Alps cheese" ], [ "Avaxtskyr" ], [ "Avonlea Clothbound Cheddar" ], [ "Baby Brie" ], [ "Baby Swiss" ], [ "Babybel" ], [ "Baguette Laonnaise" ], [ "Baita Friuli" ], [ "Balaton" ], [ "Baluchon" ], [ "Bandal" ], [ "Barambah Organics Marinated Feta" ], [ "Barber's 1833" ], [ "Barberey" ], [ "Barden Blue" ], [ "Barely Buzzed" ], [ "Barlocco" ], [ "Baron Bigod" ], [ "Baron Bigod Baby Truffle" ], [ "Barricato al Pepe" ], [ "Barry's Bay Cheddar" ], [ "Basils Original Rauchkäse" ], [ "Basket Cheese" ], [ "Bassigny au porto" ], [ "Bath Blue" ], [ "Bath Soft Cheese" ], [ "Bath Soft Cheese Truffled" ], [ "Bavaria blu" ], [ "Bavarian Bergkase" ], [ "Bayley Hazen Blue" ], [ "Baylough" ], [ "Beach Box Brie" ], [ "Beaufort" ], [ "Beaumont" ], [ "Beauvale" ], [ "Beauvoorde" ], [ "Beehive Fresh" ], [ "Beemster Aged" ], [ "Beemster Classic" ], [ "Beemster Extra Aged (XO)" ], [ "Beemster Graskaas" ], [ "Bega Processed Cheddar" ], [ "Bel Ceillo" ], [ "Bel Paese" ], [ "Bella Lodi" ], [ "Belle Creme" ], [ "Belletoile" ], [ "Bellwether Farms Crescenza" ], [ "Bent River" ], [ "Bergader" ], [ "Bergues" ], [ "Bermondsey Hard Pressed" ], [ "Bethmale des Pyrenees" ], [ "Bianco" ], [ "Bierkase" ], [ "Big John's Cajun" ], [ "Big Rock Blue" ], [ "Binnorie Marinated Fetta" ], [ "Bishop Kennedy" ], [ "Bix" ], [ "Black Bomber Cheddar" ], [ "Blacksticks Blue" ], [ "Blaenafon Pwll Ddu" ], [ "Blarney Castle" ], [ "Bleu Bénédictin" ], [ "Bleu d'Auvergne" ], [ "Bleu de Laqueuille" ], [ "Bleu Des Causses" ], [ "Bleu L'Ermite" ], [ "Bleu Mont Dairy Bandaged Cheddar" ], [ "Bleubry" ], [ "Blu '61" ], [ "Blue Castello" ], [ "Blue Clouds" ], [ "Blue Earth" ], [ "Blue Vein (Australian)" ], [ "Blue Wensleydale" ], [ "Blue Yonder" ], [ "Bluebell" ], [ "Blythedale Camembert Vermont™" ], [ "Boeren-Leidse met sleutels" ], [ "Boivin Extra Aged Cheddar" ], [ "Boivin Marbled Cheddar" ], [ "Boivin Medium Cheddar" ], [ "Bonchester" ], [ "Bonifaz" ], [ "Boo Boo Baby Swiss" ], [ "Bothwell Black Truffle Cheddar" ], [ "Boulette d'Avesnes" ], [ "Bouncing Berry" ], [ "Boursault" ], [ "Boursin" ], [ "Bouyssou" ], [ "Bra Duro DOP" ], [ "Braudostur" ], [ "Breakfast Cheese" ], [ "Bresse Bleu" ], [ "Brewer's Gold" ], [ "Brick" ], [ "Bridgewater" ], [ "Brie" ], [ "Brie au poivre (Brie with pepper)" ], [ "Brie Coco" ], [ "Brie d'Alexis" ], [ "Brie de Meaux" ], [ "Brie de Melun" ], [ "Brie de Portneuf" ], [ "Brie de Portneuf Double Cream" ], [ "Brillat-Savarin" ], [ "Brillo di Treviso" ], [ "Brimstone" ], [ "Brin" ], [ "Briscola" ], [ "Brise du Matin" ], [ "Bruder Basil" ], [ "Brusselae Kaas (Fromage de Bruxelles)" ], [ "Brutal Blue" ], [ "Burwash Rose" ], [ "Burwood Bole" ], [ "Butte" ], [ "Buttermilk Blue" ], [ "Buttermilk Blue Affinee" ], [ "Buttermilk Gorgonzola" ], [ "Butternut" ], [ "Buxton Blue" ], [ "Caboc" ], [ "Cabot Clothbound" ], [ "Cabrales" ], [ "Caciobarricato" ], [ "Caciobirraio" ], [ "Caciocavallo" ], [ "Caciocavallo Podolico Vetus" ], [ "Cacow Belle" ], [ "Caerphilly" ], [ "Cahill's Irish Porter Cheddar" ], [ "Cahill's Whiskey Cheese" ], [ "cambazola" ], [ "Cambozola Grand Noir" ], [ "Cambus o’May" ], [ "Camembert" ], [ "Camembert Calvados" ], [ "Camembert de Normandie" ], [ "Camembert de Portneuf" ], [ "Camembert des Camarades" ], [ "Campfire" ], [ "Canastra cheese" ], [ "Cancoillotte (Cancoyotte)" ], [ "Cantal" ], [ "Caprice des Dieux" ], [ "Carabiner" ], [ "Carlina" ], [ "Carlow" ], [ "Carmody" ], [ "Carnia Altobut" ], [ "Caronzola" ], [ "Carr Valley Glacier Wildfire Blue" ], [ "Carre de l'Est" ], [ "Carrick" ], [ "Carrot Rebel" ], [ "Carrowholly" ], [ "Cashel Blue" ], [ "Castle Blue" ], [ "Cathelain" ], [ "Catupiry" ], [ "Cave Rebel" ], [ "Caveman Blue" ], [ "Caws Penhelyg Abaty" ], [ "Cello Thick & Smooth Mascarpone" ], [ "Celtic Promise" ], [ "Cendre d'Olivet" ], [ "Cendré des Prés" ], [ "Challerhocker" ], [ "Champignon de Luxe Garlic" ], [ "Champignon de Luxe Pepper" ], [ "Champignon Mushrooom" ], [ "Chaource" ], [ "Chapman's Pasture" ], [ "Chaumes" ], [ "Checkerboard Cheddar" ], [ "Cheddar" ], [ "Cheddar LaDiDa Lavender" ], [ "Cheddar with Irish Porter" ], [ "Cheddar with Red Wine" ], [ "Cherokee Rose" ], [ "Cheshire" ], [ "Chimney Rock" ], [ "Chiriboga Blue" ], [ "Chocolate Lab" ], [ "Chocolate Stout Cheddar" ], [ "Chontaleno" ], [ "Chorlton Blue Cheshire" ], [ "Château de Versailles" ], [ "Cirrus" ], [ "Classics Fresh Mozzarella" ], [ "Clava Brie" ], [ "Coalho" ], [ "Coastal Cheddar" ], [ "Coeur de Camembert au Calvados" ], [ "Colby" ], [ "Cold Pack" ], [ "ColoRouge" ], [ "Colston Bassett Stilton" ], [ "Comox Brie" ], [ "Comox Camembert" ], [ "Comte" ], [ "Comte 12 months" ], [ "Comte 18 months" ], [ "Comtomme" ], [ "Conciato Al Pepe" ], [ "Condio" ], [ "Connemara" ], [ "Coolattin Cheddar" ], [ "Coolea" ], [ "Cooleney" ], [ "Coquetdale" ], [ "Cornish Blue" ], [ "Cornish Brie" ], [ "Cornish Crumbly" ], [ "Cornish Pepper" ], [ "Cornish Smuggler" ], [ "Cornish Wild Garlic Yarg" ], [ "Cornish Yarg" ], [ "Cote Hill Blue" ], [ "Cotherstone" ], [ "Cotija Cheese" ], [ "Cotswold" ], [ "Cottage Cheese (Australian)" ], [ "Cougar Gold" ], [ "Coulommiers" ], [ "Country Morning" ], [ "Coverdale" ], [ "Cow's Milk Gouda" ], [ "Cranborne" ], [ "Cravero Parmigiano Reggiano" ], [ "Crayeux de Roncq" ], [ "Cream Cheese" ], [ "Cream Havarti" ], [ "Creamy Gouda" ], [ "Creamy Lancashire" ], [ "Cremig Extra Würzig, Bergkäse Aus Dem Schweizer Jura" ], [ "Crescenza-Stracchino" ], [ "Criffel" ], [ "Criollo Cheese" ], [ "Crowdie" ], [ "Crowley" ], [ "Crucolo" ], [ "Crumbly Lancashire" ], [ "CréMonté" ], [ "Cup Cheese" ], [ "Cure Nantais" ], [ "Curworthy" ], [ "L'Affine Au Chablis" ], [ "L'Amuse Brabander Goat Gouda" ], [ "L'Amuse Signature Gouda" ], [ "L'Aveyronnais" ], [ "L'Ecir de l'Aubrac" ], [ "L'Étivaz" ], [ "La Bonaparte" ], [ "La Casatella" ], [ "La Fleurie" ], [ "La Peral" ], [ "La Rumeur" ], [ "La Sauvagine" ], [ "La Sauvagine Réserve" ], [ "La Vache Qui Rit cheese" ], [ "Labneh" ], [ "Lacy Swiss" ], [ "Lady Jane" ], [ "Laganory" ], [ "Laguiole" ], [ "Lajta" ], [ "Lake District Extra Mature Cheddar" ], [ "Lake District Mature Cheddar" ], [ "Lancashire Smoked" ], [ "Landaff" ], [ "Langres" ], [ "Lappi" ], [ "Largo" ], [ "Latteria Navel" ], [ "Latteria San Biagio" ], [ "Lavistown" ], [ "Le Brin" ], [ "Le Conquerant Camembert" ], [ "Le Duc Vacherin" ], [ "Le Gruyère AOP" ], [ "Le Maréchal" ], [ "Le Wavreumont" ], [ "Leerdammer" ], [ "Legacy" ], [ "Legato" ], [ "Les Calendos" ], [ "Leyden" ], [ "Lil Moo" ], [ "Liliputas" ], [ "Lincolnshire Poacher" ], [ "Lindale" ], [ "Lindy Hop" ], [ "Liptauer" ], [ "Little Colonel" ], [ "Little Qualicum Raclette" ], [ "Livarot" ], [ "Llanboidy" ], [ "Llanglofan Farmhouse" ], [ "Lo Speziato" ], [ "Loch Arthur Farmhouse" ], [ "Loma Alta" ], [ "Longhorn" ], [ "Lou Bergier Pichin" ], [ "Lou Palou" ], [ "Lyburn Garlic and Nettle" ], [ "Lyburn Gold" ], [ "Lyburn Lightly Oak Smoked" ], [ "Lyburn's Winchester" ], [ "Maasdam" ], [ "Maffra Aged Rinded Cheddar" ], [ "Maffra Cheshire" ], [ "Maffra Dargo Walnut" ], [ "Maffra Mature Cheddar" ], [ "Maffra Peppercorn Cheddar" ], [ "Maffra Red Leicester" ], [ "Maffra Sage Derby" ], [ "Maffra Wensleydale" ], [ "Maggie's Round" ], [ "Magna" ], [ "Mahoe Aged Gouda" ], [ "Mahón" ], [ "Maida Vale" ], [ "Maisie's Kebbuck" ], [ "Mandolin" ], [ "Mango Rebel" ], [ "Manteca" ], [ "Marble Cheddar" ], [ "Marble Cheese" ], [ "Marco Polo" ], [ "Maredsous" ], [ "Margot" ], [ "Maribo" ], [ "Marin French Triple Crème" ], [ "Maroilles" ], [ "Martha's Heat" ], [ "Mascarpone" ], [ "Mature Wensleydale" ], [ "May Hill Green" ], [ "Maytag Blue" ], [ "McLaren" ], [ "Medallion" ], [ "Melinda Mae" ], [ "Menallack Farmhouse" ], [ "Menonita" ], [ "Merry Wyfe" ], [ "Mersey Valley Original Vintage" ], [ "Meyer Vintage Gouda" ], [ "MezzaLuna Fontina" ], [ "Mezzo Secco" ], [ "Milawa Blue" ], [ "Milawa Brie" ], [ "Milawa White" ], [ "Milbenkäse" ], [ "Milleens" ], [ "Mimolette (Boule de Lille)" ], [ "Minas cheese" ], [ "Minger" ], [ "Mirabo Brie with Walnut" ], [ "Miss Muffet" ], [ "Mladi Trapist" ], [ "Molbo" ], [ "Mondseer" ], [ "Mont D'or" ], [ "Mont St-Benoît" ], [ "Montagnolo" ], [ "Montasio" ], [ "Montasio Mezzano" ], [ "Montasio Vecchio" ], [ "Monteo" ], [ "Montgomery's Cheddar" ], [ "Montsalvat" ], [ "Moody Blue" ], [ "Moonlight Chaource" ], [ "Morbier" ], [ "Morgan" ], [ "Morimoto Soba Ale Cheddar" ], [ "Morlacco" ], [ "Moses Sleeper" ], [ "Mossfield Organic" ], [ "MouCo Camembert" ], [ "MouCo Truffello" ], [ "Mountain Herbs Rebel" ], [ "Mountain Rebel" ], [ "Mountaineer" ], [ "Mouse House Chilli Cheddar" ], [ "Mouse House Garlic & Chive Cheddar" ], [ "Mouse House Smoked Cheddar" ], [ "Mozzarellissima" ], [ "Mt Scott" ], [ "Mt Tam" ], [ "Muenster" ], [ "Muffato" ], [ "Mun-chee" ], [ "Munster" ], [ "Muranda Blue" ], [ "Murol" ], [ "Mycella" ], [ "Météorite" ], [ "Pacific Rock" ], [ "Pack Square" ], [ "Paesanella Bocconcini" ], [ "Paesanella Burrata" ], [ "Paesanella Caciotta" ], [ "Paesanella Caciotta with Rocket & Chilli" ], [ "Paesanella Cherry Bocconcini" ], [ "Paesanella Dry Ricotta" ], [ "Paesanella Fresco" ], [ "Paesanella Fresh Ricotta" ], [ "Palet de Babligny" ], [ "Pallone di Gravina" ], [ "Panela" ], [ "Paniolo" ], [ "Pannerone" ], [ "Panquehue" ], [ "Paprika Rebel" ], [ "Parmesan" ], [ "Parrano" ], [ "Pas de l'Escalette" ], [ "Passendale" ], [ "Patefine Fort" ], [ "Pave d'Affinois" ], [ "Pave d'Auge" ], [ "Pawlet" ], [ "Peau Rouge" ], [ "Peekskill Pyramid" ], [ "Pembrokeshire Extra Mature Cheddar" ], [ "Pembrokeshire Mature Cheddar" ], [ "Penbryn" ], [ "Pencarreg" ], [ "PepBert" ], [ "Pepper Jack" ], [ "Pepper Rebel" ], [ "Peppercorn Gouda" ], [ "Perl Las Blue" ], [ "Perl Wen" ], [ "Perlagrigia Sotto Cenere" ], [ "Petida" ], [ "Petit Pardou" ], [ "Petit-Suisse" ], [ "Petite Swiss" ], [ "Pianoforte" ], [ "Piave" ], [ "Piave Fresco" ], [ "Piave Mezzano" ], [ "Piave Vecchio DOP" ], [ "Piave Vecchio Selezione Oro" ], [ "Picobello" ], [ "Picolo" ], [ "Picos de Europa" ], [ "Pied-de-vent" ], [ "Pierce Pt" ], [ "Pimento" ], [ "Pinconning" ], [ "Piora" ], [ "Pistol Point Cheddar" ], [ "Pitchfork Cheddar" ], [ "Pithtiviers au Foin" ], [ "Pizy" ], [ "Pleasant Ridge Reserve" ], [ "Plymouth Cheese" ], [ "Point Reyes Bay Blue" ], [ "Point Reyes Original Blue" ], [ "Point Reyes Toma" ], [ "Pokolbin" ], [ "Pompeii" ], [ "Pong's Extraordinary... Cheddar" ], [ "Pont l'Eveque" ], [ "Port Nicholson" ], [ "Port-Salut" ], [ "Postel" ], [ "Prairie Breeze Cheddar" ], [ "Prastost" ], [ "President Brie" ], [ "President Camembert" ], [ "President Light Brie" ], [ "President Madrigal" ], [ "Prima Donna" ], [ "Prima Donna fino" ], [ "Prima Donna leggero" ], [ "Prima Donna maturo" ], [ "Prince-Jean" ], [ "Prix de Diane" ], [ "Processed Smoked Gouda" ], [ "Promontory" ], [ "Provel" ], [ "Provolone" ], [ "Provolone del Monaco" ], [ "Provolone Mandarino Gran Riserva" ], [ "Provolone Valpadana" ], [ "Pyengana Cheddar" ], [ "Saaland Pfarr" ], [ "Saanenkaese" ], [ "Saga" ], [ "Sage Derby" ], [ "Saint Agur" ], [ "Saint Albray" ], [ "Saint André" ], [ "Saint Felicien" ], [ "Saint Honoré" ], [ "Saint Marcellin" ], [ "Saint Nectaire" ], [ "Saint Paulin" ], [ "Salemville Amish Blue" ], [ "Salemville Amish Gorgonzola" ], [ "Salemville Smokehaus Blue" ], [ "Salers" ], [ "Salsa Asiago" ], [ "Samso" ], [ "San Geronimo" ], [ "San Simón DOP" ], [ "Sao Jorge" ], [ "Sap Sago" ], [ "Saporito" ], [ "Sardo" ], [ "Sartori Classic Cheese Asiago" ], [ "Sartori Classic Cheese Fontina" ], [ "Sartori Classic Cheese Parmesan" ], [ "Sartori Classic Cheese Romano" ], [ "Sartori Classic MontAmore" ], [ "Sartori Limited Edition Cannella BellaVitano" ], [ "Sartori Limited Edition Cognac BellaVitano" ], [ "Sartori Limited Edition Family Heirloom BellaVitano" ], [ "Sartori Limited Edition Family Heirloom Parmesan" ], [ "Sartori Reserve Balsamic BellaVitano" ], [ "Sartori Reserve Basil & Olive Oil Asiago" ], [ "Sartori Reserve BellaVitano Gold" ], [ "Sartori Reserve Black Pepper BellaVitano" ], [ "Sartori Reserve Chai BellaVitano" ], [ "Sartori Reserve Cheese Mediterranean Fontina" ], [ "Sartori Reserve Dolcina Gorgonzola" ], [ "Sartori Reserve Espresso BellaVitano" ], [ "Sartori Reserve Extra Aged Fontina" ], [ "Sartori Reserve Extra-Aged Asiago" ], [ "Sartori Reserve Merlot BellaVitano" ], [ "Sartori Reserve Raspberry BellaVitano" ], [ "Sartori Reserve Rosemary & Olive Oil Asiago" ], [ "Sartori Reserve SarVecchio Parmesan" ], [ "Sbrinz" ], [ "Scallion Onion Cheddar" ], [ "Scamorza" ], [ "Schloss" ], [ "Scotch Bonnet Cheddar" ], [ "Sea Change" ], [ "Seahive" ], [ "Seastack" ], [ "Seator's Orkney" ], [ "Selva" ], [ "Seriously Strong Cheddar" ], [ "Sharon Hollow Garlic and Chive" ], [ "Sharp Cheddar" ], [ "Sharpham" ], [ "Sharpham Elmhirst" ], [ "Sharpham Rustic" ], [ "Sharpham Rustic Chive & Garlic" ], [ "Shelburne Cheddar" ], [ "Ships Wheel Brie" ], [ "Shorrock's Lancashire Bomb" ], [ "Shropshire Blue" ], [ "Shtayburne Farm Cheddar" ], [ "Shtayburne Farm Monterey Jack" ], [ "Sicilian Blend" ], [ "Smoked Fior Di Latte" ], [ "Smoked Lincolnshire Poacher" ], [ "Smokey Oregon Blue" ], [ "Smokey Touvelle" ], [ "Somerset Brie" ], [ "Somerset Organic Cheddar" ], [ "Sonoma Jack" ], [ "Sottocenere® al Tartufo" ], [ "Soumaintrain" ], [ "Sourire Lozerien" ], [ "Sparkenhoe Red Leicester" ], [ "Speziato" ], [ "St Andrews Farmhouse Cheddar" ], [ "St Cera" ], [ "St Fidèle Swiss" ], [ "St Gall" ], [ "St Jude" ], [ "St Killian" ], [ "St Mang Original Allgäuer Limburger" ], [ "St Pat" ], [ "Staffordshire Organic" ], [ "Stella Asiago" ], [ "Stella Black Pepper Romano" ], [ "Stella Blue" ], [ "Stella Feta" ], [ "Stella Fontina" ], [ "Stella Fontinella" ], [ "Stella Gorgonzola" ], [ "Stella Italian Sharp" ], [ "Stella Kasseri" ], [ "Stella Mediterranean Parmesan" ], [ "Stella Parmesan" ], [ "Stella Parmesan & Romano Blend" ], [ "Stella Reduced Fat Blue" ], [ "Stella Smoked Blue" ], [ "Stella Swiss" ], [ "Sternschnuppe" ], [ "Stichelton" ], [ "Stilton" ], [ "Stinking Bishop" ], [ "Stoney Cross" ], [ "Stracchinata" ], [ "Strathdon Blue" ], [ "Striegistaler Zwerge Camembert" ], [ "Suffolk Punch" ], [ "Sveciaost" ], [ "Swiss cheese" ] ], "hovertemplate": "%{hovertext}

milk=cow
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Aarewasser", "Abbaye de Belval", "Abbaye de Citeaux", "Abbaye de Tamié", "Abbaye de Timadeuc", "Abbaye du Mont des Cats", "Abbot’s Gold", "Abondance", "Adelost", "ADL Brick Cheese", "ADL Mild Cheddar", "Affidelice au Chablis", "Affineur Walo Rotwein Sennechäs", "Afuega'l Pitu", "Aged British Cheddar", "Aged Cheddar", "Aggiano", "Airedale", "Aisy Cendre", "Alex James Co. No 1 Cheddar", "Alex James Co. No 2 Blue Monday", "Alex James Co. No 3 Valley Brie", "Alex James Co. No 5 Grunge", "Alisia-Victoria", "Allgauer Emmentaler", "Alma Vorarlberger Alpkäse (3-5 months)", "Alma Vorarlberger Alpkäse (6-9 months)", "Alma Vorarlberger Bergkäse (10 months)", "Alma Vorarlberger Bergkäse (12 months)", "Alma Vorarlberger Bergkäse (6 months)", "Almnäs Tegel", "Alpe di Frabosa", "Alpha Tolman", "Alpine Gold", "Alpkäse", "Alps Rebel", "Alta Badia", "Amablu Blue cheese", "Ameribella", "American Cheese", "Ami du Chambertin", "Amish Frolic", "Amul Cheese Spread", "Amul Emmental", "Amul Gouda", "Amul Pizza Mozzarella Cheese", "Anniversary Ale Cheddar", "Anster", "Appalachian", "Appenzeller", "Apple Walnut Smoked", "Appleby's Double Gloucester", "Applewood", "Ardrahan", "Arådalen", "Ascutney Mountain", "Asher Blue", "Ashley", "Asiago DOP", "Asiago d’Allevo DOP", "Asiago Pressato DOP", "Auld Lochnagar", "Auld Reekie", "Aura", "Austrian Alps cheese", "Avaxtskyr", "Avonlea Clothbound Cheddar", "Baby Brie", "Baby Swiss", "Babybel", "Baguette Laonnaise", "Baita Friuli", "Balaton", "Baluchon", "Bandal", "Barambah Organics Marinated Feta", "Barber's 1833", "Barberey", "Barden Blue", "Barely Buzzed", "Barlocco", "Baron Bigod", "Baron Bigod Baby Truffle", "Barricato al Pepe", "Barry's Bay Cheddar", "Basils Original Rauchkäse", "Basket Cheese", "Bassigny au porto", "Bath Blue", "Bath Soft Cheese", "Bath Soft Cheese Truffled", "Bavaria blu", "Bavarian Bergkase", "Bayley Hazen Blue", "Baylough", "Beach Box Brie", "Beaufort", "Beaumont", "Beauvale", "Beauvoorde", "Beehive Fresh", "Beemster Aged", "Beemster Classic", "Beemster Extra Aged (XO)", "Beemster Graskaas", "Bega Processed Cheddar", "Bel Ceillo", "Bel Paese", "Bella Lodi", "Belle Creme", "Belletoile", "Bellwether Farms Crescenza", "Bent River", "Bergader", "Bergues", "Bermondsey Hard Pressed", "Bethmale des Pyrenees", "Bianco", "Bierkase", "Big John's Cajun", "Big Rock Blue", "Binnorie Marinated Fetta", "Bishop Kennedy", "Bix", "Black Bomber Cheddar", "Blacksticks Blue", "Blaenafon Pwll Ddu", "Blarney Castle", "Bleu Bénédictin", "Bleu d'Auvergne", "Bleu de Laqueuille", "Bleu Des Causses", "Bleu L'Ermite", "Bleu Mont Dairy Bandaged Cheddar", "Bleubry", "Blu '61", "Blue Castello", "Blue Clouds", "Blue Earth", "Blue Vein (Australian)", "Blue Wensleydale", "Blue Yonder", "Bluebell", "Blythedale Camembert Vermont™", "Boeren-Leidse met sleutels", "Boivin Extra Aged Cheddar", "Boivin Marbled Cheddar", "Boivin Medium Cheddar", "Bonchester", "Bonifaz", "Boo Boo Baby Swiss", "Bothwell Black Truffle Cheddar", "Boulette d'Avesnes", "Bouncing Berry", "Boursault", "Boursin", "Bouyssou", "Bra Duro DOP", "Braudostur", "Breakfast Cheese", "Bresse Bleu", "Brewer's Gold", "Brick", "Bridgewater", "Brie", "Brie au poivre (Brie with pepper)", "Brie Coco", "Brie d'Alexis", "Brie de Meaux", "Brie de Melun", "Brie de Portneuf", "Brie de Portneuf Double Cream", "Brillat-Savarin", "Brillo di Treviso", "Brimstone", "Brin", "Briscola", "Brise du Matin", "Bruder Basil", "Brusselae Kaas (Fromage de Bruxelles)", "Brutal Blue", "Burwash Rose", "Burwood Bole", "Butte", "Buttermilk Blue", "Buttermilk Blue Affinee", "Buttermilk Gorgonzola", "Butternut", "Buxton Blue", "Caboc", "Cabot Clothbound", "Cabrales", "Caciobarricato", "Caciobirraio", "Caciocavallo", "Caciocavallo Podolico Vetus", "Cacow Belle", "Caerphilly", "Cahill's Irish Porter Cheddar", "Cahill's Whiskey Cheese", "cambazola", "Cambozola Grand Noir", "Cambus o’May", "Camembert", "Camembert Calvados", "Camembert de Normandie", "Camembert de Portneuf", "Camembert des Camarades", "Campfire", "Canastra cheese", "Cancoillotte (Cancoyotte)", "Cantal", "Caprice des Dieux", "Carabiner", "Carlina", "Carlow", "Carmody", "Carnia Altobut", "Caronzola", "Carr Valley Glacier Wildfire Blue", "Carre de l'Est", "Carrick", "Carrot Rebel", "Carrowholly", "Cashel Blue", "Castle Blue", "Cathelain", "Catupiry", "Cave Rebel", "Caveman Blue", "Caws Penhelyg Abaty", "Cello Thick & Smooth Mascarpone", "Celtic Promise", "Cendre d'Olivet", "Cendré des Prés", "Challerhocker", "Champignon de Luxe Garlic", "Champignon de Luxe Pepper", "Champignon Mushrooom", "Chaource", "Chapman's Pasture", "Chaumes", "Checkerboard Cheddar", "Cheddar", "Cheddar LaDiDa Lavender", "Cheddar with Irish Porter", "Cheddar with Red Wine", "Cherokee Rose", "Cheshire", "Chimney Rock", "Chiriboga Blue", "Chocolate Lab", "Chocolate Stout Cheddar", "Chontaleno", "Chorlton Blue Cheshire", "Château de Versailles", "Cirrus", "Classics Fresh Mozzarella", "Clava Brie", "Coalho", "Coastal Cheddar", "Coeur de Camembert au Calvados", "Colby", "Cold Pack", "ColoRouge", "Colston Bassett Stilton", "Comox Brie", "Comox Camembert", "Comte", "Comte 12 months", "Comte 18 months", "Comtomme", "Conciato Al Pepe", "Condio", "Connemara", "Coolattin Cheddar", "Coolea", "Cooleney", "Coquetdale", "Cornish Blue", "Cornish Brie", "Cornish Crumbly", "Cornish Pepper", "Cornish Smuggler", "Cornish Wild Garlic Yarg", "Cornish Yarg", "Cote Hill Blue", "Cotherstone", "Cotija Cheese", "Cotswold", "Cottage Cheese (Australian)", "Cougar Gold", "Coulommiers", "Country Morning", "Coverdale", "Cow's Milk Gouda", "Cranborne", "Cravero Parmigiano Reggiano", "Crayeux de Roncq", "Cream Cheese", "Cream Havarti", "Creamy Gouda", "Creamy Lancashire", "Cremig Extra Würzig, Bergkäse Aus Dem Schweizer Jura", "Crescenza-Stracchino", "Criffel", "Criollo Cheese", "Crowdie", "Crowley", "Crucolo", "Crumbly Lancashire", "CréMonté", "Cup Cheese", "Cure Nantais", "Curworthy", "L'Affine Au Chablis", "L'Amuse Brabander Goat Gouda", "L'Amuse Signature Gouda", "L'Aveyronnais", "L'Ecir de l'Aubrac", "L'Étivaz", "La Bonaparte", "La Casatella", "La Fleurie", "La Peral", "La Rumeur", "La Sauvagine", "La Sauvagine Réserve", "La Vache Qui Rit cheese", "Labneh", "Lacy Swiss", "Lady Jane", "Laganory", "Laguiole", "Lajta", "Lake District Extra Mature Cheddar", "Lake District Mature Cheddar", "Lancashire Smoked", "Landaff", "Langres", "Lappi", "Largo", "Latteria Navel", "Latteria San Biagio", "Lavistown", "Le Brin", "Le Conquerant Camembert", "Le Duc Vacherin", "Le Gruyère AOP", "Le Maréchal", "Le Wavreumont", "Leerdammer", "Legacy", "Legato", "Les Calendos", "Leyden", "Lil Moo", "Liliputas", "Lincolnshire Poacher", "Lindale", "Lindy Hop", "Liptauer", "Little Colonel", "Little Qualicum Raclette", "Livarot", "Llanboidy", "Llanglofan Farmhouse", "Lo Speziato", "Loch Arthur Farmhouse", "Loma Alta", "Longhorn", "Lou Bergier Pichin", "Lou Palou", "Lyburn Garlic and Nettle", "Lyburn Gold", "Lyburn Lightly Oak Smoked", "Lyburn's Winchester", "Maasdam", "Maffra Aged Rinded Cheddar", "Maffra Cheshire", "Maffra Dargo Walnut", "Maffra Mature Cheddar", "Maffra Peppercorn Cheddar", "Maffra Red Leicester", "Maffra Sage Derby", "Maffra Wensleydale", "Maggie's Round", "Magna", "Mahoe Aged Gouda", "Mahón", "Maida Vale", "Maisie's Kebbuck", "Mandolin", "Mango Rebel", "Manteca", "Marble Cheddar", "Marble Cheese", "Marco Polo", "Maredsous", "Margot", "Maribo", "Marin French Triple Crème", "Maroilles", "Martha's Heat", "Mascarpone", "Mature Wensleydale", "May Hill Green", "Maytag Blue", "McLaren", "Medallion", "Melinda Mae", "Menallack Farmhouse", "Menonita", "Merry Wyfe", "Mersey Valley Original Vintage", "Meyer Vintage Gouda", "MezzaLuna Fontina", "Mezzo Secco", "Milawa Blue", "Milawa Brie", "Milawa White", "Milbenkäse", "Milleens", "Mimolette (Boule de Lille)", "Minas cheese", "Minger", "Mirabo Brie with Walnut", "Miss Muffet", "Mladi Trapist", "Molbo", "Mondseer", "Mont D'or", "Mont St-Benoît", "Montagnolo", "Montasio", "Montasio Mezzano", "Montasio Vecchio", "Monteo", "Montgomery's Cheddar", "Montsalvat", "Moody Blue", "Moonlight Chaource", "Morbier", "Morgan", "Morimoto Soba Ale Cheddar", "Morlacco", "Moses Sleeper", "Mossfield Organic", "MouCo Camembert", "MouCo Truffello", "Mountain Herbs Rebel", "Mountain Rebel", "Mountaineer", "Mouse House Chilli Cheddar", "Mouse House Garlic & Chive Cheddar", "Mouse House Smoked Cheddar", "Mozzarellissima", "Mt Scott", "Mt Tam", "Muenster", "Muffato", "Mun-chee", "Munster", "Muranda Blue", "Murol", "Mycella", "Météorite", "Pacific Rock", "Pack Square", "Paesanella Bocconcini", "Paesanella Burrata", "Paesanella Caciotta", "Paesanella Caciotta with Rocket & Chilli", "Paesanella Cherry Bocconcini", "Paesanella Dry Ricotta", "Paesanella Fresco", "Paesanella Fresh Ricotta", "Palet de Babligny", "Pallone di Gravina", "Panela", "Paniolo", "Pannerone", "Panquehue", "Paprika Rebel", "Parmesan", "Parrano", "Pas de l'Escalette", "Passendale", "Patefine Fort", "Pave d'Affinois", "Pave d'Auge", "Pawlet", "Peau Rouge", "Peekskill Pyramid", "Pembrokeshire Extra Mature Cheddar", "Pembrokeshire Mature Cheddar", "Penbryn", "Pencarreg", "PepBert", "Pepper Jack", "Pepper Rebel", "Peppercorn Gouda", "Perl Las Blue", "Perl Wen", "Perlagrigia Sotto Cenere", "Petida", "Petit Pardou", "Petit-Suisse", "Petite Swiss", "Pianoforte", "Piave", "Piave Fresco", "Piave Mezzano", "Piave Vecchio DOP", "Piave Vecchio Selezione Oro", "Picobello", "Picolo", "Picos de Europa", "Pied-de-vent", "Pierce Pt", "Pimento", "Pinconning", "Piora", "Pistol Point Cheddar", "Pitchfork Cheddar", "Pithtiviers au Foin", "Pizy", "Pleasant Ridge Reserve", "Plymouth Cheese", "Point Reyes Bay Blue", "Point Reyes Original Blue", "Point Reyes Toma", "Pokolbin", "Pompeii", "Pong's Extraordinary... Cheddar", "Pont l'Eveque", "Port Nicholson", "Port-Salut", "Postel", "Prairie Breeze Cheddar", "Prastost", "President Brie", "President Camembert", "President Light Brie", "President Madrigal", "Prima Donna", "Prima Donna fino", "Prima Donna leggero", "Prima Donna maturo", "Prince-Jean", "Prix de Diane", "Processed Smoked Gouda", "Promontory", "Provel", "Provolone", "Provolone del Monaco", "Provolone Mandarino Gran Riserva", "Provolone Valpadana", "Pyengana Cheddar", "Saaland Pfarr", "Saanenkaese", "Saga", "Sage Derby", "Saint Agur", "Saint Albray", "Saint André", "Saint Felicien", "Saint Honoré", "Saint Marcellin", "Saint Nectaire", "Saint Paulin", "Salemville Amish Blue", "Salemville Amish Gorgonzola", "Salemville Smokehaus Blue", "Salers", "Salsa Asiago", "Samso", "San Geronimo", "San Simón DOP", "Sao Jorge", "Sap Sago", "Saporito", "Sardo", "Sartori Classic Cheese Asiago", "Sartori Classic Cheese Fontina", "Sartori Classic Cheese Parmesan", "Sartori Classic Cheese Romano", "Sartori Classic MontAmore", "Sartori Limited Edition Cannella BellaVitano", "Sartori Limited Edition Cognac BellaVitano", "Sartori Limited Edition Family Heirloom BellaVitano", "Sartori Limited Edition Family Heirloom Parmesan", "Sartori Reserve Balsamic BellaVitano", "Sartori Reserve Basil & Olive Oil Asiago", "Sartori Reserve BellaVitano Gold", "Sartori Reserve Black Pepper BellaVitano", "Sartori Reserve Chai BellaVitano", "Sartori Reserve Cheese Mediterranean Fontina", "Sartori Reserve Dolcina Gorgonzola", "Sartori Reserve Espresso BellaVitano", "Sartori Reserve Extra Aged Fontina", "Sartori Reserve Extra-Aged Asiago", "Sartori Reserve Merlot BellaVitano", "Sartori Reserve Raspberry BellaVitano", "Sartori Reserve Rosemary & Olive Oil Asiago", "Sartori Reserve SarVecchio Parmesan", "Sbrinz", "Scallion Onion Cheddar", "Scamorza", "Schloss", "Scotch Bonnet Cheddar", "Sea Change", "Seahive", "Seastack", "Seator's Orkney", "Selva", "Seriously Strong Cheddar", "Sharon Hollow Garlic and Chive", "Sharp Cheddar", "Sharpham", "Sharpham Elmhirst", "Sharpham Rustic", "Sharpham Rustic Chive & Garlic", "Shelburne Cheddar", "Ships Wheel Brie", "Shorrock's Lancashire Bomb", "Shropshire Blue", "Shtayburne Farm Cheddar", "Shtayburne Farm Monterey Jack", "Sicilian Blend", "Smoked Fior Di Latte", "Smoked Lincolnshire Poacher", "Smokey Oregon Blue", "Smokey Touvelle", "Somerset Brie", "Somerset Organic Cheddar", "Sonoma Jack", "Sottocenere® al Tartufo", "Soumaintrain", "Sourire Lozerien", "Sparkenhoe Red Leicester", "Speziato", "St Andrews Farmhouse Cheddar", "St Cera", "St Fidèle Swiss", "St Gall", "St Jude", "St Killian", "St Mang Original Allgäuer Limburger", "St Pat", "Staffordshire Organic", "Stella Asiago", "Stella Black Pepper Romano", "Stella Blue", "Stella Feta", "Stella Fontina", "Stella Fontinella", "Stella Gorgonzola", "Stella Italian Sharp", "Stella Kasseri", "Stella Mediterranean Parmesan", "Stella Parmesan", "Stella Parmesan & Romano Blend", "Stella Reduced Fat Blue", "Stella Smoked Blue", "Stella Swiss", "Sternschnuppe", "Stichelton", "Stilton", "Stinking Bishop", "Stoney Cross", "Stracchinata", "Strathdon Blue", "Striegistaler Zwerge Camembert", "Suffolk Punch", "Sveciaost", "Swiss cheese" ], "lat": { "bdata": 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", "dtype": "f8" }, "legendgroup": "cow", "lon": { "bdata": 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", "dtype": "f8" }, "marker": { "color": "#636efa" }, "mode": "markers", "name": "cow", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Abbaye de Belloc" ], [ "Abertam" ], [ "Acorn" ], [ "Amou" ], [ "Ardi Gasna" ], [ "Azeitao" ], [ "Bad Axe" ], [ "Balfour" ], [ "Bartlett" ], [ "Basajo" ], [ "Baserri" ], [ "Baskeriu" ], [ "Bear Hill" ], [ "Beenleigh Blue" ], [ "Bergere Bleue" ], [ "Berkswell" ], [ "Big Woods Blue" ], [ "Bismark" ], [ "Bohemian Blue" ], [ "Bossa" ], [ "Brebirousse d'Argental" ], [ "Brebis du Lavort" ], [ "Brebis du Puyfaucon" ], [ "Brefu Bach" ], [ "Brin d'Amour" ], [ "Brinza - Feta style" ], [ "Briquette de Brebis" ], [ "Brânză de Burduf" ], [ "Cacio De Roma®" ], [ "Cairnsmore" ], [ "Calcagno" ], [ "Canarejal" ], [ "Castillon Frais" ], [ "Cave Aged Marisa" ], [ "Caws Cenarth Black Sheep" ], [ "Cherni Vit" ], [ "Cinerino" ], [ "Classico Pecorino Senese" ], [ "Classico Riserva" ], [ "corra linn" ], [ "Cratloe Hills" ], [ "Crotonese" ], [ "Crozier" ], [ "Cwmtawe Pecorino" ], [ "La Retorta" ], [ "La Serena" ], [ "Lanark Blue" ], [ "Lanark White" ], [ "Laruns" ], [ "Le Brebiou" ], [ "Le Lacandou" ], [ "Leafield" ], [ "Lemon Fetish" ], [ "Little Rydings" ], [ "Lo Sburrato" ], [ "Lord of the Hundreds" ], [ "Lost Lake" ], [ "Malvarosa®" ], [ "Malvern" ], [ "Manchego" ], [ "Marisa" ], [ "Mastorazio" ], [ "Meira" ], [ "Meredith Blue" ], [ "Mihalic Peynir" ], [ "Millstone" ], [ "MitiCaña® de Oveja" ], [ "Morcella" ], [ "P'tit Basque" ], [ "Paglierino" ], [ "Paški Sir (PDO)" ], [ "Pecorino" ], [ "Pecorino a Latte Crudo" ], [ "Pecorino al Pepe" ], [ "Pecorino al Tartufo" ], [ "Pecorino alla Canapa" ], [ "Pecorino allo Zafferano" ], [ "Pecorino Barba Del Passatore" ], [ "Pecorino Boccondilatte" ], [ "Pecorino Camomilla" ], [ "Pecorino Con Caglio Vegetale" ], [ "Pecorino dei Malatesta al Sangiovese" ], [ "Pecorino Dei Malatesta Sotto Cenere" ], [ "Pecorino dei Monaci" ], [ "Pecorino di Sogliano" ], [ "Pecorino di Talamello" ], [ "Pecorino di Vigna" ], [ "Pecorino Erica" ], [ "Pecorino Fiordaliso" ], [ "Pecorino Foglie Noci" ], [ "Pecorino Gelsomino" ], [ "Pecorino Ginepro" ], [ "Pecorino Gran Riserva Del Passatore" ], [ "Pecorino in Walnut Leaves" ], [ "Pecorino Mallo di Noce" ], [ "Pecorino nel fieno" ], [ "Pecorino Nel Granaio" ], [ "Pecorino Nero" ], [ "Pecorino Ortica" ], [ "Pecorino Papavero" ], [ "Pecorino Pepato Mitica® Aged" ], [ "Pecorino Pera" ], [ "Pecorino Querciaiolo" ], [ "Pecorino Romagnolo" ], [ "Pecorino Romano" ], [ "Pecorino Toscanello" ], [ "Pepato" ], [ "Pigouille" ], [ "Prairie Tomme" ], [ "Primo Fresco" ], [ "Pérail de Brebis" ], [ "Saint Rose" ], [ "San Andreas" ], [ "Serat" ], [ "Serra da Estrela DOP" ], [ "Shaker Blue" ], [ "Sheep Gouda" ], [ "Shepherd's Crook" ], [ "Shepherd's Hope" ], [ "Shepherdista Crush" ], [ "Spenwood" ], [ "St James" ], [ "Sussex Slipcote" ], [ "Swaledale" ] ], "hovertemplate": "%{hovertext}

milk=sheep
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Abbaye de Belloc", "Abertam", "Acorn", "Amou", "Ardi Gasna", "Azeitao", "Bad Axe", "Balfour", "Bartlett", "Basajo", "Baserri", "Baskeriu", "Bear Hill", "Beenleigh Blue", "Bergere Bleue", "Berkswell", "Big Woods Blue", "Bismark", "Bohemian Blue", "Bossa", "Brebirousse d'Argental", "Brebis du Lavort", "Brebis du Puyfaucon", "Brefu Bach", "Brin d'Amour", "Brinza - Feta style", "Briquette de Brebis", "Brânză de Burduf", "Cacio De Roma®", "Cairnsmore", "Calcagno", "Canarejal", "Castillon Frais", "Cave Aged Marisa", "Caws Cenarth Black Sheep", "Cherni Vit", "Cinerino", "Classico Pecorino Senese", "Classico Riserva", "corra linn", "Cratloe Hills", "Crotonese", "Crozier", "Cwmtawe Pecorino", "La Retorta", "La Serena", "Lanark Blue", "Lanark White", "Laruns", "Le Brebiou", "Le Lacandou", "Leafield", "Lemon Fetish", "Little Rydings", "Lo Sburrato", "Lord of the Hundreds", "Lost Lake", "Malvarosa®", "Malvern", "Manchego", "Marisa", "Mastorazio", "Meira", "Meredith Blue", "Mihalic Peynir", "Millstone", "MitiCaña® de Oveja", "Morcella", "P'tit Basque", "Paglierino", "Paški Sir (PDO)", "Pecorino", "Pecorino a Latte Crudo", "Pecorino al Pepe", "Pecorino al Tartufo", "Pecorino alla Canapa", "Pecorino allo Zafferano", "Pecorino Barba Del Passatore", "Pecorino Boccondilatte", "Pecorino Camomilla", "Pecorino Con Caglio Vegetale", "Pecorino dei Malatesta al Sangiovese", "Pecorino Dei Malatesta Sotto Cenere", "Pecorino dei Monaci", "Pecorino di Sogliano", "Pecorino di Talamello", "Pecorino di Vigna", "Pecorino Erica", "Pecorino Fiordaliso", "Pecorino Foglie Noci", "Pecorino Gelsomino", "Pecorino Ginepro", "Pecorino Gran Riserva Del Passatore", "Pecorino in Walnut Leaves", "Pecorino Mallo di Noce", "Pecorino nel fieno", "Pecorino Nel Granaio", "Pecorino Nero", "Pecorino Ortica", "Pecorino Papavero", "Pecorino Pepato Mitica® Aged", "Pecorino Pera", "Pecorino Querciaiolo", "Pecorino Romagnolo", "Pecorino Romano", "Pecorino Toscanello", "Pepato", "Pigouille", "Prairie Tomme", "Primo Fresco", "Pérail de Brebis", "Saint Rose", "San Andreas", "Serat", "Serra da Estrela DOP", "Shaker Blue", "Sheep Gouda", "Shepherd's Crook", "Shepherd's Hope", "Shepherdista Crush", "Spenwood", "St James", "Sussex Slipcote", "Swaledale" ], "lat": { "bdata": 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"dtype": "f8" }, "legendgroup": "sheep", "lon": { "bdata": 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"dtype": "f8" }, "marker": { "color": "#EF553B" }, "mode": "markers", "name": "sheep", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Acapella" ], [ "Aged Chelsea" ], [ "Ailsa Craig" ], [ "Alex James Co. No 4 Goats'" ], [ "Allium Piper" ], [ "Alpicrème" ], [ "Amalthée" ], [ "Anneau du Vic-Bilh" ], [ "Aphrodite Goat Milk Halloumi" ], [ "Applewood Smoked Chevre" ], [ "Ardsallagh Hard Goat's Cheese" ], [ "Ardsallagh Smoked Cheese" ], [ "Aspen Ash" ], [ "Assa" ], [ "Banon" ], [ "Baronerosso di Capra" ], [ "Barriquet" ], [ "Basing" ], [ "Bermuda Triangle" ], [ "Bettine Bleu" ], [ "Bettine Grand Cru" ], [ "Bijou" ], [ "Black Betty" ], [ "Black Pearl" ], [ "Blackmount" ], [ "Bloomsdale" ], [ "Blue Ledge La Luna" ], [ "Blue Lupine" ], [ "Blue Rathgore" ], [ "Bluebell Falls Cygnus" ], [ "Bonne Bouche" ], [ "Bosworth" ], [ "Bougon" ], [ "Boulder Chevre" ], [ "Boule Du Roves" ], [ "Bourdin Goat Log" ], [ "Bouyguette" ], [ "Boyne Valley Bán" ], [ "Brightwell Ash" ], [ "Brown’s Gulch" ], [ "Buche de Chevre" ], [ "Bucheret" ], [ "Buchette d'Anjou" ], [ "Buchette de Manon" ], [ "Bûchette à la Sarriette" ], [ "Cabecou" ], [ "Cabecou Feuille D'Armagnac" ], [ "Cachaille" ], [ "California Crottin" ], [ "Cameo" ], [ "Cana de Cabra" ], [ "Cape Vessey" ], [ "Capra al Fieno" ], [ "Capra al Pepe" ], [ "Capra Nouveau" ], [ "Caprano" ], [ "Capraricca" ], [ "Capriago" ], [ "Capricious" ], [ "Capricorn Somerset Goats Cheese" ], [ "Capriny" ], [ "Capriole Banon" ], [ "Caprotto" ], [ "Cardo" ], [ "Cayuga Blue" ], [ "Cerney Pyramid" ], [ "Chabichou du Poitou" ], [ "Chabis de Gatine" ], [ "Charolais" ], [ "Chavroux" ], [ "Chevre en Marinade" ], [ "Chevre Log" ], [ "Chevrotin des Aravis" ], [ "Childwickbury" ], [ "Chile Jack" ], [ "Chèvre" ], [ "Civray" ], [ "Classic Blue Log" ], [ "Clonmore" ], [ "Coeur de Chevre" ], [ "Consider Bardwell Farm Manchester" ], [ "Corleggy" ], [ "Coupole" ], [ "Couronne Lochoise" ], [ "Cracked Pepper Chevre" ], [ "Crocodile Tear" ], [ "Croghan" ], [ "Crottin de Champcol" ], [ "Crottin de Chavignol" ], [ "Cypress Grove Chevre" ], [ "La Pyramide" ], [ "La Taupiniere" ], [ "Lacey Grey" ], [ "LaClare Farms Cheddar" ], [ "LaClare Farms Chevre" ], [ "LaClare Farms Evalon" ], [ "LaClare Farms Evalon with Cummin" ], [ "LaClare Farms Evalon with Fenugreek" ], [ "LaClare Farms Fondry Jack" ], [ "LaClare Farms Martone" ], [ "LaClare Farms Raw Goats Milk Cheddar" ], [ "Lairobell" ], [ "Laura Chenel Taupiniere" ], [ "Laura Chenel Tome" ], [ "Laura Chenel's Cabecou" ], [ "Le Cendrillon" ], [ "Le Chevrot" ], [ "Le Marquis Chevre" ], [ "Le Moutier" ], [ "Lemon Myrtle Chevre" ], [ "Leonora®" ], [ "Lincoln Log" ], [ "Lingot des Causses" ], [ "Lingot Saint Bousquet d'Orb" ], [ "Little Bloom on the Prairie" ], [ "Little Dragon" ], [ "Little Napoleon" ], [ "Little Ypsi" ], [ "Loddiswell Avondale" ], [ "Lou Pevre" ], [ "Madrona" ], [ "Majorero" ], [ "Manon" ], [ "Melville" ], [ "Meredith Ashed Pyramids" ], [ "Meredith Chevre Ash" ], [ "Meredith Chevre Dill" ], [ "Meredith Chevre Plain" ], [ "Meredith Goat Cheese in Extra Virgin Olive Oil" ], [ "Mettowee" ], [ "Midnight Blue" ], [ "Midnight Moon®" ], [ "Milawa Affine" ], [ "Milawa Goats Tomme" ], [ "Mine-Gabhar" ], [ "Mistralou" ], [ "Monet" ], [ "Mont Saint-Francis" ], [ "Montchevre Goat Cheese Log" ], [ "Monte Enebro" ], [ "Moonglo" ], [ "Mothais a la Feuille" ], [ "Mountain Goat" ], [ "Ms. Natural" ], [ "P'tit Berrichon" ], [ "Paillot de Chèvre" ], [ "Pant ys Gawn" ], [ "Pastoral" ], [ "Pave de Chirac" ], [ "Pelardon des Cevennes" ], [ "Pelardon des Corbieres" ], [ "Perroche" ], [ "Petit Blaja" ], [ "Picodon de Chevre" ], [ "Piper's Pyramide" ], [ "Plancherin d'Arêches" ], [ "Pleasant Creek" ], [ "Pouligny-Saint-Pierre" ], [ "Pourly" ], [ "Providence" ], [ "Président Fresh Goat Cheese" ], [ "PsycheDillic" ], [ "Purple Haze" ], [ "Pyramide" ], [ "Saanen Silk" ], [ "Sainte-Maure de Touraine AOC" ], [ "Saltbush Chevre" ], [ "Sancerre" ], [ "Sandy Creek" ], [ "Santa Gadea" ], [ "Sarró de Cabra" ], [ "Sartori Limited Edition Extra-Aged Goat" ], [ "Selles sur Cher" ], [ "Sgt. Pepper" ], [ "Siltcoos" ], [ "Sinodun Hill" ], [ "Sleightlett" ], [ "Smokey Mountain Round" ], [ "Sofia" ], [ "St Tola Ash Log" ], [ "St Tola Cranberry" ], [ "St Tola Crottin" ], [ "St Tola Divine" ], [ "St Tola Greek Style" ], [ "St Tola Hard Cheese" ], [ "St Tola Log" ], [ "Stawley" ], [ "Stella Goat" ], [ "Stickney Hill Chevre" ], [ "Sunlight" ], [ "Sunset Bay" ], [ "Swag" ] ], "hovertemplate": "%{hovertext}

milk=goat
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Acapella", "Aged Chelsea", "Ailsa Craig", "Alex James Co. No 4 Goats'", "Allium Piper", "Alpicrème", "Amalthée", "Anneau du Vic-Bilh", "Aphrodite Goat Milk Halloumi", "Applewood Smoked Chevre", "Ardsallagh Hard Goat's Cheese", "Ardsallagh Smoked Cheese", "Aspen Ash", "Assa", "Banon", "Baronerosso di Capra", "Barriquet", "Basing", "Bermuda Triangle", "Bettine Bleu", "Bettine Grand Cru", "Bijou", "Black Betty", "Black Pearl", "Blackmount", "Bloomsdale", "Blue Ledge La Luna", "Blue Lupine", "Blue Rathgore", "Bluebell Falls Cygnus", "Bonne Bouche", "Bosworth", "Bougon", "Boulder Chevre", "Boule Du Roves", "Bourdin Goat Log", "Bouyguette", "Boyne Valley Bán", "Brightwell Ash", "Brown’s Gulch", "Buche de Chevre", "Bucheret", "Buchette d'Anjou", "Buchette de Manon", "Bûchette à la Sarriette", "Cabecou", "Cabecou Feuille D'Armagnac", "Cachaille", "California Crottin", "Cameo", "Cana de Cabra", "Cape Vessey", "Capra al Fieno", "Capra al Pepe", "Capra Nouveau", "Caprano", "Capraricca", "Capriago", "Capricious", "Capricorn Somerset Goats Cheese", "Capriny", "Capriole Banon", "Caprotto", "Cardo", "Cayuga Blue", "Cerney Pyramid", "Chabichou du Poitou", "Chabis de Gatine", "Charolais", "Chavroux", "Chevre en Marinade", "Chevre Log", "Chevrotin des Aravis", "Childwickbury", "Chile Jack", "Chèvre", "Civray", "Classic Blue Log", "Clonmore", "Coeur de Chevre", "Consider Bardwell Farm Manchester", "Corleggy", "Coupole", "Couronne Lochoise", "Cracked Pepper Chevre", "Crocodile Tear", "Croghan", "Crottin de Champcol", "Crottin de Chavignol", "Cypress Grove Chevre", "La Pyramide", "La Taupiniere", "Lacey Grey", "LaClare Farms Cheddar", "LaClare Farms Chevre", "LaClare Farms Evalon", "LaClare Farms Evalon with Cummin", "LaClare Farms Evalon with Fenugreek", "LaClare Farms Fondry Jack", "LaClare Farms Martone", "LaClare Farms Raw Goats Milk Cheddar", "Lairobell", "Laura Chenel Taupiniere", "Laura Chenel Tome", "Laura Chenel's Cabecou", "Le Cendrillon", "Le Chevrot", "Le Marquis Chevre", "Le Moutier", "Lemon Myrtle Chevre", "Leonora®", "Lincoln Log", "Lingot des Causses", "Lingot Saint Bousquet d'Orb", "Little Bloom on the Prairie", "Little Dragon", "Little Napoleon", "Little Ypsi", "Loddiswell Avondale", "Lou Pevre", "Madrona", "Majorero", "Manon", "Melville", "Meredith Ashed Pyramids", "Meredith Chevre Ash", "Meredith Chevre Dill", "Meredith Chevre Plain", "Meredith Goat Cheese in Extra Virgin Olive Oil", "Mettowee", "Midnight Blue", "Midnight Moon®", "Milawa Affine", "Milawa Goats Tomme", "Mine-Gabhar", "Mistralou", "Monet", "Mont Saint-Francis", "Montchevre Goat Cheese Log", "Monte Enebro", "Moonglo", "Mothais a la Feuille", "Mountain Goat", "Ms. Natural", "P'tit Berrichon", "Paillot de Chèvre", "Pant ys Gawn", "Pastoral", "Pave de Chirac", "Pelardon des Cevennes", "Pelardon des Corbieres", "Perroche", "Petit Blaja", "Picodon de Chevre", "Piper's Pyramide", "Plancherin d'Arêches", "Pleasant Creek", "Pouligny-Saint-Pierre", "Pourly", "Providence", "Président Fresh Goat Cheese", "PsycheDillic", "Purple Haze", "Pyramide", "Saanen Silk", "Sainte-Maure de Touraine AOC", "Saltbush Chevre", "Sancerre", "Sandy Creek", "Santa Gadea", "Sarró de Cabra", "Sartori Limited Edition Extra-Aged Goat", "Selles sur Cher", "Sgt. Pepper", "Siltcoos", "Sinodun Hill", "Sleightlett", "Smokey Mountain Round", "Sofia", "St Tola Ash Log", "St Tola Cranberry", "St Tola Crottin", "St Tola Divine", "St Tola Greek Style", "St Tola Hard Cheese", "St Tola Log", "Stawley", "Stella Goat", "Stickney Hill Chevre", "Sunlight", "Sunset Bay", "Swag" ], "lat": { "bdata": "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", "dtype": "f8" }, "legendgroup": "goat", "lon": { "bdata": "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", "dtype": "f8" }, "marker": { "color": "#00cc96" }, "mode": "markers", "name": "goat", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Accasciato" ], [ "Cubetto" ], [ "Paesanella Buffalo Mozzarella" ], [ "Smoked Sulguni" ], [ "Sulguni" ] ], "hovertemplate": "%{hovertext}

milk=buffalo, cow
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Accasciato", "Cubetto", "Paesanella Buffalo Mozzarella", "Smoked Sulguni", "Sulguni" ], "lat": { "bdata": "nUoGgCpuRECdSgaAKm5EQOtVZHRA4D/AjHYmflZRRUCMdiZ+VlFFQA==", "dtype": "f8" }, "legendgroup": "buffalo, cow", "lon": { "bdata": "zbG8qx6wLUDNsbyrHrAtQIZjTLAuaWJAo7712tUfRUCjvvXa1R9FQA==", "dtype": "f8" }, "marker": { "color": "#ab63fa" }, "mode": "markers", "name": "buffalo, cow", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Aged Gouda" ], [ "Armenian String Cheese" ], [ "Barrel Aged Feta" ], [ "Benedictine" ], [ "Beyaz Peynir" ], [ "Bica de Queijo" ], [ "Brousse du Rove" ], [ "Canadian Cheddar" ], [ "Carboncino" ], [ "Castelmagno" ], [ "Castigliano" ], [ "La Tur" ], [ "Liburnski Sir" ], [ "Menage" ], [ "Penamellera" ], [ "Smoked Gouda" ] ], "hovertemplate": "%{hovertext}

milk=cow, goat, sheep
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Aged Gouda", "Armenian String Cheese", "Barrel Aged Feta", "Benedictine", "Beyaz Peynir", "Bica de Queijo", "Brousse du Rove", "Canadian Cheddar", "Carboncino", "Castelmagno", "Castigliano", "La Tur", "Liburnski Sir", "Menage", "Penamellera", "Smoked Gouda" ], "lat": { "bdata": "hZJu8CofSkDgpYqYyPcRQNH8ezpof0NAFKRjGMGVRkDtRElIpKVDQBkKM8i4yURAe4UF9wPYRUDR6Xk3FgBJQNc0SvK3UUVAfVwbKsaHRkAYldQJaMZEQIjEmE+xWUZAyfZr/NOuRkDONjemJzdGQMJ/BA8dqEVAhZJu8CofSkA=", "dtype": "f8" }, "legendgroup": "cow, goat, sheep", "lon": { "bdata": "EnHO44uJFkApENlKcu9SwNjTs8Xa/DVAiYfHJph4W8BRGO8ip51BQBn5YSk3iiDALe6a648TEUAWw9UBEIBVwPKU1XQ9WSlAlwM91LaxH0A4k4DiEY4UwBjLmZJREiBAe99TlKZQL0Ds/gzKD2xWwBTLLa2GxBfAEnHO44uJFkA=", "dtype": "f8" }, "marker": { "color": "#19d3f3" }, "mode": "markers", "name": "cow, goat, sheep", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Alverca" ], [ "Amarelo de Beira Baixa" ], [ "Anari" ], [ "Anthotyro" ], [ "Anthotyro Fresco" ], [ "Batzos" ], [ "Bianca" ], [ "Brocciu" ], [ "Calenzana (Calinzanincu)" ], [ "Canestrato" ], [ "Castelo Branco" ], [ "Le Fium Orbo" ], [ "Lebbene" ], [ "Manouri" ], [ "Mascares" ], [ "Miette" ], [ "Mobay" ], [ "Myzithra" ], [ "Pate de Fromage" ], [ "Phoebe" ], [ "Sonnet" ] ], "hovertemplate": "%{hovertext}

milk=goat, sheep
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Alverca", "Amarelo de Beira Baixa", "Anari", "Anthotyro", "Anthotyro Fresco", "Batzos", "Bianca", "Brocciu", "Calenzana (Calinzanincu)", "Canestrato", "Castelo Branco", "Le Fium Orbo", "Lebbene", "Manouri", "Mascares", "Miette", "Mobay", "Myzithra", "Pate de Fromage", "Phoebe", "Sonnet" ], "lat": { "bdata": "/Efw0MHUQ0D8R/DQwdRDQEuqW+JtdUFAWV093S9PREBZXT3dL09EQNH8ezpof0NANUZGYt1ZR0Cou1dSExhFQJX0MLQ6TUdABN/ZwwMfRECS7BFqBv1DQJX0MLQ6TUdAbvasEPvPPkDR/Hs6aH9DQAyFX3Yc5UVARNsxdVdhQ0DONjemJzdGQNH8ezpof0NAlfQwtDpNR0A1RkZi3VlHQDVGRmLdWUdA", "dtype": "f8" }, "legendgroup": "goat, sheep", "lon": { "bdata": "Jucf2ExFIMAm5x/YTEUgwAoMgFTocUBAnmEgAv/qNkCeYSAC/+o2QNjTs8Xa/DVAJ8KGp1cwXsCFwT0hByMiQDkPJzCdNv4/5sqg2uC8L0BbDS3vw8gdwDkPJzCdNv4/XljtUANuQUDY07PF2vw1QFnUYw2YGB5ATfOOU/QjV8Ds/gzKD2xWwNjTs8Xa/DVAOQ8nMJ02/j8nwoanVzBewCfChqdXMF7A", "dtype": "f8" }, "marker": { "color": "#FF6692" }, "mode": "markers", "name": "goat, sheep", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Amul Processed Cheese" ], [ "Mozzarella (Australian)" ] ], "hovertemplate": "%{hovertext}

milk=cow, water buffalo
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Amul Processed Cheese", "Mozzarella (Australian)" ], "lat": { "bdata": "EEu5sY9iNkD0JJ8Nr8Y4wA==", "dtype": "f8" }, "legendgroup": "cow, water buffalo", "lon": { "bdata": "/n4xW7LvUUBcj8L1KNhgQA==", "dtype": "f8" }, "marker": { "color": "#B6E880" }, "mode": "markers", "name": "cow, water buffalo", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Anejo Enchilado" ], [ "Aromes au Gene de Marc" ], [ "Autun" ], [ "Briquette du Forez" ], [ "Broncha" ], [ "Buttercup" ], [ "Chèvre des neiges" ], [ "Cremet" ], [ "Cremont" ], [ "LaClare Farms Chandoka" ], [ "LaClare Ziege Zacke Blue" ], [ "Le Double Joie" ], [ "Macconais" ], [ "Melange" ], [ "Melange Brie" ], [ "Metronome" ], [ "Minuet" ], [ "Mt. Mazama Cheddar" ], [ "Murazzano DOP" ], [ "Poivre d'Ane" ], [ "Seascape" ], [ "Sharpham Savour" ], [ "Snow Camp" ] ], "hovertemplate": "%{hovertext}

milk=cow, goat
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Anejo Enchilado", "Aromes au Gene de Marc", "Autun", "Briquette du Forez", "Broncha", "Buttercup", "Chèvre des neiges", "Cremet", "Cremont", "LaClare Farms Chandoka", "LaClare Ziege Zacke Blue", "Le Double Joie", "Macconais", "Melange", "Melange Brie", "Metronome", "Minuet", "Mt. Mazama Cheddar", "Murazzano DOP", "Poivre d'Ane", "Seascape", "Sharpham Savour", "Snow Camp" ], "lat": { "bdata": "YQlaN5SoN0BqeprdpKhGQKAX7lyYo0dAJcit7v2lRkDm7PiKyVlCQFnlnZ7SXENASf2rffA8SkDEmsqisFxJQFl6fmKuTEZAxXAaR1HkQ0DONjemJzdGQEn9q33wPEpAoBfuXJijR0Dm7PiKyVlCQObs+IrJWUJA5uz4islZQkDm7PiKyVlCQH+RhglZ/UVAcwjBT8E8RkCV9DC0Ok1HQObs+IrJWUJAxJrKorBcSUC+8VquI9ZBQA==", "dtype": "f8" }, "legendgroup": "cow, goat", "lon": { "bdata": "K1fTUH6AWcAqlJz8muIWQKM1I3PT4xBA1IfkGlWkEkDxtz1BYrBdwGFQptHkZlrAijZsANv0UcBcuWlnRkkNwCLe30UEIFLAAfinVIkcWcDs/gzKD2xWwIo2bADb9FHAozUjc9PjEEDxtz1BYrBdwPG3PUFisF3A8bc9QWKwXcDxtz1BYrBdwNDv+zcvL17AyHK3kOwKIEA5DycwnTb+P/G3PUFisF3AXLlpZ0ZJDcDaXyzCg8JTwA==", "dtype": "f8" }, "marker": { "color": "#FF97FF" }, "mode": "markers", "name": "cow, goat", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Aubisque Pyrenees" ], [ "Blenda" ], [ "Blu Della Casera" ], [ "Burgos" ], [ "Cacio di Bosco al Tartufo" ], [ "Caciotta Al Tartufo" ], [ "Casciotta di Urbino" ], [ "Chilli Caciotta" ], [ "Crema de Blue" ], [ "Cuajada" ], [ "Manur" ], [ "Matocq" ], [ "Mi-Ewe" ], [ "Mona" ], [ "Morangie Brie" ], [ "Muddlewell" ], [ "Podhalanski" ], [ "Sartori Limited Edition Pastorale Blend" ], [ "Shepsog" ] ], "hovertemplate": "%{hovertext}

milk=cow, sheep
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Aubisque Pyrenees", "Blenda", "Blu Della Casera", "Burgos", "Cacio di Bosco al Tartufo", "Caciotta Al Tartufo", "Casciotta di Urbino", "Chilli Caciotta", "Crema de Blue", "Cuajada", "Manur", "Matocq", "Mi-Ewe", "Mona", "Morangie Brie", "Muddlewell", "Podhalanski", "Sartori Limited Edition Pastorale Blend", "Shepsog" ], "lat": { "bdata": "lfQwtDpNR0DF1EytrX9PQH1cGyrGh0ZAGJXUCWjGRECR1nMttbpFQHFXryKje0VAgB5Zr9jYRUDXNEryt1FFQJOGv8uxCURAveDTnLypQ0DUpdoCHQNGQJX0MLQ6TUdA5uz4islZQkDONjemJzdGQPIz5I7t50xATLbLyGplSkBHkEqxoxtKQM42N6YnN0ZAWXp+Yq5MRkA=", "dtype": "f8" }, "legendgroup": "cow, sheep", "lon": { "bdata": "OQ8nMJ02/j9GWWTgJcksQJcDPdS2sR9AOJOA4hGOFMCWfh2TIEcmQMqkhjYA+yhADX+bnyNnKUDylNV0PVkpQOLRIcvdmVLAEu10MRdaE8AOFBxgmhM1QDkPJzCdNv4/8bc9QWKwXcDs/gzKD2xWwGhy1kxjOBDAtQnmnmRh2z/o3O16aSIzQOz+DMoPbFbAIt7fRQQgUsA=", "dtype": "f8" }, "marker": { "color": "#FECB52" }, "mode": "markers", "name": "cow, sheep", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Barilotto" ], [ "Bufalino" ], [ "Buff Blue" ], [ "Paesanella Buffalo Ricotta" ] ], "hovertemplate": "%{hovertext}

milk=buffalo
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Barilotto", "Bufalino", "Buff Blue", "Paesanella Buffalo Ricotta" ], "lat": { "bdata": "nUoGgCpuREDXNEryt1FFQFZWiWiqFUFA9CSfDa/GOMA=", "dtype": "f8" }, "legendgroup": "buffalo", "lon": { "bdata": "zbG8qx6wLUDylNV0PVkpQLuxDo1lMl3AXI/C9SjYYEA=", "dtype": "f8" }, "marker": { "color": "#636efa" }, "mode": "markers", "name": "buffalo", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Blu di Bufala" ], [ "Bufarolo" ], [ "Caciobufala" ], [ "Caciocavallo di Bufala" ], [ "Campi" ], [ "Caprese di Bufala" ], [ "Casatica" ], [ "Crescenza di Bufala" ], [ "Moringhello" ], [ "Mozzarella di Bufala DOP" ], [ "Provoleta" ], [ "Sbronzo" ], [ "Squaquerone di Bufala" ] ], "hovertemplate": "%{hovertext}

milk=water buffalo
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Blu di Bufala", "Bufarolo", "Caciobufala", "Caciocavallo di Bufala", "Campi", "Caprese di Bufala", "Casatica", "Crescenza di Bufala", "Moringhello", "Mozzarella di Bufala DOP", "Provoleta", "Sbronzo", "Squaquerone di Bufala" ], "lat": { "bdata": "z9FP3QHJRkDP0U/dAclGQJ1KBoAqbkRA1zRK8rdRRUDP0U/dAclGQFSctLrm0kZAz9FP3QHJRkDP0U/dAclGQM/RT90ByUZAnUoGgCpuREDhitUwjX9BwJ1KBoAqbkRAz9FP3QHJRkA=", "dtype": "f8" }, "legendgroup": "water buffalo", "lon": { "bdata": "ZhsTveeLI0BmGxO954sjQM2xvKsesC1A8pTVdD1ZKUBmGxO954sjQIBOnDepuydAZhsTveeLI0BmGxO954sjQGYbE73niyNAzbG8qx6wLUA84YDx5z1QwM2xvKsesC1AZhsTveeLI0A=", "dtype": "f8" }, "marker": { "color": "#EF553B" }, "mode": "markers", "name": "water buffalo", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Blue" ], [ "Bree" ], [ "Brick Lane Bree" ], [ "Brixton Blue" ], [ "Shamembert" ], [ "Shoreditch Smoked" ] ], "hovertemplate": "%{hovertext}

milk=plant-based
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Blue", "Bree", "Brick Lane Bree", "Brixton Blue", "Shamembert", "Shoreditch Smoked" ], "lat": { "bdata": "ZtmTwOZZS0Bm2ZPA5llLQGbZk8DmWUtAZtmTwOZZS0Bm2ZPA5llLQGbZk8DmWUtA", "dtype": "f8" }, "legendgroup": "plant-based", "lon": { "bdata": "Fg1jHG02CsAWDWMcbTYKwBYNYxxtNgrAFg1jHG02CsAWDWMcbTYKwBYNYxxtNgrA", "dtype": "f8" }, "marker": { "color": "#00cc96" }, "mode": "markers", "name": "plant-based", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Bocconcini" ], [ "Bufala Soldier" ] ], "hovertemplate": "%{hovertext}

milk=cow, goat, water buffalo
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Bocconcini", "Bufala Soldier" ], "lat": { "bdata": "1zRK8rdRRUBZ5Z2e0lxDQA==", "dtype": "f8" }, "legendgroup": "cow, goat, water buffalo", "lon": { "bdata": "8pTVdD1ZKUBhUKbR5GZawA==", "dtype": "f8" }, "marker": { "color": "#ab63fa" }, "mode": "markers", "name": "cow, goat, water buffalo", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Byaslag" ] ], "hovertemplate": "%{hovertext}

milk=yak
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Byaslag" ], "lat": { "bdata": "LvcT35ppR0A=", "dtype": "f8" }, "legendgroup": "yak", "lon": { "bdata": "qJ2r92X2WUA=", "dtype": "f8" }, "marker": { "color": "#FFA15A" }, "mode": "markers", "name": "yak", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Caciotta" ], [ "Mozzarella" ] ], "hovertemplate": "%{hovertext}

milk=cow, goat, sheep, water buffalo
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Caciotta", "Mozzarella" ], "lat": { "bdata": "1zRK8rdRRUDXNEryt1FFQA==", "dtype": "f8" }, "legendgroup": "cow, goat, sheep, water buffalo", "lon": { "bdata": "8pTVdD1ZKUDylNV0PVkpQA==", "dtype": "f8" }, "marker": { "color": "#19d3f3" }, "mode": "markers", "name": "cow, goat, sheep, water buffalo", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Caravane" ] ], "hovertemplate": "%{hovertext}

milk=camel
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Caravane" ], "lat": { "bdata": "Se/ApQhBNEA=", "dtype": "f8" }, "legendgroup": "camel", "lon": { "bdata": "jOa3ntd6IsA=", "dtype": "f8" }, "marker": { "color": "#FF6692" }, "mode": "markers", "name": "camel", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Cilentano ai fichi" ] ], "hovertemplate": "%{hovertext}

milk=buffalo, cow, sheep
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Cilentano ai fichi" ], "lat": { "bdata": "8gRnlT6HQ0A=", "dtype": "f8" }, "legendgroup": "buffalo, cow, sheep", "lon": { "bdata": "Q9g6gmWGMEA=", "dtype": "f8" }, "marker": { "color": "#B6E880" }, "mode": "markers", "name": "buffalo, cow, sheep", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Moose" ] ], "hovertemplate": "%{hovertext}

milk=moose
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Moose" ], "lat": { "bdata": "rI+Hvrv7T0A=", "dtype": "f8" }, "legendgroup": "moose", "lon": { "bdata": "AAAAAAAAM0A=", "dtype": "f8" }, "marker": { "color": "#FF97FF" }, "mode": "markers", "name": "moose", "showlegend": true, "subplot": "map", "type": "scattermap" }, { "customdata": [ [ "Pule" ] ], "hovertemplate": "%{hovertext}

milk=donkey
latitude=%{lat}
longitude=%{lon}
cheese=%{customdata[0]}", "hovertext": [ "Pule" ], "lat": { "bdata": "NJGI3wN5RkA=", "dtype": "f8" }, "legendgroup": "donkey", "lon": { "bdata": "zDuYXqx/M0A=", "dtype": "f8" }, "marker": { "color": "#FECB52" }, "mode": "markers", "name": "donkey", "showlegend": true, "subplot": "map", "type": "scattermap" } ], "layout": { "height": 800, "legend": { "title": { "text": "milk" }, "tracegroupgap": 0 }, "map": { "center": { "lat": 41.45684542346779, "lon": -20.657924389403536 }, "domain": { "x": [ 0, 1 ], "y": [ 0, 1 ] }, "zoom": 1.5 }, "mapbox": { "center": { "lat": 41.45684542346779, "lon": -20.657924389403536 }, "style": "open-street-map", "zoom": 1.5 }, "margin": { "b": 0, "l": 0, "r": 0, "t": 0 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = px.scatter_map(data, \n", " lat=\"latitude\", \n", " lon=\"longitude\", \n", " hover_name=\"cheese\", \n", " hover_data=[\"cheese\"],\n", " color=\"milk\",\n", " zoom=1.5,\n", " height=800,\n", " width=1400)\n", "\n", "fig.update_layout(mapbox_style=\"open-street-map\")\n", "fig.update_layout(margin={\"r\":0,\"t\":0,\"l\":0,\"b\":0})\n", "fig.show();" ] }, { "cell_type": "code", "execution_count": 77, "id": "66ce4e4a-7006-411f-abd0-ee94d7cf99b3", "metadata": {}, "outputs": [], "source": [ "def filter_df(df, cols=None):\n", " if cols is None:\n", " cols = [\"milk\", \n", " \"color\",\n", " \"type\", \"texture\", \"flavor\", \"aroma\", \"family\", \"rind\"]\n", "\n", " df = df.copy()\n", " attributes = set() # Get all the possible attributes (some are mixed in different columns)\n", " for col in cols:\n", " values = set()\n", " for val in set(df[col]):\n", " if type(val) == float: # skip NaN values\n", " continue\n", " values = values.union([x.strip() for x in set(val.split(\",\"))])\n", " attributes = attributes.union(values)\n", " row_attrs = [set() for _ in range(len(df))] # get the attributes specific to each row\n", " for col in cols:\n", " for i, row in enumerate(df[col]):\n", " if type(row) != float:\n", " row_attrs[i] = row_attrs[i].union([x.strip() for x in row.split(\",\")])\n", " for attr in attributes: # Add attributes rows\n", " df[attr] = list(attr in row_attrs[i] for i in range(len(df[col])))\n", " df=df.copy()\n", " for col in cols:\n", " del df[col]\n", "\n", " return df.copy()" ] }, { "cell_type": "code", "execution_count": 78, "id": "fda6aaad-7b1e-4daa-8d28-cd049df9cec2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cheesecountryregionvegetarianveganlocationlatitudelongitudeblue-greyMozzarella...brittlespicyhardpungentsmoothtangygarlickypleasantcloth wrappedCamembert
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1Abbaye de BellocFrancePays BasqueTrueFalsePays Basque, France47.6867907.392763FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
2Abbaye de BelvalFranceFalseFalse, France46.6033541.888334FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
3Abbaye de CiteauxFranceBurgundyFalseFalseBurgundy, France47.2780874.222486FalseFalse...FalseFalseFalseFalseTrueFalseFalseFalseFalseFalse
4Abbaye de TamiéFranceSavoieFalseFalseSavoie, France45.4948956.384660FalseFalse...FalseFalseFalseTrueTrueFalseFalseFalseFalseFalse
..................................................................
1182SveciaostSwedenLow-laying regionsFalseFalseLow-laying regions, Sweden59.67497114.520858FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1183SwagAustraliaSouth AustraliaTrueFalseSouth Australia, Australia-30.534367135.630121FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1184SwaledaleEnglandSwaledale, North YorkshireTrueFalseSwaledale, North Yorkshire, England54.382993-1.984136FalseFalse...FalseFalseTrueFalseTrueFalseFalseFalseFalseFalse
1185Sweet Style SwissSwitzerlandFalseFalse, Switzerland46.7985628.231974FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1186Swiss cheeseUnited StatesTrueFalse, United States39.783730-100.445882FalseFalse...FalseFalseTrueFalseFalseFalseFalseFalseFalseFalse
\n", "

1140 rows × 172 columns

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" ], "text/plain": [ " cheese country region vegetarian \\\n", "0 Aarewasser Switzerland False \n", "1 Abbaye de Belloc France Pays Basque True \n", "2 Abbaye de Belval France False \n", "3 Abbaye de Citeaux France Burgundy False \n", "4 Abbaye de Tamié France Savoie False \n", "... ... ... ... ... \n", "1182 Sveciaost Sweden Low-laying regions False \n", "1183 Swag Australia South Australia True \n", "1184 Swaledale England Swaledale, North Yorkshire True \n", "1185 Sweet Style Swiss Switzerland False \n", "1186 Swiss cheese United States True \n", "\n", " vegan location latitude longitude \\\n", "0 False , Switzerland 46.798562 8.231974 \n", "1 False Pays Basque, France 47.686790 7.392763 \n", "2 False , France 46.603354 1.888334 \n", "3 False Burgundy, France 47.278087 4.222486 \n", "4 False Savoie, France 45.494895 6.384660 \n", "... ... ... ... ... \n", "1182 False Low-laying regions, Sweden 59.674971 14.520858 \n", "1183 False South Australia, Australia -30.534367 135.630121 \n", "1184 False Swaledale, North Yorkshire, England 54.382993 -1.984136 \n", "1185 False , Switzerland 46.798562 8.231974 \n", "1186 False , United States 39.783730 -100.445882 \n", "\n", " blue-grey Mozzarella ... brittle spicy hard pungent smooth \\\n", "0 False False ... False False False False False \n", "1 False False ... False False False False False \n", "2 False False ... False False False False False \n", "3 False False ... False False False False True \n", "4 False False ... False False False True True \n", "... ... ... ... ... ... ... ... ... \n", "1182 False False ... False False False False False \n", "1183 False False ... False False False False False \n", "1184 False False ... False False True False True \n", "1185 False False ... False False False False False \n", "1186 False False ... False False True False False \n", "\n", " tangy garlicky pleasant cloth wrapped Camembert \n", "0 False False False False False \n", "1 False False False False False \n", "2 False False False False False \n", "3 False False False False False \n", "4 False False False False False \n", "... ... ... ... ... ... \n", "1182 False False False False False \n", "1183 False False False False False \n", "1184 False False False False False \n", "1185 False False False False False \n", "1186 False False False False False \n", "\n", "[1140 rows x 172 columns]" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_features=filter_df(data)\n", "data_features" ] }, { "cell_type": "markdown", "id": "a1b022a3-a2f9-4e39-9e79-48ae9f6adca5", "metadata": {}, "source": [ "## Classification" ] }, { "cell_type": "markdown", "id": "100a7c2e-2d24-4814-bd68-4b9f6433ce4d", "metadata": {}, "source": [ "Transformer: la couleur en RGB; la localisation en GPS\n", "1ère question: est-ce que la couleur suffit à savoir d'où ça vient ? \n", "2ème question: est-ce que si on ajoute le type ça marche ? \n", "3ème question: et les caractéristiques gustatives ?" ] }, { "cell_type": "code", "execution_count": 79, "id": "24e7ff6e-c308-4cc8-aeac-eeb372f4c479", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cheesecountryregionvegetarianveganlocationlatitudelongitudeblue-greyMozzarella...brittlespicyhardpungentsmoothtangygarlickypleasantcloth wrappedCamembert
0AarewasserSwitzerlandFalseFalse, Switzerland46.7985628.231974FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1Abbaye de BellocFrancePays BasqueTrueFalsePays Basque, France47.6867907.392763FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
2Abbaye de BelvalFranceFalseFalse, France46.6033541.888334FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
3Abbaye de CiteauxFranceBurgundyFalseFalseBurgundy, France47.2780874.222486FalseFalse...FalseFalseFalseFalseTrueFalseFalseFalseFalseFalse
4Abbaye de TamiéFranceSavoieFalseFalseSavoie, France45.4948956.384660FalseFalse...FalseFalseFalseTrueTrueFalseFalseFalseFalseFalse
..................................................................
1182SveciaostSwedenLow-laying regionsFalseFalseLow-laying regions, Sweden59.67497114.520858FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1183SwagAustraliaSouth AustraliaTrueFalseSouth Australia, Australia-30.534367135.630121FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1184SwaledaleEnglandSwaledale, North YorkshireTrueFalseSwaledale, North Yorkshire, England54.382993-1.984136FalseFalse...FalseFalseTrueFalseTrueFalseFalseFalseFalseFalse
1185Sweet Style SwissSwitzerlandFalseFalse, Switzerland46.7985628.231974FalseFalse...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1186Swiss cheeseUnited StatesTrueFalse, United States39.783730-100.445882FalseFalse...FalseFalseTrueFalseFalseFalseFalseFalseFalseFalse
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1140 rows × 172 columns

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" ], "text/plain": [ " cheese country region vegetarian \\\n", "0 Aarewasser Switzerland False \n", "1 Abbaye de Belloc France Pays Basque True \n", "2 Abbaye de Belval France False \n", "3 Abbaye de Citeaux France Burgundy False \n", "4 Abbaye de Tamié France Savoie False \n", "... ... ... ... ... \n", "1182 Sveciaost Sweden Low-laying regions False \n", "1183 Swag Australia South Australia True \n", "1184 Swaledale England Swaledale, North Yorkshire True \n", "1185 Sweet Style Swiss Switzerland False \n", "1186 Swiss cheese United States True \n", "\n", " vegan location latitude longitude \\\n", "0 False , Switzerland 46.798562 8.231974 \n", "1 False Pays Basque, France 47.686790 7.392763 \n", "2 False , France 46.603354 1.888334 \n", "3 False Burgundy, France 47.278087 4.222486 \n", "4 False Savoie, France 45.494895 6.384660 \n", "... ... ... ... ... \n", "1182 False Low-laying regions, Sweden 59.674971 14.520858 \n", "1183 False South Australia, Australia -30.534367 135.630121 \n", "1184 False Swaledale, North Yorkshire, England 54.382993 -1.984136 \n", "1185 False , Switzerland 46.798562 8.231974 \n", "1186 False , United States 39.783730 -100.445882 \n", "\n", " blue-grey Mozzarella ... brittle spicy hard pungent smooth \\\n", "0 False False ... 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KTYbITMiEIN9vLdY7Z+4+++7JpGu9kzv37nmblqJc1YoKx29fuIZfew2HRJyM5CQx1i9cgemrFhZLLXk5vvMgfO48VGtOM0szjJwxvkg5/P0U9+L2ro4qrbNzzo57P8eH6DKoFw5v3YunXt6QyWQY2aE/ugzqjY4/dIeDqxN09XQRGhiCqyfPY+vS9UiIjQcAtO3TBQPGDf+gc2akpyMmIhqPbt/H7tWb8ejWfQBvf48nL50NEzPTIr8vIiIiIiL6ukz9a4XQYFlDQwNzfx6FXwb0U9gjxycmYey8hdh3+hz+WL+pWOq46/ME17weoFIZD/yzYDaqliurcPzCrTvoPW4SxBIJkpIl+GP9P/h7xtRiqSUvO4+dxF2fx2rNaWFmhhmjPmx/+I6ff4DC3MXBXqV1zvZ2+eYoLlsOHRHGZsbG6NKyWYHxVhbmwjgwTLXr14FhYQpz3zf+Spss33v8FF1Hj8vzmKmxEX7s3hUTfxwEMxNjlWogIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIC2GSZiIiIiIiIiIiIqMj8I6Kw6ewlYT6rX0+M69IuV5y5kSE2jRuBJEkqzj30KZZa0jIy4GJjhVPzpsLcyDDX8W+rVsL077tj0j/bAQD7r9/GX8MGKDSDLk6XfJ5i56Xras3pbG1V5CbLceJkhbmNig2WSpmb5ZujOKSmpePA9dvCvHvjetDT0VFb/tu+L7H7yk1hPrRNc2jleBg8ERERERF9nULeBGL/xh3CfOzc3zBowohccSbmZvhj60okJ4px4+zlYqklPS0N9i5O2HR+L0xy7Mneqde8MUbNmoBF42cBAE7vPYqpK+YpNLoqTncuXsfRbfvVmtPexbHITZYT/2tW/I5VKRuV1lmWss7OERdfQKRqtHV0sOH0Lkwb9AsuHTuL9LQ07Fm7BXvWbskzvkylcvh+1CB0HdxH5XPEREShuUutAmPMrS0xZ/2f+KZt80LVT0RERERE9CY4BBv3HRTmc38ehfGDB+SKMzc1wZb/zUeiWIKzN27mOq4OaenpcHGwx7nN62FuapLrePP6dTFrzAiM/+NPAMDeU2ewfNpvH22PfPH2XWw/elytOZ3t7YrcZDkuIVFhXsrKUqV1OePiEhMLiFSPVKkU+06fFeY927aCnq5ugWtqViiPHUdPAAAePvNFREwMbK2s8o1Pz8jAxVt3FF6LTSjae0sUJ2PJ5q3Yf/Y89ixdhGrlyxUpHxERERERERERERERERERERERERERERERERERERERERERfT0+TtcMIiIiIiIiIiIioi/YlvNXIJfLAQClbW0wtmObfGM1NDSweOgPEIlExVbP7B965tlg+Z2+zRpDU+Ptn4eTUlLxIjSs2Gr5XEikUoW5ga5qjYv1dbSFcXKqtIBI9Th86x6SUlKFef8WTdSWO06cjGHL1gm/y45WFvglj2bhRERERET09Tm4ebewV3Aq7YL+44blG6uhoYHJS+cU67735/m/5dlg+Z1O/XsIDaOSk8Tw93tVbLV8LlIkEoW5noGeSuv09LPjJGJJAZGqMzQ2wrL9G7Hl8kGUrVox3zhzKwu06NIGTdq3VMt53+k0oCdOPL/GBstERERERPRBNh88kn1t2MkRvwzol2+shoYGlk6dWKx75Hm/jM6zwfI7P3RqL+yRk5Il8PMPKLZaPhfJKSkKcwM91fbI+jkaHIslKQVEqsfBcxeQlJy9Fx/YpZPSNW2bfiN83hmZmZi5YnWB8cu37EB4dIzCa8mS/Pf/Tna2+GVAPxxZvRwvzx1H/L3rSLx/E76nj+LfP+ahQY1qQmxgaBg6/jQWb4JDlNZNREREREREREREREREREREREREREREREREREREREREREQEAFolXQARERERERERERHR5+7K42fCuEfj+tDU1Cgw3t2uFOqW9cBt35dqr0VXWxvt69YsMMbEQB+l7UrhZWg4ACAwKgblnR3VXkte1o0dhnVj82/GVVJS0zMU5jpaqv35XFc7u8lyanq6WmvKy/YLV4VxJVcnVHd3U0vejMxM9F/8N/wjowAAmhoa+GfcCBjr66slPxERERERfd7uXr4pjNv07iw068mPs4crqtaviUc3vdRei46uLpp1bFVgjJGJMZzcXRHw4jUAICwgBB4Vyqq9lrzM3fgX5m7866OcqzCkqVKFubaOjkrrdPSyG0ilvZfjQ2VlZWHXqs3YvGQNYiKioaWtjcp1qsHJ3RWampoICwiG9+37iI+Jw5q5S7F12QbMXPs/tOreQaX8+oYG6PXTAGGempKCqJBwPPHyRnKSGEe27MW1Uxcx4vdx6Dn8B7W8JyIiIiIi+npcuXtPGPdq21rpHtnd2Qn1qlXBrYfeaq9FV0cHHZs1LTDGxMgI7k6OeBEQCAAIDAtHBQ93tdeSl43zZ2Hj/Fkf5VyFkZqWpjDXyXHNtyC6utl76fdzFIeth48J48qeZVCjYnmla1wd7NG3Q1th7ZZDR2FkYIA5Y0fB0CD72m9GRiZWbNuBmStzN2FOkea9/+/YrCn6dWwHDY3c34dwdbCHq4M9erdrjRVbd2DS4qUAgKi4OPwyfxGOrl2htHYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI2WSYiIiIiIiIiIiIqArlcjsf+QcK8lqdqD6SuXUxNlss42Co0/s2PhbGRME5KSVF7HZ8bfR3Fn1l6Zib0VGg4lZaR3ZxZX8UGVR8qIDIa1576CvMfmn2jlrwymQw/rdyg0Cx80ZB+aPCRGpAREREREdGnTS6Xw887e79QuXY1ldZVqVOjWJosu3qWho6urtI4M0szYZycJFZ7HZ8bPX09hXlGejp09fTyic6WLs1uGqWrrzxemTSpFON6DMONs5cBAN+0bY7fVy5AKUc7hbiE2HgsmTwPR7fug0ScjMk/jIGunh6atm+p9ByGxkaYunxurtelqVIc3LQLK2csQlxUDOaPnYZXz17kGUtERERERJQXuVwOb98XwrxOlUoqratbpXKxNFn2dHWBrgrXKC3MTIVxojhZ7XV8bvTf+7tCekYG9FT4W0NaWnq+OdTNPyQUV+/dF+YDunRUee2SyRPg9eQpnr16AwBYtWM3dhw9gca1asDG0gIJSWLcePAQETGxAIBu37XAgbPnhfXGhoZ55jUzMVbp/GP790V4dAyW/rsNAHD2xk14+/qhajlefyYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiooJplHQBRERERERERERERJ+zpJRUhUa7jlYWKq1ztFQtrrBMDQxUitPW1BTG6ZlZxVLL58TwvcZSKTkekF2Q1PTsz95IDc2mCrL9wlXI5XIAgI6WFno1aVDknHK5HD+v/Rd7r94SXpvVrweGtW1R5NxERERERPRlSE4SIz0tu9GurZO9Suts32uaqy7GZiYqxWlpawvjjBx7t6+VwXsNkqQpUpXWSVOz4wyN826yVBhLpywQGizXalIfy/ZvzNVgGQDMLM0xd8MStOnVCQAgk8kwd9RkpElVqzsvevp6+H7UIKw6ugWa//1dZM/aLTh38MQH5yQiIiIioq9LUrIEaenZ1xEdS5VSaZ2jrWpxhWVqrFrTW20tLWGcnsE9stF719RTVNxrpub4+4ixoWrX5T/U1sPHsq8Na2ujT/s2Kq81NjTEhX83om2TxsJrCWIxjl26gn/2H8KBs+eFBssDu3bCkikTFNar2ky5IFOGD1FoAH7q6vUi5yQiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIioi8fmywTERERERERERERFUFyquIDlw10dVVaZ6CnWlxhiUSiYsn7pbMwNlKYRyUkqrQuMj4h3xzqJJPJsPNy9oOn29WpAUs1PNx64sZt+PfcZWE+pVdnjO/Woch5iYiIiIjoy5EilijM9Q30VVqnX0zNhrjv/TCmluYK85jIKJXWxUZGZ+ewMC8gUrmosAjsW79dmI+ZPVFodpyfX+ZPET7zmIhoXDlxvkg1AECNhnXQrm9XYb55ydoi5yQiIiIioq+DWKK4RzZQcY9soK9aXGFxi/xhLMxMFeaR/zUcViZnnIWpaQGRRSOTybD96HFh3uHbJrA0MytUDnNTExz8eynO/7sBg7p1Rlk3V5gYGUJXRwcuDvbo074Nzm1ej7WzpyNJnKyw1tHWtsjvwcTICHWqVBLmz1/7FzknERERERERERERERERERERERERERERERERERERERERERF9+bRKugAiIiIiIiIiIiKiz5mhvmKz5JS0NJXWpUhVi/vS7L58A/devFZrTgtjI0zr01V5YAE8He0U5oFRMSjn5KB0XXB09oO0PR3sCogsmss+zxTO9UPzb4qcc/KmHVh3Mrs51a9d22Nq76L9HImIiIiI6Mujb6TYLDk1JVWldamSlOIo55N3fOdB+Nx5qNacZpZmGDljfJFyuJV1V5iHBYTAvbyn0nXhQSH55iisOxevIzMzEwCgZ6CPKnVrKF1j62QPZw83BL58AwB46uWN77q1L1IdANCgZRMc3boPAPD8wWNIU6XQ09crcl4iIiIiIvqyGRko7pFTVNwjp6SqFvel2XnsJO76PFZrTgszM8wYNbxIOcq6uSrMA0PDUN69tNJ1QWHh+eZQp4u37yI4PEKYD+jS8YNzNapZHY1qVi8w5umr7Ov3GhoaqFmx/AefLyc7a2thHJuQoJacRERERERERERERERERERERERERERERERERERERERERET0ZWOTZSIiIiIiIiIiIqIiMDUwgI6WFtL/axIUEhOHSq7OSteFxMYVd2mfpEs+T7Hz0nW15nS2tipyk2VjfX04W1shKDoGAPDotT9a1ayqdN3D1/7CuLyz8qbMH2rbhavC2NHKAs2rVSpSvt+37MaqY2eE+ZhObTD7h55FyklERERERF8mY1MTaOvoICM9HQAQERwGz8rKm+1EhIQrjfkS3bl4HUe37VdrTnsXxyI3WTY0NoK9iyPCAt82TX728DEat2mmdN3T+z7C2L2C8qbMBYkMzW4QZWxmAg0NDZXWmVuZI/Dl27E4IalINbxjam4mjGUyGZLiE6Cnb6uW3ERERERE9OUyNTaCjrY20jMyAAAhkZGoXLaM0nUhEZHFXdon6eLtu9h+9Lhaczrb2xW5ybKxoSGc7e2EpskPnvmi9TeNlK67//S5MC7vobwp84facvioMHa0LYUWDeoV27kA4NZDb2Fc2dMDxoaGaskrSU0Rxob6+mrJSUREREREREREREREREREREREREREREREREREREREREREXzbVnlRJRESkJmUaNoWOSxnouJTBlVt3Puq55yxdIZx7yPhJH/XcRERERERE9OUSiUSonKOpsteL1yqtu+f3qrhKog/UpEoFYXzl8fMCIt8KjIpGQGS0MG9apWKx1BWfLMHxu/eF+fffNlK5EVVeZm7bi+WHTwrzEe2+w4KBfYpUIxERB/aqYwABAABJREFUERERfblEIhE8q2Q3VX5875FK63zuPiimiuhD1fm2oTC+e/mm0vjQgGCEBgQL87rNlDecKoievp4wFickQSaTqbQuPiZeGBubmRSphndi3mtwZmphppa8RERERET0ZROJRKiSo6nyXZ8nKq274/O4uEqiD/Rt3drC+PLde0rjA0LDEBAaKsyb1atbLHXFJybh2MUrwrxfx/ZFujasTFZWFvafOSfMf+jUQW25Hz1/IYztbazVlpeIiIiIiL4Ol0/Uxul9dji9zw6xUcqvbarTy6d/Cuf2ufvzRz03ERERERER0cfwYFJd3BrigFtDHJDo+3H33cFHlgjnfvXPLx/13ERERERERERERERERERERERERPR50CrpAoiIiOjjeB0YiK37DuL0pSsICQ9HUnIybK2tUc7dHd3atUavTh2gr6enPNEHioiKxvaDh3D55m089XuBuIREZGZlwdTYCO4uLqhboxp6d+qAWlWrFCrvm6AgbD9wGNfv3IPvq9eIT0oEAJiZmMCztBvq16qJvl06oXwZj0LlvXHPC7sOH8X1u14Ii4hEijQVpaysUMbNDZ1atUSfzh1hZqqeB3gTEREREdHnr0mVCrj/6g0AYN+1W5jSqws0NfN/0PHr8Ejc+UqbLK8bOwzrxg4r6TLy1Kl+bWy7cBUAcP2pL16HR8LdrlS+8VvOZT/c2tbcDPXLexZLXfuu3oI0PQPA2we392v2zQfnmrNjP/46eFyYD23dHIt+7FfkGomIiIiI6MtW99uGeOrlDQA4tfswfvr9F2hqauYbH/QqAN637n+s8j4pczf+hbkb/yrpMvLUonMbHP53DwDg/tXbCHoVAGcP13zjD23eLYyt7WxQvUHtfGNVYefiKIylKanwufMA1erXKnBNRHAYgl75C3NnD7ci1fDOpWPZDaQc3ZyhW4zXyomIiIiI6MvStG4deD15BgDYc/I0fh8xtMA98uugYNx+5POxyvukbJw/CxvnzyrpMvLUpUUzbDl0FABwzesBXgcFw93ZKd/4zQcOC2M7ays0qF61WOrac/I0pGlpAN5eG+7fWX1Nj/OyZtdehEVFAwAM9fXRr2N7teQ9c+0GQiMjhXmTOgXv/4mIiIiIiOjTkZIcgNCAPYgOvwBpahgyM5Kho2cNI5MysHXsADvnztDU1C+Wc6dKgpEY742keJ///vcxMtLjheO1mxyApU0DlfNJUyOREHsPSfE+SE56gZTkQKSlRiAzUwKRSANa2sYwNC4NU4uasHfuAhPzyirlTZEE/5f3MZKT/JAqCUaaNApZmSkQaWhBW9sUhiZlYG5ZG/Yu3WBo7F7onwURERERERF9maRRAYi6sRcJjy8iLS4MWanJ0DG1hr5dGVjWag/Lup2gqVM8++53kl7eRfSt/RC/uIv0hAjIZVnQMSsFI7fqsKrbGeZVmhfr+YmIiIiIiIiIiIiIiIiIiIiIiJRhk2UiIqKvwJ9r12P2X8uRlpau8HpgSCgCQ0Jx5spVLF67Af8uXYza1dT/0K8/167H3KUrkSqV5joWExePmLh43Hn4CCv++RedWrXE2v/Nh6W5eYE5MzMzMe2PP7Fi07/IysrKdTwyOgaR0TG4duceFq9eh8G9e+KvWb8rbSQdExeHIb9OwqlLV3IdCw4LR3BYOC7euImFK1dj9R9z0b4FvxRORERERERA/xZNsPTQCcjlcryJiMLKo6fwS5d2ecbKZDJM3LANcrn8I1dJyrSoVhmeDnZ4ERoOuVyOyZt2YN+0X/OM9Y+IwprjZ4X58HYtIRKJiqWu7RevCuPGFcvBzdbmg/Is3HMIi/cfFeaDv/sWS4b1L3J9RERERET05esysDc2/7kGcrkcwW8CsW3ZBgwc/1OesTKZDH+Mm8F97yeowXdN4FbWA/5+ryCXy7F44mysPLQ5z9iQN4HY8fcmYd5n5MAi73trN6kPLW1tZGZkAABWzlyM9ad2FtiMbOnUBcLvkoaGBhq0bJIrJiE2HqYWZirXd+HIaVw8clqYf9ddPQ2kiIiIiIjo6zCoaycs2bTl7bXh4BAs37oDvw7K+5qbTCbDuAWLuUf+BLVsWB9l3Vzh5x8AuVyOiYv+wsG/l+YZ+yY4BKt27BbmI77vVWzXhrcePiaMv6ldE6WdHIvlPABw65E3Zq5YLczn/jwKZibGecYmp6TAyMBApbxhUdEYPXehMC9laYmWDeoXrVgiIiIiIiL6KN74rsKrp4shk6UpvC5NCYE0JQQxEZfwxncVqtRdCTOL6mo7rzQ1EjfONkNGepzacgLA/Wt9IU58mucxuRxIT0tDeloM4mPuIuDFGtjYt0bFmv+Drl7B39W+ea4FMjOS8s6blYm0LCnSpJGIi7qO18+XwdGtD8pVnQ0tbaMivyciIiIiIiL6fIWeWo3gw39Cnqm4706LDUFabAgSnlxC6KlV8PhxBYxLq2/f/U5WajLe7JiKmFsHch2TRvpDGumPmNsHYVbpW7gP/gs6ph92LzMREREREREREREREREREREREVFRaZR0AURERFS8pi/6C1MXLhYaLJuZmKBTq5YY2LM7GtWpJTzk6+Ubf7TuOwCPnj5T6/knzV2IqQsXCw2WNTQ0UKtqFXRv3xb9unVB47q1YaCvL8QfOXMOzXv2RbJEUmDevqN/wdIN/wgNlnV0tNGgVk306dwRfTp3RP2aNaClpQUAkMvl+GfXHnQaODTPhszvREbHoGHHbgoNlp3s7dCjQzsM6dMLrZs2geF/DwiLiI5G96EjcejUmQ/7wRARERER0RfF3a4UBrZsKsxnbt+LpYdOICtLphAXnyzB4KVrcO6hD3S1tT9ylaSMpqYG5g3oLcxPez3C6FX/ICVN8Ybl50Eh6DJnMZL/2+s6WllgVPtW+eYNjIqGcZf+wr/tF6+pXNOTgCA8fB0gzH9o/o3Ka3P688AxLNh9SJgPaNEEy34qeoMsIiIiIiL6Ojh7uKLr4D7CfPnvf2Dzn2tyXXtLik/A5P5jcOPsZejo6n7sMkkJTU1NjFs4VZhfPXkBs0dMQmpKqkLcq2d+GNGhP1KS316ztXWyR98xP+abNzQgGFV1nYV/R7buyzPOxMwU3XL8HnlduYVxPYYiMiQ8V2x8TBymDx2P03uPCq+17dMZds4OuWKP7ziAXnXb4uDm3UiIjc+3ztioGKycsQiT+o4SXrOwscKgfBqGExERERER5cXd2QmDu3UW5r8v+xtLNm3JtUeOT0zCgN+m4eyNm9DV0fnIVZIympqaWDj+Z2F+8so1jJg1DympUoW4Z69eo+OIsUhOSQEAONqWwph+fZCfgNAw6FWuJfzL2TRZmcd+L/Hg2XNhPqBzR5XX5uQfEooxcxfC60neTaRSpVIs37Id7YeNhiT17d8EWjSohxHf98o35+YDh9Gk7yDsOHYCCUniPGNkMhkOnDmPhr1/QHB4hPD63F9Gw9BAP881RERERERE9Ol48XghXjyeJzRY1tI2RSmHNnBw7QNzq7oA3n7nOCX5Ne5d6YmkhCdqO7dMlq72Bsvv09G1hrl1fdg7d4NT6f5wcO0NC+uG0NDUE2Kiwk7j9sWOkKZGqpxXT98eljaNYe/SA06l+8PepQfMLGtDJHp3r4AcIf47cfdKd2Rmpqj5XREREREREdHnIujgHwjaP19osKxpYAqLGm1g3ag3jMvUBf6711ca+QbPl/SGJEh9+24AkGWmw/fvQQoNlnWtnGFZpxOs6neDvn1Z4fWEJ5fwbEkfZKYkqbUGIiIiIiIiIiIiIiIiIiIiIiIiVWmVdAFERPR1eXnjcomde8a4sZgxbmyJnb8knLhwEf9btUaYD+zZHUtnTxcaBQPAE78X6DF0BF4HBkGcLEG3H3/Ck0tnoa+nl1fKQrl57z6WbdwkzL+pVwfL585CRc8yCnGR0TGYsfgvbN7z9mHbz168xJy/VmDR9Cl55t11+KhCc+POrb/D4ulT4eKo+EBt/6BgjJ8zH8fPXQAAXL51G2u37sCoQf3zzNt39M/wDw4BAOjq6mD57JkY2Ks7NDQ0hJjY+Hj8PGM29h49AZlMhv4//4qH5U/Cw9VF1R8LERERERF9oeYN6I27fq/wNDAYMpkcM7buwd9HT6NhhbIwNTRAWFw8rj1+jtT0dFgYG2FUh1aYu/PtzagabHT7yWhTuzrGd+uAJQfePux6y/krOHrbC40rlYeZkSHehEfixjM/yOVyAICRnh52T/kF+rrF82D0bReuCmNTAwN0ql+70DnO3vfG7O3ZDa4M9XSho6WFCRu2qbT+u5pV0apm1UKfl4iIiIiIviy//jENPnce4OUTX8hkMiybthDbVmxEzUZ1YGxqgqiwSNy7chPSVCnMLM3Rd8wQrJr1JwBAlON6G5WsJu1aYMikUfhn0SoAwMFNu3H+0CnUbtIAJuamCH4dgPvX7gj7XgMjQyzbvxF6+kW/fgwAY+ZOgvedB/B99PbBX1dOnMeNs1dQpW51OLm7QkNDA2EBwfC+fR/SHI2tSpfzwKQ/Z+Wb18/7KWb/NAlzR06Gs4cb3Mp5wNTCDFpaWpCIkxHw4jVe+DxXaHpmamGGvw9vhom5WYE1j+o4ANHhig/RToxPUJj3rN0617ruQ/ui57AfCsxNRERERESfp4Xjf8Yd78d48vIVZDIZpi1diRVbd6JRzeowNTZGWFQUrtzzQqo0DZZmphjdrw9m/70WABS+k0olq22Txpj44yAs3rgZwNtGwofPXUSTOjVhZmKC10HBuH7/Yfa1YQMD7F+xRC3fsc7LlsNHhbGpsRG6tGz2QXnS0zOwYe8BbNh7ALZWlqharizsbKwhk8kQFhWNmw8fKTSTblavDvYu+xMiJd9buOPzGHd8HkNTUxOeri4o6+YCMxMTaIg0EBkbg7s+TxAdF6+wZuKPg9C/c4cPeh9ERERERPR1a9ruXomdu0zFCShTcUKJnb8kRIWdwxvfFcLcwbUPylefBy2t7HuRxYm+eHhjEFIkAcjKTMaD6wPQuM11aGrqq60OTU0DGJtVhKlFVZiaV4WOnjW8rvb+4HzW9i3g4jkUljYNoW/gmGdMZqYEb3xX4s3zFQDkSJUE4tmDyajRcHO+ee2du8Hcuh4srOtBV88mz5j0tFi8eLwQIf47AABJ8d54+eQPlK8254PfDxERERERkbrUWHSnxM7t1Gk8nDqNL7Hzl4R473MIPbFSmFs36g237+dCUzd7350S4gvfVUOQFhWALGkyfFcOQrX5V6Gpo559d9CBP5DkexMAINLUgmvv2SjVtL/C9/xjvY7j1aZxkKWlIDXUF6//nYCyI9er5fxERERERERERERERERERERERESFwSbLREREX6isrCxMWbBImLf5tgnWL16YK65SWU8c37YJtVp3hCQlBcFh4Vjxz7/4bdRPRa7hXdNkALCzscHhTethZGiYK66UtRXWLVqAiKgonLp0BQCw49DhfJssb96dnbdqhfLYtXoFNDU1c8W5OTth79q/UaddZzzx9QMAbD94OM8myycvXMLV23eF+Zo/5qNf18654izNzbFtxVIkJopx5spVpKWlY8qC/2Hf+tX5/BSIiIiIiOhrYWKgj+NzJqPf/1bgxrO3e5CohEQcunlXIc7FxgpbJ46G95tA4TVjA/U9XIqKbla/HjDW18PCPYeRlpGB+GQJjt72yhXnblcKG375CVVLuxZLHekZmdhz9ZYw79643gc1c45KTFKYS6Rp2HD6gsrrLU2M2GSZiIiIiIhgZGKMDWd2Y3zv4bh/7e2DtWIjo3H2wAmFOHsXJ/y5azV8Hz3NXmts9FFrpYKNnfsbDE2MsHbuMqSnpSEpPhEXDp/KFefs4Yb5m5ehfLVKaju3sakJNpzeiQU/T8epPUcAAJkZGXhw/S4eXL+b55pmnVpj+qqFMLUwy/O4jq6uMJbJZAh48RoBL14XWMe3HVth0p8zYe+S94O0c3rj+xJhgSEFxvj5PMv1WmxktNLcRERERET0eTIxMsLpf9ai97hJuH7/AQAgMjYWB86eV4hzcbDHziV/4NFzv+y1eXyPlkrO3J9HwcTQEPPWrEdaejrik5Jw+PylXHEeLs7YtGAOqpUvVyx1pGdkYPeJ7L15zzat1NLMOSImFhHXb+Z5TF9PFxMGD8SEIQOgq6P6deisrCw8f/0Gz1+/yTfGztoKf/42Ad1atSh0zURERERERPRxyeVZ8POZK8ytbZujcu2/csUZm5ZDrW924cbZ5sjKSoE0NQwBLzbAvfzYItegq2eFht9dgpFJGYhE2fcKp0iCi5TXs9JkpTFaWoZv4+RyodF0VNhZSFPDoadvl+eaCjUWKM2ro2uJSrX+RFZWCsKDDgEAQv13o2zladDQ1FWymoiIiIiIiL4UclkWAvfNF+ZmlZvBY9CSXHEGjuVQYdwOeM9qCVlaCtLjwhBxbiMc2o0pcg3S6CBEXNwszJ26/AbbZgNzxVnWag95VhZerh8JAIi7fwLiV14w9qhV5BqIiIiIiIiIiIiIiIiIiIiIiIgKg02WiYiIvlBnr1yD76u3D44WiURYPGNavrHuLi4YPWgA/rdqDQBgzZbtmDRyOEQiUZFq8H72XBh3+K55ng2Wc/q+a2ehyXJ0bBxi4+NhaW5eYN6eHdvl2WD5HS0tLfTu1AG//9dk2S+fB3rtOXpcGFcqVzbPBsvviEQiLJg6CWeuXAUAHDlzDgHBIXB1Uv4AbiIiIiIi+rJZmRjj1LypOHTzLnZfuYlHrwMQmySGubEh3ErZoHOD2ujX7BuYGhrgknd2sykzIz5I+1MzvlsHdG5QBzsuXsPZB94IiYlDcqoU1qbGKOfkgM4N6qBn4/of1PRYVae8HiI2SSzMf2j+TbGdi4iIiIiISBXmVhb459xenD1wHCd2HsKzh4+REBMPUwtTOJZ2QcsubdFpQE8Ym5rg9sXrwjpjc9MSrJryMmTiKLTs0g5Ht+3DtdOXEBkSBolYAgsbS5QuVwYtu7VD296doadf9IZO7zMxN8MfW1fix8mjcXzHQfjceYDAl2+QFJ8EuVwOI1NjOLu7okrdGmjftyvKVa1YYL6ew39A/RaNcfvidTzx8sbrZy8QHhQCcUISsjKzoG9kAFNzM7hX8ESVujXQqnt7OLm7qv19ERERERHR18XK3AznNq/DgTPnsevESTx85ouY+ARYmJrAzckRXVs2R//OHWFqbISLt+4K68xMTEqwasrLxB8Hout3zbH18DGcuX4DIRGREEtSYG1hjvLupdH1u+bo3ba1Wpoe5+fE5auIiU8Q5gO6dPzgXO7Ojji5YTWu3ruPGw8eIiQiEjHxCcjIzISNpQVKOzmiXZPG6PpdCziUslEp59Ce3VC9Qnnce/wE93ye4HVwMOISkxCXkIj0jAyYGhvBztoaNStVQMsG9dGxWVNoa/OWNSIiIiIios9BTMRlSMQv/5uJUK7a7HxjDYxc4VLmR6EZcdCrzShdbkyR70XW1NSHsWm5IuUoKif3/sL7AmRIin+Sb5PlQuUt3V9ospyZKYYk2b/E3ysRERERERF9PAlPLiM1/L99t0gE196z8o3Vs3GFXYshCD2xEgAQfvFf2LcdXeR9d+TlrZBnpgMAdCwcYN9qeL6xVnU7IeLiJohfeb2t4fw/bLJMREREREREREREREREREREREQfHZ9YQURESh04cQo7Dx/FA5/HiI6Lg6WZOdycndCtXWv0794NpibG2LrvAH6cMBkA8E29Oji/Z0eeuco0bIrAkFAAwLnd29Gkft1cMfnluvPgIf7ZtRfX73khLCISWlqacHF0RKum3+DnIYNQytqqwPcxZ+kKzFv29gvEP3Tvgn+WLPqwH8hn4tCpM8K4cd3a8CztVmD84N49hCbLYZGRuOl1Hw1rF+0LzskpKcLYzFT5g9PN34uRy+VK876/Ju+82Q+kyy/n7fsPhHHrb5sozVm5XFk4O9gjKDQMALD/xElM+GmY0nVERERERPTlE4lE6NqwLro2zL3nzelxQJAwLudon2/c0/V/KT1nv2aN0a9ZY9WLBHBq3lSlMVN7d8XU3l0LlfdL4m5XCjP6dseMvt2LlMfFxhriQ1sLva5T/doftO59H/L7QURERERElB+RSIRW3TugVfcOBcb5eT8Txu7lyuQbd+rFTaXn7NS/Bzr176F6kQD+ObdXacyI6b9ixPRfC5X3S+Ls4YrRsydi9OyJRcrj4OoE77Qg5YHv8ahQFr/Mn1Kkc7/j5O4KJ3dX9BjaTy35clLld5SIiIiIiL5OIpEI3Vu3RPfWLQuM8/HzE8bl3fP/Pu+LM8eUnrN/5w7o37ngPfn7zm1erzRm+sjhmD4y/wcpf+ncnZ0we+xIzB47skh5XB3sIX3sVeh1XVo2/6B1edHS0kKzenXQrF4dteQDAD1dXTSqWR2NalZXW04iIiIiIvryRIQcR1jgfiTG+yA9LRY6OubQN3SGrVMHOLj2gra2CUIC9uDJvV8AAObW9VG36cE8c10+URvSlBAAQO0mB2Bp0yBXTH65EmLvI/jNDsTH3EFaajhEIi3oGzrByrYZXD2HQVfPusD38fLpn3j9bAkAwN6lJ6rUWf4hP47PRkTICWFsbl0PhsbuBcY7lu4rNCNOk0YgIfYuzK0K/t7850BXV/Ee9czMZLXk1dErnrxERERERPT1ifU6juhbByEJ9EaGOA5ahubQs3aGZa32sG7YE1oGJoi6vgevN7/9brRJ2fqoOGl/nrkeTKqLtNi3++4KE/fBtFzufXd+ucSv7yPy6k6IX95BenwERJpa0LV0hFnlZrBrORQ6pgXvu4OPLEHI0bf3TVs36AGPIcs+6OfxuYi9f1IYm3jWg75twftum8bfC02WMxIiIH51DyZlinbtN2cNNo16QaShqbSGd02W430uQJYhhYa2XpFqICIiIiIiIiIiIiIiIiIiIiIiKgw2WSYionzFxsejz4ixuHzrtsLr4VFRCI+Kwk2v+1j5zxbsWrOiWOvIyMjA5AX/w8pNW3Ide/zcF4+f+2L99p04sGFtnk2bv1aXbt4Sxt82qK803s3ZCW5OjvAPfvsF+AvXbxa5ybKLgz1e+QcAAJ74+hUc/F6Mg20pWFlY5J83IPC/NS9UyJsdU7VC+TxjIqJjhLGro4PSnADg4uggNFk+f/UGmywTEREREZHKEiUpOHvfW5jX8iz4plgiIiIiIiKiz4k4MQnXT18S5pXrsAEPERERERERfZ0Sxck4fe2mMK9duVIJVkNERERERESkfulpcXh0axjiom8ovJ4mjUSaNBIJsfcQ+GIDqtVfX6x1yGQZ8POZg8CXG3MdEyc+gzjxGYJfb0H1hv/m2bT5axUbdU0YW9o0UhpvYOgMfUNnpEqCAAAxkde+iCbL4iTFe6ANDJ3Vkjc5sXjyEhERERHR1yMjOQ4v1gxHku9NxdcTI5GRGAnxq3sIP78RniPWFWsdsswMBO6bi4jz/+Q6lhLyHCkhzxF5eSvKjt6UZ9Pmr1XS8+vC2LR8Q6XxetbO0LVyRlrM23134rNrRWqyLI0JRlp0YI4alO/9c8bI0iQQv37Az5SIiIiIiIiIiIiIiIiIiIiIiD4qjZIugIiIPk3i5GS0+r6/QoPlUtZW6Nq2NYb06YXWTZtAX08PASEh6DBgCELCI4qtljG/z8LKTVsgEolQvVJF9O3aGQN7dked6lWFmCRxMroN/Qkh4eHFVsfnRJycjMCQUGFeQ8UHstWoUlkYP3vxssh1dG79nTA+fekKrty6k29sSHg4lm3YJMxHDvwh39hOOfJu2XcAz1++yjf2sa8ftuw7oFLeonjip7yJNBERERER0TvT/t0FcaoUAOBiY4UG5T1LuCIiIiIiIiIi9flr8jxIxMkAAHsXJ1RvWLuEKyIiIiIiIiIqGZOXLINYIgEAuDjYo2GNaiVbEBEREREREZEaZWYk496VngoNlnV0rVHKsT0c3frCyrYZNDT1kJoSDK9rfZGWElZstTx7MPm/BssimJhVhr1Ldzi49oGpRY3sejPFeHhjIKTFWMfnJDMjGdKUEGFual61gOhsOeOSkz7/e2tlWWnw85krzPUNnWFqUa3IeTPSE/Dq6Z/C3NyqLnT1bIqcl4iIiIiIvh5Zqcl49mcvhQbL2ibWsKjZDjbf9IVZ5WbQ0NFDWkwwni/th/T44nv2lv/2qW8bLItEMHSpDKv63WDdqDeMSlfPUa8Yfn8PRloc993A288vLTZ7323oUkWldUau2XEpoUXbd6eG+irMValB19IBWsaW2TnCXhSpBiIiIiIiIiIiIiIiIiIiIiIiosLSKukCiIjo0zRl4SL4PHv7BVkNDQ3M+208xg0dAk1NTSEmPjERo6fNxL5jJ7Dw79XFUsedh49w9fZdVCpXFpv+WoRqFSsoHL9w/QZ6Dh8FcbIESeJkLFy5GqsWzM0nm/rtOHgEdx8+UmtOC3MzzPz15yLl8Hv9RmHu4uig0joXB/t8c3yIQb16YMu+g/Dy9oFMJkP7AYMxuFdP/NC9C1ydHKGnq4uAkFCcvHAJS9f/g9j4eABAn84d8euwH/PNO2nkcBw4fgoBISGQpKSgUefuGDWwP7q2bQ1XR0cAQEBICPYeO4E1W7YjJTUVADD+p6Ho2aFdnjmtLS0QFBr239rQPGPel7ORdVRMLOISEmBhZqbSWiIiIiIi+jINW74OTSpXQId6tWBioJ/reGhMHGZs24O9V28Jr/3atT00NDQ+ZplEREREREREH2Ta4F9Q99uGaNapNYxMjHMdjwwJx7JpC3Fy92HhtcETR3DfS0RERERERF+cwVNn4Nu6ddCpeVOYGBnlOh4SEYlpS1diz8nTwmsTBg/gHpmIiIiIiIi+KH4+cyFOfPrfTAOelafCrexPEImy70XOSE/A0weTERF8BK+fLy+WOhJjHyA++haMTMujSp0VMDGrpHA8JvIqHt4cgqzMZGRmivH6+TJUrLmoWGrJS1jgfiTEPlBrTm1dc5SpOLFIOSTiVwpzfUNHldbpGWTHSZJeFRD56ZJlpUGaGo646FsIeLFOaBatoaGLijUXK/wOF0ZWVipSJcGIjbwG/xdrIE15ex+ylrYpKtRYqLb6iYiIiIjo6xC4fx5Sgp+9nYg04NxtCuxbDYdII3vPkilJwJttUxB77yhCjq8oljrErx8gye8WDBzLw2PIMhg6K+67E55dxYtVQ5ElTUZWqhihx5ejdP//FUsteYm+dQDiN2redxuaw6nzhCLlSI1Q3DPrWjmptE7HMnvfnRrxukg1pIRn16BlbAlN3dz3vudF19IRmeLYtzWEf557fyIiIiIiIiIiIiIiIiIiIiIi+nyxyTIREeXyJigIG3bsFubzfhuPCT8NyxVnbmqKbSv+QlKSGGeuXC2WWtLS0uHq6IgLe3fA3NQ01/HmjRpi9oRx+HXWPADAnqPHsWLuLIVm0MXp4o0b2Lb/kFpzujg6FLnJcmx8gsLc1sZapXWlrLPj4t7L8SF0dHRwZucWDBw3EcfOnkdaWjrWbN2ONVu35xlfqVxZjB7YH4P79Cwwr7mpKa4d3oeew0fh1v0HECdL8Mffa/DH32vyjK9bvRomjBiGTq1a5puzRuVKQpPl05euYMHkgm8uf+zrJ8S/ExvPJstERERERF+7JwHB2HX5Bsau2YzKrs7wsLeFkb4eJFIpXoZG4NGbAGTJZEJ8+7o1MbhVsxKsmIiIiIiIiEh1Lx/74viOg5gzcgo8q5SHS5nSMDQyRIpEgoAXb+D78AmysrKE+G87tkKPof1KsGIiIiIiIiKi4vHkxSvsPHYSo2Zro0rZMvBwcYGxoQGSU1LwMiAQD5/7KeyROzZriqE9u5VgxURERERERETqlZIciOA324S5Z+WpKF1uVK44bR0zVK27GpkZSYiJuFQstchkadA3cELdpgehrWOW67hVqW9QptJv8H00HQAQHnQYFWos/OBGuoUVE3kNYYF71ZpTz8CxyE2W09PjFOY6ejYqrdPNEZeRHl+kGj6WhNj7uH2xfYEx+obOqFpvLcwsqqucNzzoMLzvjCgwxtisEqrVWwdD49Iq5yUiIiIiIpJGByLySvYzmpy7TYFDm5G54rQMzVBm2CpkpYqR8KR49t3yzDToWjmh4qT90DI0y3XcrMI3cOoyCQG7ZgAAYu4egVu/BQrNoItT4rNriL65T605dS0di9xkOSNZcc+sbaLaM8B0TLPjMpOLtu/OuV7HVLV9/7saJP+NMySfx96fiIiIiIiIiIiIiIiIiIiIiIi+HBolXQAREX16Nu3eB7lcDgBwd3HGuKFD8o3V0NDA0jkzIBKJiq2eeZMn5Nlg+Z3+3bsKTZWTxMnwff2m2Gr5XCRLJApzAz19ldbp6+kJY/F7OT6UsZERDmxYgysH9qBqhfL5xllZmKNLm1Zo37K5SnlLWVvh8oHdOLJ5A9ycHPONc3V0RLd2bdCsYf0C83Vq9Z0wfuLrh+0HD+cbK5fLMXXBolyvJyer52dGRERERESfv/TMTNx/9QZ7rt7EP2cuYveVm7j/6o3QYFlTQwM/tWuJbRNHl3ClRERERERERIWXkZ6Op17eOLnrEPZt2I4TOw/hqZe30DxKU1MTfUYOxJ+71pRwpURERERERETFKz0jA15PnmH3iVPYsPcAdh0/Ba8nzxT2yCO/74WdS/4o4UqJiIiIiIiI1CvEfweAt/ciGxi6wq3sT/nGikQaKF99PoDiuxfZs8q0PBssv+Po2ktoqpyZKUZy0qtiq+VzkZWZojDX1FTtXmRNzex7kTMzk9VaU0kQiTThVnYUGre+XqgGy8poaOqhbJWZaNDiLBssExERERFRoUVd3Qn89wwwXRtX2Lcanm+sSEMDrt/PBYrxGWDO3abk2WD5HeuGPYH/mipnpYqRGs59tyxN8VlUmrqq7bs1tLP33VnSou27s3LUoKGjV0Bk/jXIilgDERERERERERERERERERERERFRYWmVdAFERPTpuXzzljDu1amD0MA4Px6uLqhfswZuet1Xey26ujro9F2LAmNMjI3h7uqCF/81Vw4MDkFFzzJqryUv/yxZhH+W5G62W9JS09IU5jo62iqt09PVyc4hlaqllqysLKz6dyv+XLMBEdHR0NbWRp1qVeHu6gxNDU0EhoTi1v0HiImLx9ylK7Bswz9Y+78F6NG+bYF5pdI0/LFqDVb/uw0JSUnQ19ND/Zo14OLogCxZFl4HBOHuI28EhIRg0ryFWLJuA7avXIYm9evmma9Xx3aYv+JvvPIPAACMmDwNGekZGNiru0IT8biEBPw8fTbOXLmaK0eKNPXDf1BERERERPRF2P/7rzh+5wFuPvfDq7AIxCaJESdORpZMDjMjA5S2LYVGFcuhb7PGcLcrVdLlEhERERERERXKysP/4tLRM3hw4y4CX/ojITYOCbHxkGXJYGJuAid3V9RqXA8df+gBZw/Xki6XiIiIiIiIqNgcWrUMxy5exo0HD/EyMAgx8QmIS0xEVpYM5ibGKO3shMY1a6B/5w5wd3Yq6XKJiIiIiIiI1C426oYwtnPuIjQwzo+hkRvMLGshIfae2mvR0NBFKfvWBcZoaRvDwMgVEvFrAEBqSjCMTcuqvZa8VKmzHFXqLP8o5yqMrCzFe2I1NHTyiVSkoakrjGVZ6rkXubjp6NnA2X2QMM/MTEaqJBiJ8Y8gy5LC328VwoOPoFzVmbB1bK9yXgPj0jnyypGZmQyJ+A2S4h9DliWFn89shAbsRoUaC2Bh3UDN74qIiIiIiL5kib7Z+26rup0h0ih4361fyg3G7rUgfqX+fbdISxcW1ZXsu/WNoWfjCmnE2313WkwwDBw+zr7bY8gyeAxZ9lHOVRiydMU9s0hTxX13zgbHGUXbd+esQdXzA4BIO8feP/3z2PsTEREREREREREREREREREREdGXg02WiYhIgVwuh/ez58K8TrWqKq2rW71asTRZ9ixdGrq6ukrjLM3MhHGiWKz2Oj43+u/9zNLTM6Cnp/znKE1Lz86hp1dApGqk0jT0GDZSaEjctvm3+Hv+bDja2SnExcbH47f5f2DrvoMQJ0vww5hx0NfTRfsWzfPMG5eQgLb9BuHB4ycAgEG9emDBlImwNDdXiAsOC8foqdNx6tIVREbHoOPAH3Fx307UrFI5V04tLS3sXrMSTbv1RrJEgrS0dAz/bSrmr/gb9WvWgLGRIULDI3D1zj1IUlIAAF3btsbBk6eFHEaGhh/+wyIiIiIioi+CvaUFhrVtgWFtW5R0KURERERERERqV8rBFr1HDEDvEQNKuhQiIiIiIiKiEuVQygY/9emJn/r0LOlSiIiIiIiIiD46uVwOccJTYW5qWUOldWaWNYulybKhsbtC49/8aOtYAHjb7CkzI0ntdXxuNDX1FeYyWTo0NZXfWyzLShPGGirEfwoMDJ1QocaCXK9nZCQh8MUGvH6+HNKUEDy6NRRlq8yAW9kRKuU1Na8CU/MquV5Pk0bj9fNlCHq1CclJfrh3pSeq1Pkbds6di/pWiIiIiIjoKyCXyyEJeibMjd2qq7TOqHSNYmmyrG9bGhraKuy7jczxrh1vZiqfAaaho7hnlmelQ6Shwr47R2PlnA2Xi1qDPCu9gEhF8owce3+dz2PvT0REREREREREREREREREREREXw6Nki6AiIg+LUniZKTlaLTraG9XQHQ2R3vbYqnHzMRYpThtbS1hnJGRUSy1fE7eb/abIk1VaV2qNPsL1sZqaBg8ZeH/hAbLTerVxYENa3I1WAYAS3NzbPzzf+jVsT0AQCaTYeTk6ZBK03LFAsCQ8b8JDZa/79IJ6xYtyNVgGQCc7O1wYONaNKpTC8Db9/fTb9PyrbdK+XK4cnAPPN1LC68FhYZhz9Hj2LhzD05dugJJSgr0dHWxfM5Mod53zE1NC/pxEBEREREREREREREREREREREREREREREREREREX3WMjPFkMmy7//U17dXaZ2egWpxhaWlbaJSnEgj+15kmYz3ImtqGSjMs7JUuxc5Kyv7XmQtLSO11vSxaWubwKPieFSps0J4zc9nHhJiHxQpr66eNSpUnw/PylMBAHJ5Fp54/YpUSXCR8hIRERER0dchK1UMeWb2vlvHQrX9tK6KcYWlaaDaM5VEmtrCWJ6pekPfL5WGruLzu7LSVNt352yyrKlXtH23Zo4aZOnSAiLzr0GjiDUQEREREREREREREREREREREREVFpssExGRArEkWWFuaKCv0jpDfQPlQR9AJBIVS94vnaW5mcI8IipapXWR0dlxFu/lKKywyEis275LmM+Z+Cs0NTULXLNgyiThM4+IjsbxCxdzxXh5++DE+bevi0QizPttfIE5tbS0MHdSdoz3s+fw8vbJN75yubLwPncSW5YvQde2reHi6AB9PT0YGRqifBkPjBs6BA/OnsCIAf0QExcnrNPW1kYpK8sCayEiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiL6nGVlKN6L/H6z3vxoahbPvcjgvcgfREfHQmGeLo1SaV1ajjhtHXO11lRS7Jw7w8K6wX8zGQJerFVLXreyo2Bg6ArgbRProNf/qiUvERERERF92bKk7+27dVXbT2uoGFdYfAbYh9E2UtwzZySp9gyw9MTsOC2jou27c65PT1Rt3/9+DdqGX8ben4iIiIiIiIiIiIiIiIiIiIiIPh9aJV0AERF9WowMDBXmkpRUldZJUlOKo5xP3o6DR3D34SO15rQwN8PMX38uUo6y7qUV5oEhoajgWUbpusDQsHxzFNaF6zeRmZkJADDQ10fdGtWUrnGyt4OHmytevvEH8Lahcvd2bRRiTl++IozLlHaDo52d0rz1a9aAvp4eUqXS//I+Rq2qVfKN19TURJ/OHdGnc8cC8z71eymMq1YoD11dXaW1EBEREREREREREREREREREREREREREREREREREX2uNLUU70XOylTtHuOsrK/zXuSwwP1IiH2g1pzauuYoU3FikXIYGnsozFMlITAyKat0nTQlJDuHiUcBkZ8XK9umiIu+CQCIj7mjlpwikQYsSzVGypsAAEBctHryEhERERHRl01T7719d5pq+2mZinFfmuhbByB+o+Z9t6E5nDpPKFIOfVvFPXNaTDAM7D2VrkuPzd5369u6F6kGA7vsGjLFschKS4Wmrr7SdWk5a7D7cvb+RERERERERERERERERERERET0eWCTZSIiUmBqYgwdHW2kp2cAAELCwlGlfDml60LCIoq7tE/SxRs3sG3/IbXmdHF0KHKTZWMjI7g4OiAwJBQA8ODxE7Rp1lTpugc+j4WxKk2ZCxIanv07YWZiAg0NDZXWWZmb4yXeNllOTBLnkTdSGFuamamUU0NDA+ampkKT5YSkJJXWKXPT674wblCrhlpyEhEREREREREREREREREREREREREREREREREREX2qtLRNINLQgVyWDgBITQ2DsVkFpeukKWHFXdonKSbyGsIC96o1p56BY5GbLGtpG0HPwFFompwY7w1ru+ZK1yXGewtjVZoyfy60dcyEcXpafLHkzUhXX14iIiIiIvpyaeqbQKSlA3nm2313elwYDJ2U77vT4r7OfXfis2uIvrlPrTl1LR2L3GRZU98IupaOQsNiSaAPzKso33cnB/gIYwOHou279R0Unx0nCfSBiWfdAtekxYYiUxybnUOFxtBERERERERERERERERERERERETqpFq3QyIi+mqIRCJUKV9emN995F1AdLY7Dx8VU0X0ob5tUF8YX755W2l8QHAI/INDhHnzRg2KdH4DfT1hnJCUBJlMptK6mPjsG4RNTYwLzBubkKBSTplMhvjERGFuZmKi0rqCPH/5Co+ePhPmP3TvWuScREREREREX6oFuw/CuEt/GHfpj+Er1pd0OURERERERERqs2buX6iq64yqus6Y/uOvJV0OERERERER0Wdh7up10KtcC3qVa+HHabNKuhwiIiIiIiIqJJFIBBPT7OZOibEPVFqXEHu/uEqiD2Rp01gYx0XdUBqfIglGqiRImFuValxA9OclLTVKGOdsjFzkvNLiyUtERERERF8ukUgEgxxNlcX+D1Val/xGtf05fTwm5RsJ48Tnyvfd0phgpMVk77tNKxRt361n5QRda5dC1ZD4/Low1tA1hLF7jSLVQEREREREREREREREREREREREVFhaJV0AERF9er5tWB9e3j4AgD1HjmH6L2OgqamZb/yrgEDcuv91fsH6nyWL8M+SRSVdRp66tGmFf/fuBwBcvXMXrwIC4eHqkm/8pt17hbGdjQ0a1KpZpPM7OzgI45TUVNx58Aj1axX8hengsHC88g8Q5mXcXAvM+/KNP0IjIuBga1tg3lv3HyBVKhXmHm75/xxUNX3xX8K4Qa2aqFqhfAHRRERERERERJ+epJRUbD1/BRcfPcHToGDEJiVDX0cbthbmaFSxLHp+0wD1y3uqnC8mSYwrPk9x/akvHgcE4014JBIlKdDW0oS5kSEqujjh26oV0adpI1gYGxXjOyMiIiIiIqKvVZpUivvX7uLelZt49uAxAl68RkJMHLKyZDAxN4VLGTfUaFgHHX/oAZcybh90Dj+fZzi6bT/uXLyOqLAIpKVKYWVrA88qFdCqR3u07NquwO9Y5BQfE4c7l67j/tU7ePH4GYJeB0KckAQtbS2YWpihTKVyqNesETr06w5TC7MPqpeIiIiIiIiosCQpqTh26QqOXriEJy9fITI2FukZGbCxtISdlRVqVa6Ib2rVRNO6tWBipPzar39IKDYdOIyrd73wJiQECUliWJiawtG2FFo1boi+HdvB3cnxI7wzIiIiIiJSJ4tSjZAY/wgAEB50CB4Vx0Mkyv86mSTZHwmxXh+puk9LlTrLUaXO8pIuI0+2ju0QGrALABAXfQuSZH8YGuV/LTXEf4cw1tUrBTPLOsVe48cSFXZGGBuZllVLTllWGmIiLmfnNVFPXiIiIiIi+vKZlm8Eif8jAEDMncNw6vgrRBr577tTI/0hfv117rs9hiyDx5BlJV1GnixrtkX09d0AgKQXt5Ea6Q/9Uvnvu6Ou7hTG2qalYOxRWy01hJ1eAwCIvrEHjh1+gUhDI/8aru0SxuZVmkNDW6/INRARERERERERERERERERERERERUGmywTEVEug3r1wJ9r1kMul+N1YBCWbdiE8T8NzTNWJpNh3Iw5kMvlH7lKUua7Jo1R1r00/F6/gVwux4Q583F40/o8Y98EBeHvzVuF+ciBP0AkEhXp/E3r14O2tjYyMjIAADMW/4XTO7cU+DDpKQv/J/wuaWhooOU3jXPFtPymkTCWy+X4/X9LsHnp4nxzZmZmYvqiJcLcyNAQjWoX7cvjf2/egqNnzgEAtLS0sHT29CLlIyIiIiIiIvrY9ly5iQkbtiJBkqLwelpGBhIkKfANDsXG0xfR65sG+HPYDzAzNMw3V1hsHH5auQFXHz9HlkyW63h6ZiYk0jSExMThzH1vzNmxHzP6dsfI9q2K/PcHIiIiIiIionem//grzh86hZRkSZ7HYyOjERsZjQfX7+KfRavQZVAvTFg0A4bGyptBAUBGRgZW/P4/bF+xEbL39r8h/kEI8Q/CxSOnsa32RszftAyunqXzzRUZGoEZP/6Ke1duISsrK/e50tORKklBRHAYrp26iJUzF2PM7InoO2YI99JERERERERUrA6ePY+Ji5YiNDIy17HA0DAEhobhtrcP/t6+C6tn/Y7B3TrnmyszMxMzVqzCim07kZmpuP+NjI1FZGws7j99hiWbtmDqTz9i0o+DuO8lIiIiIvqMOLp9D3/fVQDkSJEEIODFOriVHZlnrFwuw/OH0wDwXuRPjZVtUxgae0AifgVADt9HM1Gz0dY8Y1OSAxH4cqMwd/YY/Mnu49LTYqGja6lyfMCL9UhKeCzMbR07qCWv3+N5SJNm77FtnfLOS0RERERE9D6bRr0RdmoVIJcjLSoAYWfXw6H1iDxj5TIZAnZOB/gMsE+OWaWm0LfzQGr4K0AuR+CeWSg3dkuesdLoQISf/0eY2zVXz/XTUk37I/z8P5BnpiMtNgThZ9fDvvVPecbG3jsG8at72TW0GFzk8xMRERERERERERERERERERERERWWRkkXQEREnx4PVxcM6dNTmE/735/4c+36XA/2jU9MxA9jf8WZK1ehq6vzscskJTQ1NfHHtN+E+ckLl/DTb9OQkpqqEPf0xUu07z8EyZK3D5p2srfD2CED880bEBwCHZcywr+t+w7kGWdmaoIhvbN/j67cvoPuw0YiJDw8V2xMXBx+nPAb9h49IbzWp3NHODvY54qt4FkGbb5tIsx3HDyM4ZOmIi4hIVdscFg4ug75CdfvegmvjR0yEHp6unnWfPj0WSxYsQr+QcF5Ho+MjsHIKb/j11nzhNem/zIG1StVzDOeiIiIiIiI6FO09NAJ/LhsrdBgWVtLE40rlUf/Fk3Qu0kDeDrYCbF7rt5Et7lLkJqWnm++iPgEXPJ+qtBg2crEGN/VrIp+zRqjb7PGqFPWAxoab2/mTklLx+RNOzF2zWbIedM+ERERERERqcm5gycVGizrGeij1jf10LZPF3Qb3Af1W3wDfUMDAIBcLsfBTbsxtFVviBOTlOaWy+WYOWwCti5bLzRYtrK1RsuubdGxfw9UrFlFiH1y7xF+bNUL4UGh+eaLiYjE7YvXFb6HYW5ticatm6HTgJ7o2L8HqtarCQ2Nt1/vk6akYvHEOZg7cjL30kRERERERFRsZv+9Ft+Pnyw0WNbR1kajmjXQp30bDOneBd2+a4EqZT2hqampNFdWVhZ6jZuIvzZvExosmxoboV3TxhjSvQu6tmyOUpZvm1Klpadj5orVmLTor+J7c0REREREpHaGRm5wLN1XmPv5zMcb31WQyxXvRc5IT4D3nZGIibgEDY287+2kkiMSaaJslRnCPDr8HJ54jUdWZopCnDjRD17XvkdW5ttrsnr69nD1HJpv3hRJME7vsxP+hQTsKZ43kI/Xz5fhzuWuCA86jMxMSb5xqZJgPL0/Cb7eM4XXjEzKwtGtT57xT7wm4MGNgYgKOwNZVlq+eZOT/PDw5o8KTaktS30Da9tvP+DdEBERERHR10i/lBtsvvlemAftX4DQU6shlynuuzMlCXi5fhQSnlyCSIv77k+NSEMTLj1+F+bx3ufx+t+JyEpTfAZYSqgfni/tC1na2z2sjoU9bFv+mG9eaUwwbg1xEP5FXc9/361n7QzbZoOEedDBPxBxeWuu7yTH3j+JV5vHC3OLmu1g7FFbtTdKRERERERERERERERERERERESkRlolXQAREX2a/pj6G24/eIQnvn6QyWSYunAxlm/cjEZ1asPMxARhERG4fOsOUqVSWJqbY8zgAZi1ZBkAQEOkUbLFk6Bd82aYNOonLFq1FgCwafdeHDp1Bk3q14W5qSleBwbi2p17wheejQwNsX/DGujr6anl/HMnjcftBw/x6OkzAMCJ8xdx9so11K1eFe4uLtDQ0EBgSChu3X+AVKlUWFfOwx1LZk7LN++qhXPRtFtvBIWGAQA279mH3UeOoUGtGnB2cIBMJsOrgEDcefgImZmZwrrGdWtjyugR+eaNionBrCXLMGvJMni4uaJyubKwNDeDJCUV/kHBuPvIW3hgNgD8NmoEpowZ+cE/HyIiIiIiIqKP7bLPU8zctleYN65UHmvHDIWzjZVC3Kl7DzF8xXrEJ0tw1+8VJmzchlWjhhSY29LEGN9/2wjfN22ISq7OuY6/CovAiJUbcNv3JQDg33OXUcvTHQNaNFHDOyMiIiIiIiICdHR10aJLG3Tq3wM1v6kHbW1theNJ8QlY/vv/sH/jDgDA0/s+WPjLdCzYvLzAvLvXbMGJnYeE+dApYzF82s8K+e9fu4PxfX5CfHQsosMiMeH7Edh+7QhEIlG+ec2tLNChX3d06NcNnpXL5zoe+NIfM4aNx6ObXgCAA5t2oVKd6ug6qLfyHwYRERERERFRISze+C8Wrnvb+ElXRwe/DR2MMT/0gbGhYa7YRHEyTl65Bic723zzzV+7EScuXxPmI/r0xNxfRsPIwEB4LSMjE8u3bseMFashk8mwcvsuVK9QHt93aKvGd0ZERERERMWpXJUZSIi9j+TE5wBkePF4HgJerIOFdT1oaZsgLTUCsdE3IMuSQlvHHK5lhuLl00UAABF4L/Knwsa+JUqXG4M3visBACH+OxEZchIWNg2grWMGSbI/4qNvA3h7L7KmliFqNPwXmpr6aqvh5ZNFiAo7q/CaTJauMH/qNR6aWor7VFOLqqhUa0meOeOjbyE++hZEIi0YmpSBoVFpaOuYAiINZKYnIjnpBZKTXgjvCwD0DZxQo+EWaGho55kTkCMq7Ayiws5AQ0MPRqaeMDB0hZa2MQA5MtITIE58jpRkf4VVJmaVUbXuGpV+FkRERERERO+49JiO5NcPkBLyHJDLELR/PsLProeJZ11oGpgiPT4cSX43IUuXQsvIHHYtfkTw4cVvFxfw/VX6uMyrtoRD29EIPfk3ACDq2k7E3j8J03INoGVoCmlUAJJe3Ab+ewaYhq4hyo3eDE0d9e27nbtNhiTQB0l+tyDPyoD/tikIO70WxqVrQKSpieTAJ0gN9RXi9e3Lwn3gYrWdn4iIiIiIiIiIiIiIiIiIiIiIqDDYZJmIiPJkYmyMs7u2otdPo3Htzj0AQGR0DA6cOKUQ5+roiF1rVghNdAHA2Njoo9ZKBZs3aTxMjIwwd9kKpKWlIz4xEYdPn80V5+Hmin+XLkb1ShXVdm5TE2Oc2bUVY3+fhT1HjwMAMjIycP2uF67f9cpzTadWLbF64VxYmJnlm9fRzg6X9u/G8ElTcP7aDQBAqlSKC9dv5hkvEokwpE9PLJ4+Fbq6uirV/so/AK/8A/I85mBbCv/7fQp6dminUi4iIiIiIiKiT8XMbXsh/+9G6/JODjg4fTz0dHRyxbWpXR17po5D69/nQyaTY/vFqxjetgWquLnkijXS18ec/r0wrE0LGOrlv+/2sLfF0Vm/ocWUOfDxDwIALNx9CP2bf1NgwykiIiIiIiIiVfQY2g/9xgxBKUe7fGNMzM0wfdVCyOVyHPhnJwDgxM5DGD71F7iUcctzTXKSGOvmLxPmPYf9gNGzJuSKq9m4LpbuXY/BzXtAJpPhyb1HOL33KNr06pQr1tDICL/Mn4JeIwbAwNAg1/F3XMq4Yd3JnejfpAv8vJ8CANbOW4ouA3txL01ERERERERq4+3rhzmr1gJ422D5yJoVaFqnVr7xpsZG6NO+Tb7Ho+PisWzLNmE+oEtHLJ06KVectrYWJgwZCLkcmL787QPFpy9fhc4tmsFAX+9D3w4REREREX1EWtrGqNNkHx7e/BHxMbcBAOlp0YgIOaYQp2/ghGr11yMp4UmOtbwX+VPiWXkqtLSN8erpEshkacjISEBk6MlccQZGpVGlzkqYmFdW6/lTU0IhTnxaYEyKJCDXa1o6JnnGamhk7yvl8kwkJz7/rxl4fjTg6NYbnpWnQkfXMv8ozey8MpkUSfE+SIr3yTdepKED1zI/wr3CeGhp5X9tmIiIiIiIKC9a+saoMGEv/FYPhfjF2313RlI0Yr2OK8TpWjnBc8Q6SAKz992aesYftVYqmHO3KdDUN0bwkb8gz0xDVkoC4h7k3nfrlXKDx48rYOhSSa3n19DSQdkxm+G/fSpibh8EAKRFByItOjBXrGmlpvAY9Be0DEzVWgMREREREREREREREREREREREZGq2GSZiIjyZWVhgfN7dmD/iVPYeegIHj5+ipj4OFiYmqG0izO6tm2FAT26w9TEWKG5rblp3jekUsmZNHI4urZtja37DuD0pSsICQ+HWCKBjaUlypfxQLe2bdC7cwfo66n/YVTmpqbYtnIpJo8ZiR0HD+POg4d4+SYA8UmJkMvlMDU2hruLC+rVqI7vu3ZCtYoVVMrrZG+Hk9v/xZ0HD7Hn6HHcfeQN/6BgJIrFEIlEMDcxRVn30qhfqwZ+6N4VZdxclebs1bEDrCwscOXWHdzz9kFkdDSiY+Ogra2FUtbWqFyuLDp+1xKdW7eEoQFvZiYiIiIiIqLPy+vwSDx45S/Mp/XpmmeD5Xfql/dE+zo1cfS2F2QyOVYdO4N1Y4flivN0sINnl3Yq1aCvq4Pp33dHj/l/AQBCY+Pg4x+IqqVdC/dmiIiIiIiIiN4z/n+/qxz7y/zJOLJ1HzIzMgAAV09ewA8//5hn7ImdhxAfEwcA0Dc0wJi5uZtCvVO9QW207tkRJ3cfBgDs+HtTnk2WXcu6Y1DZESrVqqevh9GzJmBMl0EAgMiQcPh6P0X5aup9eBoRERERERF9vcYtXIyMzEwAwO8jhhXYYFkVxy5dQUqqFACgraWF2WNHFhj/84C+WL1zN8KjYxAaGYn9Z86hf+cORaqBiIiIiIg+Hh1dS9RpehARIccQFngASfE+SE+Pg46OGfQNXWDr2B4Obr2hrW2C2KhrwjptHbOSK5ryVLrcGJRybI/QgD2ICb+A1JQwZGVKoKNrCSMTT9g6dYCdcxdoauqXdKlKla0yDfYuXREbdQNJcY+QLH4JaUooMjLEgFwGLS0jaOtawti0HMytasPWqRP09G2V5q1adzVcPYcjPvoWEuO8IRG/hjQ1DJkZyYBIBC0tQ+jq2cDYtALMrevB1qkDdHTMP8I7JiIiIiKiL5W2sQUqTtqPWK9jiLl1EMmBj5GZHActQzPoWbvAslY7WDfsBS0DEyQ+y953axmyQe6nxqHtaFjUbIfoG3uR8Pgi0uLCkCWVQNvEEvr2nrCs1R5WdTtDU6d49t1a+sYoM3QlSjX9AdE390P88g7S4yMgl8ugY2oDI7fqsKrbGeZVWxTL+YmIiIiIiIiIiIiIiIiIiIiIiFTFJstERFQgkUiEHu3bokf7tgXGeT97LozLe3jkG/fyxmWl5+zfoxv69+imco0AcH7PDqUxM8aNxYxxYwuV90vi4eqCORN/xZyJvxYpj6uTI9IDXxZ6XUXPMlgweWKRzp2XujWqo26N6mrJZWpijK5tW6Nr29ZqyUdERERERJ+mREkK9ly5iTMPvPE8KASxSWKkZWRCX0cH1qYmcLW1Rg2P0mhRrTIaVPCEhoZGnnki4hJw9oE3bj5/gacBwQiMioY4VQo9bW1YmhihmrsbvqtRBb2aNICutrbSuioO+xVB0TEAgJNzp6BxpfKISRJjy7nLOHb7PgKjopGYkgI7c3M0q1YJ47q0Q2m7Ugo5UtPSsefqTey5chP+EVGISRLDysQYjSqWw5hOrZU2sl2w+yAW7jkMAPj+20ZYN3YYZDIZDt+6h12Xb+BZYAgiExJhrK+Hck4O6NKgDga0bKLS+yus+GQJdl66hgsPn8A3JBQxiWJoaIhgY2qK2mXd0al+bXSoWxMikUhpLnV95p+7O77Z+3lNDQ20qF5F6ZrWtarh6G0vAMDJuw+QnpEJHe2iXVqoX95TYR4QGc0my0REREREaiJOTMKJnYdw/fQlvHrmh/iYOGSkpUNXXw8W1pZwdHNGxVpV0aBlE9RoVCff/U90eCSun7mMBzfu4uXj5wgLDIEkKRk6erows7RAhRqV0Kh1M7Tr0xk6urpK62rj2QBhgSEAgI1n96B2k/qIj4nDwc27cOHwaYQFhkCckAQb+1Ko37wxBk0YASd3V4Uc0lQpTu46hBO7DiH4TSDio+Ngbm2Bmo3rof8vQ5U2nF0z9y+snbcMANDxh+6Yu/EvyGQynDt4Asd3HMSrp36IiYiGoYkR3MuXQcuu7dB1cG+V3l9hJcUn4Oi2/bh57ire+L5EfHQsRBoasLSxQpW6NdCia1s069hKpT2vuj7zr42JuRncK3jCz/spACA0ICjf2POHTgrjll3bwsSs4IfOdRnUW2iy/OTeI0QEh8HWyb5I9VZvWFthHhoQzCbLRERERERqlChOxq7jJ3H62g08ffUasQkJSEvPgL6uLqwtzOHm6ICalSqiZYN6aFSzer57q/DoGJy5fgM37j/CkxcvERgWjiRJMvR0dGFpboYaFcqhVeOG6NOuDXR1dJTW5dmqA4LCwgEAZzatRZPatRATn4DNBw7jyIWLCAwLR0KSGHY21mhRvx7GDxkAdydHhRypUil2nTiNXcdP4k1wKGLi42Flbo7GtWrglwF9Ua18uQJrmLt6Heav2QAA6NexPTbOnwWZTIaDZy9g5/GTePLyFSJjYmFiZIhypd3Q7bsWGNSts0rvr7DiE5Ow/ehxnLtxG8/fvEFMfDw0RBqwsbRAnSqV0fW75ujYrKlq15DV9Jl/CXz8XuDmg0cAABMjQ4zq27vIOW8/8hbG1SuUg62VVYHxOtraaFa/LnYcPQEAOMAmy0REREREnx2RSAQ7p46wc+pYYFxSwlNhbGTimW9c03b3lJ7T0bUXHF17qV4kgLpNDyqNKVNxAspUnFCovF8SQyM3eFaaDM9Kk4uUx8DQCa17hKscX6XOclSps7xI53yfsWl5GJuWV2tOkUgDZhbVYWahnvuaiYiIiIiIVCESiWBVuyOsahe875YEZe+79e3z33fXWHRH6TltGvWCTaPC7bsrTtqvNMap03g4dRpfqLxfEv1SbnDu+hucu/5WpDx6Vk6o/0/oB601KVMHJmXqFOn8RERERERERERERERERERERERExYlNlomIqMgSk8Q4femyMK9TvWrJFUNERERERERUgPMPfTBs+XpEJyblOpYslSJZKoV/ZBQueT/FkgPHcHTWJHxbNXfDmoV7DuGPvYchk8lz58nKQrJUisCoGBy5dQ8L9xzClgmjUaesR6FqvfbkOQb9tRqR8YkKrwdFx+Dfc5ex79otHJg+AQ0rlAUAeL8JwPd/rBAaNb8TGhuHPVdvYv/121g+YhAGtGiicg3RiUkY/NdqXPZ5pvB6WkYGrj/1xfWnvlhz4ix2TBqLCi6O+WQpvDXHz2L+roNITEnJdcxfGgX/yCjsvXoLNTzcsHXiaLjYWOebS12f+ZcgMiH7d8nSxBiGesobhbnYZD/sOkGSAq+Xr9Hgv9+5D/X+Q83l8tz/HRERERERUeHdOHsFvw8Zh7iomFzHUpIlSEmWIMQ/CLcvXsc/i1Zh3ckdqNe8ca7YtfOWYt385ZDJZLmOZSZnIiVZgrDAYJw/dApr5y3F4h2rUaVujULVeu/KLUzuPxoxEdEKr4cFhuDApl04uecIVh/dghqN6gIAnj96gl97DhMaNb8TGRKOk7sO4czeo/h91UJ0HaR6E6C46FhM/mE07ly6ofB6enQavKJj4XX1Nnau2owle9ahTMWi7YNy2vH3JqyZ8xfEeexTQ/yDEOIfhJO7D6NizSpYvHMNHFyd8s2lrs/8a5Vzf5rX33gAICM9HQ9uZD/Avc63DZXmrVa/JnT1dJEmTYNcLsedSzfQqX8PtdUKAPI8/vskIiIiIqIPc+7GLQyZOhNRcXG5jiWnpCA5JQX+IaG4ePsuFm/cjBPrV6F5/bq5YuetWY8FazfmuZ9OznybJzA0DIfOXcS81eux488/ULdq5ULVeuWeFwZMmoaImFiF14PCwrHpwCHsOXkaR9asQKOab5v8PHrui56/TBQaNb8TGhmJ3SdOYd/ps/h7xhQM6tpZ5Rqi4+LRf9I0XLpz973X0xEdF49rXg+waudu7P5rESqWKdw18oKs2rEbc1atRaI4Odcx/5BQ+IeEYs/J06hZsQJ2LPkDrg72+eZS12f+pdh2+Jgwbt24EQz09YqcMzLH76iLvZ1Ka1zssz+zy3e9kJmZCS0t3vZGRERERPQlychIQnT4BWFuyia1RERERERERGqTmZKEhMcXhbmxG/fdRERERERERERERERERERERERE9Hni0yaIiKjIfpv/B8TJEgCAq6MjGtauVcIVEREREREREeXm4x+InguWIiMzCwCgqaGB6h5u8LArBUM9PaSkpSEyPhGPA4LybMibU0hMnNB8x7WUNTwd7GBlagJ9HR1IpFK8DI3Awzf+kMnkCImJQ7sZC3Hhjxmo4uaiUq1PAoIxa/tepKSlw9bcDPXLe8LU0ACBUdG49sQXmVlZkEjT0H3uEtxbuRCpaeloP+MPJEhSYG5kiAYVysLa1AQR8Qm44vMMqenpyJLJMHbNJlR2dUINj9JKa8jKkuH7P5bjtu9LiEQi1PZ0h6eDHdIzM/HglT9ehUUAAF6FRaDdjIU4s+B3eDqo9nDkgoxZvQn/nrsszM2NDFHb0x22FubIksnwIiQM91+9gUwmx4NX/vh20mxc/N9MuJbK3WhZnZ85vfUsKKTITZYfBwQpzB2sLIuUj4iIiIiIAF/vpxjbdTAyMzIAAJqamqhQswqcPVxhYGgIaWoqosOj8OLx8zwb8uYUERIuNIRycHWCW1kPWNhYQldPDykSCQJevMHzB48hk8kQERyGH7/rha1XD6Nc1Yoq1fri8XOsmP4/SFNSYW1ng+oNasPY1AShAcHwunobmZmZSJWkYFSngTj06AKkqVIMbdUb4oQkmFqYoUbDOrCwtkR0RBTuXroBaaoUWVlZmDtyMspWKY+KNasqrSEzMwvjeg7Fo5teEIlEqFK3BlzLuiMjLR1P7/sg8OUbAEDgyzcY2qo3/r2wH65l3VV6fwWZM+I3HNi0S5ibmJuiSp0asLYvhaysLAT4vcaTe48gk8nw9L4P+jXuhG1XD8PRzTlXLnV+5l8jaapU+JwBwNYp779pBLz0F37GAFChhvIGaDq6uvCoVA5PvbwBAK+fvShitcALn2cK81KO+TcLIyIiIiIi1Xn7+qHr6HHIyMwE8HZvVbNiebg7O8HIwAApUikiomPw2O9lng15cwqJiBT2064ODijr5gJrCwvo6+kiOSUFLwMC8eCZL2QyGUIiItFqyE+4sn0TqpZT7drbkxevMH3530hJlcLO2goNqleDqbExAkJDcdXrPjIzsyBJTUXnkT/j4ZG9kErT0HrICCSIxbAwNUXDGtVgbWGBiJgYXLpzF6nSNGRlZWHU7AWoUtYTNStWUFpDZlYWev4yAbceekMkEqFulcrwdHNBWnoGHjx7hpf/XQd8GRCE1j+OwIV/N8DTzVWl91eQkbPmY9OBQ8Lc3MQEdapUgp2NNbKyZHjhH4B7T55CJpPh/tNn+Ob7gbiyYzPcHB1y5VLnZ/6luPnQWxjXrFgeAPAmOAT/7DuIU9euIygsAnK5HDaWFqhbtQp6tG6Jdk2/Kdaa0tLT8SooGOVKuxXreYiIiIiI6OPy856NrMxkAIC+gRPMreqWcEVEREREREREX47AvXORJX2779a1coJxmTolXBERERERERERERERERERERERERHRh2GTZSIiytegcRPxbcP66NyqJUyMjXMdDwkPx9SFi7H7yDHhtYkjh0FDQ+NjlklERERERESkkj/2HBaa7dYtVwb/jh8Jx3yauz4JCMLuKzdhrK+f5/GKzo5YNnwg2tSuBntLizxjwuPiMXXzLuy/fhvS9AwMW74et5fNV6nW6Vv3IEsmw/8G98Xwti2hqZm9137sH4ROsxchOjEJyVIp/thzGN5vApEgScHE7h0xqUdH6OnoCPHB0THoOGsRXoVFQCaTY86O/Tg8c5LSGg7dvIv0zEyUd3LApl9HoJKrYkOnI7fuYcTKDRCnShGTJMbw5etwfuEMhVoLa8WRU0KDZRMDfcwd0Bv9vm0MHW3FP2W/CA3H8OXr4PXyDaITkzDwz1W4tGgmRCKRQpw6P/PC2H35Bu69eF3kPDlZGBthWp+uRcphZZL9953YJDEk0jQY6ukWuCbwvUZcfiFhRaoBALa810S7urtrkXMSEREREX3t1s1fLjSCrVa/Jv63bRVsnfJuwvri8XOc2HkQhia5rwEDQJmKZTFt5Xw0adcSpRxs84yJCovAkt/m4fTeo0iTpuH3weOw//5ZlWpdNnUhZFlZmPTnTPQeORCamprCMT+fZ/ipXT/ERcUgJVmCdQuW4fnDJxAnJGHo5DEYOmUMdPX0hPjwoFAMb9sXgS/fQCaTYeWMxVh7YrvSGs4dOIGM9HS4V/DEH1tXwrNyeYXj5w+fwowfx0MiTkZ8dCymDRmHrVcOKdRaWFuWrhcaLBuZGGPcwqno1L8HtHPs4QEgwO81pg0Zhyf3HiEuKgaT+o3CjutHc+151fmZF8bxnQfhc+dhkfPkZGZphpEzxqs1pzKn9hxBqiRFmNdvkXdzKH/flwpzexcnlfLbOzsITZb9/V59YJXZcjbnNrUwU6nZMxERERERKbdg7Uah2W69alWwbfECONnmvRd+7PcSu06chImRYZ7HK5XxwMrpk9G2yTdwKGWTZ0xYVDR++3Mp9p06C2laGoZMnQmvg7tVqnXqXyuQJcvCn7+Nx4g+PRX2qD5+L9B+2GhExcUhOSUFC9ZuxKNnvkgQi/Hb0MGYMnwI9HSzrwsGhUeg3bCReBkQBJlMhpkrVuP4ur+V1nDw7HmkZ2SggkdpbPljPiqXLaNw/PD5ixj6+2yIJRJEx8VjyLSZuLxtU5H208u2bBcaLJsYGWLBrz+jf+cO0NHWVoh74R+AIdNm4t7jp4iKi8MPE6fg2s4tufbT6vzMC2PnsZO46/O4yHlysjAzw4xRw4uUIy09HT5+L4S5k50tNuw9gEmL/0KqNE0h1j8kFP4hodh94hTqVauCnUv+B3sb6zzzWlmYC+PAsHCVagkMU7wW7fvGn02WiYiIiIg+Ez53x8DSpjFKObSBlnbua5LSlDD4PZ6H8KBDwmtu5UZDJOK9yERERERERETKvNw4FqblG8GiRhto6efed6fFhSFo/wLE3Mnedzu0GQURnwFGREREREREREREREREREREREREnyk2WSYionw99vXFjoOHMXLK76hSvjzKuLnC2MgQyZIUvHjjj4dPniIrK0uI79iqJYb27VOCFRMRERERERHl7+bz7AcDrx0zNN9muwBQydUZ895rKpzTyA6tlJ7PzsIcm8ePRHxyMi48eoKngcG45P0E31atpHRtWkYGlo8YhMHffZvrWGU3Z8wb0BvDV6wHAGw5fwUAMKlHR0z/vnuueCdrK6wcMRhtpi8AAFzyeYrohCRYm5kUWEN6ZiZszExxfM5k2JiZ5jreqX5tmBjoo9PsxZDL5fB6+QYHbtxGz28aKH1/eQmPi8fs7fsAALra2jg66zfULFM6z1hPBzscnf0bmkychZeh4bj/6g2O3bmPjvVqKcSp8zMvjEs+T7Hz0nW15HrH2dqqyE2Wa3hkP4A6SybD+Yc+6FS/doFrTns9UpjHiZOLVMNt35fYfeWmMB/apjm0ivBQdSIiIiIieuvhjbvCeM6Gv/JttgsAnpXLw3PhtHyP9x0zROn5bOxt8b9tfyMxLgG3zl/Fyye+uH3hGuo1b6x0bXpaGqavWojuP/bNdaxslQr4deFU/D7kVwDAwU1vG00NnTIWo2dNyBVv5+yAGav/wJCWPQEAdy5eR2xUDCxtrAqsISM9HZalrLHh9C5YlsrdDKhF5zYwMjbCT+36QS6X48m9Rziz7xja9u6s9P3lJSosAitnLAIA6OjqYt2pnahUq2qesa5l3bH+1E5836ADAl68xlMvb1w8egbNO7VWiFPnZ14Ydy5ex9Ft+9WS6x17F8eP2mQ5KSERf89cJMxrNKqD8tXy/ntNQmy8MDY0NoK+gb5K57DM0VAtMS7hwwr9z6NbXjixM/vBdz2H94eWFr/2R0RERESkDjcePBTGG+fNyrfZLgBULlsGlcv+nO/x0f2Uf4fa3sYa2xYtQHxiEs7fvI0nL1/hwq07aF6/rtK1aenp+HvGVPzYI/c1wyplPbFg/Fj8OG0WAGDzgcMAgMnDhmDWmBG54p3tbLFqxjR8N/htg96Lt+8iKjYONpYWBdaQnpGBUpaWOLVhDUrlce21c4tmMDY0RPvhoyGXy3Hv8VPsO30Ovdu1ziObcmFR0ZixfBUAQFdHByc3rEatShXzjPV0c8XJDavRsHd/vAgIhNeTZzh68TI6NVe85q7Oz7wwLt6+i+1Hj6sl1zvO9nZFbrIcERMrNJ0GgMPnL2HvqTMAAB1tbTSqWR0uDvYQJ0tw48FDhEfHAABuP/LBN30H4saurXn+LtSsUB47jp4AADx85ouImBjYWuX/95r0jAxcvHVH4bXYhMQivTciIiIiIvp4xAnPERa4H0/uT4SJaQUYGJeGlpYRsjIlkIhfIynhMeTy7HuRbexbw9m9fwlWTERERERERPT5SAl5jphbB/Bm628wcKoA/VKloalniCypBKmRbyAJfAzIsvfd5tVbo1TTH0qwYiIiIiIiIiIiIiIiIiIiIiIiIqKi0SjpAoiI6NOXnp4BL28f7Dp8FOu378LOQ0fg5e0jNFjW1NTEqIE/YPfqFSVcKREREREREVH+klJShLG1acENhtXph+bfCOMLj56otKaii1OeDZbf6dKgDnRyNNOxNjXBpB6d8o1vVKkcHP57ILZMJseD1/4q1TGtT9c8Gyy/823VSujSILtJ7z9nLqmUNy+rj59F+n8Pbx7Z/rt8Gyy/Y6yvj8k9s9/zrss3csWU1Gf+qarg7Ah3u1LCfMHuQ5Cmp+cbf+v5Cxy/e1/hNXGq9IPPHydOxrBl6yCXywEAjlYW+KVLuw/OR0RERERE2cSJYmFsYZO7sU1x6TywpzC+df6qSmvKVCqXZ4Pld1p2aw9tHR1hbmFjhWFTxuQbX+ubeijlaAcAkMlkeHbfR6U6Rs74Nc8Gy+/Ua94YLbtl71n2bdiuUt687Ph7EzL+23/1HTM43wbL7xgaG2H4tOwmTse2H8gVU1Kf+edOLpdj5rCJiImIBgBoaWlhwqLp+canJmf/bUFPxQbLAKCnryuMJeLkD6j0rcS4BEwb9Iuwl7Z1sseg8T99cD4iIiIiIlKUmOP/r1tbFNxgWJ0GdOkojC/cuq3SmkplPPJssPxOt+9aQEdbW5jbWFhgyvAh+cZ/U7smHEq9vXYok8nw4OkzleqYPmp4nk1132levy66fddCmG/Ym3tPq6pV23chPSMDADCmX598Gyy/Y2xoiKk/DRXm75r85lRSn/mnKiEpSWH+rsFykzq18OzkYZzcsBprZv2O7X8uxMuzxzH359EQiUQAgJCISAyZNjPPvG2bfgNNTU0AQEZmJmauWF1gHcu37BAaOL+TLJF80HsiIiIiIqKSI5elIzH+EcKDDiL4zVaEBR1AYvwjocGySKQJZ48hqFZ/QwlXSkRERERERPT5kWemQ+L/CDG3DyLy8jbE3D4Iif+j7AbLGpqwbT4YZUesK9E6iYiIiIiIiIiIiIiIiIiIiIiIiIpKS3kIERF9rY5s3oCjZ87j+j0vvHzjj9j4eMTGJyBLlgVzE1O4u7qgcd3a6N+jGzxcXUq6XCIiIiIiIqICOVtb4XV4JABg7Ymz+K1nZ7XkjU5IgtfL1/ALCUN8sgQpaWmQyeTC8bC4eGHs/SZApZw5GxfnRV9XB262NvALCQMAtKldHbo5Hpidl4oujgiNjQMABERGKa1BR0sLPRrXUxr3Q/NvcPDGXQDAXb9XSElLg4GurpJVuZ2691AY92rSQKU1TatkP0T75jO/XMeL6zNXZt3YYVg3dthHOVdhiEQiTOrRCcNXrAcAPAsKQde5S7Bu7FA4WVspxJ72eoRhy9cp/C4DQGpa2gedOyMzE/0X/w3//373NDU08M+4ETDWV71BFRERERER5c/e2QFBrwMAADtXbcbwqT8XvEBFsVExeHLvEfx9XyExPgGpkhSFfUJUWIQwfv7wiUo5czYuzouevh6cSjvjje8rAECTdi2go2SfWaZiOUSGhAMAQvyDlNagraODNr06KY3rPKAXzu4/DgDwuf0AqSmp0C9Eo913rp44L4zb9emi0pq63zYUxg//23fnVFyfuTJzN/6FuRv/+ijnKg6r5/yFi0dOC/ORs8ajYs38m15LpVJhrK1T8N9ectLR0xPGaanSAiLzl5GRgQl9fhJ+pzU1NbFwywoYGht9UD4iIiIiIsrN2d4Or4OCAQCrduzG1J9+VEveqNg4eD15Ct83/ohLTEJKaipkMplwPCwqWhg/zOM6Z1665mhcnBd9PT2UdnKE7xt/AEDbpo2hq6NT4JpKZdwRGvn2eqp/SKjSGnS0tdGrbSulcQO6dMT+M+cAAHd8fJCSKoWBvp6SVbmduHJNGPdu10alNd/Wzb7WfuPBw1zHi+szV2bj/FnYOH/WRzlXYSSnpOZ6rYJHaRxZvRx67/09RktLCxN/HIiMzEzMWbUWAHD+5m3cfPgIDapXU4h1dbBH3w5tsfXwMQDAlkNHYWRggDljR8Ewx99WMjIysWLbDsxcmbsJc4r0w/bTRERERET08dVsvA2RoacRH3MHKeLXSE+LQ0Z6PORyGbR1TGFg5Apz6/pwcO0FQyO3ki6XiIiIiIiI6LNS7uetiH94Bkkv7kAa+QYZyXHITI6HXCaDlqEp9GxcYeJZD9YNe0K/FPfdRERERERERERERERERERERERE9Pljk2UiIsqXg60tRgzohxED+pV0KURERERERERF1vOb+li45zAAYN6ug7jw6Al6flMfTatUhIe9baHzPfYPwqwd+3Dh4WNk5XggdkFik5JViivv7Kg0xtzIUBhXcHZQIT67AU+SJPeDkt9X0cVRpQa4tT09IBKJIJfLkZmVhScBwahT1kPpupzixMlCw2gAWH/yPLQ0NZWuk8mzf+5x4uRcDZ7V/Zl/Cb7/thEu+zzFrss3AADXnjxH1ZETUb+cJ9xsbZCemYkHr/yFz6Oc09vfLd/gtw9VN/qApsgymQw/rdyAK4+fCa8tGtIPDSqULerbISIiIiKi/7Tt0xlr5y0DAKyevQS3zl9F216dUbdZI7iUKfzDsvx8nmHl9EW4ee4KsrKyVFqTEBuvUpxHReV7ARMLs+z4Cp6Fik9OEiuNL1OprEqNaqvUrZ69583MxMvHz1Glbg2l63JKjEsQGkYDwO41W6CppfwrW/Icf2tIiI3P1eBZ3Z/512Dv+m1Yv2C5MP+ue3sMnjCywDV6OZolZ6RnqHyu9ByNoHQ/oJGYTCbDjB/H4+7lm8Jrk5bMQo2GdQqdi4iIiIiI8te7XWvMX7MBADBn1Vqcv3Ubvdu2RrN6deDh4lzofD5+LzBj+Sqcu3lb5f10bEKCSnEVy7grjTE3NcmO91Al3lQYJyYrv5ZdqYwHjA0NlcbVqVI5x346C49fvETdqpWVrsspLjFRaBgNAGt371XxGrJcGMcmJOZq8Kzuz/xzp6ebuxH33J9H52qwnNOEIQOwbvc+RMbGAgD2nDiTq8kyACyZPAFeT57i2as3AN42td5x9AQa16oBG0sLJCSJcePBQ0TEvM3T7bsWOHD2vLBeld81IiIiIiL6NOjp28HFYxBcPAaVdClEREREREREXxxdczvYNhsI22YDS7oUIiIiIiIiIiIiIiIiIiIiIiIioo+CTZaJiIiIiIiIiIjoqzC+Wwfc9n2JS95PAQC3nr/ArecvAABWJsaoW64MGlUshw71asLFxrrAXPuv3cbQ5euQqeKDsd8RpypvbgwAZoYGSmNyPkDaxEB5vKamhjDOyMpUGu9oZak0BgBMDQ1gaqCPBEkKACA6MUmldTlFxicozDedvVToHAAQL5YoNFlW52f+JVk7ZijsLMyx/PBJZMlkyMjMwtUnz3H1yXOFuDplPbB1wmh0m7dEeE2V382c5HI5fl77L/ZevSW8NqtfDwxr26Job4KIiIiIiBQMmTQKj2564fbF6wCAhzfu4eGNewAAc2tLVKtXEzUb10OzTq3g4OpUYK5Te4/i90G/IDNT+d4xJ1WaGwOAcY6GT/nRytGE2Eil+Ow9cmaG8ka4tk4OSmOAt7UamRpDnPB2rxsXFaPSupyiIyIV5vs37ih0DgBIiktQaLKszs/8a3BsxwEsGPu7MG/SrgUW/LscIpGowHX6Rtn7YGmKan/XAQBpapowVqWhd05yuRzzRk3Byd2HhdfGzvsNvUcMKFQeIiIiIiJSbtKPg3DroTcu3r4LALj54BFuPngEALC2MEe9qlXQuFYNdGz+LVwd7AvMtffUGQyeOgOZmYW7hpyULFEpztTYWGmMwjVkI+V7kZzxGSr8HcDJzlZpDACYGhvB1MgICeK3fyuIjotTaV1OEdGKe/CN+w4WOgfwtllzzibL6vzMvwTG733XQF9PF981bFDgGh1tbbRp0gj/HjwCALj58FHeuQ0NceHfjRgybSZOXrkGAEgQi3Hs0pVcsQO7dsKsMSMUmiybmSj/nSciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIioi+LhvIQIiIiIiIiIiIios+frrY2Dk2fiJUjB6Oii2JzoZgkMU7cfYApm3ei0vDx6DZvCfxCwvLM8yosAsNXrBcaLDtZW2JG3+44PX8afDcsQ+TuDUg88C/Eh7ZCfGgrTs6dIqyVyeQq1aqswU9R41VhqKerPOg/Bjlik1OlhT7XuwbNRZUpU3xgubo+8y+NhoYGZv/QEw9XLcK4Lu1Q06M0LIyNoK2lCVtzM7SsXgUbf/kJ5xb8DgcrC8QkZTfOVrX59jsTN27Dv+cuC/MpvTpjfLcO6norRERERET0Hx1dXaw+vg0z1/wPZSqVUzgWHx2LS8fO4s9Jc9C2bEOM7jQQ/r6v8swT+NIf04f8KjRYtnN2wJg5k7D5wj6cfX0Ht+P98DA1AN5pQfBOC8LGs3uEtXL557Pn1TfUVx4kxGY3G5Ko2Pgqp3cNmovq/abX6vrMvwan9x3FzKEThN/RBi2b4M9da6Ctra10rZmluTCWiJORqmKj5djIKGFsamFWqHr/GDcTBzbtEuY//f4LhkwcVagcRERERESkGl0dHRxbuxKrZ/2OSmU8FI5Fx8Xj2KUrmLR4Kcq17ojOI3+G35uAPPO8CgzCj9NmCQ2WnexsMXvsSJz/dwNenTuBuLvXkeJ9F9LHXpA+9sKZTWuFtTK5TKVaC7s9Lo79dM5mxcoY6mfvvcUfcD34XYPmonp3Xf8ddX3mXwoLMzOFeRkXF2hrayldV8G9tDAOzbEHfp+5qQkO/r0U5//dgEHdOqOsmytMjAyhq6MDFwd79GnfBuc2r8fa2dORJE5WWOtoq1pTbyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi+nIof/IFERERERERERER0RdCU1MDA1s2xcCWTREQGY2bz/xw6/kL3PZ9Cd/gUCHu7H1v3Hjqi2OzJ6O2p7tCjr+Pnkb6f42NKrs64/T8aTAxyL85U5KKzXc+NRJpmsqxKTlijQrxYG1hjZ7imqjdG6Gvq1PoPHlRx2deWLsv38C9F6+LWroCC2MjTOvTVa053WxtMKd/rwJjYpPEiIxPFOa1CvGzmbxpB9adPC/Mf+3aHlN7q/c9EBERERFRNk1NTXQd3AddB/dBiH8QHt64i4c37uHhLS+8ef5SiLt2+iK8rt3G+tO7UKVOdYUc25ZvQEZ6OgCgbJUK2HRhH4xMjPM9pyRJPQ2PPrZUiep79dQcjaAMjQwLfS6D99bcSXgBvQ/YO+dFHZ95YR3feRA+dx4WtXQFZpZmGDljvFpzvnP+0ElMG/gLsv5rqlWnaQMs3bcBOrq6Kq13K1dGYR4WGAz38p5K14UFZf/Nwa2sRwGRihZPnIPda/4V5oMnjsSI6b+qvJ6IiIiIiApPU1MTg7t1xuBuneEfEoobDx7i5gNv3Hrkjeev3whxp6/dwDWvBzi1cQ3qVKmkkGP51h1Iz8gAAFQp64nz/66HiZFRvucUJ0uK580Us5RUqcqxktTsvbexoUGhz2VkoLgm/t516Oupbz9d1M+8sHYeO4m7Po+LWroCCzMzzBg1vEg5rMzNYG1hjui4eACAYQHffcjJyDD77x1iifLf50Y1q6NRzYL/JvH0VfY1dg0NDdSsWF6lWoiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI6MvBJstERERERERERET0VXItZQ3XUtb4/ttGAICIuATsvXYLf+4/ivhkCSTSNIxZvQm3l81XWHfJ+4kw/q1npwIbLANAcHSM+ov/CEJiYlWKS5SkIDFHI2mrAppv5cfGzERhHpmQCNdS1oXOo8yHfuaFdcnnKXZeuq6OkgXO1lZqb7Ksitu+2U25NDU0UKtMaZXW/b5lN1YdOyPMx3Rqg9k/9FR7fURERERElDdHN2c4ujmjQ7/uAIDo8Eic3H0E/yz6G4lxCUiVpGDOiN+w//5ZhXW3L1wTxsOmji2wwTKg2Ej2cxIRrFrd4sQkJCdmN5I2t7Ys9LksbawU5jERUXB0cy50HmU+9DMvrDsXr+Potv3qKFlg7+JYLE2WLx45g99+GIPMzEwAQI1GdbD84KZCNbl2LeMGLW1tZP7XLO3Zg8dKmyynp6Xh1RNfYe5eQXlTZgBYOmU+tq/YKMz7/zIMP8+brHKtRERERERUdG6ODnBzdEC/ju0BAOHRMdhz8jQWbdiMuMRESFJTMXLWPHgd3K2w7sKtO8J4yvAhBTZYBoCgsHD1F/8RBIdHqBSXKE5GYnKyMLcyNy/0uWwsLRTmETGxcHN0KHQeZT70My+si7fvYvvR4+ooWeBsb1fkJssAULGMBy7fuQcAkOS49l+Q5ByNlU2NC/59V9Wth97CuLKnB4xzNHImIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqKvg0ZJF0BERPQ5mbN0BXRcykDHpQyGjJ9U0uUQERERERGRGtlamGFspzbYPeUX4bWngcEIiIxWiAuPSxDG5Z0dlea9lqOpzufkaWAIxKnKH6B81+8V5HI5AEBLUxOVP6BRVClzM7jkaDp14+n/2bvrwKauNgzgT93doAalQKFAcXcY7jrGYALDx2DoxjZ0DIYNhg/ZcHd31xZvi1Sou2uapMn3RyFtqCU0bVO+5/cP9+aee86bvLn3ctLkvmXzmima8/9nB2/elS33aNoQVgoU0Z636yDWHD8rW5/Qqyv++OaLUomPiIiIiIgUY1PZDl//OBarD+cWcPXzfoWwtyFy7WIjo2XL1d3diu3X6+Z91QVZhvy8XyM9Na3Yds/vP86d82pro6aHu9JjWVeyhX0VJ9n649sPimitOorm/FN1/fQlzPxyoqw4coOWjbH+xA4YGhkq1Y+Ori4atW4qW394/W4RrXM8u/8YWYIsAICGhgaad2xd7D5rfl2K/1Ztlq0Pn/Qtpv/5q1KxEhERERGR6lW2scbUr0fg0N8rZY95+/njbVi4XLvI2Ny/L9ap7lpsvze9HqkuyDLk7eeP1DzFdQvz4NnzPPNpLXi41VR6rErW1qjiYC9bv/3oidJ9fAxFc/4p+axlc9myX3AwxGJxsfv4BgTKlp0rVy5xDNnZ2Th84ZJsfWS/PiXuk4iIiIiIqKLw81mB84cq4/yhynj+cEp5h0NERERERERUIYSeWIl7ox1wb7QD/LdNLe9wiIiIiIiIiIiIiIiIiIiIiIiISIW0yzsAIiIiotIgFArRos9AeL96LXusXYtmuHxgT4n6TUxORv3OPRCV54Z4IwcPwLaVy5TuKyI6GkfPnseZy1cRGByCqNg46OrqwNbaGk6VK6NV08Zo36I52jRrAi0trRLFTUREREREimvl7gYLYyMkpuXcHDo6MQlV7Wxk2zU1NWTLGe8K5hQmJCYO57zK5mbPqiYUi3Ho1n2M6tqxyHa7r96ULTet6QpDPb2PGq9H04bYdCbnpslbzl3B8I5toKGhUcxeqlFczpW1+Yex2PzDWFWFV26eBQbh+D1P2frYHp2L3WfhnsNYdfS0bH1M985Y9t2IUomPiIiIiIiU16h1M5hZmiM5IQkAEB8dC0cXZ9l2DU1N2XJmRkaRfUUEh+HGmculEmdpEwmFOHfgBAZ/92WR7Y7vPChbrte8IQwMDT5qvPa9OmPfhv8AAPs37USfEYPLbM5bXM6VtWjrKizaukpF0ZWOm2evYMYXE2QFlus1a4j1J3fC0Njoo/r7bEBPWXHlS0fOYNaKeTAxMy20/dF/98uW6zZtgEpO9oW2BYB185Zj+/INsvXPx32F2asWfFSsRERERERUOlo3agBLMzMkJCcDAKLj4uHi6CDbrqmRO59OzxQU2VdwRCTOXL9VOoGWMqFIhANnL+C7IQOLbLfz+CnZcjOPejA00P+o8Xq1b4sNew8AADbvP4gRfXuV2Xy6uJwra+vi+di6eL6KolOtgV0/w6+r1wEAMgVZuHD7Lnp1aFdoe5FIjHM3bsvW2zVtXOIYNu47iIiYnO9mGxkYYETf3iXuk4iIiIiIiOhjCbMSkJL4HMmJz2T/CjLCZdtd3aejRp0ZKhsvIy0Idy52QnZ2ZqmNQURERERERFTaRGkJSA96gbTgZzn/Bj2DMCF3Pu3Ydxqc+k0vxwiJiIiIiIiIiIiIiIiIiIiIiKii0Cy+CREREVHF88faDXIFllVl2vzf5QosfwyhUIglazegdrvPMG3+77hy+y7ehoYhUyBAckoq/ALf4uqdu/h99Vp0GTYCb0PDVBQ9EREREdH/ryyRCKmZmcU3BJCQmob0PMWTbT4omuNSyVa2fOqBV6H9CEViTFy3FSJxtpLRqo/F+44iJim50O3Xnnnj2N3cIryju3X66LEm9+0BXW1tAMAj/0As3ndU4X2zsyWITU6Re0yVOf9/FJuUglGrNkIikQIA+rZogo716xa5z5IDx7D88EnZ+qiuHbFy7FelGicREREREQHCrCykp6Yp1DY5IQkZabnFky1trOS2O1WrIlu+cuJCof2IhELMGztDVsS2ItqwcBXiowv/u9/9K7dw6cgZ2fqQMSM+eqyvpo6Fjq4uAMDH6xk2LFS8SHF2djYSYuPlHlNlzj81dy7ewPRh4yESCgEAdZrUx8bTu2BsavLRffb8oj/MrSwAAJnpGVg7d3mhbZ8/eIwLB3Pnxl9+P6rIvjf9/he2LF0rWx/83Zf4ec2ij46ViIiIiIgUlyUUIjU9XaG2CcnJSMvInVvZWFnKba/m5ChbPnHlWqH9CEUijJu7ECKxWMlo1cei9ZsRHRdf6PYr9x7gyMXLsvUxQwZ99FhTvh4BXR0dAICXty8Wrt+s8L7Z2dmITUiUe0yVOf+UVHNyRJ+O7WXr8/7egKx38+qCrPpvJ6Ljc94DGhoa+Kp/nxKNf+/pM8z7e4NsfdGUSTAvwTyeiIiIiIiIqCTuX+2DqyfrwOvWF/DzXoro8LNyBZZVTSqV4oXXNLkCy0REREREREQVzYs/+sJrSj28/Gs4Qo/+iYTHZ+UKLBMRERERERERERERERERERERESmDRZaJiIjok/PUxxfLN/6j8n7PXrmGPUePl6iPTIEAA0aPw7wVfyFTIAAAmJuaonuH9vh6yCB8+/kQ9O7SGdWcnVQQMRERERERvReVmIRa303FzK27cMf3NSQSSYHtwuMS8NXydRC+u6m1m6M9qlW2k2vTq2kj2fJfx85g5+UbkEqlcm1CYuIwePFK3HjhC2N9fRU/m7Khq62NmKRk9J67FD7Bofm2n7jniRHL1sqee6PqLhjUpvlHj+dsa43fhufeYPvPQyfwzcr1CIiMLnQf/4gorDxyCvUnzsDJe/IFr1WZ80/NhLVbcN7rKYSi/Ddvl0gkOPPwMTrOno834ZEAAHsrC6we902Rfa44cgp/7D8mW//6s/ZYPf4baGhoqDR2IiIiIiLKLzYyBl2rNcfSH+fi8e0Hhc5/osMiMeOL3OKz1WpVh5NrVbk2Hfp0lS3/u2Ijjv13IN+cNyI4DN/3+wYPr9+FobGRap9MGdHR1UV8dCzGdP8Cft6v8m2/fPwcpg8bL3vudRp7oNuQjy8YZF/FEd/PnyFb/+ePNZg1YhJC/IMK3SfY7y22LV+P3rXb4fKxs3LbVJnzT8mDa3cwbegYCLOyAADujeph05ndMDEzLVG/JmamGP/rj7L1A5t2YMPClRB9UGT88e0HmDpkDLKzswHkFHjuPrRvof1uW7YOGxf9JVsfOGoYfl33B+fSRERERERlJDI2Dq6f9cS0Jctx+9GTQudWYVHRGD79JwjfzQFqVXOBa56iygDQO0+B2pXbd+C/YyfyzaeDIyLRf+IUXH/gCWNDQxU/m7Khq6OD6Ph49BgzAd5v/PNtP375Kr6YNkv23BvXcceQ7l0+erwq9pUxf/IE2fqSzVsxcubPCAjJ//fr9/yDQ7B8639w7zUAxy9fkdumypx/apZMnwI9XV0AgLefPwZMmoqImFi5NtnZ2Vj1704sWLdJ9tjIfr3hXt21wD7fhoVj8qIl8PL2KXB7pkCANTt2o/fY75GemVNI6rNWLTBh+OeqeEpEREREREREH0WQGVWm44UE/IfE2HtlOiYRERERERGRqomSCv8tOBERERERERERERERERERERERkbK0yzsAIiIiIlUSi8UYM+MniEQiWFlYoFkDD5y7dqPE/SanpGLSnN8AANVdqsLS3AwPnzxTqg+pVIqhYyfh0s3bAACHSnb44+dZGNqnF7S0tPK1D42IxOHTZ2FiVDFvTk9EREREpG5SMjKx6cwlbDpzCSYG+qhb1RlONlYwMTCAQCSCf0QUHvkFQvyuEI62lhZWjf0qXz8T+3TDzis3EZmQCJE4G5PWb8Oqo6dRr6ozTAwNEBgZjfuv/JAtkcDM0BC/fzMMkzdsL+unW2IDWjVDUEwsHrzyQ8sff0Uzt+qo6VAZIrEYXn6B8I/IvYGUpYkx/pkyDtoFzG2UMXVAL0TEJ2LjmYsAgCO3H+DonYeo7eQAd2dHmBoaIFMoRGxyCnyCwxCZkFhkf6rK+afm4uPn2H31Foz19VG/WhVUsbOBrrY2YpNT4PkmADFJybK2TjZWOL3gJ9iYF16Q6uKjZ1iw+5Bs3UhfD7ra2pixZZdC8XRtXB/dGtf/+CdERERERERIS0nFvg3/Yd+G/2BkYoyaHrVR2ckBRibGyMrKQohfILw9n0EsFgMAtLW18fOa3/P1M2LyaBz7bz9iI6IhFokwf9xMbF+2Hm713WFkaoLQgCA8veuF7OxsmJiZYtrSX7Bgwuyyfrol1mVQL0QEheDpvUcY0qQb6rdohKpu1SESCuHt+QzBfoGytuZWFli8fTW0tUv2Natvpo9HdHgk9q7/FwBw4dApXDx8Gq7uNVG9jhuMTU2QJRAgPjoOfj6vEBtR9I2mVJXzT0ViXAJ+GDgKgkyB7LGqNV2xbt4KhfavUr0qvpw8utDtwyZ8jecPHuPs/uMAgM2L1+Do9n1o2LoZDIwMEeD7Bt6eT2XtbSrbYuW+TYUWTL59/hr+/m2ZbN3AyBA6OrpYMnWuQvG27d4RbXt0UqgtEREREREVLiUtHRv2HsCGvQdgYmSEem414FSpEkyNjSDIEsIvOBhe3j4Qi9/9PVFbC6t/yT8PnjzyC+w4dgIRMbEQicUYP3cRlm/9D/XdasLE2AgBIWG49/QZsrOzYWZijCXTp2Li/Io3RxvY9TMEhYfj/tPnaDr4CzSvXw9uLlUhFIng5e0Dv6AQWVsrczNs/2NhiefT0779CuHRMVi/Zz8A4ND5Szh84TLcXavBvYYrzIyNkZmVhZj4BPj4+ecrDPwhVeX8U1O9ijP+W7oIX874GRKJBFfvP0TtHv3QtkkjOFeujNT0NNx5/FTu9W1S1x2r5xT+2giFImw5eARbDh5BJWsr1K/lhsq2NpBIJIiIicXdJ0+RkWce36lFMxxcvaLQuTQRERERERFRWdHQ0IaxaU2YWtSHmWV9mFnUx5O7oyHIjFDpOBnpoXjzYjEAwMK6BTIzQiHICFfpGERERERERERlRUNLGwaVa8Coan0YV/WAcdX6eL1hDIQJqp1PExERERERERERERERERERERHRp49FlomIiOiTsnT9RjzzfQkAWD53Dq7duauSfmcsXIzwqGhoaGhg09LfsfCvv5XuY9POPbhw4yYAoJqzEy4d2AMn+8qFtneyr4wfxxZ+I28iIiIiIlKcjpYW9HV1IBCKAACpmQLce/kG914W3N7ByhIbvv8O7eq559tmaWKMI79Ox5DFqxAenwAACIiMRkCkfPEjFztb/Dt9IjKyslT7ZMqIlpYm9s2egq9Xrsct75d48MoPD1755WvnWtkOu2dNhpujvUrGXfbdCDSq7oK5uw4iMiERUqkUviFh8A0JK3SfypYWcLW3k3tMlTn/VKUJBLjj+xp3fF8XuH1ou5b445svYGdhXmQ/MckpcuvpgixsOX9F4TisTI1ZZJmIiIiIqAS0dXSgp6+HLEHO/DM9NQ1P7njiCTwLbG/nWBkLNi9Hsw6t8m0zszTH+hM7MHnAt4gOiwQAhAQEISQgSK6do4sz/ty9HpnpGap9MmVEW1sLqw5uwawRk+B14x6e3nuEp/ce5Wvn7FoVKw9shkut6ioZd/aqBajTpD5W/7IEsRHRkEql8Pd5DX+fgudlAGBjb4cq1V3k41dhzj8VGWnpEGRkyj32viCyIpq0a1FkkWUNDQ0s3LIClrbW2LtuOyQSCWIjY3Dx8Ol8bes0qY8/tq9GZWeHQvuLj4mTW89Mz8CBzTsVjtfC2oJFlomIiIiISkhHWxv6enoQvPt7bmp6Ou4+flpoewc7O2xe+Bs6NGuSb5ulmRmOb1iDAZN+RHh0zt+NA0JCERASKtfOxdEBu5b/gfTMzHx9VATaWlo4uHoFRsz8GTc9H+H+0+e4//R5vnauzk7Yv2oZ3KpVVcm4K3+agcZ13PHr6rWIiImFVCqFj38AfPwDCt3H3tYGrs7Oco+pMuefogFdOuPg6uX4fuEfiIqLR5ZQiMt37xfY9vOe3bFh3i8wNNBXqO+ouHhE3S74O90G+nqYMeobzBj9NfR0dT86fiIiIiIiIiJVaNx6BwxNXKClZSC/QUNTpeNIpVL4eE1Htjgdmpr6qNtkBTxvDlPpGERERERERERlxW3yv9C3c4GWrvx8WkPF82kiIiIiIiIiIiIiIiIiIiIiIvr/wCLLRERE9Ml48eo1lq7bCADo2r4tRgzsr5Iiyxdv3MKOQ0cAAN8N/xztWjRXuo+k5BT88ucKADk34P73rxVFFlgmIiIiIiLVsreyRPDODbjl/Qr3Xr7B04C3CIyMQUxyMgRCEQz1dGFrboZ6VZ3RvUkDDGzdHAZ6hd+8t56LM+6vWYwtZ6/gzMPH8IuIhEAogq25KarbV0L/ls3weftWMDbQxy3vQqr6VgA25qY4NX82jt59gP037sI3OBQxSSkwMTSAm6M9BrRqim+6dIC+im90PKxDawxs3RxH7zzAlacv8Mj/LeKSU5CSkQkDXV1Ym5mgun0lNK5eDR3q10Gr2jWhqSn/Q1tV5/xTcmzuDFx/7otb3i8RGBmN2OQUpAkEsDIxgaO1JTrWr4sBrZqhnotz8Z0REREREVG5s3OohBuRz+F14x6e3PWE7+MXCA0IQnxMHISCLOgbGsDKzgZuHrXRrmdndB3cB/pFFMBx83DH4UcXcWDTTlw7dRHBbwKRJciClZ01qlR3wWcDe6L38IEwNDaC5417ZfhMVcvK1hr/nNuLi4dP48zeY/DzeYX46DgYmxrDpVZ1dBnYC4NGfwE9fcWKBSmq9/CB6Da4Ny4cPo27l27Ax+s5EmLjkJ6SBj0DfVhYW6JKjWqo27QBWnRqg4atm+ab86o656QYHV1dzFw+F31HDsbJnYdw/+ptRIdHQijIgpWdLdzqu6PbkD7oOqgXtLS0yjtcIiIiIiIqhoOdLSJuXcFNTy/cefIMT3xfIiAkFDHxCRAIhTDU14edtRU8atZAj/ZtMbjbZzAoYo7o4VYTj47ux6b9B3H62g28CQqGIEsIWytL1KhSBQO7dsIXvXvC2NAQNzy9yvCZqpatlSXObdmAwxcuYd/pc/D280dMfAJMjY3g5uKCQV07Y9TgAdDX01PpuMP79MTg7l1w+PwlXLp7D4+8fRGbkIiU9HQY6OnB2sICNao6o0ndOujUohlaN2qQbz6t6px/inp3bI82jRth/5lzOH7lGvyCQhCbkABDfX042NmiXdPGGNmvDxrVqV1sX67Ojji7ZQNuej7CncdPEBYVjbjEJIjEYthaWaKakyN6tW+LgV0/g4OdbRk8OyIiIiIiIqLimZi7l8k4oYG7EB9zCwBQvc40GJm4lsm4RERERERERKXByKls5tNERERERERERERERERERERERPT/gUWWiYgqsOSUVOw9dgLnr12Hzxs/xCUkIksohIG+PmytLOHi7ITG9T3QtV0btGmW/8bL70VGx+DC9Ru47emFFy9fIzgsHClpadB/d8OphvXqoEfH9viif1/oKXDDqxqtOyA4LBwAcGn/brRv2RxxCQnYvv8Qjp+/iOCwMCSlpMLezhaftW2DGRPGwLVKFbk+MgUC7Dt2EnuPn0BgcM7NmWwsLdG2eTNMHTMKDevWKTKGhX/9jd9XrwUAjBw8ANtWLoNEIsGRs+ex5+hx+Lx+g6jYWJgaG6N2jeoY1LMHRg0botDzU1ZicjJ2HT6KSzdu46W/P2LjE6CpqQk7ays0a9gAA3t2R79uXaChoVFsX6rK+adILBZjzIyfIBSKYGRoiPV/LFJJvympqZjw0y8AAIdKdljy86yP6mfn4SNIS08HAHRs1RItmzRSSXxERERERKQ4Qz09dGtcH90a11dJf+ZGRpg5pC9mDulbZLu2dWsj9djOYvvz+WeVUuOf+32OUu03/zAWm38Yq9Q+AKClpYkhbVtiSNuWSu/73pxhAzFn2ECl9tHV0cawDq0xrEPrjx5X1Tn/VHi4VIGHSxX80K+HSvob0aktRnRqq5K+iIiIiIjo4xgYGqBtj05o26OTSvozNTfDmJ8mY8xPk4ts17R9SzzLCim2v3Nv7io1/rZLB5Vqv2jrKizaqty8GgC0tLTQ4/N+6PF5P6X3fW/Cb9Mw4bdpSu2jo6uL3sMHovdw5ebKeak65xWdQ1Unhd6LquDm4Y6ZK+aVqI9+Xw1Bv6+GqCgiIiIiIiL6WIYG+ujerg26t2ujkv7MTU3w09jR+Gns6CLbtW/aBIIXxRdafnPhlFLjX/r3H6Xab108H1sXz1dqHyBnPv15z+74vGd3pfd977eJ4/DbxHFK7aOro4PhfXpieJ+eHz2uqnP+KTI3NcH4L4Zi/BdDS9SPtrY2OrVohk4tmqkoMiIiIiIiKgsiUQoigo8gLvIKUlNeQZSVAIlECE0tfejqWcPQqArMLOvDulIHWFi3gIZGwb9hFWRGIy7qKhLjHiA1yReZGWEQi1KhqaUHXV1LmFp4wKZyZ9g7D4SmVvG/671+pikEGWEAgKbtj8DKthWEWfEIe7sX0WFnkZkRCpEwBXoGdrC2a49qtb6HoXFVuT6yszMREXwUESFHkJkWDGFWPHT1rGBh0wIuNcfD1KJekTH4+axAgO9KAIB9laHwaLYGUqkEUWGnERF8GKnJLyEUxEJbxxhGpjVRybEPnFyGK/T8lCUSJiE86CDioq8jLeUNhFnx0IAmdPVtYG7VCJUce8PWvodCv1tWVc5JcZkZ4Xj9POc30CbmdVG15oRyjoiIiIiIiEpKnJGCuPtHkfj8CjLCX0OclgCJWAhNHX3omFpD38YZxlXrw6xuB5jWaA6NQu4JJUyKRtKLa0jxe4CMsJfIigtFtiANGtp60DGxhFGVerCo1xnWLQZAU6f4+ebjWc2RFZ8zn3afeQhmtVpBlJqAmFt7Ef/4XE7/GSnQNbeDWZ32cOgxEfq2VeX6yBZmIu7+McTdPwpBTBBEqQnQMbGEqVtL2HcdB6MqdYuMIfTESoSdzPmet02rIag+ejWkEgniH51G3L0jyAh7BWFyLLQMjGFoXxNWTXrDtu0XCj0/ZYnTkxB79xCSvG8gI+INxGnxgIYmdExtYFKtESyb9IJlw+4KzadVlXMiIiIiIiIiIiIiIiIiIiIiIiLKj0WWiYgqqIs3bmHUtJmIiYvPty0tPR1p6ekIDAnFldt3sWz9Jpzb8x86t8lflGjR6rVYvGYdJBJJ/n7EYqSlpyMoLAzHzl3AotVrsXf9GjRv1FCpWG/ce4CRk39EVGys3OPBYeHYtu8A9p84hVM7tqJNs6YAgCfePhg6bpKsUPN7YZFR2Hf8JA6eOoMNfyzCt8MUv+FwbHw8Rk6ehqt35G/eHZuVgNj4h7h5/yHW/bcTBzatQ123mko9v6Ks+3cHFqxag+SU1HzbAkMyEBgSiv0nTqGxRz3s2/A3qjo5FtqXqnL+qVq5eSsev/AGACyaNQ1VHB1U0u9Pf/yJ0IhIAMDfvy+AqYnJR/Wz6/Ax2fLg3qopYkVERERERERERERERERERERERERERERERERERERUUrFR1/Di4Q8QZsXl25YtTkemOB2Z6cGIj7mJwFdr0aTdAVjbtcvX1t9nJfx9VwHI/7vlbLE4p5+MUESHn4G/zwo0aPkPzK0aKxVrfMxdPH8wAVmCGLnHBRlhCHu7B5Ehx9C47R5Y2rQAAKQkvsDju6NkhZpl7TMjEBlyFFGhJ1Cn8TI4ugxXOAZhVhye3Z+I+JhbHzyeBWHsPSTG3kOw3zY0bLUVJma1lHp+RQny2wp/n+UQi1LybctMD0ZmejAiQ47B1KI+GrTcAkMjp0L7UlXOSTk+XjOQLU6DhoYW6jZZCU1N3vaFiIiIiKgiS/K+Dv9tUyBKyT+3kmSlIys2HVmxwUj2vYXws+tQe/o+mLvnn1uFnliFsFN/AdL882lpthhZWenIigtFwqOzCD25EjXHb4KJq3Lz6eRXd+H3zySIkuXn01nxYYi5uQdxD46h9tTdMK3ZHACQHuyN1+tHywo1vydMjETc/aOIe3gC1b76E3Ztv1A4BlFqPPw2T0Tyy9tyj4tTs5Dy+h5SXt9D5OVtcJu4BYaOqptPR17ehtDjK5CdmX8+nRUbjKzYYMQ9OAajqvVRc8Jm6FsXPp9WVc6JiIiIiIiIiIiIiIiIiIiIiIioYPy1DRFRBfTUxxcDRo+DSCQCAGhpaaGxR11Ur1oVxkaGyMgUIComBs9fviqwIG9eYRGRsgLLLk6OcHN1hY21JQz09ZGWnoE3gW/x+IU3JBIJQiMi0WXYSNw8dhAN6rgrFOuLV6/w658rkZGZicq2tmjVtDHMTU0RFBqKG/cfQiwWIz0jA32/GYNnl88hUyBAty++QlJKCizNzdG6WRPYWlkhMiYG1+7cQ6ZAgOzsbEz4+Vd4uNdCY496xcYgFmdjyNhJuOv1CBoaGmjesAHcXKshSyjEoxfe8At8CwDwC3yLbl+MxNVD++DmWk2h51eUCT/9im37DsjWLczM0LxhA1S2s0W2JBuv/QPh+ew5JBIJHj1/gTb9B+PWsUNwcc7/BWtV5vxT5PvGD7+vWQsAaN6wASZ+PVIl/V69fRdb9+bkcHDvnujTpfNH9ZOaloYXr17L1hvXy3nf3vH0wrZ9B3HnoSciY2JhoK8Ph8qV0L5FM3w9dLDCxxkRERERERERERERERERERERERERERERERERERHRx0hJ8sbj219DKs35DauGhhZMLerDyNgFWtpGyM7ORJYgGqlJvgUW5M1LkBmB9wWWDYycYWRSHbp61tDS0ke2OB3pqQFITnwOQAJBZgQeXh+MFp1PwdS8rkKxpib7wu/FH8jOzoSevh0srJtBW8cUmemhSIi9C6lUjOzsDDy6PQJtut2AJFuAhzeGQCxKho6uBSysm0FXzxpZghjEx9yCJFsAqTQb3l4zYWLmDjPLBsXGIJWK8fjOKCTFewLQgLlVYxiZVIdEkoXkhOfISAsAAGSkBcDzxmA063gcxibVFXp+RfH2moGwt3tk6zo65jCzagR9g0qQSrORluKP5IQnACRISXyG+1d6okXnMzA0cs7XlypzTooLe7sXcdHXAQBVa46HmYVH+QZEREREREQlkh7ijVd/fwNpds7cCppaMK7qAX1bF2jpG0EizIQwKQYZYb4FFuTNS5gYISuwrGftDIPK1aFjYgVNXX1kC9KRGR2I9KDngFQCYUIEfJYPRb05J2DkrNh8OiPsJUKOLIFEmAkdMzuY1mgKLUMzZMWFIOX1PUizxZBkZeDl6pFo8Ps1SIQC+KwYiuyMZGgbmcOkRnPomFpDlByN5Je3IREKAEk2AnfMgpGTO4yr1i82BqkkG6/XjUaqvyegoQHjao1gUKk6pGIh0oKeQRAdCAAQRAfCZ8VQ1P3pKAwqlXw+HbBjFmJu5s6ntQzNYeLaCLrmdpBKspEZ6Y+0t08BqQTpQc/gvbg36s45BX2b/PNpVeaciIiIiIiIiIiIiIiIiIiIiIiICsYiy0REFdDiNetkxXZbNm6E3etWw8m+coFtn798hb3HTsDU2LjA7XVr1cS6xQvQ67NOcKhUqcA2EdHRmPX7Ehw8eQaCrCyMmjYLjy+cVijWn5csQ3a2BCvn/YKJX4+ElpaWbNsz35foNfJbxMTFIy09HYvXrMMTbx8kpaTgp+8nYM7kSdDX15O1DwmPQI8R38Av8C0kEgnmLl+FM7v+LTaGI2fPQSgUwb1mDez8exU8ateS237s3AV8N2M2UtPSERufgFHTZuLm0YNysSrrr3+2yQosm5oYY+mc2fhq8EDo6urKtXsdEIhR02bC8+lzxMTF48vvp+LOicPQ0NCQa6fKnCtjz9ETePjkaYn7ycvSwhzzpk1RWX/Z2dkYM/MnZGUJoaurg83L/oCmpmaJ+01LT8f42b8AACzNzbF6wdyP7uvRc29ZMXMAqGRrg4k//yor4PyeICsLicnJ8H71Ght27MaoYUOxZuHcfO8bIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIlUI8F0lK7ZrbtUU9VtshIGhQ4FtU5N8ERFyBNo6JgVuNzarBfdGS2Fr3xX6BgX/DlaQGYVXzxYgKvQ4JBIBnj/8AW26XlUo1jfPf4dUmo1aDRaiSvVR0NDI/S1wSpIPvG4OgzArDtnidAT4rkJK4guIRcmoVnsKXGtPhZaWvqx9ZkYYPG8Me1cUWYI33kvRtN3+YmOICjsNqUQIY1M31G++ASbm7h9sP4MXnlORLU6DMCseLx7+gBadTsnFqqy3rzfJCixra5vArf5vcKj6OTQ15X9/mpbqjxcPf0BywhMIs+Lw7N44tOh8Nt/vllWZc2VEBB9GUvzjEveTl46eBWrUmanSPkuDIDMSr54tAAAYGrugep3p5RwRERERERGVVNip1bJiuybVm6DGuA3Qsyx4bpUe6ou4+0ehpV/w3MrQoRZcRi6BRf0u0LMoeD4tTIxC0MGFiH94AlKRAP7bpqL+gssKxRp8aDEgzUbVYQtQqfO30NDMnaOmh/rg5arhEKXEQZKVjrCTq5Ee8gLZGclw6PUDHPtMgaZO7nw6Kz4cviuH5RRFlkoQcvRPuE/bW2wM8V6nIRULYWDvhhpj18HISX4+Hf/oLAK2/4hsQRrEqfHw3zoVdeeckItVWREXNskKLGsZmKDKkF9h03ooNLXl59OZUf7w3zoVaW+fQJQShzebJ6DeL6fzzadVmXNlxN47gtRAFc+njSzg1H+GSvskIiIiIiIiIiIiIiIiIiIiIiJSBRZZJiKqgO54esmWt678s9BiuwDgUbtWvqLCeU0e9U2x49nb2WH32tVITErGpZu34f3qNa7cvoPObVoXu29WlhAblizCd8OH5dtW3702lsyZjdHTZgEAtu8/CAD4efJELJjxY772zg722LhkET77fAQA4Mrtu4iJi4ettVWRMQiFItjZWOPC3p2ws7HOt31Aj24wNTFGzxHfQiqVwvPpcxw8dQZf9O9b7PMrSER0NH5bvhIAoKeni/N7dqBJfY8C27q5VsP5PTvQsu8gvAkIhNez5zhx4RL6d+8q106VOVfG1Tt3sOvwMZX09V4VRweVFllevWU7PJ8+BwDMnjQB7jVrqKTfOUuWIygsDACw7Lefi32fFSUkIkJufdbvS3DgZE6hcgszM7Rr0QzWlpaIjI7GjfsPkZ6RAalUim37DiAsIhIn/tuiksLRRERERERERERERERERERERERERERERERERERERHklxD6QLddrurrQYrsAYGLuDrcPigrnVbXGmGLH0zeohAYtNsJTmIj46BtIS36JuOibsLZrV+y+EkkW6jReBqdqI/NtMzWvAzeP3/DCM+c3rGFvcwo8udaeihp1Z+drb2DoiLpNluHh9UEAgPjoW8gSxEFPP/9vkfOSSoTQ1bNB0/aHoKdvk297Jcde0NYxgdfNYQCkSE54gsjQE7B3Hljs8yuIIDMKb7yXAAA0NfXQtP1BmFk2KLCtsUl1NG13EPeudEd6agCSE58iJuIc7Bx6yrVTZc6VERd9CxHBB1XS13v6ho4Vosiyj9dMiEUpADRQp/EKaGkZlHdIRERERERUQilvcudWrqP+KrTYLgAYObnnKyqcV+Uu3xU7nq5FJdQctwG+6UlI9rmBjLCXSPK9CXP34ufTUnEWqn31J+zajyggtjqoMuRX+G+bCgCIuZUzn3boPQXOA2bla69n5YBqXy+D77LBAIBk31sQpcRBx7SY+bRYCB1TG7jPOABds/zzaavGPaFlYIyXq4YDUinS3j5B3MOTsGkxoNjnVxBhYhRCjv4JANDQ1oP79P0wdmlQYFuDStXhPn0/nv/eE4KoAKS/fYqEJ+dh1aiHXDtV5lwZyb63EHv3kEr6ek/PypFFlomIiIiIiIiIiIiIiIiIiIiISC2xWh8RUQWUnJomW7a1+vjCr8r6euhg2fKlm7cV2qduLbcCCyy/N7hXD+jq6sjWba2tMGfyxELbt2vRHI6VKwEAJBIJHj1/oVAc86ZNKbDA8nud27TGoF65X2jesmefQv0WZO32HRAKRQByilgXVmD5PRNjY/zywyTZ+u6jx/O1Ka+cq7vXAYFYsGoNAMC9Zg3MnjhOJf3evP8Am3fnfNn/s7at8dXgj/vh+ntJycly6+8LLE8e9TWCHt7GoX82YOPS33H83y0IvH8TQ/r0krW9cOMmlm/8p0TjExERERERERERERERERERERERERERERERERERERVELEqVLesWU2BYlRxdvpAtx0ffUGgfY7PaBRZYfq+SUx9oaOrK1nX1rOFae2qh7S1tWkHfwP7dmgQpic8UiqNG3ZkFFlh+z9quHSo59pGthwbsVKjfggT7bYVUIgQAVKkxptACy+9p6xjD1X2abD08KH8RpvLK+f+r8KCDiI26AgBwdBkOK9tW5RwRERERERGpQnZm7txKx6Ts5la2bT6XLSf73FRoH0PH2gUWWH7PsklvaGjnzqd1TK3h2HtKoe3N3FpC16JyzopUgrQgxebTTv1nFFhg+T1z93awatJbth59fZdC/RYk8vI2SMU58+nKXb4rtMDye1oGxnDs86NsPfbu4XxtyivnRERERERERERERERERERERERE/0+0yzsAIiJSXhUHe/gHBQMA1v27A79M+V4l/cbExcPz2TO88gtAQnIyMjIyIJFIZdvDo6Nly0+9fRXqc1DP7kVuN9DXRzVnZ7zyDwAA9OrcCXp6ekXuU9fNDWGRUQCAtyGhxcagq6uDz/v2LrbdN0MH4/DpswCA+4+fIiMzE4YGBsXu96Ezl6/Klr/o31ehfTq1zv0x7J2HXvm2l1bOi7Nt5TJsW7msTMZSlkQiwdiZP0OQlQVNTU1s/nMxdHV1i9+xGBmZmRg3aw6kUimMDA2xYcnvJe4zLT0j32Pffj4EK+f9mu9xCzMz7Pp7FRISE3Hl9l0AwKrNWzHpm5EwNjIqcSxERERERERERERERERERERERERERERERERERERE7xkYOSIj7S2AnIK+1fMU6C2JLEEckhOeID3VD0JhIrLFmYBUItsuyIyULackvlCoz0qORf9eWEvLAIZGVZCe6gcAsLXvCk2ton+3bGxWC4LMCABARnpwsTFoaOqistOAYts5uAxDVNhJAEBS/CNkizOgpW1Y7H4fiom4KFu2rzJQoX2sbNvKlhPjHuTbXlo5L45HszXwaLamTMZSF1mCGLx6Og8AoKdfCW7155ZzREREREREpCp6Vg4QxAQBAKKubJMr0FsSopQ4pL19goxIf4jTkyDJyoA0z3xamBglW04PVmw+bdWkV5HbtXQNoG9TBZmROfNpi/pdoKlT9Hza0LE2hIk5c3tBbEixMWho68K6Wf9i29m2GYZ4z1MAgLTAR8jOyoSWnvL3AUt8dkm2bN2i+Hk8AJjVbiNbTvXLP58urZwXp/ro1ag+enWZjEVERERERERERERERERERERERFTeWGSZiKgCGta/L35fvRYAsGDVGly+dQfD+vVGpzatUcOlqtL9PfN9ibnLVuLizdvIzs5WaJ+4xASF2tVxq1lsG0tz8zztaxTb3sLcTLacnJpabPu6bm4wMTYutl3zhg2goaEBqVQKsViMFy9foXmjhsXul1dCUpKsYDQAbNq5G9paxV9uJZLcL7HHJybmK/Cs6px/CtZu34F7jx4DACZ9M1LpXBXm1z9XICA450v7C2ZMRVUnxxL3qf9B4XA9PV38Pnt6oe01NTWx9Jef0LRHTpHuxORknL9+E4N79ShxLEREREREREWZM2wg5gxT7MZbRERERERERBXJhN+mYcJvZXNTaCIiIiIiIqJPxW8Tx+G3iePKOwwiIiIiIiIqZZWdByLAdyUAwN9nOeKjb6Cy80BY2baFkUk1pftLSfKB34sliIu+DqlUsd8tC7MU+92yiVmtYtvo6JrLlo1N3ZRqLxalKBSDtk7xv1s2t2oMQAOAFFKpGKnJL989pjihMFFWMBoAQvz/hYZG8b9bliL3d8siYWK+As+qzjkVzufRLIhESQAA90Z/QEfHtHwDIiIiIiIilbFuMRBhJ1cBAEKPr0CSz01YN+8PM/e2MLBTfm6VHuqDkCNLkeRzA5AoNp8WpSk2nzZwKH4+rW1kLls2dCh+Pp23fXZm8fNpQ4da0DIofj5tXK0RoKEBSKWQZouREeYLE1fl5tOitERZwWgAiL76H6DAfcCQ5z5g4rTEfAWeVZ1zIiIiIiIiIiIiIiIiIiIiIiIiyo9FlomIKqDZE8fhntcjXLl9FwBwx9MLdzy9AAA2VpZo0bgR2jVvhn7duhRbIPbAydP49seZEIvFSsWQmpqmUDtz0+J/6KmtrSVbNjMxUaq9SIG4newrF9sGAMxMTWBmYoKklJwvbMfEK/YF8rwiY2Ll1rfs2a90H0BOsea8RZZVmfNPgX9QMOYuz/myeRVHByycqZqbod/x9MKGHbsBAM0a1sf3336tkn5NjI3k1ts0bQIbK6si96nvXhuuVZxlBZ/venqxyDIRERERERERERERERERERERERERERERERERERGplGutyUiK80R8zE0AQGLcQyTGPQQA6OpZwdyqCSxtWsLWoScMjZyK7Csy5DieP5wMqVS53y2LxakKtdPWMSu2jYZm7m00tBUoaJu3aLFEUnzcBoYOxbYBAB0dU2jrmEIsSgYACLPiFNovr6zMGLn10MBdSvcBACJhklyRZVXmnAoXEXIUMREXAAB2jr1h58DfCRMRERERfUocen6PVH9PJPveAgCk+j1Eql/O3ErbxAomrk1g6tYClo16QN+66LlV3IMT8N/2A6TZys2nszMVuw+YtqEC8+M8RYi1DBRor5l7HzBF4tazUmw+rW1oCi0DU2Rn5MynRanxCu2XlyhZfj4dfWO30n0AgDg9Ua7IsipzTkRERERERERERERERERERERERAVjkWUiogpIT08Pp3dux46DR7Duv53wfvVati02PgGnLl7GqYuXMXPRH+jRsT3+/PVn1Krumq8fv7dBGD19lqzAsrODPb4bPgxtmjVBVSdHWJqbQ19PD5qamgCAG/ceoMuwEQAAiVSqUKwaGhpKPTdl2yvCyNCw+EaytgayIsupaYp9gTyv5OQUpfcpiFicLbeuqpx/Kib+9CsyBQIAwPo/FimV48KIxWKMmfkzJBIJdHR0sOnPP2Tv/ZKyNDeXW3evWUOh/WrXrCErshwWGaWSWIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIje09TSQ5N2exH2dj+C/bchLfmlbJswKx4xERcQE3EBr57Nh02lznCrPw/Gpvl/J5meGojnnlNkBZb1DR3gVG0kLKybw9DIGTq65tDU0oeGRs5vN+Nj7sLzxiAAgFQqUTBaJX+HXAq/W9bSUvw3rVrahrIiy2KR8r9bfr9vSUmk8r9bVlXOqXBCYSJePvkVAKCjYw73hovLOSIiIiIiIlI1TR091P5xD2JuH0DUle3ICMudW4lT45H49AISn15A8IEFMK/XCVU/nweDytXz9ZMZHQj/7VNlhYp1LR1g12EETGs0h561E7SNLKCpoweNd/dCSn51F77Lh+TsXFrz6VKgqWtQfKN3tPQMZEWWswUfMZ/OUM19wKSSD+bTKso5ERERERERERERERERERERERERFY5FlomIKigtLS2M+mIoRn0xFG9DQnHb0wt3PR/hrtcjvPTzl7U7d+0Gbj7wxIW9O9CsYQO5PtZs3Q6hUAQA8HCvhasH98LUxKTQMVM+ouiwOkjPyFCibaZs2cTYWOmxjIzkfxid/PoFDPT1le6nIKrIubL2HD2Bh0+elizwD1hamGPetCkl6uOJjw8AQFdXBwv/WoOFf60ptG3guyLFAPDE2wdt+g+WrS/5eRbaNm8GAEhLz4D/2yAAgL6eLsbPnlNkDHKv+dXrcv3++9cK1HCpKluvXUP+i+6KFoU2MTKSLaelpyu0DxEREREREREREREREREREREREREREREREREREZEyNDS04FTtSzhV+xIZ6SFIjL2PxLiHSIr3RFrKG1m72KgrSIi9h6btD8HcqpFcH0FvNkMqEQIATMzqoHnHY9DWKfx3y9ni1NJ5MqUsO1vx3y1ni3Pbauso/7tlLW0jufUuAwOhpaV4UaqiqCLnyooIPoyk+MclDV2Ojp4FatSZqdI+VUGQEQ6RMDFnRUMTj+98W2T7LEGMbDns7V7ERV2TrTdtfxDaH7wXiIiIiIhIPWhoasGu3XDYtRsOQWwIUv0eIMXPE6n+nsiMyJ1bJb24iudv7sN9xgGYVJOfW0Ve/AdScc582tDJHXVmH4W2QRHz6Y8oOqwOJMLM4hu9k52V21ZL/yPm0/ry93dqttEfWkoUeS6KKnKurNh7R5AaqOL5tJEFnPrPUGmfREREREREREREREREREREREREqsAiy0REnwAXZye4ODth5KABAIDI6BjsP3EKf67fhISkJKRnZGD8T7/i8YXTcvtduXVHtjxn8qQiCywDQEhYuOqDLwOhEZEKtUtOSUVyau4Psm0sLZUey87aWm49KiYWLs5OSvdTnI/NubKu3rmDXYePqSJkmSqODiUusvyeUCjCwyfPFG6fmpYu1z4hKVmhdsWJS0hEXEKibP3Dwt41q7lAT08XWVnCArcXGm+ewsrFHZ9EREREREREREREREREREREREREREREREREREREJWVo5AxDI2c4VB0KABBkRiMy5BgCX/0NkTAR2dkZ8H40A226XpXbLz76pmzZ1X1qkQWWASAzPUz1wZeBzAzFfm8tEqVALEqRrevoWSk9lp6+jdx6liAWhkbOSvdTnI/NubLiom8hIvigKkKW0Td0VMsiy3mJhAlITkhQuH1WZiSyMnN/Hy+ViEsjLCIiIiIiUjF9G2fo2zjDptUQAIAwKRpxD44h/MxaiNOTIMnKQOCOWai/4LLcfkm+t2TLjr2nFllgGQCy4ivmfDorXrH5tDgjBdmZeebTxsrfB0zHVH4+LUqOhZaN6ufTH5tzZSX73kLs3UOqCFlGz8qRRZaJiIiIiIiIiIiIiIiIiIiIiEgtaZZ3AEREpHqV7Wzx49jROLJ1o+wx71ev8TYkVK5dRHSMbLmOW81i+71x/4HqgixD3q9fIzUtrdh29x8/gVQqBQBoa2vDw72W0mNVsrVBVUdH2fqth55K9/ExFM05lQ9tbW10aNFCtu77xk+h/V7maVfFwUHlcREREREREREREREREREREREREREREREREREREREVRd/ADi5u49Go9b+yx9KSXyIjPUSunUAQJVs2Niv+N7oJsXdVF2QZSk1+BbGo+N8tJ8V7Acj53bKGhjZMzdyVHktP3xYGhk6y9cTY+0r38TEUzTkREREREREVTtfcDvbdxsNtcu7cKiPsJQSx8nMrUVLufNrQ0a3YflNe3VNdkGUoI/wVsjOLn0+nBjwC3t0HTENLG4ZOdZQeS9fMFnrWufPplDdlM59WNOdERERERERERERERERERERERERUOO3yDoCIiEpP66ZNYGlujoSkJABAdGwcXJxzv/irqakpW87IyCyyr+CwcJy5cq1U4ixtQqEIB06exnfDhxXZbsehI7Ll5g0bwNDA4KPG6/VZR6z/bxcAYNPOPRg5aAA0NDQ+qi9lFZdzZW1buQzbVi5TUXSqE/viscJtR0+fhV2HjwEA2rVohssH9hTYztzMFMJgxYofA8Bnn3+Jm/cfAgBGDh5Q7Os0qFd3XLhxEwBw29MLcQkJsLa0LLT985evEBCc++X4di2bKRwbERGRurrl/RI9f1sCAHC2sYbPP6vKOSJ674/9R7HkwPECtw3v2AabfxhbtgERERERERFVQJ437uG7rp8DAOyrOOLcm4p5E9hP0cZFq7Dp99UFbus7cjAWbeVnFERERERERKp0w9ML3UaNBwA421fGmwunyjkiem/Rhs1YvHFLgdtG9O2NrYvnl21ARERERERERERUoVhYN4eOrgVEwkQAQJYgBoZGzrLtGsj93XK2OKPIvjLTQxETcal0Ai1lUokQkaHH4FRtZJHtwt8ekC2bWzWClrbhR41nY98VIf7bAAAh/v/CvsqQMvvdcnE5V5ZHszXwaLZGVeGpNVPzuug+JFLh9tfPNIUgIwwA4Oo+HTXqzCit0IiIiIiIqIyZ1mgGbSNziNOTAACi5Bjo2+SZW2nkmU9nFX0fsKy4MCQ+q6DzabEQcQ+Pw679iCLbxd7JnU8bV2sELb2Puw+YRf0uiLqyHQAQdW0HbFqV3Xy62Jwrqfro1ag+erVqgiMiIiIiIiIiIiIiIiIiIiIiIlJzLLJMRFTBZGVlQSgSwcTYuNi2CUlJSMtIl63bWMsXdK1WxRkvXr4CABy/cBEN69UpsB+hUIixM3+GSCQqQeTla8GqNejT5TPY2VgXuP3K7Ts4cuacbH3Ml0UXZC7K1DGjsWXvfgiFIng9e44Fq9Zg/vSpCu2bnZ2NhKQk2FhZyR5TZc6p/Azt2xvzV65BRHQ0srKE+G3ZKmxc+nuBbaVSKeYsyS3a7Fi5Erq0bVNWoRIRERF9tAuPnuHQzXvw8gtAVGIStDQ1UdnSAq3c3TCsfSu0cncr1fEzs4Q4dOsejt/1xOuwCEQnJcPEQB+O1lbo2tgDwzu2hWtlu1KNQRmBkdHYc+0WLj56jrC4eKRmCmBnbgY3R3v0b9UUQ9q2hIGebqnGcNf3NfbfuIu7vq8RmZCIbIkElSzM0aSGK4a0a4lujeuX6vjKUIf8RiUkYc+1Wzjr+QTBMbFITE2HtZkJXCtXQt8WjfF5+9awMDYq1RiUUd75zc6W4MR9Txy+dR/eQaGISkyCvq4O7K0s0cHDHV92bIt6Lh//g2BVU4f8vngbgj3XbuH6c19ExCdAIBShkoU56lZ1wqA2zdG/ZTNoaWkW31EpCoyMxvXnPrjr+wa+IWGy85eRnh6szUzQuEY1dG/SAP1aNIWuTun+CSIpPR37r9/ByfuPEBAZhbjkVFiYGKGKrQ16Nm2I4R3boLKlRanGoAx1yG95X6uVoQ75VYdrtTLKO7/qcK0uikgsxrPAYHi+CYB3cCjehEUgLC4eCalpyBKJYayvD2szE9Sr6oyujeujf6umMDH4uBtwKKq8r9VEpBipVIpgv7d4+eQFfB49x8snL/DyiTfSU9Nkbc6+vgOHqk6lHktKUjJO7zmKKyfOI8T/LRJjE2BmaQaHqs5o3/sz9PlyEGztK5V6HIp6/dwXJ3cdxoOrtxETEYWsTAGsK9mipoc7ug3pjS4De0FLS6tUY7h17irOHjgBb8+niI2MhpaWFmzt7dCwdTP0/nIgGrVuVqrjK0Md8hsaEIQTuw7j9vmriAqLRHpKGqwr2cDFrTq6DOqFHp/3g76BfqnGoIzyzq8gU4BzB07g0pEzePvaH3FRsTAyNUYlx8po070T+o4YDOfqVUs1BkUkxSfC9/EL+D5+Lvs3MiRctn38r1Mx4bdpKhsvNCAIg5t0gyAj9wZvqh4jr+zsbFw+dhbnD57Cm+e+iIuKgZ6BPmztK6F5pzboO3Iw3DzcS2XsjxEbGY2Tuw/jxunLCA8KQXJCMixsLOFc3QWd+3VH7+EDYGphXqoxqMP5uTihAUG4f/U2Ht/xRIDPa0SGhiMjNR0GRoawsLFC3Sb10a5nZ3w2oAd0dEt3XqYO5+eiZAkE8PF6hucPnsDf9zWC3gQiKiwCqYnJEAlFMDQxgk1lO9RqUBcd+3RBh95doKunV6oxlff5WRGCTAFeP/OR/f/O59FzBL0OQHZ2NgCgSbsW2HbpYJnEUhGOyff8vF/h1O4jeHbfC8H+QUhLToWWliZMLMzgWqsGmrRvid7DB6Kys0OpxaDuxyTR/5PzN29j/9kL8PL2QWRMLLS0NGFva4vWjRpgeJ9eaN2oQamOnykQ4MC5Czh64QpevX2L6Lh4mBobwdHODt3atsbIfr3h6lz6c3VFBYSGYdfxU7hw6w7CoqORkpYOO2sr1HJxwcBunfF5j24w0C/d+dadx0+x99QZ3Hn8FBExMcjOlqCyrQ2a1K2DYT27oXs79fmOojrkNzI2DrtPnMaZ6zcRFB6OhOQU2FhYwLWKE/p37ogveveEhZlpqcagjPLOb3Z2No5duopD5y/i+es3iIqLg4GePuxtbdCpRTOM6NcbHm41SzWGokgkEnj7+ePBs+d4/toPrwLfIjQyGrEJCRAIhTDU14eluRnq1aiOTi2aYWjP7rAu5bnZ89dvsPvEaVy9/xARMbHIzBKgkrU1PNxqYnD3LhjYpbPa/D9QHfKblJKKvafO4PiVawgIDkVsYiIszUxR1cEBvTq0w5d9e8He1qZUY1BEZGwcnvi+xCMfXzz2eYknvi8RFRcv2/7Ponn4qn+fUo9DHXKmDHU45/KYVM7/8zEplUrhHxyCx74v8djnJR77vsTTl6+Rmp77O55X50+iqoO9yp5HYSpKHoiIqGKQZGdBIhFBW6f437AKhYkQi3OvfXp68r/ZNTSuitRkXwBATPg5mFl4FDymRIgXXtMglVbc3y37eS+HrX136OkXfM2Ni76JqLBTsnWnal999FguNcchNHAXpBIhkhOfwt9nOWrUnaXQvlJpNkTCROjmyZUqc05ERERERPT/SiLKglQsgpZB8XMrUVoisrMyZOs6pvJzK32bKsgIewkASHh8DsZV6hU8plgI/3+nQZpdcefTocdXwKJBN+iaFTyfTvK9iXiv07J1uw4jP3os+67jEH1jN6RiIdLfPkXoiRVw7j9ToX2lkmyI05OgY5J7HzBV5pyIiIiIiIiIiIiIiIiIiIiIiIgKxyLLREQVTGRMLJr06IORgwZgUK8eaNWkMTQ18xdfCYuMxOhpsyEU5nwhulZ1V7hWqSLXpk+XzrIiyys2bYGLkyO+HjoYGhoasjbBYeEYP3sOrt29B2MjI6TlufFHRaGrq4Po2Dh0G/4Vdq39C/VqyRcTOXbuAsbM/AlSqRQA0NijHob26fXR41VxdMCC6T/i53dFcv/4ez383gZhwYwfUb1qlQL38XsbhGPnLmDrnv2YMWEMxo4YLtumypxT+TE0MMDvP83AqB9zvmi/bd8BmBgZYcHMH+VujpiUnILJv87DxRu3ZI8tmDkNuqV8Y2giIiKi92o6VEYHjzqy9aY1XYvdJzoxCRPWbsWlJ8/zbUvJyMTrsAj8e/EavujQGivHflUqxeq83gRgzJrN8I+Ikns8SyRCXEoqngYGYc3xc/jli4H4ccDH/39fVf46dgaL9x1Flkj+R6whsXEIiY3DpSfP8dexM9gyZRyaKJADZaVmZmL6Pzux7/qdfNsCIqMREBmNAzfvoktDD2yc/B3sSvnmwcVRh/zuvXYbs7buRnJGhtzjEfGJiIhPxC3vl1h55DTWTxqNruVcEFEd8usXHomxazbDyy9Q7vFMoRCJaenwCQ7FxjMXMalPdywYMQQ62uX7UXV551ckFmPe7kNYf+o8JBKp3La30TF4Gx2DUw8eoUmN8/hnyjjUcKis8hiKc+O5L37+dy9eBIUUuD05IwPJGRkIiIzGwZv34Gh9AOsmjUbnBgX/mL+kLj56hknrtyEqMUnu8ejEZEQnJuPha3+sOnoay0aPwJed2pZKDIpSh/yqw7VaGeqQ3/K+VitDHfKrDtfq4px/9AzDl64pdHve89jxe574becBLPl2OL7o0FrlsajDtZro/5mLW3U065h7bHs0b1hoW59HzzCux5dITU4pi9CKdPv8NcwfPxOxkTFyj8dFxSIuKhbP7j/C9mUbMHvVfPQdOaScoswhEonw969/YvffWyGRSOS2hb0NQdjbEFw9cR67mm7F4u2rUbVmNZXHEBcVg7ljZuDOxev5tqWlpCLwlT+ObNuL3l8OxJw1v8PIpPibHJUmdcjvvys2YsPCVRBmZck9HhEchojgMNy5eB3/rtiIxf+uRr2mDUolBkWpQ35feD7FL99ORfAH815hbBYSY+Px8ok3dqzajIlzp+HbGRNUPr6ivmo/AM/uPyqz8aRSKeaPnyVXYLk0Bb0JxC+jpsLb86nc44JMAZITkuDn/Qp7123HiB++ww+/z4aOjk6ZxFWYU7sP489p8/NdV2LCoxATHgWvG/ewffl6zN+0HG26d1T5+Opwfi7Og2t3sHLWIrx+7lvg9tTkFKQmpyDE/y3O7j+OSk72mLdxGVp1aVcq8ajD+bk4h/7ZjeUzFxa6PTUpBalJKQh86Yez+47BvooTfl27GK27dVB5LOpwflbEX3P+wK7VW2QFlctLRTgm38tIS8cfU37Fqd1H8m0TIee8GxsRjftXb2PT76vx7fTxmDhveoHfbyqJinBMElU0bi5V0bF5U9l6M4/iP9OPiovD2F8X4uKdu/m2paS9xavAt9h2+BiG9+mJNb/MhomRkUpjBgDPF94YNWcu/D74m0VsghCxCYl48vIV/vpvF+ZOGofpo75W+fjKWrl9Bxau34wsoVDu8ZCISIREROLinbtYuX0Htv+xEE3r1VX5+Knp6Ziy+E/sPXU23zb/4BD4B4dg/5lz6Nq6Ff75fS4qWZfvTX3VIb+7T57G9KUrkJyaJvd4eEwMwmNicNPzEZZv+w+bFvyGbm1V/xmyMtQhv35BwRg1Zy48X/jIPZ4pyEJCcjK8/fyxbs9+/DByOBZN+R46OmX/t+EXb/zQfMiXhW5PTU9Hano6gsMjcPr6Tcz9ewN+nTgWU78eofJYRCIxfluzDn/v2pvv/4Fvw8LxNiwcJ65cw9/16mD7HwtRo5DvnpcVdcjvhVt3MH7eIkTGxsk9HhUXj6i4eNx/9hzLt/2LlT/NxMh+vVU+vqKqde6BiJjYchv/PXXImTLK+5zLY1J5/8/H5CMfX/QcMzHf+7U8VJQ8EBFRxSEQxODuxc6wrzoUlRx7w8K6GTQ08n/GK8iIwHPPKZBKcj7nMDKpAUPjqnJtbO27yYosB75aDwMjZzhUHSb3u+XM9FB4e81AQsxtaGkbIVtc8X63rKGpC2FWLDxvDEH9FhthYlZbbntU2Bl4e/4IIOd7o6YW9VHJqd9Hj2dg5ISadWfj9fNFAICAl38hPS0QNerOhpGxS4H7pKcGIjr8DEIDdsGl1iQ4u+Z+lqLKnBMREREREf2/EibH4Pn8LrBpNQRWTXrDpHpTaBTwnamshAj4b5sKqThnbmVQuQb0bavKtbFo2E1WZDni3AboWzvDps3ncvPprLgwBOyYgZRXd6CpZwRJVgWcT2vrQpQSC98Vn6PGuPUwcpSfT8c/OouAf6cB7+4DZlS1Pqyb9v3o8fSsHeE0YBZCDv0OAAg/tRqCqEA4DZgFA7uC59OZ0YFIeHQW0Td2w77HRFTq8JVsmypzTkRERERERERERERERERERERERIVjkWUiogooJTUN6//bhfX/7YKJsRE8ateGk31lmJoYQ5CVBb/AIHg+ew6xWAwA0NbWxt+L5ufr54fR3+C/A4cRER0NkUiEsbPmYNmGzfBwrw1TY2MEBAfjrtdjZGdnw8zUBH/O+Qnjf/qljJ9tyQ3q2QNBoWG49+gxmnTvgxaNGsLNtRqEIhE8nz2HX+BbWVsrCwv8+9dyaJewuNP08WMQHhWFdf/uBAAcOnUGh0+fhXvNGqjjVgNmJibIFGQhJi4O3q/eICI6usj+VJVzKl8jBvbH4+cvZO+L1Vu3Y+fho2jXohmsLS0QER2Dm/cfyhUzn/DVCIwcNKC8QiYiIqL/Q01qumLl2K+Kb/hOUno6+sz7Ey9Dw2WP1XZyQAPXqhCJs+HlF4Cg6JybFe67fgcR8Yk4+tsM6KrwBo7PAoPQZ96fSBMIAAAaGhpoWbsmXCvbISktHbe8XyIpPQNZIhHm7jyA1IxMzP1ysMrGV9aC3Yew4sgp2bq5kSHa1q0Nc2MjBERG497LN5BKpfCPiELf+X/i/OJf4OGiuht0CkViDPtjNW56v5Q9VtXOBk1quEJHWwtPA4Jk+bz05Dn6zl+Gi3/8CjMjQ5XFoAx1yO+/F6/hh43/ytYNdHXR3sMdtuZmCIuNx03vlxBnZyMqMQmfL1mNg3N+RJdGHiqNQVHqkN/Q2Dj0/G2JXHHURtVdUNvZEemZAtx79QbRicmQSKRYe+Ic4pJT8M+UcSobX1nlnV+pVIqJ67Zi/43cYgR2FmZoWasmjAz08TIkDI/9cz678PILRK+5S3Fl6W9wsinbG9w/DQzKV2DZtbId3J0dYWVqgswsIR4HvIVfeCQAICwuAQMXrcCmyWNVXqD04qNn+HzJaojfFcLR1tJCu7q14WhjhejEJNx88RKZQiFSMjIxfu0WiLKz8U2XDiqNQVHqkF91uFYrQx3yW97XamWoQ37V4VqtLB1tLdR0sIdLJVtYGBtBR0sLCalpeBEUgoDInM9q41NSMXbNZkQmJGLaQNXddFodrtVE/+/qNWuAOWsWKdQ2Iy1DbQosTxk0Wu7vQE3at0RlZwfERcXA8/pdCDIFSEtJxW/fTYdYJMbAUV+US6xSqRTzxs7Amb3HZI9ZV7JBw1ZNYWBshACf1/B59BwA4O35FN91+xy7bhxHZWcHlcWQkpSMsT2GI8D3jewxV/eaqN2wLsQiMV48fILwoFAAwOk9RxETHoUNp3ZCR1dXZTEoQx3yu3buMmz9c51s3cTcFE3bt4KphRlC/N/iyR1PSKVSBPsFYlyP4dh+5RBq1a+j0hgUpQ75ffnUG2O7f4GMtJy/6WloaKBh66Zwru6ClMRkeN64i9SkFAizsrD6lyVIT03D9wtmqmx8ZcRGFv13aFU7sGknvG7eL5OxIkPC8V3XoXKFNus09oBrHTdkpqXjyV1PxEXFQiKRYOfqf5AQG4fF21eXSWwFObJtLxZO/Em2rm+gj2YdW8PKzgaRIeHwunEPYrEYsZExmDJoNP4+ul2lRXDV4fysiFdPvPMVWHZ2rYrqdWvBwsoCmZkC+D56jqA3AQCAqNAITOr7FRZuXYk+Xw5SaSzqcH5Wlp6+HqrVrgGHqk4wtTCDBjSQEJeAl09eICo0AgAQERyKyQO+xe/b/0LPYf1VNrY6nJ8VlRATV+4FlivKMQkAIqEQ43uNwLP7j2SPGRgZwr1RPdhXcUSWIAvhQaHwffQcUqkUYpEIW5auRVRYBH7f9pfK4qiIxyRRRdC0Xl2s/mW2wu2TUlLRc8xE+PoHyh5zr14NDWrXgkgshudzHwSF53y2tffUWUTExOLkxr+hq6OjspifvnyFHt9NRFpGBoCc/4+3atgA1as4ISklFTceeiEpNRVZQiF++WstUtLSseCHiSobX1lz/16PZVty/w5lbmKC9s2awNzUBP7Bobj75CmkUin8gkLQc8wkXP7vH9Sv5aay8YUiEQb/MB03HnrJHqvq4ICmHnWgo62Npy9fyfJ58c5d9BozCVd3boOZibHKYlCGOuR32+FjmLRgsWzdQF8PHZs3g62VJUIjo3DD0wticTYiY+Mw6IdpOLr2L3Rt00qlMShKHfIbEhmFrqPGyRV4bFzHHe7VXZGekYG7T54iKi4eEokEq3fsRkxCArb/sVBl438MTU1N1KjiDFdnJ1iZm0NfTxdJqal46R8Ibz9/AEBaRgZ+WrEaASGhWPvbzyobWyqVYuzcBdh3+pzssUrWVmjVsAGMDA3h6x+ARz45cyLPFz7oNno8ru/+F86VK6ksBmWoQ34v3LqDQT9Mg1j87m+H2lpo37QJnCpXQnRcPK4/9ESmIAspaekY8+t8iMRijBrUX6UxKEodCiyrQ86UUd7nXB6Tyvt/PybTMjLUpsByRckDERFVLGJxKkL8tyHEfxu0tI1hau4OfUMHaGubQCLJQnpqIJITnkAqzfmcVkNDG+6NluTrp0rNMQh7uw9ZgihIpSJ4e01D4Ku1MDGvA21tE2SkvUVSvCek0mxo65jCzWMufB7NKOunW2KVHHsjMz0USfGeuHOxM8ytmsDIpDqkEiGSEp4iIy1A1lZH1wIezdZCU7Nk39tzcZsIQUYEgv23AQCiQk8gKvQkjE3dYGxWCzo6JsjOFkAoiEVq8itkCaKK7E9VOf/UxERcgJ/38nyPZ2Xm/v09NGAnYsLP52vTuuvlUo2NiIiIiIjUT3ZmKqKubEfUle3Q0jeGoZM79CwdoGVgDIkoC4LoQKS9fQpp9ru5lZY2XEYsztdP5c++Q8yt/RAlRUGaLULAf9MRfnYtDJ3qQMvABIKYIKT6ewKSbGgZmKLK0N8QuKN8vp9cElZNeiMrLgSp/l54Pr8LTFwbQ79SdUjFQqS9fQpBdO53UrSNLVDju7+hoVWy+bRD9wkQJkQi6krOfDre8yTivU7BwN4Nhg5u0DYwgUQkgDAlDhlhryBKKno+raqcf2oSnl5E6PH882lhUu58Ovr6LiQ8yT+frj//UqnGRkREREREREREREREREREREREFQ+LLBMRVTA6OtrQ19ODICsLAJCalo47nl6FtnesXAn/LF+CDq1a5NtmaW6OE/9twYBRYxEWmfPlXv+gYPgHBcu1q+bshN3rViM9I1OFz6TsaGtr4dA/G/DlpCm4cf8B7j16jHuPHudrV71qFezftA61qruqZNxV839DYw8P/LJ0OSKioyGVSuHz+g18Xr8pdB97OztUr1pV7jFV5pzK38p5v8LW2hqL/16HrCwhEpKScPz8xXzt9PX08NuPkzFzQvkVGiMiIiJSxPfrt8uKwBnp62HzD2PRr2VT2XaJRIKt569i9vY9EGdn48YLXyzYcwiLv1HNje0zs4QYtmS1rKifa2U77J09Be5VHGVt0gVZmLl1F3ZduQkAWH74JJq5VUf3Jg1UEoMyznk+kSvaOLJzOyz/biSM9PVkj/kGh+GLpasRGBWD1EwBPv/jLzxetwwGeqopNjF/zyFZUT9tLS0sG/0lRnfrBE1NTVmb43cfYvzaLUgXZME3JAzfr9+GXbMmq2R8ZahDfp+/DcaPm3fI1rs2ro8tU8bBMs+Np0Nj4zBy2To88g+EODsbX69Yhyfrl8HOwlwlMSijvPMrlUoxctk6WYFlGzNT7Jz5PdrUqSVrIxKLsfTgcSw7dBJATtHPJjVcMbbnZyqJQRnqkN9/zl2WK8A7a0hf/DS0P3S0cz++v+3zCiOXrUVcSioiExLx1fJ1uPrnPGhoaKgkBmXUdKiMrz5rjyFtW8DeyjLf9qtPvTFh3RZExCdCIpFi0vqtaFTdBW6O9ioZPyohCd+sXC8rwNu4ejXsmvW9XFHi+JRUjP37H1x89AwA8OPmHWhcvRrquTirJAZlqEN+y/tarQx1yK86XKuVUd75VYdrtaLszM0wY1AffNbIA42ru0C/kEJeD1754fsN2/Hq3eu6cM9hdKpfFw1cq6okjvK+VhPRxzExN0XtBnXh3tgDdRp7IEuQhV9H/VgmY8dGRmPWiEmyYnJ1mtTHyn2b5ArsJcUn4tdRP+LW+asAgMWTf0GdJvXh5uFeJjHmtX/jDrligWN+/gHjfpkCnTwFtR7deoDpX4xHYmw8YiOiMWP4BOy+dUJl//9ZMH6WrMCjgZEhft+2Cp8N6CnbLpFIcHDzLiyfsQBisRgPr9/F2rnLMW3pLyoZXxnqkN8bZy7LFVju/83nmL1qAQyNDGWP+fm8xo+Dv0NoYDDSU9MwZdBonHhxHfoG+iqJQRnlnV9BpgBTB38nK7Ds7FoVqw5tQY06uUXQMtIz8Oe0eTj+3wEAwJala+HRvBHa9eyskhiUpa2tjWq1a+Scwxp5wL2xB6YPGycruKoq4UGhWPPrUgBA47bNEREchsiQcJWO8Z5UKsX0L8bLCixb2lpjxd6NaNy2uayNSCTC5sVrsGXJ3wByirrWa9oQwyZ8XSoxFeXVMx8snpz7HmzbvRMW/7saZpbmssciQ8Ix/Yvx8PF6BrFYjJlfTsRJ7+uwrmSrkhjU4fysDBe36hjwzefo/nk/2DnkL1x07/JNzB07AzHhUZBIJJg/bhbqNq4Pl1rVVTK+OpyfFeVYrQq+XzATLT9rB7f67nI5zev2+WtYMHE2YsKjkJ2djUWTfkbjti0KfH0/Rnmfnz+GQ1Un1GnsAfd358ZD/+zCpaNny2TsinRM7vjrH7kCy0PGjMCk+TNgYS3/2eCbFy+xePIcPL2X0/bU7iP4bEBPdOjdpcQxVKRjkuhTN2H+IlnBViMDA2xdPB8DuuT+P1cikeCfA4cxY9lKiMXZuP7AE/P+3oAl06eoZPxMgQCDf5guK8Dr6uyEg6uXo06N3P8DpGdkYtrS5dhxLOfvUH9u2Y4WDTzQo10blcSgjLM3bskVWP56QF+s+mkmjAwNZI/5+PljyJQZCAwNQ2p6OgZNnoYXp47AQF818625a9bLCvBqa2th5ewZGDN0kNznkUcvXsaYXxcgPTMTPv4BmDBvEfau+lMl4ytDHfL77NVr/PD7Utl697atsX3JQliamckeC4mMwvBps+Dl7QuxOBtfzvgZL04fQSVr64K6LFXlnV+pVIrh02bJin3aWlpiz8qlaNukkayNSCTG4k1bsPSfnJtV7z11Fs3q1cX4L4aqJAZFmRgZ4YeRw9G1TSu0aOABY0PDAtu9DAjExAWLce9Jzt+hthw8gq6tW6JPpw4qiWPTvoNyxVx/Gjsav4wfAx2d3L8d3vJ6jOHTZyM2IRERMbH4cvps3NzzX5n/P1Ad8hsZG4cRM+fIiog2qeuOvauWyRW4jU9Kwug583D+1h0AwA+/L0GTuu7wcKupkhiUpaeri3o1q6NRHXc0qlMbjd3d0XRw2fzdVR1ypgx1OOfymFQOj8lc5iYmaOBeC43da6NRHXcIhFkYPWeeCiIuXkXMAxERVQyamtrQ1NSHRJLzPbBscRoS4x4W2l7fwB51m66ClW3rfNt0dS3QuO1uPL79FQSZOX+TzEh7i4y0t3LtDIyqoEGLTRCLM1T4TMqOhoY2Grbajmf3xyEh9i6S4j2RFO+Zr52hsQsattwKY9MaKhm3dsPfYWbZAK+fL35XRFmKtJRXSEt5Veg+evqVYGRcTe4xVeb8UyMUJiE12afoNlmxEGbFllFERERERESkrjS0tKGhow+p6N3cSpCGVL+HSC2kva5FZbh+uwpmtfLPrXSMLVB76k68WvM1hImRAABBTBAEMUFy7fRsqqDmuA3Izqqg82lNLbhN2oY3m8Yj5fU9pPp7IdU//3209G2roubELTCorJrvhboMXwhjl/oIPvxHThFlqRSZ4a+QGV74fFrHvBIMbF3k41dhzj814rREZIT6FtlGlBILUQrn00REREREREREREREREREREREVDzN4psQEZE6cahUCVHPPHHi3y2YNWk8urRrg2rOTjAyNISWlhZMjI1Q3aUqBvbsjq0r/4TP9Uv4rG3hNw+r714bjy+cwYIZP6JJfQ+YmhhDV1cHTvaV0al1K6xbvABe50+hSX2PMnyWqmdrbYXze3dg59+r0KNjezjZV4aurg6sLS3QplkT/DX/Nzy+cAYetWsV35kSvhzYD29uX8W/f63A8AH9UNO1GizMzKClpQVjIyO4ODmia/u2mPPDJFw5uAeB92+iU5tWcn2oOudUvjQ0NPDT9xPw9NJZ/DLlezT2qAdbayvo6OjAxsoSLRo1xK9TJ+PVrSsssExERERq797LNzhxL/dGQBu+/06uqB8AaGpqYmzPz/DrFwNlj20+exnBMar5Ady6U+cRFpcAADDW18exuTPlivoBOQUHN3z/Hbo0zJ3X/LbzALKzJSqJQVHZ2RL8tvOAbL1r4/rY8P13ckUbAcC9iiOOzZ0pezwsLgHrT19QSQxB0bHYfOaSbH3ul4MxpsdncjdZBoD+rZph3cTRsvXj9zzx4JWfSmJQhjrk97cdB5AtyemrXlVn7Js9Ra4ALwA42Vjj6NwZqGxpAQBIzRRg8f5j+foqbeqQ30O37uHRu5vra2lqYt9PU+QKLAOAjrY2fhs+GKO6dpQ9tuTAMaRkZKokBmWUd35TMjKx5MBx2fp33Tvht+GD5QrwAkCbOrWw96cp0NTMuUmvl18gDt++r5IYFOVSyRY7ZkyC19qlmNK/Z4EFlgGgU4O6OLPwZxi/u/m/SJyN5e8KaqvC4v1HkZqZ8wN0eysLHJs3U64ALwBYmZpg3+wpqFvVCQAgzs7Gbzv3qywGRalDftXhWq2M8s6vOlyrlaEO+VWHa7WimrlVx7wRQ9Da3a3QAssA0LxWDZxd+DMsjI0AANkSCbZfvKaSGNThWk1EynHzqI2T3jdwK+oFtlzYjx//mIOug3qjkqN9mcWwceEqpKemAQBsHSph0+ldcsXkAMDcygJ/HfoHNevVBgCIxWL89fMfZRbje2kpqdi8eLVsfejYkfh+/ox8xR4bt22Ovw7+Izv/eXs+xfmDqvk/45O7nrh8LLcoxoJ/lssVeARyro/DJnyNifOnyx7bt+E/hAeFqiQGZZR3frOzs7F6Tm5fbbt3woLNy+UKLANAjTpu2Hh6FwzePR4VGoE9a7eqJAZlqEN+d/+9VVac2NDYCBtP75IrsAwAhkaGWLB5OVp37SB77K85fyA7O1slMShjzZFtuBPni0NeF7Bg83IMHTcSdZvUz/f/j5KSSqVYMH4WMtLSoaevh7kb/izVQjPnDpyAj1dOwSstLS2sPrRFrsAyAOjo6OD7+TMw+LsvZY9tWrwaaSmF3cas9Pz1c27+3Tzc8dehf+QKLANAZWcHbDy1Czb2dgCA9NQ0bFi4SiXjq8P5WVGOrlWwbM96HHt2BV9PG1doAeCWn7XD1gsHYPju/+1ikQj/LF2rsjjK+/ysjA69u2DMT5NRt0n9QgssA0Cb7h2x6cxuaL9rk5GWjtN7DqskBnU4Pyvju9mTcTPyOc6+voPlezfi2xkT0Lxja9l1rrRVpGMSAI5u3ydbbt/rM/y67o98BZYBoGa92lh/cies7Gxkj53ec0QlMVSkY5LoU3b3yVMcu3RVtr554Vy5AstAzvl+/BdDMW/SBNljG/YeQFB4hEpi+HvXXoRFRQMAjA0NcWrTWrkCvABgZGiAzQvnomvr3O9hzln1d5n/fzw7OxtzVv0tW+/etjU2L5wrV2AZAOrUqI5Tm9fByCDn8bCoaKzdvQ+q8DYsHBv25n7mvWDyRIwbNiTffGBg18+wccGvsvWjl67g/tPnKolBGeqQ37x9ebjVxME1K+SKfQKAc+VKOLlpLextc655qenpWLR+s0rGV4Y65PfA2Qvw8s65QbKWlhYOrlkhV+wTAHR0tDF/8gR8NyT37xSLN21BSlqaSmJQVDUnRyybNQ2ftWpRaIFlAKjtWg1n/1kPV2cn2WObD6jm/80paWlYvGmLbH3s54Mxf/IEuWKuANC2SSMcWL1clkvPFz44eK7s/w6lDvldtH4zUtPTAQAOtrY4tWmdXBFRALAyN8fBNStQr2ZOsTKxWP78W5buHdiNuPs3cXvfTvz960/4ZkA/1HNTTRE1RahDzpRR3udcHpPK4zEJeNSsCe/TRxF55yrOb92IxdN+wKBun8Gxkp2Koi5eRcsDERFVHPoGldG5nw8at9mNarUmw8quPQyMqkBLyxAaGlrQ0jaGoXE12Dn2Rr2ma9C2x21Y27UvtD9T8zpo3fUqatSdDTOLBtDWNoGGpi70DexhZdsW7o2WonXXKzCzbFB2T7IU6Olbo2n7g/BovgE2lTpD38AeGpq60NG1hIV1c9Ru8Dtad70KE3N3lY5rX2Uw2vd6AI9ma2HvPAhGJq7Q0TF/lysjGBg5w9quA1xr/4hmHY6iQ+9HsLJrK9eHqnNORERERET0/0jPojKarvFGrSk74dDze5jVaQ89myrQ1DMENLWgpW8MfTsXWDbuBddRf6HBH7dgXqddof0ZOdVB/YVX4DRgFoxcGkDLwAQa2rrQtbSHWe02cBm5BPXnX4KxS4Oye5KlQMfUGu4zDqDG2PUwr9cJupb20NDWhbaxJUxqNEfV4YtQf+EVGDmpdj5t03IQGv15D9W/+xvWLQZCv5IrtAzNAU0taOoZQc/aGWZ1O8Chz1TUmXUEjZd7wsxdfj6t6pwTERERERERERERERERERERERFRwbSLb0JEROrG0MAAPTp1QI9OHVTSn7mZKX6ePBE/T55YZLv2LZtDGFx8IQe/O9eVGv/ygT1Ktd+2chm2rVym1D5Azs1khvXrg2H9+ii973tzf/wBc3/8Qal9dHV18eXAfvhyYL+PHlfVOf9/8rHvl+Io+779kGuVKpg3bQrmTZuiooiIiIiIyt7G0xdlyy1q1cDA1s0LbTu1fy9sPX8FYXEJyBKJsO38VSz86vMSjS+RSLD5bG6Rugm9u8Klkm2h7ZeO/hKXJ7+AVCrFq9BwXH3mjS6NPAptr2qXn77A67CcG4hraGhg6bfDC21brbIdJvTqihVHTgEA/jl7GdMH9i5xcZqt569AKBYDAJxsrPBD3x6Fth3ctgU2nb0kK+i38cxFNK9Vdjd/VYf8vu/nvcXfDIOuTsEfqVqaGOPnz/vjh43/AgD2XL2F378eBtMPbpRemtQhvxtO5Z4XBrdpUWSfC74aiv037iAjS4i4lFQcunkPo7t3KnEMilKH/B64cQfx74o7GenrYd6IIYW2bVm7Jga3aYGDN+8BADacvoghbVuWaHxl9G3RROG21e0rYVS3jvj7RE5xnfNeT1USQ1J6OvZeuy1b//nzAbIiqB/S1dHG4q+/QL8FOZ8JXHnqjTfhkajpUFklsShCHfJb3tdqZahDftXhWq2M8s6vOlyrS4uNuSl6N2+MXVduAgCeBrxVSb/qcK0mIuWYWpjD1MK83MZPSUrGyd25hekm/PpjofHo6Opi2tJfML7XCADAvcs3EfQ6AFXdXMsiVADAmb3HkBiXAAAwMDLE5EWzCm3bsFVTdB/aF2f3HwcA7Fm3HT0+//i/pb23d9122XKDVk3QbXDhfxf8Ztp4HNy8C1GhERBmZeHQlt2YuvjnEsegKHXI792LNxD4yh9Azv9/ZiyfW2hbJ9eq+PL7Udj65zoAwL6NOzBq5qQy/f9PeedXIpFg34Z/Zetffj8KjtWqFNp+1op56F//BqRSKQJf+uH+5Vto3a1DiWJQ1vtCk6Xt8NY9eHDtDgBg3K9TUbVmtVIdb/fabbLlbkP7on6LxoW2nbL4J5zeexSCjEwkxsbj7P7jGDp2ZKnGl1fAyze4f+WWbH3a0l+go6tbYFszS3NM+PVHLJz4EwDg5K7DmLb0FxibmpQoBnU4Pyuqc7/uCretUsMFQ8aMwI6/coor3Tp7RSUxqMP5ubS41q6JRq2b4uH1uwAA38cvVNJveZ+flVWlhkuZjvehinRMpqWkyhXC7vlF/yLbG5uaoGOfrji8Nec7NW9fB5Q4hk/5mCSqaNbv3i9bbtmwPgZ371Jo22nfjsTmA4cQFhWNLKEQWw8ewe8/Ti7R+BKJBBvzFJSd9OUwVHNyLLT9itnTUL/fPUilUrwMCMSVew/QtU2rQtur2qU79/AqMOdzRQ0NDSyfNa3Qtq5Ojpg0YhiWbcmZb2zadxAzR39T4vnWloOHIRSJAABOlSth6tcjCm07tEc3bNh7QFZ8d/2efWjRoOw+v1WH/L7v570l06dAV0enwLaWZmb4ZcJYTFqwGACw68RpLJk+BabGxiWKQRnqkN91u/fKlod071pkn79PnYy9p88iI1OA2IREHDh7HmOGDi5xDKXBQF8fX/bphYXrNwEAnvi+VEm/+06fQ1xiEgDAyMAAC3+YVGjbVg0bYEj3rjhw9jwAYP2e/fi8p+LzJVUo7/wmpaRi98nTsvVfJo6FhZlpgW11dXSwZPoU9B73PQDg8t37ePM2CDVdqpYoBmU1dK9VpuN9qLxzpgx1OOfymFQOj8kcFmamhT7vslAR80BERBWLlrYhbCp3hk3lzirpT0fXDK61p8K19tQi21nZtkL3IZHF9tehl6dS4zfvcFSp9h7N1sCj2Rql9gEADQ0t2DsPgL3zAKX3fa9GnRmoUWeGUvtoaurCvspg2Ff5+P/rqTrnnwrHqp/DsWrZfX82L2Xf50REREREVP609Axg4dEZFh6qmVtpG5rBsfcUOPYu+n5EZrVaoeW28GL7a7TsQbFt8qoz67BS7auPXo3qo1crtQ8AaGhqwbp5f1g376/0vu859ZsOp37TldpHU1sXNi0HwabloI8eV9U5/1TYtvkctm3KZz5NRERERERERERERERERERERESfHs3yDoCIiIiIiIiIPl7HWfNhMuArmAz4CssPnVR4v4DIaNl+pgO/RlB0bL422dkS3PZ+hcX7jmLAwuWoM3Ya7IZ9B8sh38Ll60noOGs+fv53L16GhKnyKcniMhnwFYJj8sf1od1Xb8na9/j1D4XGSExLx/pT5zFw4Qq4j/0Rtp9/h0pfjIHH+BkY/ddGnLzvBalUWtKn8knLzBLi4uNnsvWvu3Qosr2WliZGdGonWz9536vEMdx75YfoxOQ8MbQvsn1Nh8poVbumbP34vbK9Ac2JPOO1dndDjWIKQeZ9TSMTEnHv5ZsSx3DyXu7rPqJTW2hpFf3x4Nef5b6mF7yeQSAUljgGRalDfvPmrIqtNTp41Cmy/dB2rWDwrkiOUCzG2YePSxyDMso7v6GxcXjkH5jbfzE5MzcyQr+WTWXrx+89LNH4ylKH/J7Ik7N+LZvC3KjggrLv5c3ZI79AhMXFlziG0tIyz/GYnJGBhNS0Evd5zvOprDipoZ4uhrYrughxx/p14GxjLVs/fres32Plm191uFYrQx3yqw7XakWpQ37V4Vpdmmzy3Iw6NVOgkj7L+1pdUX3Zpi/q6zmjvp4ztixdq/B+If5Bsv0a6FdB2NuQfG2ys7PhdfM+NixciQm9R6JHzVZobuGGxsau6ODYEF+26YsVsxbB3/e1Kp+SLK76es5yBcsKc2LnIVn70V2GKjRGSmISdv+9FRP7fIXuNVqiuXlNtLCshV612uDnr3/AlRPnOe+tAG6cuQzRu2Nf39AAPYb1L7J9i85tYV8ltwDRxaNnSjO8fC4fOytb7jKwJ0zNzYpsP+DbYbJlb8+niAqNKNH4gkwBbp2/Jlsf+O0XRbbX0tJCv6+GyNavHDtXovGVpQ75vXw89zk3btu82MK4eXMWGxGNJ3fL7nquDvl9etcTcVG5n1fmfT0KUtXNFY3aNJOtX8pzjHxKokIj8NfPOZ/LutWvg69/HFeq40WGhMPHK/f/wgOLyYOpuRm6DOwpW798tGzzcDnPe8++ihOad2pTZPsew/pD30AfACASCnH99CUVxFC+5+fS1LBV7mdLqckpSE5IKnGf6nB+Lk2Wtrlz6fTU9BL3pw7n54qmIh2TGWny7xFTc/Ni9zG1yH0+qphzfOrHpLLaDv8a+vWaQL9eEyz9Z5vC+wWEhMr2M/Boirdh+W+wmp2djZuej7Bw/Wb0GT8ZNbv1gWWzNjBp2AJO7bug7fCvMXv5X/D1L3nx7Lzex6VfrwmCwot/f+88fkrWvsu3YxUaIzE5BWt37UXf8T+gRtfesGjaGlbN2qJ2j374evavOHHlGufIxcgUCHD+1h3Z+rcD+xfZXktLC1/17ytbP3b5aoljuPvkGaLyfG7+7aCiY6jpUhWtGzWUrR+9dKXEMSgj73Nu07ghalStUmT7vK9pREws7j55VnhjRWO4lBvDV/37QEtLS+EYzt28A0FWVoljUJQ65Dfv61XFwR6dWjQrojUwrGd3GOjrAQCEIhFOX7tZ4hiUUd75DYmMgpe3b27/g/oV2d7c1AQDuuTeYProxZKfF0qTjaWFbDk1PUMlfeY9Lwzo0hnmpiZFts97HHi+8EFoVJRK4lCEOuT3zI2bskLihgb6GFZMQdvOLZvD2T73b3tHLl4ucQwViTrkTBnqcM7lMakcHpPqgXkgIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqL/ByyyTERERERERFSBDe+YW5Bh3407RbSUt+/abdlyq9o1UdXORm57XEoqan43BT1++wNLDx7H5ScvEBIbh4wsIUTibMSlpMLLLxDrTp5H86m/YOqm/yAUiUv+hMrAxtMXUW/cdPy0fS8uPXmO0Nh4ZAqFSBdk4W10DA7evIcv//wbHWbNV6jI8/8rL78ApAtyb7rbwcO92H3a52kTEBld4tf3xnMf2bKLnS2q2NoU0TpH3iKq15/5FNFS9W48z73ZpSKvV1U7G7lj8/rzksUbHBOLt9ExsvX2xRSUBeTjTBMI4PlGtTfOL4o65Pd6npy1q+cODQ2NItsb6euhaU1X2fq1EuZMGeqQ3xsvXsqWDXR10dythgIx5MZ5x/c1ROKyu5aUd36FIjHuvswt2FhckWcAaF6rBvR1dQDkFCjJ+xzUzYevp0QFBSryngeb1qwOQz29YmNoV6+2bP1aGZ731SG/6nCtVoY65Le8r9XKUIf8qsO1ujS9DM0tNvThfOljqMO1uqLqO2KwbPn0nqMK73dqzxHZcqM2zeDo4iy3PTEuAV1cmmF0l6HYvHgN7l66gYjgMAgyMiEWiZAYGw9vz6fYtWYLBjfqit+/nyMr7KXu9qzbjp5ubbB85kLcuXgdkSHhEGQKkJmegbC3ITi7/zimDR2LL1v3UajIM5Wfh9dyP+vxaNYQBoYGRbbX0NBA0w6tZOsPrt4uorVqiYRCPL6TW3C3WcfWxe7ToGVj6L0rjCGVSvHgmuKfbRXkxcMnyMxT9Ka5AjE0z/PZWkhAUJkeE+qQ37wxKJIzRxdnOFR1UmkMilKH/OZ9j374WhQm7+talq9XWVowYTbSU9OgpaWFBZuXQVtbu1THe3j9rmxZ30AfDVo2LnafvO+XR7cfQvSuEElZkD/OWhX7+YOhkSHqNW8kWy/p+0Ydzs+l6cOXUyKRlLhPdTg/l6YA3zeyZUXOY8VRh/NzRVLRjkkLGytZ4XcA8PN+Vew+edu41S9+7lucT/2YVNaIvr1ly3tPnS2ipbzdJ3OLTbdu1BAujg5y2+MSk1Ctc090HTUOf2zagkt37iEkIhIZmQKIxGLEJiTC84UP1uzcg8YDh2HyoiWywl7qbv2e/ajVoy9mLluFi3fuIjQyCpmCLKRnZuJtWDgOnD2Pz6fORJsvvlaoyPP/q4cvvJGemSlb79iiabH7dGye2yYgJLTEr++1Bw9lyy6ODqjqYK9UDFfvPyyipepde5B7vu/YvOjCkcD755R7bF69/6BE4weFR8gVVFckho55ClymZWTgwfMXJYpBGeqQ37wxdGjWpPi/HRoaoJlHPZXGoCh1yO/1PO9xA309tGxQv/gY8uTs9qPHEKnx94xeBgTKlhV5PxZHKBLhzqMnsnVFzqMtG3hAXy/3/4HX7nsWs4fqqEN+8z7fZh71YJjn/6UF0dDQQIdmTWTrZX3eL2/qkDNllPc5l8ek8nhMqgfmgYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI/h+wyDIRERERERFRBTaoTQvovita4RceqVDRLalUigM3cwtR5C3U/F6WUISYpGQAOUUlm9SohsFtWuDbrh3x9Wft0b1JA9iam8n623bhKsb+vVkVT6lUTd6wHbO27UZyRs4N/y2MjdC1kQe++qw9vuzUFk1rukJTM+emjY/936LjrAUIimah5YL4hoTJlq1NTeBobVXsPg1dXeTWX4aEF9JS0Rhy92/gWlWhfRpWz40hNC4eaZmCEsWgqNTMTITExsnWG3zwWhQm72tW4tcrOExuvaECr5mTjTWsTU1UFoMy1CG/ed/nirxeH8bwKrQMXy81yG/e18vd2RG6OsUXVWqU5/USibPhHxFVohiUUd759Y+IgkicrVQMejo6qOOcW/zmZUhYEa3Ll3dQiGzZUE8XVibGJe4z7/NV9LyQ9z32sgyPSXXIrzpcq5VR3vlVh2u1MtQhv+pwrS4tl588x4VHT2XrA1oVX6CiOOpwra6oug/tCx1dXQBA0JsAPH/4pJg9cuapZ/bmFmTuk6dQ83tCQRbi3833DIwMUbdpA3Qf2heDRg/HwFHD0K5nZ1i9K7AtlUpxaMtu/DLqR1U8pVK1cMJsLJs+H6nJKQAAUwsztOnWEQO+HYa+Xw2BR/NG0NTM+ZqAz6PnGNG2H8LehhTVJZUjf5/XsmX3RvWKaJmrTiMP2XLeIoqlLcjvLcR5iqwpEq+unh6q160lWy9pvHlfLwsbK1RyKr4ATu0P4izL16y885uemoaIPNcn94YKxtC4fN5j6pDfkuYsMiQcGWnpJYpB3Rz9dz/uXroBABg5dQxqK/g+Kom8eXCt4yb7f0JR3PO8b8UiEYL9AotorVpy7xtFj7M876+Svm/V4fxcml6/eClb1jc0gLmVRYn7LO/zc2k6un2fXAHcroN7F9FaMepwfq5IKtoxqaOjg3a9PpOt7/p7C+KiYgptf+/yTdw+fw1ATiGnYeO/KnEMn/Ix+TGG9OgKXR0dAMCboGA8fO5d7D5SqRT7Tp+TrY/o1ytfG0FWFqLj4wEARgYGaFqvDob06IrRgwfg20H90bN9W9hZWcn623LwCEbPmauKp1SqJs5fjOlLVyA5NQ0AYGFqim5tWuGbgf0wsl8fNPeoJ5sjP/LxRbvh38gVLaVcvn6530OwsbSAU6VKxe7TyL223HregqUfFYN/bgwf9l2YxnVy24VGRiHt3fcESltqejpCIiJl643caxXROlfeeF/6q+71yomh+NfMuXIl2Fjm/n+qpDEoQx3yW9IYSvoeV4Y65DdvDHWqu8quT0VpXMddtiwSi+EXHFyiGErL89dv8N+xE7L1Qd26lLhPv6BgiMS5BU4VyZmeri7q1nCVrZfXe6y88it/TCp6Hs2NoSxfL3WgDjlTRnmfc3lMliwGHpPlh3kgIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqL/B8VXuSAiIiIiIiIitWVpYoweTRvixD1PAMC+a7fRtKZrkfvc8X0tKxxsqKeLAa3zFwzT1dbGt1074vP2rdCspit0tPN/hCCRSHDyvhembPoPCalpOHL7AQa0aoZ+LZuq4Jmp3t8nzuG/S9cBAKaGBlj09TCM6Ng2XxHQN+GRGLdmM7z8AhGbnIJvVqzHtWXzoKGhUaLxLzx6houPnpWoj4KsHFvyG9R/jNehEbLlKrY2Cu1jpK8HK1MTxKekAsh5rbs3afDxMYTlxuBsa63QPs42uQUIpVIp/CIi8xUcLA1vwiLl1qsoGK9TnnjfhEcW0bJ4eV8va1MTGOrpKbSfs6014mQ5iyimteqUd35jk1OQ8O6m+zkxKPY+d7bJjfXDvJcmdcjvx+TMyUa+3ZvwSNR2dixRHIpQh/zmfb1yYlD8vPDo3U3PS3peKC3i7GzsuXpbtt7Bo06Jr6OA/Gum+Hk0t118SiriU1JhladgaWlRh/yqw7VaGeWdX3W4VitDHfJb3tdqVZJIJEjOyIRvSBiO3LqP/y5fh0QiBQB0ql8XX3ZsW+Ix1OFaXVGZWZqjfa/OuHwspyDU6d1H4NGsYZH7PL79EOFBoQByiu11HZS/gJS2rg4GjR6O3sMHoF7zRtAp4Ib0EokEV46fw+/fz0FSfCIuHDqFroN64bMBPVXwzFRvx1//4Mj2fQAAY1MT/LhkDvp9NSRf8cmg1wH4ZfSP8PZ8ioSYOMwaMQl7bp8s8fX61rmruPWuoJoqzVmzSOV9VhSBr/xly/ZVnBTap7Kzg2w5MS4BSfGJKik4WZy3r/zk1hWN197ZAT5eOZ+XvH3tX0zr4mLI+3opNq8wNDKEhbUlEuMS3sUQgHY9O5coDkWVd37fvpYvyGRfVbHXrHKeOduHfZQmdchv4EfEULlKbs6kUimC3gTAPU/hx4osOjwKq2b/DgBwdq2KCb9NK5Nx874XHBTNwwefNQS9DkB1dzeVxlWQhNh4JMUnytYVft+o8DhTh/NzaRGLxTi585BsvUWnNir5/KG8z8+qlJ2djeSEJLx+5oOTu4/g3P7jsm39v/kczTu2LvEY6nB+rkgq4jE5ZdFs3L9yCymJyYiNiMbgJt3wzY/j0Lp7RzhUcUSWIAthb0Nw/L8DOL7jIKRSKbS0tDBzxTzUb9G4xON/SsekKliamaFXh7Y4dukqAGDPyTNo5lG3yH1uP3qCoPCcwsGGBvoY1PWzfG10dXQwevAAfNG7J5p71IOOTsF/Gz5++SomL1qC+KRkHDp/CQO7foYBXdTz+F29Yze2HzkGADA1NsIf06bgq/598hWke/M2CKN/mQfPFz6ISUjAyJk/49beHSW+ppy/eRvnb90pUR8FWf3LbJX3qYhXgUGy5Sr2lRXax8jQANYW5ohLTAIAvH4bhB7t2qgmBgfFYnDOE6tUKsWbt8FoVEexQo4l8fptkNx6FQd7hfbLG++HfSjrVeBb2bKNpQUMDfQVi6FyZcQmJKokBmWUd35jExIRn5ScG4OC73PnyqrLmTLUIb95Y6hir+B7vLL86/r6bRDcqxf9HaeyIJVKkZqejtdvg3DiynVs3HsAGZkCAEC9mjUwY9TXJR4j73scUO418/L2BVB+77Hyyu+rtx8RQ55jNy4xCfFJSbAyN//oGCoSdciZotThnMtj8iNi4DGpFpgHIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiL6f8Aiy0REREREREQV3PCObWRFlg/fvo+lo77MVzg4r73Xcose9mneBCYGBvna2Jib4u8J3xY5rqamJvq3aoZKlhbo8nNOwaN1J8+rZZHlyIRELNidU2xBT0cHJ+fPRuMa1QpsW9OhMk4umI32M+fDLzwSj/wDcerBI/Rt0aREMTzyC8A/5y6XqI+ClFeR5YS03OKkthZmCu9nZ24mK+yXt8DpR8WQZ387c8VisP2gXUljUNSH43wYR2HsLMwL7aMkMeTttzh5Yy2r1+vDscojvx/uq2gMdnmOhzSBAEKRuMhzsqqoQ37lY1Ds9TLS14Oxvj7SBDk3qY4vp2OyPPKbNwYTA32Fi23mjaEsj0llrDl+Fm+jY2TrE3p3LXGfAqEQGVlC2bri59H854WyKLKsDvlVh2u1otQhv+pwrVaGOuS3vK/VJTVg4XJcfvKi0O1ampoY3a0Tlo4aDi0tzRKPpw7X6oqsz4jBsiLL5w+dxMwVc/MVDs7r5O7DsuVO/brDyMQ4XxsrW2vM3bC0yHE1NTXRZWAv2FS2w9cdBgIAdv29VS2LLMdERGHt3GUAAF09PWw+txd1m9QvsG1VN1f8c24vhrfqg6A3AfDxeoarJy+gc7/uJYrB2+spDmzaUaI+CvL/WmQ5SyCAICNTtm5VyUah/aw/aFdWBeXyFhE1MjGGgWH+z5sKYmVnK1tOTkgqWQwJuTFY2yn2euXEYCMr8picp4/SpA75TY6Xf67WeXJRFKs8r21ZvV6AeuQ373vUSsHX68PXNSk+qeCGFdCiiT8hNTkFGhoamLvxT+grWNSrpPK+F6wUfC8YGhnC0NgIGWnpOX3El817N99x9hHHekZaOkRCYZH/9ymKOpyfS8uOvzYj7G2IbH34pKL/pqEIdTg/l1S/eh0R9Kbw4ty6enoY8/NkjPlpskrGU4fzc0VSEY9Jx2pVsPvWSUwZNBpvX/sjMTYef835A3/N+SNfW01NTbTo1AZj50xB47bNSzz2p3BMloYRfXvLiiwfOn8Ry2dPy1c4OK/dJ0/Llvt26ggTI6N8bWytLLF+3i9FjqupqYmBXT9DZVsbdBw5GgDw9669allkOSImFnPXrAcA6Onq4uyWDWhSt06BbWu6VMXZLRvQethXeBMUDC9vX5y8eh39OncsUQye3j7YtP9QifooSHkVWU5ITpIt21lbKbyfnZWVrMhy3mKKHxVDnv3trBSL4cNY45NLFoOiEj54roq+ZnnbJZQw1o95vT6MoaQ5U0Z55zd/zqyVjiEtIwNCkajIc7KqqEN+875HFX2PGxkawNjQEGkZGSqJoSS+X/gHth46Wuh2DQ0NDOr6GTYt/A1GCv6frSh5z6MmRkYKF8aWOy+U5TFZzvkVZGXJCl0rE8OHx0NCUvL/TSHR8s6ZMtThnMtjUjk8JtUD80BERERERERERERERERERERERERERERERERERERERP8vSn5HcCIiIiIiIiIqV10becDGzBQAkJiWjnNeTwptm5kllBVkBnIKNJdUi1o1UNOhMgDg4Rt/pOW5kZu62HD6IoRiMQBgYu+uhRZYfs/EwAA/De0nW993/U6pxlcR5c2zoZ7iBT4M8hQDScvMLKJl8dIFeWNQrHilwQexltX7NW+sgOKvmYFu7s1ASxpruiArt9+PzFlqGR7f5Z3fD3Om6Gum/0HBm9QSvs8VpQ75Tc+zv4EShX/0Vfg+V5Q65DctTwwGCr7HP4xBHa+5nm8CsOTAcdl6r2aN0MGj4OIVykjL8x4HlDgvfJCzNEHZvGbqkF91uFYrSh3yqw7XamWoQ37L+1pdmmo5OeDK0rlYOfYr6Ghrq6RPdbhWV2RtuneEpW3OTfaTE5Jw4+yVQtsKMgW4fPSsbL3viEElHr9ByyZwcasOAHh+/7GsQKM62bNuO0TCnIL1X04eVWiB5feMTIwx7pcpsvVTu4+UanykvIy0DLl1AwPFirnofVAMIiOtbAq0Z+aJV1+JwjP6BrnXkPQSFpPPe2wqE0Pe1yw9tWyOb3XIb0a6/HPVN1SskIh+ObxegHrkVz4GxV6v8jomS9up3Ydx63xOcceB3w5D0/Yty2xsdXgvKCrfcabosa4v/74pSbzqcH4uDc8fPsGmRatl6x37dEXzTiX/e4c6nJ9LU/0WjXH40UWM/fkHaGhoqKTPinRMqoOKekxWqeGCw48v4o//1sDCpvAiTtVq10DXwb1Rr1kDlYz7qR+TH6tbm1awtbQEkFNs7eyNW4W2zRQIcOxS7hx6RN9eJR6/ZYP6cHOpCgB48OyFrGibOlm/ex+EIhEAYPKILwotsPyeiZER5owfI1vfc/JMqcZXEaXlKXhuqK/Y/4UBwEA/9/yVll6y833e95qihRAN9OTblTQGRX14XCj6muX9e0JqesmOrY95vT6MoSyP7/LOb1pmyXMGAKnl8B4rr/zKxfCx5wU1vIYAgIOdHU5u/Bu7VyyBsaGhSvpUxXm0rN5fQPnnN+/rpUwMeccHSn4urUjKO2fKUIdzLo9JZcfnMakOmAciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIvp/oZq7ghMREamZuT/+gLk//lDeYRARERGVCW0tLQxt1xLrT10AkFMQuF/LpgW2Pf3wEVLe3WzN3soCHTzci+1fIpHgaWAQXgSFIjwuHqmZAghFYrk274t9SSRSPH8bjFbubiV5Sip3zjO38PTn7VsptE/egpB3fV+XOIY5wwZizrCBJe5HXQiEItmyrhKF5/TyFCLMzNPHx8h8V0AMAHS0tRTaR19HR249M0tYSEvV+vC5Kvqa6enkfb1KFmve/ZXJWd4CuIISxqCM8s7vx+bswxgEJXyfK0od8vux54XyeI+pQ34FcjlT7D3+YQxleUwqIjwuAcOXrkHWu+IV9lYWWDdptEr6/vC5fsx5FCi787465FcdrtWKUof8qsO1WhnqkN/yvlaXVM+mDVGtkh0AQJSdjYTUNDwLDEJQdCxehYaj808LMaRtCywZ9SWsTU1KPJ46XKsrMm1tbfT8vB92r90GADi9+wg+69+jwLbXTl5AWkoqAMDWoZJCxfYkEglePnmB189fIjosAump6RB+8P5MS02VtX31zAeNWjcryVNSuZtnLsuWe30xQKF9mndsLVt+cudhiWOY8Ns0TPhtWon7oRxZHxRW19bVKaSlPL0PCk0IyqhAu0CQO46OgrECgG6eIgAfPmdl5d1fmRj08hQYyBKUzeulDvn9cF8dXV2F9tPN+3qV0fvrw7HKK7/yMSj2eunpl88xWZriomKwbMYCAICNvR1+XPpLmY7/MXkA1ONYV/S9q/vB+6Ykx5o6nJ9VLfp/7N11eFPXGwfwb9I2dW+pUoq7uzvD3W1jg23INjZgY0OGDWbwG1PG2AYDhvtwdylao0Bb6u4Sl98fKTdJS9KbRgvv53n2LLece/LmHrnnRu6bko5Pxs+CWCQCoFzzfbnpW6PUbQ3zs6GGTB6FnIxsAIBULEZuVg6i7ocjOy0Tj27dw7h2AzB25hTMW/UpnJwNTxhnDfNzdVJdx2RRQSF+WbEeh7fuhlAghIubK1p3aY8agX6QSCSIe/wM0ffCERv1BKvmLMbWDb9jw57fUb9ZI4Oe91UYk6Zga2uLCYPfwE87dgFQJgQe2a/PS8sevXAJRWXJ0INq1ECfTpVfy8rlcjx4HIPwJ0+RkpGJklI+ROXek3iRUE4ul+NRzFN0bdPKgFdkfMfVEk9PHPLy9w/K691R9fn69fsPdJRkZ9mc97BsznsG12MtBGXnXQCws9NjvuepxqN6HeaKwcFec70oEBoWA1vlXyuPZbz2avEa9XjZ6tFm6jGY6XgBlm/f8vva2bH8jKDcOccSfcxS7au+v37zgnoMljtH9+zQDrY2ys82ZHI5CoqKEPE0FjHxz5GamYlh73+AQT264X9ffIrQoECDn0/zeOnzuY7x5lF9WLp9BaJy19Ns59Fy7xOY85hZmqXbTB/WMOfSmNTz+WlMWgVqB0IIIcQ61G+6EPWbLrR0GIQQQgghhBBCSLVSc8QC1ByxwNJhEEIIIYQQQgghhBBCCCGEEEIIIYQQQgipRijJMiGEEEIIIYQQ8gqY3Lsbk2T5zP1HyCkqfmkisF0XrzOPJ/bsCi6Xq7VOsUSKn4+dwu8nziItN591LLnFJXpEbnp5xSV4kpLGbG8+cY65UaoucoVcow6+SASncjdrfJ2pJ3sTS6U6SmoSqSXzc9QjgcDLOPJ4KC27iaREKmO1j1CimUzQ0Z59IhZDlH+tYqkUDiySwIgk6sfLsFjV99enzdSTOLKJ2Vgs3b4va7OqxOBgYD9nyxrat6rzgiX6mDW0r4NGm7Hr4+VjMOeYrExuUTFGrfoOGfkFAAAXBwfs+PRDoyQmBSq+VrZtJrLQvG8N7WsN52q2rKF9reFcrQ9raF9Ln6sNNWtQv5f+/ebjp1j4xz8If56E3ZdvIOxpHE5/tQR+nh4GPZ81nKuru2HTxjJJlq+euoj8nDx4+nhVKHdsxwHm8dDJo3Ve90rEYmz/cQt2/boVWakZrGMpyGF/jWwOhXkFiI+JZbZ3/7YNNiySeSvkquvegtx8CPgCODo5miRGoj97RweNbalYoqWkJlG5m+M7lKvHVBzUEv9JWMYKAGK1xA7lX7O+1PfXJwaRWoIKewfzHC9raN/y+0rEYlavX6x+vMzUv8o/l6Xa197RAYJSflkM4kpKV3x+wHxj0pTWzPsCRfmFAIAvflgDV3c3sz6/Zl9g1w6AdYx1tn1XXK7fGDLWrGF+NqaC3HzMHjYN2elZAAAnF2es3/37S9eFVWEN87Oh3v38wwp/UygUuHbqItbNX4bUhGTs/PkvhN95gM2ndhmcaNka5ufqpDqOydSEZMx6YyJSE5LB4XAw87N5eOezeRX6TvzjZ1g2awEiwx4iKfY5Zr0xEf/e+A+BtYKr/Nyvwpg0lakjhjJJlk9dvY6c/AL4vOS9i51HTzCPJw0bXMlnwxL8+M9O/PbvXqRmZbGOJbfsPWFrkVdYiJj458z2pt17WX42rGAe5xYUgi8QwukV7DtV5aj2OblEosd8L1aNR0cDP2t3tLdHqUCgVwxCkeZ60dHBPJ/3l3+tYokEDixev0gtXmMcrxckUj3aTD0GMx0vwPLtW35fiYTl5xTlzjmW6GOWal/1/fWbF9RjsNw8O27gAIwbOKDC36OexWLBN+tx6XYYTl65hruRUTjz1+9oXLeOQc+nebz0+VzHePOoPizdvo725a6nWcYgKvc+gTmPmaVZus30YQ1zLo1JPZ+fxqRVoHYghBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEvC4oyTIhhBBCCCGEEPIKaFG7FpqF1kRkQjIkUhn2X72J94do3gw0I68AFx5FMtuTe3fTWl+xQIBRq77H7ZhnesdSzBfovY8pZZa7sfdfZy5WqZ784lJKsqzGRe2m4nwR+2QmArWb9rk4Gpa8y9nBgUnsxy93I02tz18uVhcz3RzdudyNKvkiMaskeQK1hAGGxuqsdsPN8sdBdwyqsq5mvJm8pdu3fJuxPWbCcjemdDWwn7NlDe3rrLa/QI8kR0Ij9nO2rKF9XdRiELDs4+VjMNfxqkxhKR+jVn2Hx8mpAJSJRPd8MR/tG9Q12nO4lLtBMut5oVybuZjpxtDW0L7WcK5myxra1xrO1fqwhva19LnaVDo3boAza5dh4JKv8DA+AXHpmZj7y5/Yv3SBQfVaw7m6umvUsikaNG+MpxGPIZVIcHLPEUyeO0OjTHZ6Jm6dv8psD586Vmt9pcUlmDNsGh7evKd3LKXFxXrvY0rZGZka2/u37KxSPUV5BZRk2Yo4uWgmrRMI2L3fIhIINbadXFyMFpMujmrxCvV4b0goUJ1DnF0Ni9XJxblKMagfM2dXZx0ljcca2tfJWfO1CvlCVkkuhRY4XoB1tK+TizOTZFnIF1ZSuuLzK+swz5g0lRO7D+PisTMAgP6jB6PPiDfMHoM19AW2KowztmNdqNlvDInXGuZnYykuLMLsoVMRF/0UgDJp6sYDf6JFh9ZGew5rmJ9NgcPhoPugPmjSpjmmdBuO9KRURNx5gB++WIcvNq42qO7qNCatQXUbkzKZDJ9MeA+pCckAgJmLP8C8FQtfWrZO4/rYfPJfTOo8FInP4pGfk4dvF6zAD/u3VPn5X9UxaQwtGzVE8wb1EfH0GSRSKfaeOIU5UyZqlEnPzsH5W7eZ7WnDh2qtr7i0FMPe/wC3HobrHUtRaYne+5hSRnaOxvaWfQerVE9eYSElWVbjovZ+AV/Ibi0MAAKhav5ycTZsvndxcmKS8PIF7GIQiDTLGRoDWy5OmvMXXyhklWRZ/fME13LJ7A2Jge3xKh9D+ddhSpZuXxfHim3GLgbN98ZdLdDHLNW+GjFUdV4wYx9jq2n9evhv008Y99FCnLxyDdl5+Zi26Avc2f8vuFxules1xjxqrv4FWL59Xcq9T816TArLj0nr62OmYuk204c1zLk0JvV9fhqT1oDagRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEPK6qPpdPgghhBBCCCGEEGJVJvdSJU3edel6hX/fc+UGZHI5AKBd/TpoGByota5FW3YwCZY5HA5Gd+2Avz6ZjbAf1yF5x2/I3fsXig/9w/zXrWkjZl+5QmGsl2QUBWWJTwwllcuMUs+rwkvthvRZ+YWs98ssUJX1MjARgPr+6vXqklWunKExsFX+ecrHoY16knCjHq9yycd1yTJim+nD0u1bfl+2MWSqjQcXBwfw7GyrHIM+rKF9NWNgd7xKhSKUqN3009tCY9IS7aseQ7FAyDpBqXoM5hyT2pQIhBi9+ns8iEsAANjb2eHfxR+iR/MmRn0eBx4PTvaqhPLrtI0AAQAASURBVLfs51HLz/uWal9rOFezZQ3taw3nan1YQ/ta+lxtSs4O9lg3YzKzffreI8SUJZKvKms4V78KhqklTf5v54EK/35i12HIZMprt2btW6F2o3pa6/r6ky+ZBMscDgcDxg7F1//8hIMPz+FqZgTuFsfikSiJ+a9dj07MvnK5dV33FhcUGaUeqVRqlHqIcdg7OMBB7Yb5uRnZrPbLKVfOw9vTqHFpo/48pcUlELBMGpibmcU8dvfyMCwGL1UMOZnsjpcyBlVZdy/zHC9raF/3cvvmqLWFLpY4XoB1tK96H81lebzKH1cPb4+XF6wGCvMK8M0nXwIA3Dzdsfh/qywSh3pfyGXZF/ilfPBLSlV1mGlurDDOqjDWnVycYcfj6SitmzXMz8bALynF3OFvIvp+BACAZ2+PDXv/QIdeXYz6PNYwP5uSt58v5iz/hNk++NcuFLG8ntPGGubn6qS6jcnzh08i5mEkAMDV3Q0zP5uns7yzqwve/eJDZvvSf2dZz9Uv86qPSUNNHT6Eebzz2IkK/777+EnmGrl986ZoWCdUa12frPueSbDM4XAw9o3+2PbNGjw4vBcZ1y+i6P5NCCPuMv91b9eG2dfarpELiouNUo9URp8Nq/Ny92AeZ+bkst4vM1dV1tvD3bAY1PZXr1fn85eL1dvdsBjY8ir3WtkeM/VyXgbGWpXjVT4GQ9tMH5Zu34ptlqOlpPYYXJycwLOzq3IM+rCG9lXvo2z7eClfgBK+6js85uxj+rC1tcX/vvgUHA4HABD5LBZnrt0wqE71ebS4tJR1cmyNecGcY9LC7etgbw8nRwe9Yyg/Hsx5zCzN0m2mD2uYc2lM6ofGpHWgdiCEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYS8LsyT4YMQQgghhBBCCCEmN6FnFyzfvhdSmQz3Y58jJjkVjWoGMf+unnh5cu9uL6sCAJCRV4B/L15jtjd9MEtneQAoFrC7CbwpyMsSR2vj4uCgsZ21ewsc7auelKKqTt97hDP3Hhm93vXvTjd6nWw0rKlK0p2Yxe6m9qVCEXKLVDc2bxAUYFgMwYFMsrukLHY33EzKVt00kMPhoH6gYTGw1SBY83kSs3I0xqc2yWrxGuN4vZBTVAy+SAQne/tK91M/tg2CtCdnNzZLt6+vuxu8XF2QV1xSFgO7fp6UrXa8gs3TvwDraN+GwYHMPMe2zZKzNcsZ2s/Zsob2VW8zZQzmnxcMVSoUYfTq73HnSSwAwM7WBtsXzUO/1i1M8nwNgwOZZM6JVehj3m6u8HZzNUVoFVhD+1rDuVoflm5fazhX68Ma2tfS52pT69KkAZzseeCLxACAG9FPWPUJbazhXP0qGDJpJDYuWQepVIqoe+GIf/wMdRrXZ/79mFri5eFqCZnLy07PxLHt+5nt1VvWayRwfpmSohIDIjdMZde9Ti7OGtu3C57CwdFBS2nTuXryAq6eumj0er/YuNrodVYXdRrVY5JJpiUms9onPUmVFN7Tx8tsCeVqN6qvsZ2WmIy6jRtUul+aWry1G2pPjM4uBtX+aYkprPbhl/KRn5OnFkNdg2LQh6Xbt/xrTUtIYdVm6UmqY2vO42UN7VunUT3EP36mVwzpiao243A4CG1gvmNmbOnJqSjIzQcA2NjYYP64WTrLZ6erEoIe/Hs3rp+5zGxvPvlvhfMXW7Ub1cPVUxcAAKls2yFJs1yomfqul683PLw9mePGut8YcZxZw/xsKH4pH3OGT8ejW/cAALZ2dvh+12/oOqCnSZ7P0vOzqXXprzpuErEYEXceGnQsrWF+rk6q25i8dvoS87h5h9asrjM69u7KPFYoFIi+H4Hug/pUOYZXfUwaYuKQQVjyw0+QSmW4FxWNmPjnaFSnNvPvO48eZx5PHT5Uaz3p2TnYcfQ/ZvuPNV/qLA8oE9FZilxRyWfDTk4a2/lh1+DoYP5r5FNXruHU1euVF9TTD0s+M3qdbDRSS9KdmJbOap9SvgA5+QXMdsPaoVrLso3hcVy8MoZUdjEkqcXK4XDQoHYtg2Jgq/xrTUxNQ+O6dSrdTz1ew4+Xaj7IzssHXyDUSMqnNYZ048WgD0u3r6+XJ7w93JFbUKiMgWU/t9zxsnz7NqpTm5nnEtPSWO2j/vzGiMGUQoMCUb9WCJ4mJAIArt1/iIE9dH93Shf1eRRQHjNW84IF+5il27dR7dq4H/1YvxjUxq6Ppwe8PTwMiqE6sYY2Y8sa5lwak1WIgcakVaB2IIQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhLwOKMkyIYQQQgghhBDyiqjh4Y6+rZrhdFmCy38vXsOq6RMAAI/iExBVduNxnq0txnTrpLWeS+FRUCgUAIAmIcGVJlgGNJPLGcrWxgZSmQwAIJXpvkk2ABSW8nX+ew0PN43tzIJChPr5Vj3AKrr3LA6bT54zer2WSrLcJCSYeZxTVIzUnDwE+Xjp3OdB3HON7cYhVU9Sp4whCEduhgEAHpYlZazMg1hVDDV9vOFipsRjro6OCPH1YRK0Pox7jjfatqx0P/VjZvDxqhWssf0gLgFdmzTUuU9ydg5y1JIxGhqDPqyhfZuEBONaVIyy7irEYEgiRn1ZQ/uqzwvRSSkQS6Tg2el+C/q+2vGys7VBvUB/g2LQh6Xbt16gP+xsbSCRypgYKqtTJJEgKkmVSKRxSLCO0qbFF4kwds163Hz8FIDy/L11wVwMat/aZM/ZOCSYaSu284J6H2tsxjFpDe1rDedqfVi6fa3hXK0Pa2hfazhXmxKXy4WbkxOTZDm32LAEu9Zwrn4VePv5onP/Hrh6UplY8eiO/Zj/1ecAgMcPI/EsUnlut+PxMHD8cK313L54nbnurde0YaUJlgEgIzm10jJs2draQiqVAgBkZecKXYoLinT+u3cNH43tnIwsBNcOqXqAVRR59yH2bNpm9Hpf5yTL9Zo2ZBLKvfh/ZaLuhzOP6zapPGGfsYTWrw1bOztIJRIAyngrSxgoFokQWzZuAcPjrddUNa/mZ+ciMyUdfsEBOvd5XO64mvOYWbp9nV1dEFgrmEmIGf2AXQLEqHuW6WPW0L71mjbEuUMnAVStzQJCgqqcWNja5OfkaSRIrUxWagayUjOY7RfnwapQ7wtxUU8gEYthx+Pp3Cdard/a2tmhVv3Kk+YYS72mDXH3yi1lHA/Y9htVOUP7rTXMz4YQ8AX4YORbeHBdee1ha2uLb3f+gp5D+pnsOS09P5uau5eHxnZhXr5B9VnD/FydVLcxmZmiSsTENlGxR7n3J4oLdV/PVOZVH5OG8PPxRv8unXHyyjUAwI4j/2HNxx8AAB4+jkHks1gAAM/ODuMGDdBaz8Vbd5hr5Kb16laaYBkAktMzKi3Dlq2tDaRl18YyWeXXyIVq75W8TA1vzT6YkZOL2sHmf08lLDIKm3bvM3q9lkqy3KR+XeZxdl4+UjIyEezvp3OfF8nfXmCTuFBnDPXq4tDZCy+tW5t7UapyNQP8KyThNhVXZ2eEBAYwCe3uR8ewSs6qHm/jeoYfL3X3ox+jW1vdn+EkpWcgW21tYGgM+rCG9m1Sry6u3r1f5RgM7eP6sIb2VY8hKjYOYokEPDs7nfvci4pmHtvZ2qJ+LfMkPq8qL3d35nFeWTLYqqofWgt2traQlF0P349+XGmfEYnFiHwWx2xbqo9Zqn2b1KvLjMX70TGVlK4YgzmPlzWwhjbTh6XnXBqTVYuBxqTlUTsQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCXgdcSwdAqq/LN2+DV6s+eLXqo37XXpYOh6hZ9b8fmbYp/987Cz61dHiEEEIIIYQQE5rSuzvzeO+Vm5DLlUmKd126zvx9UPvW8HJ10VpHen4B87gJi+R+UYnJyDMw4Zg6V7VEa2zqjUxM1vnvfp4eqKWWcOp6FLubyxHd2tWvC2cHe2b7UnhUpftciVDdsK9ugB9q1TAs2XXPFk2Zx88zs5CUlVPpPpfVYujVsqmOksbXs0UTtTgqv0FoYlY2EjKzme1eLQyLt1YNX9T2q8Fsq7eHNupxujg4oH2DujpKG5c1tG8vtTa7Gll5m/FFIoQ9Vd1QtbeBbaYPa2jfns0bM48FYjHuPIllEYMqzq5NGsLOVndSZmOydPvy7GzRpbEqCc1lFm1250kshGJlAhYOh6PxGsxJIBJj3JoNTJJqGy4Xf308G8M7tTPp86rPg2FPYyEoS3yqjUKh0Gjb3mac962hfa3hXK0Pa2hfS5+r9WEN7WsN52pTkkilGtcjXi7ar6HYsIZz9ati+DRVQuQTuw8z173/7TjA/L3nkL4Vksepy07LZB6rJ4XT5llkDApyDUs+p87JVZVgs4BFUrtnlaxVfPxrILBWTWb7/rXbVQ+OWJUOvbsyj8PvPIBQINRZXqFQIOzSTWa7Y5/KEzgZix2PhzZd2zPbdy7dqHSfR7fuQyQUAVCufzqqvd6qaN6hNRydVQmVbl+8Vuk+d9TeMwupG4qg0Jo6ShuXNbSvegxs2iw1IRmpCar34szZx6yhfdX7aMrzJCZBtS5hasfVnMfrVdahVxfmsVAgxKNb9yvdR71/t+3WAXaVJKExJvVxFsZinAn4AkTcVr0mQ/uNNczPVSUUCPHBqBlMkmobGxus++dH9B0x0KTPaw3zsyllp2dpbLt7ehhUnzXMz9VJdRuTjk6OzGO210QFOXka267ubgbF8KqPSUOpJ0TedfwUc4288+hx5u9DenXXSBJZXnq26v0t9US62kQ+jUWugYkm1bk6qa6R2dQb8VT3Zw/+Pj6oFRTIbF+796DqwRFGh+bN4OyomhMu3g6rdJ9Ld1Rl6obURKhau1RF744dmMfPU1KRmJauo3TFGPp06qCjpPH17qia79Xj0CYhNQ0JqanMdp9OHQ16/tCgQI0E42xiuKTWri5OTujYorlBMejDGtpXPYbLd+5VWp4vEOJOeIRRY2DLGtq3l1ofFwhFuPUwnEUMd5nH3dq2gZ2d+T4bror0HNXnHl4Grml4dnboqpYIW/1YaHPrUTiEItU6sHen9pXsYTzW0L7qr/dOeAQEwsrXgZfDVGPX3PO+pVlDm+nD0nMujUn90Zi0DtQOhFSUm3UDp/YF4NS+AFw6br65mVTuWdT3TNuU/y/8zkeWDo8QQgghhBBCXjmFMTdw850g3HwnCPc/NeyzRmJcyUfWM21T/r/YP+dbOjxCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQq2TddyUhhFiVG2H30Gf8ZOZGfACw5fuvMX3cGIvFJBAK8SjqMe6FR+B+ZCTuhUfiSVw8ZDIZAKBHpw44t2enxeLT5nrYXew8eBjX7txFWmYmZDI5AvxqoH3LFpg4YhgG9ell6RAhFosR+eQp7kcoj+v9iEhEPnkKiUSZ6KVWcBCeXb9k2SDLFJeU4OKNW7hy6zYeRkXjWXwC8goLwOVw4enujsb166JHp46YPm40gvz9Wdebk5eHC9dv4uqtOwh/HIO4xEQUFBXBztYOXh7uaN6oIfp064KpY0bBy8PDdC+wEv/sO4CZCxdXeX9rHCdDp7+NM5evMtuW7m/VpS+UJxAKsefIMRw4fgoxcXHIyM6Gm4sLggMCMLB3T0wbOxr1QmtZOkzk5udrzDX3IyKRlJrG/PvS+R9g+ccfsq6PV6u+QfE8vXYRoTUrTyhqTDKZDI9j43A/PAL3I6JwLzwC4Y9jNG58JE58ZtaYtBEKRbh65w4u3byNBxHK825OXj5kchk83d1Rv3YourZvj+njRqN+7VBLh6vh5IVL2H3kGMIehSM9Mws2NlwE+vmhW4d2mDJ6JLq2N21CODaq69qGWJfBHVrD08UZ+SWlSM3Nw+WIaHRv1hj7rt5iykzurftm4lwOh3lcWnZjQF1+P3Gu6gG/RKifL/JLSgEAj+ITdCYSKxWKcDKs8htjD2rfGpuOnwUA/HHyPCb37gaO2us0hy8mjsYXE0eb9TlNydGehwFtWuLQjTsAgG3nLmNKn+5ay8tkcuy8oEquYIxEnJ0b1UcND3dkld1wfdu5S1g2eazW8rFpGbge/YTZHtnZvDdUG9G5PbafvwIAuBYVg7j0TNQN8NNaftvZy8xjf08PdG7cwOAYhnduh42HTwAAdpy/is/GjQCXy9URwyXm8RvtWsKBxzM4BrasoX1HdG6PNbsOAgASMrNxKTxKZwLNvVduQiBWJgXl2dpiUPvWWsuagqXbt6avD9rWq4N7sfHK+s9dQrdmjbSWLyzl48hN1c28R3Y27408raF9R3RuxyQcPXzjDr55ewrc1ZLSlKc+L7StXwfBPt4Gx6AvoViMCev+hytlyR5tuFz8Mf89jOpq+vYb1L4V7GxtIJHKwBeJsffqTbzZr6fW8pfCo5ColvR1hNnnfcu2rzWcq/VhDe1rDedqtqyhfa3hXG1KZ+6HQyyVMtuNQoJ0lGbH0ufqV0Wvof3h5umOovxCZKak487F62jXszNO7j3KlBk2VXtfBKBx3AWl/Eqfc9evW6sc78sE1w5BdL4yGUDMg0i06KB9XcEv5ePSf2crrbPnkL5MnLs3/YNhU8ea/bp39rJPMHvZJ2Z9zlddzyH9YGtnB6lEAiFfgBO7D2P0jIlay9++cA1piaoEuP1HDTZHmIx+owYziQLPHjiOT7//UmdSvYN/72YeN2vfCv41DUu45eDogO4De+PMgeNM/cOnjdNaXiaT4ej2/cx231GDDHp+fVlD+/YbOQiHt+4BANy7cgtJsQkIqReqtfwhtTbzDaiB1l3Mdz63hvZt1aU9vP18kZuZzcQwb8VCreUTnz3HvauqxPfmHpPG1qhlUzwSJbEuP6hBFyYR9ftL5xvtHBEQEoSm7Voi6u4jAMDBv3ehXY9OWssXFxbh7METzHa/0eaeGwfh15XrASgTld++cE1nws+Tuw8zCUTteDz0HNLPCDFYdn6uCpFQiI9Gv80kpraxscFXf/+AAWOGVrKn4axhfjali8fOaGzXaWzY5+vWMD9XN9VpTAaoXQtHlCU4dnB00LnP7YvXNbZD6tU2KIZXfUwaamjvHvB0c0N+URFSMzNx8XYYerZvi70nVWNdPRHzy6hfI/MFgkqf87dde6oe8EvUDg5CfnQRAODh4xh0aNFMa9lSvgDHL12ptM4hPbvj13+Vcf6+ey+mDh9i9mvkZXPew7I575n1OU3J0cEBA7t3xYEzyu8G/H3wMKaN0N63ZDIZth/5j9ke1a+PwTF0ad0Sft7eyMzNVcZw4DBWfDBba/nYxCSNJNuj+/c1OAZ9jOrXB9sOKd+vunr3PuKSklE3pKbW8n8fOMw8DvD1QZfWLQ2PoX8fbPh7OwDgn8PH8MV7M3W+H/n3QVUMg3p0hYO9vcExsGUN7Tuqfx+s+mUTACAhNRUXbt3RmYhw94lTEAiV36nh2dlhSK8eBsegD0u3b0iAP9o1a4K7kdFM/T3at9VavrC4BIfOnme2Rw8wfF4wpYgnz5Co9j3WxvXqGFznqH59mGTXB8+cw/efLYC7q4vW8n8fOMI8bt+8KWrq8R14Q1lD+w7p2QN2traQSKXgC4TYfeIUZoweqbX8hVt3NNpsdH/Dr6erE2toM31Yw5xLY1I/NCatA7UDIeR1lJ1+HmlJB1GY9xAiQQY4HBvYO/rD07cjgmqNhaeP9SQOk4gLkZa4H5mpJ1Ba8hxiUS54PA84OoegRuAABNYaBwdH860hKlNUEIXUhL3IzboKkSADMpkA9g5+cPNoAv+aI+AfPBQcjo2lwwQAKBQyZKQcR0byYRQVREMkzISNjSPsHf3hXaM7gkLHw81D+/d/zUUqKUZhfgSK8sNRmP8IRfnh4Jc8B6AAAATWGo8WHTZaNsiXoHFmOjTOTEcoyERa4l5kpZ2BoDQJYnEBePbecHapDb+gwQisNQZ2PA9Lh8nIz7mN1MT9yM++DZEgAwqFDPaO/nD3aoXAkNHwDTDv+9e6yGQCpCcdRkbKMZQUPYNYmA1bOxc4OAbCN6AvAkPHw9nFsM//jIlfkoDUhD3ITj8PoSANUkkJeA6+cHGrD//gYQgIGQkbG0dLh8moTnMuIYQQ65Mffh45tw+j5PkDiAsyweHagOfhD9cGHeDbeSzc6pv3t5m6SPmFyL55AHn3TkCY9RyS4jzYOnvA3qcmvFoNgG/nseB5Ws/avTQ5CtnX96Hw8TWI89Mhlwhh5+4H55pN4N1+GLzbDQWHayVrd7kMufeOI/fOUZQmR0NSmAmunQN4ngFwb9wNvl3Hwbmm9azdxQWZyL6xD3kPz0CUkwxpaQHsXL3gUKM2vNoOhm+n0bB19rB0mIyiZ3eQfXM/ip/egbggAwq5DDwPP7jUbg2fjiPh2cKK1u5iAXJvH0Hu3f8gSH8GcWE2bBxdYO8VCI/mfeDbZRwc/axn7S7MSkDW9b0oiLgAUV4aZIIS8Nx94RhQH97thsK74wjY8Kxn7U5zrunQnGs6NOcSQgghhBBCCCGEEEIIIYQQQggh5FWj/S4qhJBXQsO6dTB7+lTmvz5du1apHqFQhFmffq6RYNnSPl/3LbyatEKP0ePx8YrV2L7/EKKfPmOSEFqj4pISzPh4EXqPnYQt/+5BTGwciopLUMrnI/Z5AnYdPooRM2Zh2PR3kJGVbbE4f926HV5NW6HT0FGY8/ky/LlrDx5ERjEJlq0FXyDAmFmzEdimI8bOmo0f/9yKK7fuID0rCyKRGAKhEGmZmTh/7Qa+/P5/qN+1N5Z+ux7isoRI2qRmZGDQlDdRs10XTJ03H7/v+Bc3791HVk4uxGIJSvl8JKel48SFS1i4ai3qdOqBH//8GwqFwkyv3Lj8a/haOgQNW/fs00iwbEnVuS+EPXyEdoOG491Pv8Dpy1eQmJIKkUiM7Nw8PIiMwrqffkXrAYPx/abNFo2zx6jxCGjVAUOmvY3l323A4VNnNBIsm5u9PQ9eHu5mfc4jp8/Cu2lrtBkwBDMXLsav27bj9oOHGgmWrcU7Cz5FYJuOGDLtbXz36+84d/U6ktPSIRAKIRZLkJmdg2t37uKbX35Ds94D8P5nS1BcUmLpsJGRlY1h09/BiBmzsOvwUcQ+T0Apn4+i4hLExMZhy7970HvsJMz4eJFF462Oaxtinezt7DC6q+oH9bsuXce5BxFM4jNfdzcMaNNCZx21/Wswj69HxTAJj1/mwsNIbDt3ybCgy2nfoB7zeMf5qzrPrcv/2aMzvhc+GD4IPFtbAMC92Hh8VZZUkw2ZTI7swiLW5V8ns4cOYB7ffPxUI1lqeT8dPYmkbGUiRHs7O7wz0PCbN3K5XLw/uD+z/dt/Z5CQqf1aavFfO5n+1DA4EH1aar9Juyn0a9UcDYICAAAKhQKL/9qptezzjCz89p/qBvjvDelvlJu/zxzYlxkLSdk5+OnoKa1lD12/g1sxz5jt94cM0FrWFKyhfRvVDELvlqofty3dthsStWSL6vJLSrFuzyFme0qf7jqTqZqCNbSv+ryw7+othD2N01p25Y59KC27Ca63myvG9ehslBjYsob2Hd+jC7zKbtJbKhRh1c79WsveeRKL/dduMdtzhpp3TAKASCLBpK834uKjKAAAl8vBpg9mYVx387Sdh7MzJvdSJaJat/sQCkpfvg6QSKVYuk2VgKZvq2ZoGGzepFDW0L6WPlfrwxra1xrO1fqwdPtaw7maLalMprU/vUx2YRGWbN3FbAd4eaJzI8MSjwHWca5+FfDs7fHG2GHM9rGdB3DjzGUm4aVXDR90G9hbZx3BdWsxj+9dvY2i/AKtZW+eu6KRVNQYmndowzw+/M9ende9P3yxDkX5hZXWOX3+u7ArS8QddfcRfl21gXU8MpkMedm5rMsT83HzcMfwaWOY7U1r/oeigpf3B4lEgg2fr2W2O/frgdqN6r20rKkMnjQSHt6eAJQJzH9a/p3WsuG37+O0WnL0KfPeNkoMk9XqeXA9DOcOndBadvsPfzAJYHn29hg3a6pRYmDLGtq3y4CeqN1QWY9CocB3i1ZqLZsSn4idP//FbE+a85bZ1z+Wbl8ul4tJc95itv/9+S+kPNeedPi7RSuZOb5Oo3ro1K+7wTEQJfU549Seowi/80Br2Z+WfQtBKR8A4OnjhcETR5o6PA11GzdAJ7Wkyhs+X6v1uxdF+QX4bc3/mO3h08bqTLzKljXMz/oQi0SYP3YWbl24BkA59lZtWY9BE0aY5fmtYX5mi1/KZ5Jys5EUm4DNa1U372/RsY1GEt2qsvT8XN1UpzHZpX9P5nFxYRG2fPOzzvKlxSXYvPZHZjukbihq1TfsRo3VaUxagj2Ph7EDVe/P7Dx2HGdv3GKSlNbw8sIb3brorKNOzWDm8dW795Gv43PRczdu4e+DR7T+e1WoJ1X+5/BRndfIS/73I/KLKv/c9qM3p4JnZwcAuBsZjVW//M46HplMhuy8fNblXydzp6oSnN+4/1AjcV95G//ZiaS0dADKfjpz/BitZdnicrmYPXk8s/3Lzt14npKqtfyibzcw/alRndro29m8iQn6d+2MhrVDASivtxZ9q/29mvjkFPyyU/X+0+zJE4xyvTVr/FhmLCSlpWPjP9rf8z5w+hxuPnjEbM+Zoj2hvSlYQ/s2rltHI8HnFxs2QiLR8tlhYRG++lX13ctpI4bqTMxpCtbQvnOnTGIe7z15BnfCI7WWXb7xF5QKBAAAH08PTBg80CgxsJWj4z3g8vgCIT5Ys47ZdnSwx+Aehl/TTxwyCN5l308tFQjw5Y+/aC17+1EE9p1SfQ4118xjUvmclm1fDzdXTB0xlNle8+sfKCgqfmlZiUSKLzaornX6demEhnVCDY6hurF0m+nDGuZcGpP6oTFpHagdCCHVlbNrPYTUncH85+NX+fpaJMzC3auTce/aVKQnHQS/JB4yGR9SaTFKi58hJX4Hbl8cifA7H0AqsfzvlrLTz+Pa6Z54/HAp8rJvQCRIh0IuhkiYhYLcu3gasRbXTvVAasJeS4cKuVyCmEcrcePsACQ+24ySwseQiPMhlwkhKE1EZupJPLr1Pm5dGIbSYu3fATaX0uI43LowDI9uvYfM1JMQlCZCLhNCIs5HSeFjJD7bjBtnByDm0UrI5Zb7/fPDW7Nx7nBDhF0egyfhK5GRfBj8kni8SLBsjWicmQ6NM9NKTdiLa6d74GnEWhTk3oVImKXsC4J05GXfwOOHS3HtdC9kp2t/D9tcpJIShN/5ALcvjkRK/A6UFj+DVFoMmYwPfkk80pMO4t61qbh7dTJEwixLh4uCvAe4fqY/Iu9+gpyMixDyUyCXiyAW5aKoIAJxj3/A9dO9ER+j/RranOJjfsG1070Q9/gHFBVEQCzKhVwugpCfgpyMi4i8+wmun+mPgjzt3ykxl+o25xJCCDEdx4B68OvzFvOfe5PKr5HFhVl4/L+piNk4HTm3DkKY+RxyER8yQTEE6c+QdXknor4ehWdbPoRMYPnzSH7EBTxc2hsJ/y5D0ZObEOdnQCEVQ1KYhZK4e0g6sA4Pl/VC1nUrWLtLJUjYswrhKwci/ewf4Kc8hrS0AHKxEKLsROTdP4lnv89B5NoREGRYfu0uyIhD5NoReLZpNvLun4QoOxFysRDS0gLwUx4j/ewfCF85EAl7VkEutfzaPfvGPjxc2gtJB9ahJO4eJIVZUEjFEOdnoOjJTST8uwwPl/VBfsQFS4cKmaAEz7Z8iKivRyHr8k4I0p9BJiiGXMSHMPM5cm4dRMzG6Xj8v6kQF1p+7V4c/wDhKwYgbusCFERehCg3BQqpCNLiXJQmRiD1v414tLwvUk/+aulQAQCpJ3/Fw2V9kPrfRpQmRkBanAuFVARRbgoKIi8ibusChK8YgOJ4y6/dac41HZpzTYvmXEIIIYQQQgghhBBCCCGEEEIIIYS8iijJMiGvuA6tW2Lj6i+Z/6aMrtoNR1es/x+exT83cnSGycrJqVZJB8ViMcbMnI2dBw8zf6tdMxjjhw/BlNEj0aSBKkHD6ctXMGjqWyjUcrMLU8vJz4dYbPkv7lWGLxDg2JlzEIlUSZPd3VzRr3tXTB0zCjMmjEPPTh3B4ylvIiaVSvHtL5sw/r25OhMtZ2Rl4/y1Gxr9y9fbC4N698Sb48Zg+rjR6NSmNbhcLhPHwlVrMefzZRZJrtuoXl2NZOqV/ddD7YZEADB19Cizx6xNakYGFqndmMzSqltfeOFBZBTemPwmM29zOBx069AOb40fixFv9IeHm/JG3CKRGF+s+w7Lv2OfbMPY0rOM/0VWfcbDrHI3uRrWvx/cXF2NHpMuhUVF4JfdyMraHTxxGiVqCYmcHB3Ro1MHTBo5HO9MmoD+PbrB2UmZaE6hUOCv3XsxYNJ0i53PAKCgsAgDp7yJ05evMH9r0qA+poweifHDh6C22s2Cdx48jLGz5ug8R5hSdVvbEOs2ubcqYcPRW3fxxynVjSHG9+gMWxsbnfv3bN4ELg4OAIAivgBTvvkRSVk5GmUUCgX+OXcZE9f9ALlcAWcHe6PFP6Gn6kbf92LjsfivnRWSXhaW8jF/01ZsPnkO9mU3jdUlpIYPlk1W3bj5m31H8Nb6XxCXnql1n9i0DKw/cAwt5yzE0Zt3q/BKXn2dGzfAiM7tme33f/wDR29pHiu5XI4/T13ASrXEku8N7odaNXy11rt290G4jprO/KfLvOEDEezjBQAoFggxcuW3eJyUolGGLxJh3i9/4vQ91U2D17w5ETY22t8a23HhqkYMiVnaEwayZWPDxZo3VeuPU3cfYt4vf4IvEmmUe5yUglGrvkOJUJkcI9jHC3OHvqG13sSsbI1Yd1y4qrVsqJ8v3huiutn+yp378OepCxXWr0duhmHOz1uY7ZGd26NTJYkF1WNYu5t9InNdTNW+g5auZWIdtHSt1nJMXWVr/kfxiZj8zY/IK9b84WNKTi5Gr/4eabnKm+67OjpgyUTd11rv/biZiaHpu5/oLMuWqdpXn/EwvkdntK1XBwAgk8sxcd0PuB79RKOMRCrFV7sOapyfvpgwCm5OjlrrvRr5WCOGq5GPtZbVh6nal+14cHd2whdqdW0+eQ5f7TpY4bx3PfoJJn29ETK5HADQtl4djO3WSWcMTd/9hInhvR836yzLhlgixdRvf8K5BxEAlAmWf5s3CxN7dTW4bn3Gw9JJY5h1SmpuHkat+h4pOZpJIfOKSzD5mx8RXpbszIbLxerpum9yrM+5hy1Tta8+48FU52p9zj36MFX7sh0PpjpXA/qde9iitRh7JUIhmr27AF9u34vIBO2JEKUyGY7cDEOfz1ZqXCuseXMC8x5gedayFnvdDJ82lnl8/vAp7P19O7M9eMII2JYls9amQ68ucHJxBgCUFBXj4wnvMYneXlAoFDi0dQ/mj50JuVwOR2cno8U/dLLq/BB19xG+W7iyQrLF4sIirJn3BfZs2gaefeXX3IG1gjFvxUJme/Pajfh06lwkxSZo3Sfx2XP8+d0vGNq4h85EeMT4ls38BC3tQ9DSPgSDGuhOeDZn+QKmv2ampGPOsOnISE7TKFOYV4BPxr+LJ4+iAAA2Njb4eN0XOuv9bfUGJoaW9iEGvBoVV3c3vL/0Y2Z7z6Zt+HXV+gr9+/6125g/bhbzfmjTdi0xcPxwrfWGXb6pEWvY5Ztay7bu0h79Rg1itpfNXIDzRzST2svlcuzdvB0/Lf+W+dukOW8hKLSm1npTE5I1Yjjyzz6tZfVhqvYd1KALE+uymdrX2OXrunLiPFbO/hQCvubnFrHRTzB72HTwS5SfEfjXDMSUD2bqjOGd/uOZGN7pP15nWbZM1b76jIdpH82Cf81AAMpEkrOHTkNsueteAV+AlbM/xdWTqhvQfLxuCWx0vC975J99GjGkJiTrjONVpM8xGDxxJJq2awlAmQhx/tiZuH/ttkYZiUSCX1etx57f/2H+9v7Sj+Hipv2zQH3mG318/LWq/WMeRuKT8e+iMK9Ao0xGchrmDH8TWakZAABnVxfMWa77Glk91t9Wa//M11TzM8B+vmFLIhZjwcT3cePsZQBlCZb/+B5DJ482uO5X8fybFPscQxp1xZZvfkZyXILWckKBEIe27sH0XqNQUPYeF4fDwSdfL9G6z6t8/jWVV3FMdn2jF+o3a8Rsb/n6J/y0/Fvwy5LXq4t7/BTvDpqMxGfxzN/e/nSu1rqtYUy+KqYOVyXYOnLuIn7frRorEwa/Uek1cq8O7eFS9l2PopJSTPh4ERLLkuO+oFAosPXQEYz7aAHkcjmcHbW/n6+vSUMHM4/vRkZj0bcbKiTYKywuwQer12HT7n2w5/EqrbNWYABWfDCb2V73+xZMW/Q54pK0ry9iE5Pw3ZataDJkFA6fs3ziBWvUpXUrjOrfh9metXQljpy/qFFGLpfjj737sVwtSeGcyRMQGhSotd7Vv/4Oh+btmP90+Wj6FAT7+wEAiktLMez9DxAdq3lTTb5AiNkr1uDklWvM39Yt+Ejnevyfw8c0YkhITdNali0bGxusW/ARs33i8lXMXrEGfIFQo1x0bByGz/4QJXzl3Brs74cPpk6CNgmpaRqx/nP4mNaytYODMGfyBGZ7+cZf8Mfe/RXejzx87gLeW76K2R7dvy86t2qp8/Wpx7D6V/aJzHUxVfv2n/EuE2v/Ge/qjEG9roePn2DCx4uQV1ioUSY5IwMj5nyI1LLvPro6O2PZ3Pd01jtzyQomhgZvDNNZli1Tta8+42HikIFo16wJAOW12bgPF+DaPc2bHkskUqz65Xf8vkd1flo6+124uWhPkHo57K5GDJfDDP/OTrvREzD/q29w+1GE1u/3KhQKnL95G72mvY1bD8OZvy9+9x14urtprZvteHB3dcHS2ao+uGn3Pqz65fcK571r9x5g/EcLmXVgu2ZNMH6Q7s+hGrwxjIlh5pIVOsuyZar21Wc8LJ/7PrNOSc3MxPDZHyA5I0OjTF5hISZ8vAiPYp4CUM6/az/5UGe9+px7LO1VHZOA6eZcGpM0Jqsja2gHQggxJXevNmjSZi3zX2CtsTrLS8SFCLs8HjkZqvcdXNwaIrDWWPjXHAlHZ9X762mJ+3H/xgzI5Zb5HRCgTPx6//pbEAmV3zXicGzh7dcDwbUnwzegH7g2yu/DSaXFiAj7CMnxOy0Wq0KhQGTYx0h4ugmA8vuK9g414Bc8FEGhE+DmqbpeLMx7gDuXxkLAT9FSm+kJ+Cm4c2kMCtWSY7p5tkRQ6AT4BQ+FvUONsr/KkfB0EyLvGuf72FWhbH/rTahcHo0z06FxZlrJ8TsQEfYRpJIiAADXxgG+Af0RXHsyvP16gMNRfiYiEmbi/vW3kJ1hucRBcrkY96+/hbRE1fd3HZ1D4F9zJAJrjYWLW0Pm7zkZFxF2eQIkZa/LEoryIxB2eRz4JS/ek+XA06cjgkInwS9oEGzt3AEAcrkITyPW4Gnk1xaLFQCeRqzD04g1kMuV3/G2tXOHX9AgBIVOgqdPRwAcAAC/JA5hl8ejqCDSYrFWtzmXEEKIabnUbo06U75i/vPtPEZneSm/ENHfT0RBpOo84hjYED6dx8C7wwjY+6jOIzk3DyDm57chl1ruPJIfcQFPfpoBSWHZ2t3GFu5NeqBG90nwaNEXXJ5y7S4TFCPur4+ReeVfi8WqUCgQ9/cnSD/zO6BQrt3t3GvAq+0Q+HYdD+dQ1dq95PkDRH03HqLcVEuFC1FuKqK+HYeS56q1u3NoS/h2HQ+vtkNg5162dlfIkX7md8RtXWChSJUyL+9E7J/zIROUrd15DvBs2Q81uk+Ce5Me4Ngo1+6Swkw8+WkG8iMu6qrOpORSMWJ+noGcmweYv9n7hMC7wwj4dB4Dx0DV2r0g8iKi10+ClG+5tXtpYiSiv58AYWbZ9/Q4HLjW7wjfbhPh1WYQbJyUa3eFVISk/V8h6eA3FosVAJIOfo2k/V9BIVWu3W2c3OHVZhB8u02Ea/2OAEe5dhdmxuPx+okoTbLc2p3mXNOhOde0aM4lhBBCCCGEEEIIIYQQQgghhBBCyKtK952zCCEEwJ0HD7Hxz60AgCmjR2okCbYGtWsGo02L5mjbohnaNm+O33f8i4MnTlW+o5kt+3YDLt28BQCwtbXFhi+X4t2pkzQSMxw4fhIzFy5GKZ+PqCdP8d5nX2D3bz9ZKmQE+fspj23zZmjbojnOXL6Cn/7aZrF4tHF1ccaE4UMxfewYdGjdskKyi7TMTHy4bCWOnj4LADhx4RK++vEXrFz48cuqY/h4eWLamNGYMmYkWjRuVOHfnz1PwKyFi3Hj7j0AwJ+79qBDq5aYMXGckV4ZOx1at0KH1q1Ylx/77hzmcZC/Hwb07G6CqKpm7ufLUFhUDB7PDsMH9Mf+/6wjqUN16QsAIBAKMXbWbCYRbr3QWti7+Vc0a9iAKVPK5+PjL1dj617lj3O//vk3dGrTGoP79jZ7vIByTmxcv17ZXKOcbya8Pw/J5W7YytbG1V+yLnv0zDn8sXM3s/3WeN036jAlX28vtGnWDG3KjsHT+Hh8se47i8Wjjb09D6MGvoE3x49Bj44dYFcusWl+YSGWfvM9c1zvhUfgo+UrsfWH7y0RLt777AtEP30GAHB2csKf67/B6MEDmX+Xy+X4ffu/WLDqK0ilUly8cRPLv9uAr5cstki8QPVZ2xDr1qFhPdQL9EdsWgZKhSKcUUtmpp6AWRt3ZycsHDsMK3Yob7Z3NfIx2n7wGTo2rI9afr4oEQhw8/EzpOcpb8Q/a2BfPE5OxbWoGKPFP6Jzexy5GQYA+PW/Mzh0IwzdmjaEs4MD0nLzcD36CUqFIgT7eGHmwL5MrLrMHzUEabn5+O34GQDAgWu3cfD6HTSuGYQmIcFwc3KEQCxGdmERohJTmNdHdPt57tt4kpKGmORUlAiFmPLNj2gSEoyWdWpBJpcj7EkcnmdmMeV7NGuML6cYb53kaM/DrsXzMWjpWpQIhYhLz0TH+UvQtUlD1AnwQ0FJKa5GPkZ+WRIgAFg4ZhgGtmtltBj0Mah9aywYMwzrDyhvdr3t3GUcvXUX3Zs1hoeLM+LTM3E9+glzU18XBwfs/nw+HO0rv2E8WyumjMPDuARcjXwMiVSG+b9vxcbDJ9C+YV3YcLl4FJ+IaLXkiI1rBuGnuW8b7fn1YQ3t26J2LWx470189NvfAJQJNxvPmo+eLZqihrsbUnJycaXsWAKArY0Nti6YCz9PD6PFoA9Lty+Hw8E/i+ah7+JVyMgvQFZBIQYu+Qrt6tdBo5pB4ItEuBH9FBn5Bcw+E3t2waxBfY0Wgz6soX3fHdQPd57EYu8VZaKar/cextazl9ClSQM42dsjJjkVd9USk/h7emD7p/PAKfvxsLms3nUAp+4+ZLZr+9XAvWfxuKcWmy6zhw5AvUB/g+Pw9/LA1oVzMXHdD5DKZLj7NA4tZi9Ez+ZNEOTthazCIlwOjwJfpPpx8v/eexPNaxsncaC+rKF9LX2u1oc1tK81nKv1Yen2tYZzNVuFfD42HPwPGw7+Bx83VzQLrQl/Tw84OzhAIBYjLTcPj+ITNWIFgM/GjcD4HrqTPenD0ufqV0WLjm1Qq34dJD6Lh6CUj6unVDdDHDat8vf4XN3dMHPxPPy4VHmzkLuXb2Jki95o2aktgmqHoLS4BA9uhCE7TXmjiQnvTUfc46e4e+WW0eLvN2oQzh06CQDY+fNfOHPwONp17wQnZydkpmbg3rXbEJTy4V8zEOPfm8bEqstbC95HZmo6/v1FubY5ve8Yzuz/D3WbNEC9pg3h4uYKkVCI3MwcPIuKYV4f0W3F+58i+l64xt/45eaKeSPehF25RF89h/bH3C8Nv1GGb4Afvt3xC+aPnQmpVIqIOw8wpHF3dOjVBf41A5CbmYPbF69DqJYUd8lPX6FhiyYGP3dVTJz9JsJv38eJ3YcBAL9/tREH/9qF1l07wNHZCXHRTxEZ9pAp7xtQA+t3bTLq+ufLTd8iPiYW8Y+fgV9Sik/Gv4t6TRuicetmkEllCL99HynPk5jy7Xt1wQerFhnt+fVhDe3bc0g/vPPpXPz5rTIJ2sG/duPcoZNo37ML3DzdkRyXgHtXbzPrHycXZ/ywfwscHB2MFoM+LN2+Do4O+GHfH3i733jwS0qRFPscY9sMQNvuHVGzbiiK8gsRdvkGivJVCWFmfjYPPQZb5rr30rEz+HVVxUSfWWrngH1/7MTFo2cqlNkbZr2fTXA4HHz/72+Y3nMkstOzkJuZjRl9x6FZ+1ao26QBBKV8PLh+B9npqrXwkMmjMOH96RaJt1HLpvjixzVYPfdzAMqE5gPqdkTH3l3h7eeD9KQ0hF2+CWlZglVbW1t8u+MX+PjX0FWtXqxhfmbj5xXf48oJVWLL4NohiAh7hIiwRzr2Upky723Uql/b4DisYX5mKycjGz8t/xY/Lf8WNYL8Ub9pI3jV8IaDoyOEAgHSElPw+EGkxvqFy+Vi2S/r0LpLe6PFYen5WR9ZaRmYN+KtCn9PT1bdkC3qXjjGtx9YocyXm75B07a6k06yUV3GJJfLxdqtG/F2v3EoLiiCQqHAlm9+xu7ftqF1l/aoEeQPiViMuOiniL6vmbBw4PjhGPnmeKPEUZ3GpCV0bNkc9UND8CwhCaUCAU5dvc7829QRQ3XsqeTu6oLPZr2NZRt/BgBcCbuHlsPHolOrFggNCkRJKR83HjxEWlY2AOC9CeMQHReHq3fvGy3+Uf374NBZ5bX9zzt24eCZc+jWtg1cnJyQmpmJa/ceoFQgQLC/H96bMI6JVZdPZkxHamYWfin7/sq+U2ex//Q5NKlbB03q14W7iwsEIhGycvMQ9SyWeX1Et99WLENMfAIex8WjhM/HhPmL0LReXbRq0ghSqQx3wiPwPEU1n/bs0A4rP5yjo0b9ODo4YN/G9eg/412U8PmITUxC29ET0a1ta9QNqYmCoiJcvnMP+UWqGyt+OmsGBvWo/HsSpjC4Z3csmjkD321Rvlfz94HDOHz2Anp2aAsPNzfEJSXj2r0HqvebnZyw/8f1cHQw3vXWqo/m4n70Y1wJuweJVIoPVn+NDX9vR4cWzWFra4OH0TGIUktk3KReHfy6YqnRnl8f1tC+LRs1xMYln2HeqrUAlMmx6/Ufgt4d26OGtzeS0zNw+c5dSKTKBJy2tjbY8d1a+Pv4GC0GfVi6fTkcDnau/wa9ps5AenYOMnNz0e+tWWjfvCka160DvkCI6/cfID07h9ln0tBBeM8S360VibBp9z5s2r0PHq6uaNagPoL8asDV2QliiQQZ2bl4FPMEmbm5GvtNHzkMi955y2hxvD9pPG49isCesu8Drt30B/4+cAhd27SGk6MDHsfFIywiiikf4OuDfzd8a/Z1IGAd7Rvg64Md363F2I8WlJ1nItFk0Ej06tgewf5+yMrNxcXbYRoJ7H9cuhgt1L4zbU5/7N2PP/Ye1Flm1S+b8POOXRp/C/D1wZHffjT4+a2hzfRhDXMujUn90JhUev/L1bgf9VjjbyV8vsb2yDkfgVfuO/ZDevXAl/PeZxO6TtWtHQghpCoi7y5ASdETAICNjROad9gI/2DV+1wKhRxJcdsQ83A5FAop8rKu4WnE12jUcrnZYxUKMvHw1vtQKJRrFnfPVmjV5Q84OgUzZcSiPETc+RDZGcrPP6LvL4a7Vyu4eTQ1e7xJcX8jLUmVvKJu4/mo2+QTcLmq81Ze9k08vDkLYlEuRMIMPLz5Ljr1OW72NZBCocDDG7OYpLo8ex+06rwZXr6dmTJyuQRx0RsQ9/gHAMrElO5ebVCr3gyzxqrChbNrHbh7toSbV0u4e7bEk/DVKMi9a6F4tKNxZjo0zkynqCAS0fdVv/n09e+L5h1/Ao/nyfxNwE/BwxuzUJj/EAqFFA9vvoceg66rJYs2n6cR65CXrfzMhsOxReNWq1Gz7nRwOKp7IGSk/IeIOx9BJuOjpCgGkXcXoHXnP8weq0wmwP3rb0EmVX6m7ORSG627/AVXd9Xv6aVSPh4/WIrUBOU1VPzjjfDwbocaAf3MHm9W2lnEx6iu24JCJ6Fx6zWwtXVi/lZcGIMH12eAX5oAmbQE96+9ie6DrsHGxtHs8VanOZcQQoj1idu6EII05XmEa++Eem//AO92Q5h/V8jlyLz0DxJ2fwmFTIqimOtIOvgNQscvM3us4oJMPNs0GwqZcu3uXLsVGs7eDHvvIKaMpCQPsVs+QkGE8jsiz3d8DpfaLeFc0/xr94wLW5FzS/UectDQjxA87GNwbVVr96Int/Dkt3chLc6FpCADT397D82WHLPI2v3Jb+8yiVTt3HzQ4P3f4dawE1NGLpUg5dj/kPrfRgDKBLCuddrAv89bZo0VAEqTIhG/43Nm26N5H9Sb+SPsXFRrd1FuKp789i5Knz+EQibFs03vo9Xaq+C5m3/tnnTgaxTF3ACgTFIbOnEl/HpNB0ft/mW5d/9D7F8fQy7iQ5Aag7itC9FwzmazxyoTCxDz8wzIRcq1u0ONUDSc+yecglVrd5mIj+f/LkP2NeV3plKP/wjXum3h2dL8a/f8R2eRelx17zzfbhNRe/Jq2Nir1u78lBjE/PIORFkJkAlLEPPTDLT66gpseOZfu9Ocazo055oOzbmEEEIIIYQQQgghhBBCCCGEEEIIeZVRkmVCiE4ikQgzFy6GTCaDr7cXvl/+hdUkWV48bw6+W/YFvDw8NP6+4+AhywSkw/OkZPyy7R9me9Wij/H+9CkVyo0ZMghSmQzTPlAm/z144hRu3XuATm1bmy1WAHhz3Bi8O2US/Gv4avz99oOHZo2jMna2dvh07vv45N13KvQDdYF+fti76WeMnPEuTl26DAD43+Y/sfD9WXB1calQ3sXZGWs/X4TZ06fC2cmpwr+/UL92KE7u3Ioeo8bjUbTyJimrf/gRb00Ya5Eb57CRnZuLkxcuMdvTxo6ukJTaUrYfOIQTZbF9Pm8OZHK5ZQNC9ewLG7f8zSQndnF2xn/b/0KdEM1EQ85OTtj83TqkZ2bh9OUrAIDP132LN3r1gI2NjVnjPbBlE+rXDq1wY0hz9ctt+1Q/WK8ZGIB+3bua5XnVDejZA8+uX0Kt4CCNv/+jFpu1eHfKJHzwzpsIDgjQWsbT3R2/rF2tvLnyv3sAAP8eOoIlH81D/dqhZopU6UbYPRw6eZrZ3vzdOo0Ey4Cyr81+cyqKS0ux9BtlIuhftm3H+9OnIrRmMMypOq1tSPUwuXc3rNq5X+NvzUJrokXtWqz2/2T0UGTmFzIJiYViCS5HRAMRqjIcDgdzhg7A6ukTMHzFt0aLHQB+nTcTecUluBqpPLem5+Vj31XNZFbNQ0OwbeFc3H4Sy7reb2dORZt6tbF8+16k5+VDoVAgOilFI4lZeQFenqgb6Fe1F/Ia8HB2xrEVn2H2z3/g3ANlB9F2TCf06IIN770Jnp1x35JqVTcUR1d+hlk/bEJceiYUCgWuRcVUSPxtb2eHzyeMxIIxwyqtUz0RAADYGHF9smLqOLg6OmDdnsMQSSTILynF0VsVb55UN8APf8x/Hy3rhBrtuQGAZ2eL3Z/Pxye/b8OeK8ofIT3PzNJIwPhCv9bN8du8WfBwdtZZpymPlynaV19vD+gNnq0tPvtzB4r4AvBFYpwMe1ChnJ+nO36ZOxMDWCTZUD9mxjxepmhffYXU8MHx1Z/j3R9+x71YZfLYu8/iNRLJAgCXy8HsIcrzSGXXTuX7mDGvGUzRvvrgcDj4bd4s+Lq74bfjZyCXK5CRX4CD1+9UKNu2Xh1snv8eavpWftNgBYzbx7IKCjW249IzEZfOPjHjyC7tjZJkGQDeaNsSuz+fj7m/bEFmfiEkUhlzDlLn5uSIb96Ziql9uldap3oX43KNdy1vqvbVhynO1eWGpFHnMVO0r75Mca421bxPazF2uBwu7GxtIJHKAAA5RcW4FB6tc59QP1+smzEZQzu2Nei5y7OGc/WrYvi0sfhpuea1aIPmjdGoJbubPby9cA5y0rOYhMQioQh3Lt0ALt1gynA4HEyZ9zbmr/sC7w+u+LmOIVZu/h4FeQW4e/kmACA7LRMn9xzRKNOwRRN8u/NXPLp1j3W9n21YiabtWuKHJeuQnaYck7FRTxAb9UTrPr6BfqhVz/BkhK+q5LgEPKlkzoiPqfjeRMOWxkvo1n1QH/ywfwtWvL8IORnZkEokuHH2coVyLm6u+HT9CoyYXnnSBPW51pjraw6Hg1V/fA+vGj749+e/IJfLkZ2ehTP7/6tQtmm7llj71w8ICAl6SU1V5+bhjs0n/8XyWQuZ46RtHAyeNApLflxTIUl2eRWuSWyMd8xM0b76+nD1Z3B2c8Gm1T9ALBKhKL8Q5w+frFAupF5tfPX3D2jcqlmldZqqj5miffXVuHVz/H7yXyyZMR9Jsc+hUChw98ot3L2i+f4lz94e7y+bj3cWza20zgrrHyN9ZleYX1jpHJabmY3czOqXVDCwVjC2nN6DL96ej6i7ygS8kWEPNZKSAsr+N3ne25i/9nO933+wMeJYHztzCux4PHy7YAVKiooh5Atw+fi5CuV8/H2xYtN36Dawt9GeGzDd/Kwx1o3Qb/OycjS2k+ISkBSXwHr//qMHGyXJMlA9zr+2drbgcrmQl32/Iis1A1mpGTr3adC8MT7/YRXadOto8POrq07nX4lYUuncKCjlv7QMv4T/ktL6qy5jElD2ma0XD2D5zAWIuhcOACgpKsbVUxdeWt7W1hYzFs7Ge0vnG/U7M9awZrJmU4cPxZc//qrxt+YN6qNlo4as9l/4zpvIyMlhEhILRSJcuh2mUYbD4WDelIlY+8lHGPyu8ZLmAsDvq5Yjt6AQV8KU179pWdnYq/Z9DwBo0bABdn6/DjcfhrOud/3ihWjbtAmW/vAT0rKyoVAoEBUbp5FwtLzAGr6oW+67VkTFw80VJ/74Fe8uW4mz15XvaWg7phOHDMKPSz+rkFzOUK2bNMKJP37F218sR2xiEhQKBa7evV8h8bc9j4els9/FoplvVVqnKdeBqz+aCzdnZ6z5bTNEYjHyi4pw+NzFCuXq1QrBX2tXoVXjRi+ppep4dnbY/+N6fLjmG+w+rrzOe56SqpEM+4X+XTtj8+ov4eHmqrPOiu/fGu87h6ZoX33NHDcaPDs7LPzmexSVlIIvEOL4pasVyvn7eGPTymV4g8V3Do39ud0LpmhffdUKDMDpPzfh7S+W426kcv0UFhGlkZQUUK5/502ZiK8+/pDFtZnmtjH6mAPPHoUoAQAUFBfj2r37Osv7enli1Udz8daoEUZd03A4HPyx5kv4eXvh5527IZfLkZ6dg/2nz1Yo265ZE/y1dhVCAir/jFXjcygjzmGmaF99DezRDfs3rsf7X65GRk4uJFIpcw5S5+bijO8/W4jpI9l8DqV6bMz3rTJychH+5KnOMikZmUjJ0PycvaC42GgxVJcx+YIp5lx90JjUH41JIC4pudJ6Y+KfV/ibMZMcm6IdCCHEWuTn3EFm6nFmu1n7/2kkIQQADoeLWvVmQCYtwdOItQCApNi/EFJvBpyca5o13tio7yCTKq817B0D0K7HLtjxPDTK8Oy90LrrX7h5bhCKC6OhUEjxJHw12vfYbdZYpZJixEatZ7Zr1n0T9Zt9VqGcl29ntO7yF25fHAVAjsK8B0hPPozAkFFmjBZITz6EwvyHAAAOxwatu/4NT+92GmW4XDvUb/YZxKJcJMdvBwDERa9HUK2xsLUz7vVvZZq2WQcHxyDY2mn+XpnDNe57Y8ZA48x0aJyZ1pPw1VAolN8BdXVvitZd/wKXq/l5o6NTMNr2+BfXT/eBSJgBmbQEz6K+Q7O235k1Vn5pEhJj/2K26zdbjJB6b1Uo5x88FAq5FI9uzwYAZKb8h/zcuxXawdQSnm6GUJAGALCxdUa77rvg5KL5+0NbWyc0b78BImEGcjKU73E/DV8NX//e4HDM97t0hUKGJ+GrmW1f/75o3n5DhXKu7o3QrscuXD/TFzIZH0JBGhKe/oG6jT80W6xA9ZtzCSGEWJeiZ2HIu3eC2a47Y71Gsk8A4HC58O/zFmTCEiQdWAcAyDj/N/z7vAUHH/OeR5KPrIdMqFy78zz90eTjnbB19tAoY+fihYbz/kTE6sHgpzyGQiZF4r6v0OSTf80aq1RQjJSjqjWEX6/pCBn1aYVybg07oeHcPxH1zWhAIUfJ8wfIvXMEPh1HmjFaIOf2YZQ+f6jc4Nqg4dw/4Vqv3Nrd1g4hoz6FtDgXmZd3AACSj26AT+cxsHU079o9cd9XgFy5dneq2QQN5/0Jrq3m2t3eOwiN5+/Aoy/7QVKQAZmwBMlHvkfd6ca9X0VlhNlJyLjwN7Ndc9RnL02S6t1uKBQyGZ5tVn5nKu/ecRTH3q3QDqaWfvYPiPOUa3euvTMaf/IvHHw11+429k6oN2M9JAWZKIhUrt0T938Fj+a9wTHi53yVUchlyr5QxqN5H9Sbsb5COafgRmjy8U48WtEfchEf4rw0ZJzdgqAhH5gtVoDmXFOiOde0aM4lhBBCCCGEEEIIIYQQQgghhBBCyKuMkiwTQnRa9cNPiCm7+dmGFcvg7elp4YhUzJ2o0RC/7/gXYrEEABASFIiPZ72jteyE4UPx69btuFl286af/t5m9iTL5RN9Wit3N1es+XQBq7JcLhfrlnzGJFkWikQ4f+0GRg4cUKFsw7p10LDuu6zqdXRwwMqFH2Pk28ryKekZeBgVjdbN2CVxMLedB49AIlH2RQ6HgzfHj7FwREoZWdlYuFL5xehmjRri0znvYd3Pv1k4qurXF+RyOX7dup3ZnjdjeoUEy+q+/3IJzvS9CoVCgcfPYnHu6nW80auHOUJltDDyTSH1kZVjHUnHyye0t2bfLF3MuuxXixdh276DzJxz4vxFfDRzhqlCe6mf/t7GPO7Sri3GDR2steyC92bi9+07kZyWDpFIjM07d2Ht4kXmCJNRndY2pHqY1Ksr1uw6ALlcofa3bqz353A4+HbmVAzv1A5bTp/HrcfPkF1YBGcHe/h7eqB7s8aY3Lsb2tavY4rw4ebkiP9Wfobdl29g75UbeBSfiEI+H16uLmgQFIix3TthSu9usLez0yvJMgBM7NUVo7t2xMHrt3H+YQTuxT5HTmERivgCOPJ48HF3Rb1Af7StVwe9WjZFl8YNLHKOqE78vTxwaPkinL73CHuv3MC9Z/HIyC8Al8NBgJcnOjdugEm9u6FrE3Y3cq+K9g3q4ub/vsLeqzdx+MYdxCSnIruwGC6ODgj28cKANi0xpU931A1glzA7MiGJedy1SUME+3gbNd4FY4ZhZJcO2HnhKs7cf4SUnDyUCITwdXdFo5pBGNmlA8Z37wxHe+MmAXrBzckRWz5+H2+/0Ru7Ll3HjegnSM/Lh1yhgL+nB9rWr4Nx3TtjYLtWrOqLUDtetjY2GNOtk1HjNXb7VsXUPt3Rr1Vz7Lh4Fcfv3EdSVg4KSkrh7eaKugF+GN6pHSb26gpPF3ZJECMTkpnHE3p2MWqsxm7fqmgQFIDzXy/H4Zt3sP/abUQ8T0RmQSEc7OwQ6O2F3i2bYnLvbmhRu1bllUGzj9Xxr4GODesZNV5jt6++eHa2+PrtKZjSuzt2XryKi4+ikJabB6FEAj8PdzSvXQtjunbEqC4dWN2AN6+4BKm5ecz2RCP3MWvwRtuWCPvxa+y+dB1Hb91FXHomcouK4eHijJAaPhjSoQ2m9O6GAC9272eq97EJPYx7vIzdvlVh7HO1+vFyd3Iy+nxi7PatCmOeq+VyuUbSY2PP+7QWq5ybkyMS//kVl8OjcftJLMLjE5GQmYWsgiLwxSI42NnBzckJoX6+aFU3FIPatUavFk1Mdh1gDefqV8HQyaPxy4rvmYRyADB0Cvv3vDkcDj7bsBJ9Rw7C3s3b8fDmXeRl5cLR2RG+AX5o16Mzhk8bi2btWpoifLi4ueKPU7tw/N+DOL7rMGIeRaG4oAge3h4IbVgPg8YPx/BpY8Gzt9cryTKgPDZvjB2K0/v/w42zlxF1Nxx52TkoLSqBvaMDPH28UKt+HTRr3wqd+nRD667t6bq3Gug+qA8OPTyPYzsP4sKRU0iMfY6CnHy4ebojsFYweg/rj2FTx6JGYOUJHgDgafhj5vGQyca9Sasdj4dF3y3H8GljcfSffbh14RoyU9MhForg7VcDDVs2wRvjhmHAmCFGSyRbnm+AH377bzuunryAE7sPIzLsIbIzssDlclEj0B+tu7bDsCljWCeYVD9eru5u6Dm4r1HjNXb7VsU7i+ai/6ghOLp9H66euojMlDSUFpfCq4Y36jSqj/5jhmDwxJFwcHSotC65XK6RVHPI5NFGjdXY7VsVLTq0xr67p3Fi92GcPXAc8THPkJeVC2dXZ/gFB6L7wN4YPm0cQuqFsqrvqVoiz7bdO8K/ZqCJIn+1hDasi+1XDuPsweM4tfcYnjyKRm5mFngO9vALCkCnPt0wbNpYNGrJ7jNb9XaoWacWWnRqa9R4R0wfhy79e+Do9n24eOws0hJTUJRfCA8fT9SqVxt9RgzEsCmj4ebpYdTnfcHY83NhXgEyU9KZ7SGTzHvTb3Ow9vNvvSYNcSH5Pm5fvIaI2w/wJOIxUp8nIS87F2KhCA5OjnD1cENIvdpo0ro5+ox4A606m+4GU9Xt/Gtp1WlM1mvSEDuvH8Ot81dx9uAJRN0LR0ZyKkqKSmBrawM3Lw/UbdwA7Xp0wvBppluzWMOayVpNHjYYK3/epHGNPGX4EB17aOJwOFi/eCFG9O2NP/bux40H4cjOy4OzoyMCavigR7u2mDpiKNqZ6HtQbi4uOLXlN/z73wnsPn4Kj2KeoKCoGN4e7mhQOxTjB72BaSOGwp7H0yvJMqA8NmMH9sf+U2dx9sZN3IuMRnZePopKS+Fobw8fT0/UDw1Bu2ZN0adTB3Rt04qukSsR4OuDY5t+wqkr17Dr+CncjYxCRnYOuFwuAmv4okubVpgybAi6mfB7rx1aNEPY/n+x+8QpHDxzHo/j4pGdlw9XZycE+/vhjW5dMX3kMNQNYXcD04inz5jH3dq2QU1/484ji2a+hdED+uKfw8dw+tp1pGRkoriUD18vTzSuWwejB/TFxMED4ehQ+fVWVbi5uGDr16sxa/wY7Dx6HNfvP0BaVjbkcjn8fX3QrllTTBwyEIN6sPtOiXpSQVtbG4wfVPF7uIYwdvtWxfSRw9C/a2dsP3IM/128jMTUdOQXFcHH0wN1Q2piZL8+mDx0MDzd3VjVF/FE1ccm6fgOW1UYu32rokHtUFze8TcOnj2PfSfP4NGTp8jMyYUDj4cgvxro06kDpo4YipaNWH4OpdbH6tQMRqeWzQ2O8cnpo7h69z5uPHiEh49jEJeUjIycHJQKhODZ2cLVyRm1ggLQomEDDOjWBYN6dDN6kvgXeHZ2+PbTTzB1xFBsP3wMF27dQWpmFoRiMfx8vNGyYQOMHdgfYwb0Y7UOzCssRGpmFrNt7D5m7PatioE9uuHB4X34978TOHzuAuKSkpGTXwBPNzfUCgrA0N49MXX4UASy/D6ueh+bNHSQqcK2mOowJtUZe87VF41J/dGYtA7GbgdCCLEWic+2MI89vNsjoOZwrWVrN5yDpNitEArSIJeLkBz3Dxq2WGKOMAEAEnEhUhP3Mdv1miyokPj1BS6Xh4Ytl+PulYkAgNzMyygpjoWLq3G/C6tLWuIBSMTK75Xa2DihQbPPtZb19OmAgJARSE86BEDZLuZO/pr49A/msX/NEToTjjZovgRpifshkwkgFuUiLekgQuq+aY4wGS5uplt/GRuNM9OhcWY6JUVPkJt5hdlu2HJ5hQTLL/B4nqjXdAGi7il/G5qasBeNWiw3a1Lo5LhtUMjFAAAHpyDUbvi+1rIBISORGPsXCnLDACj7gjmTLCsUciSpJYSuVX9mhQTL6hq1WoVrp3oAUKCk6ClyMi/D17+PGSJVysm4hNLiF++3ctCo1UqtZZ1cQlGr/kzEx/wIAEiK/Rt1Gn0ADodjhkiVqtOcSwghxPpknFOdR1zrtYdPe+3nkcCBs5FxcRvEeWlQSEXIvLQdtcZ+YY4wAQBSfiGyb6jW7sHDF1RI9vkC15aHWuOX4/GGSQCAwqjLEGTEwtHffGv3nJsHIC1Rrt259k4IGaP9Pipu9dvDp8MI5NxWrt3Tz20xe8LPdLW+4NNhhM4kkyFjv0D2zQOQiwWQFuci5/Yh+Peabo4wAQD8tKcojFat3WuNX1Yh2ecLdi6eqDn8E8T/o0y2mn19H2qNW2bWBKWZl/6BQqpcu/O8ghD4xntay/p0HIGMC3+hOPYuACD9XMXEq6akkMuRcV6VnDSg3zsVEiyrC520Ag+XXgIUCgjSnqIg6go8m/c2Q6RKBZGXIEgvW7tzOAiduEJrWYcaoQjo9w5Sj/8EAEi/sBWBg+eZde1Oc67p0JxrOjTnEkIIIYQQQgghhBBCCCGEEEIIIeRVx1EoFIrKixG27t+/j7Zt2+L2f4fRurn+NxPrOmIMwspuALZy4cf4/IM5rPaLTUhEk579AChvdhZz5Txql7txkEwmw/Wwu7h44xbCHj7Ck7h4ZOfmQSKVwsPNFaE1g9G1XTu8OWEsmjaoX+lzXr55G/0nTgWgTMj67Pqll5bj1VLV9fTaRYTWDNZZ7z/7DmDmQuWXoHp06oBze3ZWGkt+YSG27z+Is5ev4XFsLLJz88DlcuHn440OrVth9OCBGPFGf7N+ac6SVv3vR6z5QfmFwWljR+HP9d9WqZ574RHoNnIcZDIZBvftjcN/bQag2aZbvv8a08dZR5LWF95Z8Cm271d+SY5tHzK1Rt37ID5JmTxp6fwPsPzjD3WW37Z3P2YtUv540sXZGWn3b8PBwd7kcVZGvW/pGvfWrEbztigoKgIAfLv0c8yf9bbBdRYWFcO3eRtme8+mnzFq0BsG12sKrQcMQVTZTWh6duqIs3t2WDgipTGzZuPYmXPgcrm4emgv2rdqWS37m6X7wrU7YegzbjKzzea823f8ZFy9rfzx7YwJ4/D7t2tNGiNb9bv2QmJKKgB282ZVbPh9Cxav/QaA9vWTJamviQBAnPhMR2nr1H7QcDyKVt74eu5b0/C/lcvN9twCoRCBrTuilM8HwG7NsnLDRny18WcAQL3QWoi+fM7kcbJhjrXNg4godBw6Evfu3UObNm0q34EY1YvryKvfr0KruqGWDoe8ptbuPoh1ew4DACb37obfP3zXsgFZgQ4ffo7Hycr1yOmvlqCLCZMSvgo2Hj6Bpdt2AwCm9+uJX+a+Y+GIrFt2YRHqzvgACoUCni7OiPx9A9ycHC0dllUbu2Y9Tt97BAD446P3MLFXVwtHZN0O37iDad8p17a9WjTBsZXaf3RKAJlMjlrT56CQz4edrQ3u//wtQv3oJrO6LNj8DzafVF4zLZs8Bp+OG2HhiKzb/dh49Fy0AgBQPygAYRvXmSyh9quC1mKm8TAuAd0XLjf79f+L697dt46jcWvj3nifELZ+W70Bm9b8AAAYPm0sVm/ZYNmALEwmk6FnQEsUFxbB1s4ORyIuIrh2iKXDsmprP1qGPZu2AQDmrliIdz83/ucWr5Koe48wucswAEBog7o4+PCcyRJqvypGt+6HuGjl57h/X9iPNl07WDii19O8kW/h6skLAICv/v4BQ42cIPxVc/bgcSycNBsA0LF3V2w+tcvCEVk3Ov/qj86/+qExaRqPH0RgYqchRruWfnGNfHPPDrRu0sgIERKiv9W//o6vflMmz5g6fCi2fLXCsgFZgTajxiM6Nh4AcH7bFnRt08qyAVm5/23djs/XbwQAvDV6BDatXGbhiKxbdl4+QnoNgEKhgJe7O2JOHYGbi4ulw7Jqo+bOx8kr1wAAf61dhcnDjJug9FVz8Mw5TF6g/Dy4d8cOOLnlVwtHZN1kMhkCu/dFYXEJ7GxtEX7sAGoHB1k6LKtGY1I/NCb1Q2OyenkQHYPOE6bS982rgRfvP3Tudxruni303v/m+cEozHsAAKjf7DPUbTyf1X6lJc9x9WSXsi0Oegy+BSdnzfdAFQoZ8nNuIzfrOgpz76OkOBYSUS7kcinseG5wdA6Bp08HBIVOgqt75d8Vyc26gbDLyt+JODgFo9eQsJeWO7UvgHncY/AdODnr/u1QSsIeRIbNBwB4+nZGx14HK41FIi5AasJe5GReQknRU4hFueCAC56DLzy828A/eChqBA56bX7j/Czqe8RFrwcABNYajxYdNla6j0wmwIUjzSCTKX8H1Kz9DwgOnVDJ83yHuGjl5/9OLrXRY9ANAyNnLzVxHyLuKN+3trFxRJ/hkbCxddJaXqFQ4PKJDhDyUwAA9Zt+irpNPjZLrABw5/I45GUp13Vs2iQ36zrCLo8t2+Kg55AwODqZ5zwt4Kfg8vH2zHb7ngfgXaOLjj2A8DsfIq0sGa93je5o33OvSWNk6/al0cjPvgmA/VgwJRpnpkXjzHRiozcgNuo7AICjU030GHxb5zlVKuXjwtGmkMuEAIAWHX5CYK2xWssb2+UTnSAoTQQA1G2yAPWbLtRZPuX5bkTeVfZVG1tnZV+3cTB5nACQl30Ldy6pEnyzWSvdvjgK+Tm3AADBtSejWbv1Jo1RXUTYJ0hNUH4Oymadxi9NwpUTHZntjr0Pw9Ono449jMca5tzC/HDcPPcGXceR19qLa+Tmy0/BpZb+32OPWDMUJc+V18g1R32K4KEfsdpPkPkcD7/optzgcNB63Q04+Ja7RpbLUPTsDooeX0fx8wcQpsdCUpwLhUwKGyc3OPiEwLV+e9ToNhFOQZVfIxfG3ED0d+MAAPbewWjz7e2Xlrv5jmq90fqbW3Dw0T3vZ13bg7i/PwEAuDXsjKaf7q80FmlpAbJv7ENB5GXw055CWpILcLiwc/OFa5028Go3BF6tB74218jJR9Yj5ahyfvftMg713vmh0n1kYgHuzm8BuUh5Hqk7YwNqdNN9Hkk+/D1Sjv0PgDJhaet11w0LXA/ZN/Yj9k/l+ODyHNHuhwjY2Gv/vaxCocCDzzpBlKtcu9ccuQjBw+abI1QAQNR341EUozw+bNqkMOY6or8br9zgcNDm29uw9zLP2l2Um4r7n6q+U9xk0T64N9K9do/98yNk31COVffG3dBk4R6Txqgu5dj/kHz4ewCAvU9NtP76ps6xLhPxcXd+c8jFyrV7vZk/wrez+e5ld39xF4iylWv34OGfoOaIBTrLq8+JXHtntN8YDq6dedbuRU9vI+ob1fea2czhkd+MQfFT5dq9RvdJqPvW9yaNUV3s3wuQfU153wE25w9hdhIeLO7MbDddfAhu9c3zfXqac02L5lzToTmXvZLECESsGkjXx4QQQgghhBBCCCGEEEIIIYQQQkg1Q3dwtzLTxqi+xLbz0BHW++04cIh53K1DuwoJAnPy8hDasRv6TZiKrzb+jDOXryIxJRV8gQASiQTZuXkIexiOH7b8hTYDhmDekuUQi8WGvyAz+PnvbWjQrTcWrlqL05evICk1DQKhEKV8PuKTkrH7yDGMf28uugwfg4TkFEuHW22IxWLMXLgYMpkMri7O+PmrlZYOqdpKSE5hEiwDQJ+unXWUVurdVfXFupLSUtx+8NAUob2W1L8EKJfLjVSn5rax6jW2sIePmATLAPDmBPP9IFSX3UeO4dgZZVKeD2a8ifatWlo4oqqzdF+4cP0m87hOSM1KEywDQG+1OenCdfP9wN0abNt3gHncq3Mnq0qw/KrQnHMVZn3uOw8eMQmWAc1zqzbq5+jYhERaOxJCyGssM7+ASeo3oE0LSurHwuXwaACAvZ0dPp8w0rLBVANXIqKhUCjXRx+PHkoJlishlclwI/oJAKBJSDDG96j8vZXX3aWyMQkAX04ZZ8FIqof7cc9RWHb98Ga/npRgmYVL4VEAAF93N8wZ+oaFo7F+6mNy6aTRlGC5ErQWI4QQ04u6F47iwiIAwOgZEynBIwt3Lipv6uJVwwdTP3jHwtFYv9sXVTcJmvPlJ5RguRI5GVlMguVub/SmBMsWIpVKcf/aHQBAvaYNMXjiSMsGVA3cvqAa6x+s/syCkVQPdP7VH51/9UNjkhBCqiYjJ4dJsPxGty6UYJmFi7eUScvseTwsmT3LwtFYv0t3wpjPhhe8PZ0SLFdCKpXi2j1lsoKm9epi4pCBFo7I+l28rUokuOqjORaMpHq4F/UYhcUlAIAZY0ZSMtdK0JjUH41J/dCYJMQ6BdUazzxOS6w8cRJTNmEf89jTp2OFBMtiUS4uHmuNO5fGIC56A3IyL0HIT4FMJoBCIYFYlIvCvAdIePo7rp/pjah7n0Eurx6/cU54tgWXT3REzKMvkZNxEUJ+KuQyIWQyPgSliUhPOoQHN97BzfODwC9NrrzC11RB7gMmCSEAeNfoVuk+6mX4Jc/NenxzM68xj9292+pM/Aoof2OlHm9O1lWTxVaeXC5GfrYqwZq3X+XH1tO7HbjcFwkrFMjNuqazvDHlZqne7+baOMDTp12l+6gf27zsW5DLJSaJrbqjcWY6NM5MS/3YeNXoVmlCRltbJ3h4tWW2czLN1xf4pclMgmWA5ThT6y8yaSkKcu+bJLaXUT+2js61Kk2wDADeft2ZxzmZV0wSlza5auOazbF1cg6Bo9q61Jx9obrNuYSQl/PtoronS/bNAzpKasq+qbqedq3fsUKCZUlxHu4taIvob8ci5dj/UBh5CaLcFMjFAihkEkiLc1Hy/AHSz2zGoy/7In77Ysil1eMaOf3cn7j/WWck7F6BgsiLEOelQi4WQi7iQ5SdiJzbh/D0l5mIWDMEwhya57QpiX/AJPsEAPcmlZ9H3BurygizEsx6fAsfq9YULnXa6Ez2CSjX7m6Nur50f1OTS8UofnaH2VY/btq41m0HzoukjgoFCqPNF6/6seHyHOBar/K1u/prKnp6G3Kp+dbuhY9V1xpujbpWuna3sXeCSx1VssvCaPOt14Q5yUyyT4BdX1AvIxeVojjOfGt39b5g71ur0gTLgGa85jy2AFCkFq974646Sio5+IbA3kd1vjRnvDTnmg7NuaZFcy4hhBBCCCGEEEIIIYQQQgghhBBCXnV0F3crM374EPB4dgCAp3HxuMMisapCocAutYTM08aMqlBGKBIhMzsHAODs5IT2rVpg/PAhmDl5At6eOB6D+/aGn68PU9/mHbsw45NPjfCKTGv24qX4ZMUaFBYVAwA83d0xsFdPzJgwDtPHjUbH1q3A5Sq7+b3wCHQbORbPk+gL1mx89eMvTDLWtYsXITggwMIRVV9RT59qbLdp3qzSfUKCAuHr7cVsRz99ZvS4XkfJaenILyxktoMDjdOvwx/HaGzXNFK9xqaeUNbN1QVjBlv+JkdZObn4+MvVAIDaNYOxYuF8ywZkIEv3BfUk2q1ZzDUA0LZ5c+ZxUmoaSkpLjR6XNbrz4CEeP4tltt8cP8aC0byaBEIhnj1PYLaDA/3N+vzq48HX24vVeCx/jqbzLyHkdfXvxWtwHTWd+e+9HzdbOiSze5EIkcPhYPmUsZWUJmKJFDceKxPgvvNGbwT7eFs4Iut38ZEyOam/pwfeH9zfwtFYv7CncSgWCAEASyePYd7vI9q9SIA7pEMbtGtQ18LRWL9LZWPSkcfDZ+NGWjaYaiAtNw9PU9MBAAvGDIWLo0Mle5AXY7JlnVoY1YUS5lWG1mKEEFM7un0/WtqHMP8tm/mJpUMyu9sXlDf+cHB0wLtffGjhaKxfZmoGnj9RfqbwzqI5cHJxtnBE1u/2eWUfa9SqGQaMGWrhaKzfi6TUHA4H81YtsnA0r6+IOw9QWpbQZe6XC+n9BxZenE96DxuA5u1bWTaYaoDOv/qh86/+aEwSQqpix9H/4NC8HfPfzCUrLB2S2b1IGMzhcLDyQ0qEWBmxRILr95XJNmeNH4Oa/ub9Tlh1dOGW8maxAb4+mDN5goWjsX53IiJRXPY91i/nzaZrMxZe9LFhvXuiPcvvDr/OLtxSJrxydLDH5+/NtHA01o/GpP5oTOqHxiQh1sk/ZAQ4XB4AoLQ4jlWSP4VCgbQk1e/WgkLHVygjl4kgFmUDAGxsnODu1Rr+NUciuM5UBNeeDN+A/uDZ+76oEcnx/yD8jvW/lxp5dyFiHi6DVFIEALCz84CPfx8E156MoNAJcPdqixc/5S/Kf4Rb5weDX5pkwYitV0mR6nd5PHtvODoFVbqPm2fLcnU8MXpc2qjH6+7ZgtU+7mrxlhSaL9bS4ngoFKrkHmzi5drYw9W9EbNtznhLClXH1tWtEbhlc5Iu7l6qY6tQSFBaHG+S2Ko7GmemQ+PMtNTjZd0X1OI1a78t1PydOZt4HZ2CwbNX/Q7HUvFWZZwJ+amQSs3zu3SppARCfspL49BFY16w0BxWHeZcQsjLeXcYAY6t8jwpzIhDcTy7a+ScmweZ7RpdxlUoI5cIISlSXiNz7Z3gUrs1vDuMQI2eU1Cj+2R4tuwHOzffFxUi89J2xG75yAivyLTitn2KhF3LIRMor5FtnDzg0bwPanSfBN+u45VJ/TjKa+TShEeI/GoohNl0jfwy/FTVOcDW1Rv2XpWfR5xDNc/lglTznUfU43UJZbemUC/HN2Oswox4KGSqtXv54/YyXDt7OAWr1u78tKc6ShuX+rFxDGoErm3la3fnULW1u0wCYab51u78VNUayKVWcx0lVVzU4jXnsRWkaq7dnWtV3hfsvYNg66pauwvM2heqcmxVr0mUlwqZ0Dxrd5mgBKJc1dqdzbEFLDcv0JxrOjTnmhbNuYQQQgghhBBCCCGEEEIIIYQQQgh51dlaOgCiycvDA0P69sGhk6cBADsOHEaH1q107nPtThieJyu/UObk6IgxQwZVKMOz42Hm5AmYPGoEOrZuBTs7uwpl5HI5Dp08jXlLvkRufj72HTuOMYMHYrQVJOF8mf9t/hN/7toDQJks9OsvPsP0saPB42l+KelJXDze/mQRwh6GIysnF1Pmzcf1I/vB4XAMev6TFy7h1MXLBtXxMhtXf2n0OvX1IDIK3/2mTKLVrUM7vDt1soUjqt5insUxj329veDk6Mhqv5CgIGTn5gFQ9mNiuBdzBgBwuVz06drZSPXuZR57eXiwSqRtbkKhCHuPHme2JwwfCkcHyyfA+WCp8pwDAL+sWw1nJycLR2QYS/eFmFjVfFMruPIvbANAiFo5hUKBp/HPrbIPG9vWvfuZxx5ubhg9yDrXO9XZniPHUMrnM9v9uncz6/NrjodgVvs4OznBx8sTOXnKeelJXDwG9+1tkvgIIYRYtxeJEEd2bo+WdUItG0w1cOdpLEqFIjg72GPhmOGWDqdauByhTB756bjhcLSv/Ad2r7vLZck229arg2Ed21o4GuuXnJ2DuPRMcLkcLJ9MyUnZeDHvvzu4H/y9PCwbTDXwIgFusI8XZg7sa+ForJ9IIsGtx88AAMsmjzX4s4nXAa3FCCHE9F4kdJ04+034BvhZOBrrd+eiMmGhf81AjH9vmoWjsX5ikQgPb94FAMxbsZDWPyy8GJP9Rw9G41av/ud01upFOzRt1xJ9Rrxh4WisX3pSKpLiEsDlcjF3JSUHZ4POv/qh869+aEwSQkjVXbytTIQ4un9ftGrcqJLS5PajCJQKBHB2dMSnM2dYOpxq4UUi78XvvmMV39u1di+OV7tmTTC8by/LBlMNJKVnIC4pGVwuFys+mG3pcKqFi7eVfWz2pPEI8PWxcDTWj8akfmhM6o/GJCHWicfzRI2A/shMVf4OLS1xHzy82+jcJz/nFgRliYNtbBzhHzysQhkOl4fgOlMRGDIGHt5tweVW/I2zQiFHZuoJRN37FBJxPjKSjyAjeCj8g4ca4ZUZ3/Mnm5DyfCcAwNbWFQ1bLkNQ6IQKiSpLimMRcedDFOY9gFiUg0c330OnvicM/hwtO/08stPPG1THyzRps9bodbJRWvSMeezoVJPVPra2TrDjeUEiziurIxYI6GeS+MqrSrwOzqrfN0nEeRCL8sCz9zJ6bOWpxwroF29h/kNlHcWxxg5LK41j68wy1nKvqbT4GVzdGxo1rlcBjTPToXFmOmJRDiTifGabfbyqvmDWY1usOrY8e2/Y2LL73byDUzDEotyyOiwTb1WOLaBAaXEs64THhih/XByd2f1uWKMvFFlonFWDOZcQ8nJ2Lp7wbNkPefdOAACyb+yHax3d18jFT29DlKO8RubyHOHdruI1LdeWhxo9p8C30xi41GkDru1LrpHlcuTdP4H47YshLclHbthR5LYbCu92Q4zwyowv7fQmZF1RXiPbOLqi1ril8O06vkJyQkFGLGK3zEfJ8weQFOXg6e+z0XzJfwZfI+eHn0d+xAWD6niZOlO+MnqdbAjSVecRex925xEbeyfYunhBWqI8jwgyYuHZ0jznEY14vdmdo9XLSUvyICnJg52L6dfu6rEq42B3fO29glD6/CEAQJhhvjWFerwOVTi2yjpi4RRk+rW7pDgX0hLV2p1t31WPV5BuvmPLV3suW1dv2NizuyecvXcwpMXKtbs541V/rqocWygUEGTEsU7KawhBuTHCNl6eel/IiNNR0rhozjUdmnNNh+ZcQgghhBBCCCGEEEIIIYQQQgghhLwOKMmyFZo2dhSTZHnvseP4fvkXFRIHq9u+/xDzeMQb/eHq4lKhTA0fb/y6bo3O5+VyuRgzZBAC/fzQc8wEAMCPf261yiTLaZmZWPbdegCAvT0Pp3ZuQ7uWL//yXsO6dXBq5zZ0Hj4GT+PicfdROI6cPouRAwcYFEPYo3D89s8Og+p4GUsnWZZIJJi1aDGkUins7Xn47euv6KbHBsotKGAe+/n6st7PT+0GIS+S0JKqi09Kwv82/8lsTxwxDD5ehn/R8+bd+/j30BFm+71pk2Fra32n14MnT6GgqIjZfmu85ZMs7T9+kjnfTR832uwJWI3NGvpCntp8489yvvEvdzOi12G+EQiF2HtMM+m4g4O9BSN69RQUFmH5d/9jtrt1aIfWzZqaNQbN8y/7m275+foySZbV6yCEkFdd2/p18e6gl/9wq32DumaOxvJ++2AWfvtglqXDqDa6NW2E4kP/WDqMaiVi03pLh1CtLJ4wEosnjLR0GNVGTV8fGpN6Or76c0uHUK1M7t0Nk3tX7/dxzMnezg5Ze7ZYOoxqhdZihBBTaNauFSa8/+ZL/61Fx9ZmjsbytpzebekQqpVhU8di2FTLf7ZWXfDs7XG74Kmlw6hWVm3+Hqs2f2/pMF577y+Zj/eXzLd0GNVGQEgQHomSLB1GtULnX/3Q+Vc/NCYJIfpo36wp3p847qX/1qFFczNHY3mbV3+JzRb+7nZ10r1dGwgj7lo6jGol5tSRygsRxpLZs7BkNn1GwFZIgD+NST2d/nOTpUOoVmhM6ofGpP5oTBJivYJCxzNJltOTj6BRq5UVEgerS03YxzyuETQItnYVf+Ns7+CDZm2/0/m8HA4X/sFDYe/gh9sXhwMAEp5utsoky0JBBp5GrgMAcLn2aN9zL9y9Wr20rItrPbTvsRc3zw9EaXEcCvMfIivtJPyCBhsUQ0HeAyTF/W1QHS9jqSTLYrUEmjyHGqz3s3eowSQifPF/U5PJhJDJBMw2z4Hd7/jsy5WTiPPNkvxVrHZcbGxdWCf8tFdrB/UEp6ZWlb5ga+sEG1tnyKSlAMwbb3VC48x0aJyZjlik+TxV6QsyaSnkcrHO9YyxqMer7zh7QSIyY1/QiLeK48xM8YrLzT9sj291GmeAZeZcQohuvl3GMUmWc+8cQejEFRUSB6vLuqG6RvZqMwg2jhWvke3cfFB3+rc6n5fD5cK73VDwPPwQuW4kACD97B9WmWRZnJ+BpIPfAAA4tvZosmA3XGq3emlZR/96aLJgN8LXDIYwIw6lzx8i78EpeLcZZFAMJc8fIvPCVoPqeBlLJVlWT5rIc2N/ryo79xpMwk/1OkxJLhFCLlat3e3c2Z33ypeTluSbJeGnpFR1XGwcXFgneeSpxSsx07EFAKlavGyPrY29E7j2zpCLSivUYUrl+xzrvqDWx+WiUsilYp3zrLFojDOWsSrL+qK07LHETMcW0IzXjuW8YOeuWc5c80L5McI2Xp5avOaKtfxz0ZxrXDTnmg7NuYQQQgghhBBCCCGEEEIIIYQQQgh5HVhfFkiCgb16ooaPN7JycpFXUIDj5y9i1KA3XlpWIBTi4MlTzPa0saMMfv7O7dqgYd06eBIXj1v3H6CktBQuzs4G12tMP/21DWKxBADwwdtvaU2w/IKriwuWfDgXb360AACw4+Bhg5Msv6q++XUTwqNjAABLPpyHhnXrWDii6q+0lM88dnJ0YL2fo4OqbHFpqY6SpDIikQjTP/wEAqEQAODq4oxViz4xuN68ggLM+HghFAoFAKBmYAAWvm+dNxHatvcA87hpwwZo36qlBaMBcvLyMH/5SgDK5KffLq3eyYyspS+UVGG+UZ9rAKC45NWfbw6cOIWi4hJme4aWm4aSqlEoFJi1aDEysrMBALa2tvhu2Rdmj6NU7dzp5MjuS/aA5pgoeQ3GAyGEvPBG25Z4o61l14iEEEIIIYQQQoipdB/UB90H9bF0GIQQQgghhBBCiMUN7NENA3t0s3QYhBBCCCGEEEKsmI9/H/DsfSAW5UAizkdW2ln4B788iZNMJkBmyn/MdlDoeIOf39OnPZxd66G0OBYFufcglZbC1ta6fuOc+GwLFHIxAKBW/VlaEyy/YGvngrpNPkH47bkAlImpDU2y/Kp5kbQTAGxs2f8OyMZG9TsgqdQ8vwOSlXsetvGqxwoAUmmJlpLGJZOqfnNoY1PFYysxT6xAub6gZ7wv9pVK6DdhL0PjzHRonJlOhb7AMt7y5aSSErMk3Dbk2L5grn4LVC1eaxhnyjj0j9dix9bK51xCiG6ezfvAzs0HkqIcSEsLkP/oHLzbvvx6TiYWIO/ecWbbt4vh97FwrdcejgH1IEiPRXHcPciEpbBxsK5r5PRzf0IhVV4jB/SfqTXB8gs2ji4IHvYxYv+YBwDIvrHf4CTLrxqZSHUO4PLYn0e4PNV5RCY003pNqHmOZhuveqzKeswTr1wtXms/tsrnqnq8LxJ+yoRmWq+Jyq3dq9wXSsA1Q/JXzXHG/p5wXDtVWbmZji1QLl6WiWq5dprlzNUX5OX7Aut41ceZhY6tlc8LNOeaFs25plPd5lxCCCGEEEIIIYQQQgghhBBCCCGEWAdKsmyFbG1tMXHEMPz451YAyoTA2pIsHzl9lkkSGOTvhz5du1Rav1wux4PIKIRHxyA5PR0lJaUQicUaZV4kWJTL5XgU/Rhd27cz4BUZ3/FzF5jHk0YOZ7WP+rG5fueuwTEs//hDLP/4Q4PrsSYRMU/w9c+/AQBaNGlktcliq5sXiX0BgGdnx3o/B3t75rFQKDJqTK+b2Z8vw50Hj5jtX9etQUhQoEF1SiQSTJr9IeKTkgEANjY2+OfHDXB1cTGoXlNISE7BpZu3mO23xo+1YDRK879chaycXADA/1Yuh5eHh2UDMoA19YWqzDfqc42yjld/vvlHLel488aN0KZ5MwtG8+pZuWEjjpw+y2yvWDAfbVs0N3sc6n1Zv/MvT60OoY6ShBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghrxYu1xYBIaOQ+OwPAEBa4j6tSZYzU09BKi0GANg7BsC7RvdK61co5CjKD0dxYTQE/DTIpCWQyzR/46xKNClHcUEkPH06Vv0FmUBW2hnmcWCt0az2UT82+Tm3DY6hftOFqN90ocH1WAuZTPUbHi6X/e+AuDaq38bJZeb5HZCs3PNwuTwtJTVxuZrJI8wXr0AtBj2OLdf8xxYwoC9oxCvQUfL1RePMdGicmU6V+4KN5m+nLdF3rX2cAeXjZXtsLT/OgKr1hWoxziwULyFEO46NLXw6jkT62S0AyhICa0mynP/gNGQC5TUyz9Mf7o27VVq/Qi5HaVIESpOjIc5Lg0xYArm03DWyoORFYZQmR8GtfgcDXpHx5T9S3VvCp9MoVvuoH5viZ4ZfI9ccsQA1RywwuB5rIRerzgEcWz3OI7Zq5xGJec4jckm5czTLeLl25dZrFohXn2PLsTP/sS3/XHr1BfV4xWY6tuWeh228FfqCBeLl2LBbWwLl+oKZYi3/XFyW8VpsnJXvC6zjVUumas5xRnOuydCcazo05xJCCCGEEEIIIYQQQgghhBBCCCHkdUBJlq3U1DGjmCTLpy5eRk5eHny8vCqU23ngMPN48uiR4HK5WusUi8XY+Off+HXrdqRmZLKOJScvn3VZc8grKEBMbByzvemfHbC1qbwry+Vy5nFufj74AgGcHB1NEmN1JJVKMWvhYojFEtjY2OD3b9bC1pamCGNwdFB9eVMskbDeTyhSJYd0cLDXUZLosuSb77HjwCFm+5N338GE4UMNqlMul+OdBZ/h4o2bzN82fLnU6hLSv/DP/oNQKBQAADs7O0wexS45vakcOX0We48eBwAMG9APY4cMsmg8hrC2vuDo4IBSPh8A+/lGfa5R1vFqzzfPk5Jx+ZbqR1ZvjR9jwWhePZt3/Iu1P/7CbI8dOhiLZr9rkVjU+7J+51/Vjw7Vz+GEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGvg6DQ8UyS5ez0CxCLcsGz965QLi1xH/M4sNYYcDjaf+Msl4uR8HQzEmP/gkiQzjoWsShPj8hNTyzOR2nxM2Y7KfZvcDiV/xZXAdVvnCXifMikfNjYOpkkxurIRi1ho1zO/ndAcpnqt3Hlkz6aik355JJysZaSmuTycolCzRav6rf0eh1bufmPLWBAX9CIl+4f8DI0zkyHxpnpVLkvyDR/O22Jvmvt4wxQxiuTKX+Xzv7YWn6cAcp4y/ePl7HksWViqAZ9gRCim2+XcUyS5YKIC5AU58HOteJ9wLJv7Gce+3QeC46O+4DJpWKkn/kDGRf+gjg/g3Us0mLrukaWlORDkK66Rs68sBVgcR8wqN0HTFqSD5lIABt7Wse/wOWpzgEKqR7nEanaecTOPOcRrl25czTLeOWScus1C8Srz7FVSMx/bMs/l159QT1enpmObbnnYRtvhb5ggXgVMnZrYaBcXzBTrC+eSy4qW7uzjNdi46x8X5CJweGyWLurJbg16zijOddkaM41HZpzCSGEEEIIIYQQQgghhBBCCCGEEPI6oAyqVqpV0yZo3rgRIh7HQCKRYM+R/zB3xnSNMumZWTh37TqzPW3MKK31FZeUYOj0d3Dz3n29YykqKdF7H1NKz8rW2P5j5+4q1ZNXUEBJltV8v+kP3I+IBAB89M5baNuiuYUjenU4O6t+6M4XCHWU1CQQqsq6OjsbNabXxbqffsV3v/7ObL87dRK+XrLYoDoVCgXmfrEcu48cY/625rOFmP3mVIPqNRWFQoHt+w8y20P79YGvd8UbWphLXkEBPljyJQDA3c0VP61ZYbFYDGWNfcHF2YlJssx2vlGfawDA1eXVnm+27TvAJB3n8ewwedQIC0f06thx8DA+WLqC2R7Srw+2/fA9OByOReJxVjt38gUC1vupjwmXV3w8EEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGElOfm0Qyu7k1QXBgNhUKC9KTDqFX/HY0yQkEmcjOvMNtBtcZrrU8qKcHdq5NRkBumdyxSSbHe+5iSSJClsZ0cv71K9UjEBZRkWY2Nreo3PDIp+98BydQSPdramud3QDblnodtvLJySSltbV2MFpMu6v1MJqvisbUzT6xAub5Q5XjpN2EvQ+PMdGicmU6FvsAy3vLlzHV8jXJszdRvAWW8L5Issz+2lh9nyjgErJIsW/LYMjFY+ZxLCKmcc0gzOAU3Bj/lMRQyCXLuHEZA37c1yogLMlEQrbpGrtFlnNb6ZIISPP5hCopj7+odi0xoXdfIkkLNa+TMyzuqVI+0NJ+SLKuxsVedA+Ri9ucRuVh1HrFxMNN6zUHzHM02XvVYlfWYJ16uWrzWfmyVz2WMeM20XrMvt3avcl8wf7zlY9BFIxGwmWIFlPEySZZFLI+tRLOcuY4tt3xfEAlYJcpVP7bmihWgOdeUaM41HZpzCSGEEEIIIYQQQgghhBBCCCGEEPI6oCTLVmzamFH4dM06AMqkdeWTLO86fBQymQwA0L5VCzSqV1drXR+vWM0kWOZwOBgzZBCGD+iHFo0bIdDPD06ODuDxeEz5fhOm4MqtOwAAhVxu1NdlqMLCIqPUI5XKjFLPq+DZ8wR89ePPAIC6tULw5YL5lg3oFePt4cE8zszO1l6wnMzsHFUdnp7GDOm18L/Nf+LL7//HbL85bgx+WrPS4Ho//nI1/ty1h9leOv8DfDrnPYPrNZUL128gMSWV2X5r/FgLRgN8tuZrZJSNg3Wff4pAPz+LxmMIa+wLXh4ezNyRwXK+yVCba4BXe76Ry+XYceAQsz2sf79X+vWa095jxzFr4WImgfWAnt2x+9cfYWdnZ7GYNM+/OdoLlqN+rlavgxBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggh5HURGDoOTx4pf4+XmrivQpLl9KSDUCiUv9N192oNF7f6Wut6/HCpWoJlDvyDh6FG0EC4eTSBvYM/bGwdweWqfuN8+9Jo5GffBAAooDDiqzKcVFJolHrkCvqNszoeT/UbL7EwS0dJTSK1snY8L6PGpI2NjQNsbByZZJRiIbvf8YnKlbPjmed3bTy14yKTlkAm5bNK8K15bM33G7yq9AWplA+ZtJTZNme81QmNM9OhcWY6PHvN56lKX7CxddZYZ5iSerxVHmf2ZuwL9p4Qi5THqsrjzEzx8srNP2JhlkZf1qY6jTPAMnMuIYQd3y7jkLh3FQAg+8b+CkmWc24dAuTK6zyX2q3hGFBPa13Pdy1TJVjmcODdbii8Wg+EU80m4Hn4gctzBNdWde6K+nYsip6UXSNb2X3ApHzj3AdMIadrZHW2LmrnkSL296pST3qtXocpce0cwOU5Mskoyyfe1qZ8OXPFa+eseh6ZsAQykYBVgm+xWrx2ZooVAGzV4mV7bGUiPuQi1dpdvQ5TKt+GrPuCWh/n2jtrzH+mpDHOWMaqLKuK185MxxZQxvviWElYzguSQs1yZhtn5ftCUTarcaN+bM0Va/nnojnXuGjONR2acwkhhBBCCCGEEEIIIYQQQgghhBDyOqAky1Zs0sjh+OLr7yCVSnEvPAKPn8WicX3VF6h3HDzMPJ42ZrTWetIzs7B9vyqh4Jb132DamFE6n7uouKTqgRtIXsmXuZ2dNX9QVvgkAo4ODqYM6aVOXriEUxcvG73ejau/NHqdlYl++gwikRgAIBSJ0H/iVNb7rv3xF2zeuQsA4OrsjJM7t5kkxuqsUX1VAvTs3DzwBQI4OVb+Rb+kVFVi3IZ165gktlfVT39txWdffc1sTxo5HL9/uxYcDsegehetWotft21Xbc95D8s//tCgOk1t294DzOMgfz8M6NndgtEAD6KimMd/79mHrXv3ay2bmp7BPE7PykK3kaoE0R++MwPjhw0xTZAsWGtfaFSvLh4/iwUAjeTauiSpleNwOGhQp7ZJYrMGF67fQFJqGrNt6aTjr4qDJ07hrfkLIZMpf7jWu0tn7Nv8K+zt7S0aV6N6qvNvYkoKq31K+Xzk5OUz23T+JYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEELI6ygwZAyehn8FhUKKovxHKCl6Che3Bsy/pybuYx4H1RqvtR6hIBOpCXuZ7ebtf0BQqPbyACCTFBsQuYEUun/jbGPrrLHdf3Q8bGwq/72osWWnn0d2+nmj19ukzVqj18mGs1qSbgE/mdU+UikfEnGeWh3ak5gZm7NbfRTlhwNgH6+wVPX7JjueF3j25kmc6FwuAbqAnwwXt4aV7qcer7OreY9tdoaybwtKWR7bcm3g7Ko96fvrjMaZ6dA4Mx2evQ/seJ6QiJW/+2Qfr4WOrdpxEYtyWSfctmS8JUVPAVTt2AIcs8Vb/nkEpSnsxpn6sTXzHPZCdZhzCSGV8+k0GkkH1kIhk6I04RH4ac/gFKga69k3VfdO8e2i/T4W4oJMZN9QXU/Xe/t/8O0yTudzywSWvEZW6PxnGwfN81yH32JhwzP/NXJ++HnkR1wwer11pnxl9DrZcAxQ9S1RDrvziEzEh7REdR5x9DffecQxoD5KE5Vrd1Euu3t7qJezdfGCnYt51u7qx1YZRzKcAhtoKa1WLk91bx4HMx/bgrK+LazCsVXWYZ547Vy9YeviCWmJcu3Otu+qx2uuWAHASe25pMW5rJO/Wipex4B6EKQp1+5VObbgcODoX1d7YSMqP/+IctiNM7H6sTVTrADNuaZEc67p0JxLCCGEEEIIIYQQQgghhBBCCCGEkNcBJVm2Yn6+PhjQoxtOXLgEANh+4BDWLl4EAHgQGYXImCcAAB7PDuOHa080eeH6TSjKvrDctGGDShMsA0ByWrqB0avY2tpCKpUCAKRlyfd0KSjS/cVuPx8fje2MrGzUDqlZ9QCrKOxROH77Z4fR67VEkmV1qRmZSM3IZF0+PikZ8UnKL1e5u7maKqxqrWkDzS/13Y+IRLcO7XXuk5Sahuxc1ZcomzSgH/Sy9du2HViwUvUjhbFDB+OvDd+Cy+UaVO/itd9g459/M9sfz3oHX3220KA6Ta2wqBhHTp9ltqeOGQ0bGxsLRqQp7GE467JisQR3HjxitjOyskwREivW3BeaNmyAQydPAwAeRESy2udeRATzOCQoEC7OzjpKV2/qSb1rBgagf49uFozm1XDk9FlM+/ATZq3XrUM7HPxzExwdHCwcmXI8vJCdm4eU9HQEBwTo3Od+uXFD519CCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhLyO7B184ePfC9np5wAAqQn70LDFEgBAUX4ESgofAwA4XB78Q0ZorScv6yoA5W+cXdwaVZpgGQAE/NRKy7DF4dhCoVD+7uXF/3WRSAp1/ru9g6/GtkiYDSfnkKoHWEUFeQ+QFPd35QX1ZKkkyy5ujZjHYlEuhPw0ODgF6tynKP+RxjabRIvG4uLWiEn+WpjP7neShWrxuribL1Zn1zrgcOygUEjK4giv9FjJZSIUF8Yw2+aM18Vd1ReKi2Igl4vB5fJ07lOYpzq2HI4dnF3rmCy+6ozGmenQODMtF/dGyM++qYyDbV9Qi9es/Vbt2ALKeL18O+ncR8BPgViUq6rDzPFmph4HULVx5uAUBFtb8/wu3dbOBQ5OwUzS5ML8R/AN6FvpfhrzgpnnsBeqw5xLCKkcz90X7k17oiD8PAAg+8Y+1Br7BQCgNDES/JSya2RbHrw7aL9GLnx8jUlc7BjUqNIEy4BmokFDcWxsoZCVXSPLKr9GlvJ1XyPbuWleI0sKs2Hja/5r5JLnD5F5YavR67VUkmWnINU5QFqcC1FeGuy9dJ9HShM0z+WOQeY7jzgFNWQSfpYksFtTqJdzMmOsDv51wLGxg0KmXLuXJoRXmvBTLhGBn6Jau7NJEGos6sdGkBoDuVQMrq3utXtpgtra3cYODn7mW7s7BTVC0RPl2r0kMaKS0kolavGa89g6Bmmu3UsTw+HWoKPOfUS5qZAWq9bujmbtC42Qd+8EAH2OrWqc2XsFwcbBPGt3G0cX2HsHM8lRSxPD4dmi8rW7peYFmnNNh+Zc06I5lxBCCCGEEEIIIYQQQgghhBBCCCGvOkqybOWmjh3NJFneffgo1ny6AFwuFzsPHmbKDOnbB14eHlrrSM9SJcxt2rDyRHERMU+Qm59f1ZArcHV2Rn6h8gvTefn5QGitSp4/Rue/+9fwRWhwMBJSlF+gu3onzCJJlglhK7RmMOqE1GSSUV+8cavSJMuXbtxkHrs4O6Nj61amDPGVsXnHv/ho+Upme+TAAfhn43qDEwsv+eZ7bPh9C7M9b8Z0fLN0sUF1msPuI0chEAqZ7TfHj7FgNK8Ga+8Lfbp2xpoffgIAxCclIzElFbWCg3Tuc+nGLbX9u5g0PkvKLyzE0dPnmO2pY0YZnHz9dfffufOYPPcjSCTKL7J3btsGR7dugbOTk4UjU+rQuiWcnZxQyucDAC5cv4npY0fr3Oei2nioF1oLoTWDTRojIcR6nb73CPuu3MTdZ3HIyC+ADZeLAC9PdGnSEBN7dkGXJqb94ZBAJMa+qzdx+EYYnqSkIbOgEK6ODgj28caAti0wuXd31A3wM2kM+ohPz8TOi1dx5l44UnJyUSwQws/DHQ2DAzGyS3uM694Zjva6fzxkqBvRT7D78g3ciH6C9Lx8yORy+Ht6oF39uhjXozPeaNvSpM/PhlgiRVRSMh7EJeBB7HM8jEtAVFIyJFIZACDE1wdRmzeYJRZraLPKpOXm4eKjKFyPfoLoxBQ8z8xCsUAABzs7eLu5omWdUPRt1Qzje3SBs4O9SWOx9jE5aOlaXIvS/X6aLr99MAtT+3Q3YkRAxPMk7Lx4FZfCo5GWmwehWAJ/Tw80C62JMd06YmTnDrCxsex6XCaT40lKGu7HPcfDuOe4H/sckQnJEIjFTJniQ/+YJZaMvALsvHgVJ8IeIDErG/nFpfBxd0XdAH8M79QWE3p2haeLeX68/DLFAgHCnsTh3rN4RCelIC49Ayk5eSjiCyCTy5nx0LpebQzv1A79WjU3afvKZHIcuRWG/VdvITIhGRn5BXDg2eH/7N11eFPXGwfwb6pJ3ZUaRYsVd5fh7u6yMVwm+IRtbAwZNjYYw12HOxT3AkXr7hZp0yS/P0JvkpZGmqRJ+L2f5+nz5KTn3vvmnnvOPUlu7uvj6oJ2dUMwon1r1Amq+JtxlMUY2pf6pGaMoc00Yeh5kKn1SUI+ZTfOXMbp/cfx/P4TpCWlwNzcHB4+nqjfsgl6juiPBi2b6HX7Ar4AZ/Yfx4XD/yHq9TukJ6fB1sEOXpW80aprB/QeORD+VQL1GoMm4t5H4/jOQ7h59jKS45PAzc2Hm5c7gqpXQecBPdBtSB+wOWy9xvAo7B5O7T6Cx2H3kJqYApFIBHdvT9RuHIruQ/qgdbcOet2+JoyhfdOSUnBi1yFcO3URCdGxyMnMgbO7C/yrBKFjn67oObwfHJyd9BqDKlnpmbh75SYeXr+LN+EvEfs+BnnZubCwtICjixOq1q6BZh1aodfIgXB00W+sIpEIF4+extkDJ/Hm2UukJ6fCmsOGh48XmnZohd6jBqJ63RC9xqCO/Nw8RDx+jpePwvHy0TO8fBSOuPfRkHy4gWDvUQPx3V+6+7wkNysb/UI7Ij05jXlO19soydDjsyZys3NwavcRXDp+FrHvopCVlglHF0f4Bvqjbc9O6DViADx8vPQagzGMz2VJiI5D9+ottVrH04LYMv8nkUgQ8zYKEY/D8eLhM0Q8DkfE4+fg5uUzdU6/DoNvoP6vkTKGY0ETr5+9xImdh3D38k2kJiajgC+Am5cHqtUNwWeDeqJz/x5aXzeiiqn0dYlEgtsXb+D84VN48eApkuMTwcvjwprDhrObC6rWqYnWXdvjs0G9YOdgr7c4jLmvF6M+Scj/j7PXb2Lf6XN48PwFklLTYG5uBh8PD7RsEIrhvXqgZYNQvW6fLxBg/5lzOHLuEl5FRSElPQMOdrao5OmJz1q3xKg+PRFsRNdIv4+Lx85jJ3HuRhjiU1KQm8+Fp5sragQFof9nHTGk22fgsPU7hoc9eoI9J/9D2KMnSExNhUgkhreHOxrVroWh3T9D1zat9Lp9TRhD+yalpWPX8VP47+p1RCckIDMnF+7OzggO8EPfju0xrGd3ODs66DUGdcQkJuHRi5d49PIVHr14iccvXyEzR3bD9nPbNqNt40Z6j8MY2kyZzuMm48aDR+Ve/s/vlmJ03146jAh49voNdh0/hct37iExNQ38AgG83NxQt3o1DOzaGf07d9T7fFxdIpEIRy9cxsGz5/Hs9Rskp6eDY82Gj4c7OjRrgpF9eqJudf3ekDU7Nw97Tv6HY5eu4H1MHNKysuDi6IBAX1/0aNcGI3r3gI+Hu+oV6VlSWjoev4zAwxcv8ehFBB6/jEByuuzGtdoeS3T+1Qydf9VTKBTi+Zt3ePQygjlun799B2GRNEmIv4833pw7WSGxGEObaYL6JCFEFd+AwUyS5aTYI6hW52uwWGZIiDnI1PHw7gwrK+cy1yHgy37jXDLx4Mfk5URAWKi73zhbWNhBKMwGAAgLsgC7IOXbz45Q+n9rtgc4Nn7g86S/F81Ku2OQJMufGifX+jA3t4FIJP0dUEbqTZUJuTNSw5jHNnZBsLGtuHOGq2crJMYcAADkZDyESMSHuTmnzPoSiQSZcvG6eej22l1lzMys4OzeFJmpNwEAmalh8A1QnsgtK+MhxOLi36ay4OpRcXM+Vw/Zd3JikQDZGQ/g4q78d4/yx4KLezOYmVnqLT5TRv1Mf6if6ZerRysmyXJmWpiK2oCoiIfszIdM2c2z4o4FG1s/cGwDwOfGAJAeC6qSLMvvW3MLWzi5NtBrjPJcPVrh/cvfAAB8bgz43DhwVPTzjA/HOQC4ebbRa3wluXq0RkL0XgDSfYuQOUrr87hx4HNl12pU5LFgamMuIUQ9Hi0GMUmW0+8cgX//r8AyM0Pabdl7ZOd6nWBpV/Z75MJs2XtkdZIccuMjUJSvu/fIZtZ2EPGyAQBF3CwAyt8jFyePLouVowes3fxQkC59j5z75g7YBkiy/Kmxq1wfZtY2EBdIzyM5ETfh0VL5eSTnlew8wvYIBNut4s4jjjVbIe2WtB/kRz6CqJAPcyvlc/fc17cUlq8oZhZWsK/aBLkf9lfOqzC4txiodJm89w8hEX6Yu7NYcAypuHjl9424UIC89w/hWL250mVyImTHgkO1pjCzqLi5u2PNlkzCz9xXt1TUBkQFfORHyr4DdwypuPka280P1u4BKEiTzt1zIsJUJvzMiZDNhc2sbWEfXHFzd8earRB/QnrNe0FaDArS42HtpvyeOLly40JF7lsAcKjZCmk39wGQ7ttKvWYrrS9Ij0NBumzuXpHx0pirPzTm6heNuYQQQgghhBBCCCGEEEIIIYQQQgj51FGSZSPXq1MHODs6IisnB/FJybhy6zbaNmuK/SdOMXVGDeyndB1mLFlyBC6Pr3Kbm3bsLH/AHxHk74escOlNjh4/f4EmSpLFcnk8nLpwWeU6e3Rqjw3/SOPc/O9ujBrQDywWSyfxqmvJ7BlYMntGhW5TX/p81hmFMW/Vrm8VIEvW/devP2H0IErcqkrfbp8xiVn/PXgY3874Qmlyz237ZD+g6NahHdh6Thj1Kfh77358uWgZU+7VpRN2/7EGFhbaneqWrFqNVRu3MOWpo0Zg9bLFWq2zovxz4DDzuE2zJqiiIsl9RXhwRv0bE634fR2TMDigki/ehl3VU1TqMYVjoUWjhvB0d0NKWjoAYNu+A1g+r+yLzN9GRePG3ftMuX/3rnqP0VD2HTsJQUEBAIDFYlHScS2dvnQFQ6d9ySRYblK/Hk7u+At2tsaTZIrDZqNr+7Y4/N8ZAMD2fQeVJlkWiUTYeegIU+7b7TO9x0gIMT4pWdmYtv4vXHj8rNT/cnl8vI5PxPbzVzCsXUv8Nnk07Dll/9iovB68eY9Ja7fgXWKywvMFQiHSc/PwJDIaa4+dwbfD+mN2vx46376mfj/6H37YewQFH84JxWLT0hGblo4Lj5/h96P/YevMKWhULVjn28/j8zH3z3+x92rpm6S8T0rB+6QU7L9+C53r18WmLyfC00DJlracvoBvtu9F4YebdhqSodtMlefRsZi5+R/cf/OeSagkT1gkQh5fgOiUNBy/fR9Ldx7Ar5NGYXAb5Tf0KS9T65Pl4eXsqLN1CYuKsHTXQWw4eRZisWL7RaWkIiolFSfvPkSjqmfx58wpqOrrrbNta+Lk3YeY+Psm8AoKVVfWsz1XbmLBX7uQw+MpPJ+YkYXEjCzceB6B3w6fwoYvJqCLgRLGf7/nMDaeOl/m/7PyucjK5yI8Ohb/XryGWgF++OPz8XoZQ94mJGHy2i148DZS4Xl+YSGy8rl4EROHTf+dxxe9umL5yEGw1PJzIW0Zun2pT2rO0G2mCWOYB5lanyTkU5WenIolk+Yh7PzVUv/Lz81D5Kt3OPz3HvQc0R/frP0etvZ2Oo8h/P4TfDtuFmJKjAeFaQXISstAxOPn2LF6Cz5fMgfj5k3T+fY1tf3XTdi4YjUKP3xmXCwxJh6JMfEIO38V23/dhB+2r0GdxqE63z43Lx8/zlyEU7uPlPpf7LsoxL6Lwum9R9GySzus2Por3Lw8dB6DJoyhfU/uOoSf5yxDXk6uwvOpCclITUjGg2u3sW3VBizbvAqturbXSwzKpCQkY8nEObh/7TZEIlGp/wsLC8Hn8pAcl4gbZy5j/dJV+HL5fIz4coJernOIfhOJb8fPwvP7TxSeF/AFyMnMxtvnr7Dnj20YOWMiZny/EJaWhrm59MJR03Hu4MmPvv/Xl5/nLlNIsKxPxjA+a+Lm2StYNnU+0pJSFZ5PT05DenIant55iG2/bMTC1cvQe5TyG0GXl6HHZ31z8yo7SdaLh08xpduIUuOcIRjDsaAuoVCIdYt+xq51f0EsFiv8Lz4qFvFRsbh8/Cx2Nv4LP2xbg8BqlXUegyn19eg3kVg8cQ6e3S2dlK8oLx/cvHzER8XiyolzWL90Fb76fTm6Duqt8zhMoa9TnyTk/0NyejomL1qB82Glby6Ymx+FV5FR+PvQUQzv1R1rv10Iez1cE3M//DnGf7MEb6NjFZ5PyyxEWmYWHke8wu//7MSSL6Zg7vgxOt++pn7btgMrNmxBQaHiZ7mxiUmITUzC+bBb+G3bDmz7cQUa16mt8+3ncbmY+cPP2HPydKn/vYuJxbuYWOz77wy6tGyBP79fAi83N53HoAljaN9dJ05h7k+/IicvX+H5hNRUJKSm4vr9h1j19z/YvHwxPmvdsoy16FdSWjoaDxiK9Kxsg2xfnjG0mb55u+uuXwiFRVi89g+s27mn1Hw8Kj4BUfEJOH7pCtbVqYVtP65AVQNfw/w2Ogbjv1mC++EvFJ7nCwqQmZOD52/f4Y/d+zBj1HB8N3M6LC11/53GuRthmLr0OyR9uMa3WHJ6BpLTM3Dn6TOs+ns7fvtqPkb16anz7aurcsduSEzVz+cndP7VHJ1/1bNpz34s/HUNCktcD2UIhm4zTVCfJISoy8OnCywtnSAUZkPAT0RG6k24uLdAUuwxpo6qZHEsud84i4p4SmpKxbzbVu54P4Zj5w/hh/cdudnhShMXFhXxkJZY9vVyxdx9uiD23d8AgNh32+ETMKjCf+NctdY8VK01r0K3qU/m5hy4e3dEcrz094fxUbuVHlsSiQgJ0fuZsqdvxV7H6+HdBSyWJSQSIUQiPpJij6JS0PAy62ek3mAScwOAZ6WKnfd7+fZgkr8mx51EjdAVsLR0KLN+fNRu5rGjS31wbHz1HmMxjk0lODqHIifriTSWyD1Kk78KhblIiZfdd8Gzkmle010RqJ/pF/Uz/fGq1APvXqwCAPC5schIuQFXJclyE2OPQiySJmRimVnB3adLhcRZzKtSD0S93ggAiI/eh+CQ2QrzoZLiI2XHgrt3J5ibs/UeYzFntyawsnZHYYH086D4qD2oWnthmfW5eZHISrvDlA1xLDBJltNug5sfBVu7spODyvcza7YnnFyb6D3GYqY25hJC1OMc2gXmNk4Q8bJRmJWEnFc34Vi9BdLvHmfquLdQfv2G/DmhOJmjMsmXt5c/4I9gu/uDG5MNAODGhMO+ctnvkUUFPGQ+uaBync71OiP5kvS9fPKVHXBvUfHvkf36zIVfn7kVuk19MrfiwLlOB2Q8kM7BUm/sVZrwUyIWIS3sAFN2aVix5xHn0M5gmVtCIhJCXMhH+t1j8Gw9rMz6ORE3mMTcAODaqGLn7q4NuzMJPzMenELg0OWwsCl77p56Yy/z2C4oFNYuFTd3t3b1hW1QKLhRT6SxXN+jNOFnES8XGQ//Y8oujSr2WHBp2ANxx34FABSkxyLn5Q2lSTzT7x6FuPDD3N3CCs71OldInMVcG3ZH4tlNAIC0sP2o1GsWWEruCSd/LDjX7Qgzy4qbu9tXaQxLB3cIc6Vz95Qbe+Dfb0GZ9fkpkch9I5u7V/S44NqwO5NkOffNHfBTosDxLHvunnp9D/PY0tET9lUa6z3GYjTm6heNufpDYy4hhBBCCCGEEEIIIYQQQgghhBBCPnVlX1lAjIK1tTUG9erOlHcdPobz124wyRM93FzRtV1bpeuoHODPPL5x9x6ycnLKrHvxxk2F5K660FQuqfKOg0eU3iD3m5WrlMZXbNakCbCykt7o98HTZ1i+eq3a8YhEIqRlZKhdnxBdmDJyOHPMxsQnYM3Wsn/of+i/M7j14CFTnj52tN7jM3U7DhzC518vZsaX7h3bY++GtVrfEPy7Nevx0x+bmPKkEUOx9rulWq2zojx//QYPn4Uz5TGDBxowGtNnKseCmZkZPh8ziin/sX0HomLjyqw/f8UPTL+pUSUYnQx0o8SKsOOgLOl422ZNUdnfX0ltosz5azcwZNp0FBZKb0TWqF5d/PfvdjjY2xs4stK+HCe7mVbY/Qc4cvpsmXXXbN2GmPgEAIC1tRUmjyj7BwSEkE9TNpeLXkt/VkiwXNPPF8PatcTAVs0Q6ClLgLH3ahiGrVyLQqFuE+Y+jYxGr6U/M8lcWSwWWoRUx6iObdCraUM42doAkCZ3XfLvfqzYfUin29fU8l0HseTf/UyyXidbG/Rq2hCjOrZBi5DqzI+g3yUmo/eyn/EsKkan2y8UFmHoj2sUEgsGerpjYKtmGNauJWr6yX4wdeHxM/Re9gtyuKp/dK4PGbl5RpFg2dBtpo53icm49/qdwudHldxc0K1xfYzu1BbD2rVE3SDZXC4rn4sJv2/GqkMndB6LqfTJXk0bYnK3Tmr/eTjJkip7uzijfV3d3LBVIpHg8z/+wvrjZ5hkrp7OjujbvDFGdGiNBlVkP3598DYSPZb8hLgSN4+uKDlcnlEkc91+/gqmrPuTSebKsbJC10ahGN2pLTrUqw0Lc3MAQHJWNoasXIMLj54pW12FsOew0ahqZfRv2QTjurTHmE5t0bVRKNwdZT9ofRETh+6LV+J6+EudbjsuLR3dF69USObaoEoQRnRojb7NG8PzQ8JwsViC9cfP4IsNf+t0+5oydPtSn9ScodtME8YwDzK1PknIpyo3OweTuw1XSOoXHFINPUf0R9fBveEb6Mc8f2r3EcwaOBHCQt2OuRFPnmNy12FMAl4Wi4UGrZqg79gh6NCnK+ydpPOEwoICrPl2Jf5Yukqn29fU+iW/YM23K5mkfvZODujQpyv6jh2CBq2aMO+LYt5GYkq34Xj19IWy1WlMWFiImQMnKiRY9g30Q9fBvdFzRH8Eh1Rjng87fxVTuhs2uZ8xtO/hv/dg0YQ5zH5gc9ho070j+o0bimYdW8PCQprwJi0pFTMHTEDYuas6j0GV9OQU3Ll8UyHBsrO7K1p37YA+Ywaj9+hBqNesIcw+3PxDwONj1fwV+O7zr3SeYDgpNgETuwxWSLBcq2Fd9B49CJ37d2eSvIrFYvy75k8smzJfp9vXRHpyaoUmWL5++tJHk5vrgzGMz5q4efYKZg6YwCTwtLCwQLOOrdFv3FC07tYBbI70ZjT5uXlYPHEujmzbq2x15WLo8Vkddg72GDJ1jNp/3Yf2VVi+54gBZa6bl88zmmSuhj4W1CWRSLB08jz8u+ZPJqGbm5c7Ovfvjt6jB6FWw7pM3ef3n2DiZ0OQFJug0xhMqa/HvY/GuI4DFRIsu3m5o3mnNug7dgja9ewMf7nPCrLSMvDVqC9x9J/9H1tduZlCXweoTxLy/yA7Nw/dJ32ukEwupEplDO/VHYO6dUGgr+zztT0nT2PQzHk6T9j3JOIVuk38nEkmx2Kx0LJBfYzp1xt9OraH04frcAoKC/Ht7+uxdN1GnW5fU0vWbcC3v69nkgU62dujT8f2GNOvN1o2qM+M4W+jY9F90hd4+uq1TrdfKBRi4Iy5CgkeA319MahbFwzv1R0hVSozz58Pu4Uek74olVi4IhlD+/596CgmfruM2Q8ctjW6t22Nsf37oGPzprCwkH7mnZSWjgEz5uD8zdLJFStCQWGhUSRYNoY2U0efju0xdeggtf88XV2ZZX083NGhmW4SiEgkEkxeshxrduxi5uNebq7o37kjRvXphYa1Qpi698Nf4LMJUxGblKyTbZdHbFIyuoyfopBguWGtEIzq0wv9O3eEl5t0P4nFYqzZsQtTlq7QeQznboRhwIw5TIJlCwtzdGzeFGP790G3Nq3AYVsDAHLzuZi0aBm2HT6m8xjUpa8Ey3T+1Rydf9WXnp1tFAmWDd1mmqA+SQjRhJm5Nbz8ejPlxJiDSE+5yiTis7J2g5tXB6XrsLELYB5npd2GsDC7zLrpKdcQH7mnzP+Xh5NLQ+ZxQtQ+pd9RvXn2PYTCbJXrDKo2BSwzKwBATtYTJvGjOiQSEQoLDHOtlrELqDqReZyVfg/Jcgk9S4p+swUCXjwAwMzMGn7BFfs7XEsrR/gGypKnvXvxG4SFH/99vFgsxOtn3zFlV8+2sHOoqvcY5XkH9IellTMAQCTi4W34T2XWzc54iOQ4WZI4+XapKPLbTIo7huyMR2XWfRu+EiKR9Po4SysX+Pj313t8poz6mf5QP9MfO4fqcPVow5RfP1sBsfjj71GEhdl49/I3puwbOFhpsmt98Asew8wTBLx4RL/ZUmbd5LiTyM64z5QDqkzQe3zyWCwzBFQdz5Sj3/4FHje2zPqvni4FIJ1L2dpXhZun8nvd6JqbVzvY2lf5UJLg1ZOyf+vPy49BzNu/mLJ/lfEVnvDTlMZcQoh6zCyt4dakF1NOu3UI2c+vMgkvLR3c4FxH+Xtkaw/Ze+TcN3dQxM0us272i+tIva7b60HsgmVJlVPDDih9jxxz6AeIeNkq1+nTZQpYFtJzHzfqCeKO/6p2PBKxCMI8ug/Yx3h1kp1H8t7eQ8aD/8qsm3j+TxRkSM8jLAtreLYbVWZdfbCwcVRIMB5//DcU8cqYuxcJEXPge6bsWKstON5VPlpXX9ya9YeFnXTuLi7gIfboz2XWzXv/EOn3ZHN3704VP3f37iSbI6bfO468yLLn7rFHfmISuFvYucCtaT+9xyfPxqeaQoLPmIPfQ1z08bl7ETcb8Sdkc3f3loOUJl7VB892o5nxqyAjHknn/yyzbsb9k8h7J5u7e3caX2ZdfWCZmcGr4zimnHzxbwjSyp67R+9bBnwY4zneVeFUq02ZdfXBqXY7Wd+WSBCzf1mZdQVpMUi6KPvtoXfHcRU+d6cxV39ozNUfGnMJIYQQQgghhBBCCCGEEEIIIYQQ8qmzMHQARLVRA/rhz13SC56PnT2PzKws5n9D+/RibhpclvYtmsPO1hb5XC5y8/IxePIX+Ou3nxFQSXbDA4lEgh0HDmHmkhUQi8WwtbEBl6ebG+4P79cbm/7dBUCaEHneih/w0zcLFZKf5uTm4dufV+HPXXthbW2FAhUJFQIq+WL53Nn4euUvAIAf123A26hoLJ83G1UCAz66zNuoaBw9cw5/7d6HedMmYfLI4Tp5fUS16Lh4VGvVnin/9etPGD2o7JvHGtqEuQuw89BRANJj7W3YVa3XGeTvhy/GjMbvW6UXcy5etRp2tjaYNGKYwgWdR8+cw+T5XzPl/t27onmjBqXWJ88qQPYjz0WzvsSS2TO0jldfVvy+Dt+vWc+UC2Pear3O3UeOY8rCb5kfbnRr3xYHNv8BKysrrdb784bN+O73dUx5/NDB+OOHFTq5ALci2mzHfllyLwd7Owzo3rVc67l2+y46Dx3JlC/s24W2zZtqHZ++6KP/mtqxMGvSePy1Zx/iEpOQl89Fj9HjcfDPjahVTbYtHp+POcu+x+nLV5nnfvpmIcw/JAv6mH8PHsbEeV8x5Tc3ryDQr5LW8VaEZxGv8Cj8OVPWJul41ZbtmES8owb2w9+//aJ1fPqijza7EnYbgyZ/zszVGtSpjdM7t8PRQfsEy52GjMD1O/cAAG2aNcHF/bu1XmeLxg3Rr9tnOHrmHABg4ryvYGZmhr5duzB1xGIx/tqzD4tXrWae+2LMKKX7ytTmNoQQ9UzfsA0RcdIx3pZtjS0zJqNP88bM/8ViMf46exkLt+1GkUiEa+EvsXz3QfwwVjdJ2fkFhRi6cg3yBQIAQLC3J/YsnImQANl4xBUUYP5fO7Hz0nUAwKpDJ9CkehV0bRSqkxg0ceb+Y/x6+CRTHtWxDVZNHAXbDzd9BYCXMfEY9tMaRCanIo8vwJAff8ejP34Bx1q7uXqxZbsP4vrzCACAhbk5fpkwAhM+68AkLAKAY7fuYer6reAKCvAyNh7TN/yNnQu+1Mn2y8PH1Rn1g4PQoEoQ6gcH4eLjZ9h46nyFbNsY2kwTfu6uGNmhNYa0bYlgb89S/3/0LhJT1m3Fqw/9dsXuQ2hcLRjt6tbSyfZNqU9+3uszteum5+Zh+4UrTHlYu5YwNzdTsoT6/jxzEfuuyW68umBQb3w1uC8s5T67vPniFUb9sh7puXlIyszC6FV/4PLPSyv8x67F3BzsUT84CPWrBKJ+cBDeJiZjyb+6TRxTlmdRMZi9ZQdT7tKwHrbOnAIXezvmubi0dIz65Q88fBeJIpEIY379A483/AJPZ6cKibFYnaAA/Dh2GDqE1kZNP1+FcbaYSCTG4bA7mL1lB3J5fPALCzFp7RY83vALbKytP7JWzUgkEoz65Q8kf7jJvrujA/6dPx2tatVg6giLivDTgWP45aA06freq2FoVDUYk7t30nr7mjKG9qU+qRljaDNNGHoeZGp9kpBP2fKpC/D+5RsAAMfWBt//vRqd+nVn/i8Wi3Fgy06smrccRUVFuHf1FtYvWYU5P32rk+0L+ALMGjgRvHwuAMA/OBCrD25F1VrVmTo8Lg8/z1mKYx8S9G39aT3qNm2ANt076iQGTVz77yL++vkPptx37BAsXL0cNrY2zHNvX7zG7IETERcZA25ePmYOmIDj4VeZBHbaWrf4F9y/Kj1HW1hYYMFvyzBo8kiFMfzCkf+weOJc8Lk8vHvxGsunLsCvezfrZPuaMIb2ffX0BX74Una8tu7aAT9sXwNHFyfmuaTYBMwdNhUvHjxFUVER5o/4HCeeX4Wbl4dOYtCEs5sLeo0ciF4jB6BanZql/h/zNgpLJs/Fk1sPAACHt+1F7Sb10X/cUJ1sXyKRYO6wqUwiRhcPN/y6ZxMatpZ9tycUCrHlh7XYulL63dep3UdQp3F9DJ02RicxaMrMzAwBVSsjpGEd1GpQFyEN6+L3r3/E0zsPdbqdvJxcfDdd+j28f5UgOLo4IfzeY51uQ56hx2dNpCWlYMHIL1BUVAQAqNWoHn7buxne/rJrirIzsrBo/GzcOHsZAPDDl9+iVqN6qF435KPr1JQxjM/qcHRxwjdrv1Nd8YPd6//G6X3HmHK/MUNULmPv5ICaobUR0rAuajWsiwJBARaNn12ecDVmDMeCJvZt2oH/9hxlypO+noEp385UuB7t4Y27mDtsKrLSMpCWmIJ5w6dh143jOnvfa0p9/fsvv0VmqjRhh6WVFeb+vAgDJw6HZYlra66euoDvv/wGaYkpkEgk+HnOUrTu2l4n51VT6evyqE8S8umatuw7vHwXCQCw5XDw1w/L0K+z7H2MWCzGn/sPYd4vv6GoSISrd+9j6bqNWDl3pk62zxcIMHDGXOR/uE472N8PB9asQq2qshtYcnl8zPlpFXYclX6+9vPWbWgWWhfd2rTSSQyaOH3tBn7Zup0pj+nXG6u/mg9bGw7z3Iu37zBo5jxExsUjj8vFgC/nIPzkYXDYuhnDl6zdgGv3pO+lLCzM8dvCeZg0eIDC++kj5y9i0qLl4PL5ePHuPaYt/Q57Vpd9U059MYb2ffrqNWZ8L0vg0rV1S2xbuQIujo7Mc7FJyRg+ZwEePH+JoiIRRsz7GuGnDsPLzU0nMWjKlsNB3RrV0LBWCBqE1ISHqwt6TpleIds2hjZT1/SR6l+jkp6Vjb8PyebMw3v1UHqNqCY27z2AvafOMOWvJk/At1MnwdJS9j3UjQePMHzuQqRlZiExNQ0j5i7E9d3/VPj3UBKJBMPnLGCSG3u4uGD3bz+htdz1+UJhEX7YvBU//Sm9zn/PydNoUqc2pg4brJMYktLSMXL+NygqEgEAGtUOwZ7Vv8Df24upk5GdjQnfLMXZG2EAgBnfr0Sj2iGoW72aTmLQlLWVFepUq4IGtULQoFZNNAwJQeOB2l0jRedfzdD5t3x8PTzQoFZN6XFbKwTnw27jj126TUBSFmNoM01QnySEaMo3cDDiIv8FAKTEn4awQPYbZ2//fjAzU/4bZxePVjC3sIWoiIuiojw8vjUBdRqvAcfWj6kjkUiQEL0PLx9/A0AMc3MbJpmjtnwCBiD2vXSczsl6gldPl6B63SUwM5N9piwU5uLNsx8QF/kvzMysIRYXKF0nx9YP1WovZBJ6vo/4Hdz8SFStvRC2dkEfXYabF4mUhP8Q934ngmp8Af9gw3xHZ8yc3ZrA07cHUhKkSUzC788Ci2UGT1/Z5+8SiRhxkTvxJnwl85x/lfGwkTueSuJx43D9dBOmXLvxGlQKVP3djSpVai1AUtxxiIq4EPAT8eDGcIQ2/xMcG9lnuYWFWQi/NxN52dLftrFY5qhed7HS9b598SveyyUI7TooSetYLS0dUKXWPEQ8ln5PEft+OyytnRFcc5ZCX8hMu4MntydDIpG+h3F0DoW3X1+l6776X2MmKaRPwGDUbbJW63i9/fsj5u1fyMl6AolEhEdhYxHa/E+4uDdj6ojFQryPWIPY9/8wz1WpNQ8WlmX/zi0j9RbuX5P9Bqxx28Nw9Wihdbz6cvdqf2Sl3QYAOLs3R9N2R7ReJ/UzKepnptfPqtdbjNsXu0IiESE3+7l0PtFkLaw+JLYGAD4vAU9uT0YBX9qe5hZ2qFprvtL1Prs3E4kxBwAAbJtKaNfjvtL66rCx9UdAlfGIfiO95utN+EqYW9jAr/Johc/HkuP/Q/gD2fePnpV6wtmtcan1yTt70Jt5HBwyF1VrzdM63sBqUxD3ficE/ESIivLx4Pow1G+xDfaOsuvEREU8RDxZjLSki8xz1estAYtV9meO8dH78fz+LKbcpvs9peOIOqT9ewkehUkTEKclXcDzB3NRM/Q7mFvIvnvOy3mNx7fGQ1QkvfaNzfFBYLVJStdtSmMuIcSw3FsMQsrVnQCAzEdnUJQve4/s1rQvWObK3yM71mgJM2tbiAu4EPHz8HrDRFQZvwbWbrLfLUokEqTd3I+oPd8CEjHMrG2YBH5ax9+sP1Iu/wNAmhA5et9SBAxaDDML2XyliJeL2MM/IuXqTrAsrCEpUv4e2dqtEvz6LUDsQWkSx4STayBIjoRfvwXgeH78PTI/JRKZD08j5dou+HT7HF7tKLl8SQ5VG8OlYXdkPjwNAHi3bTZgZgbXBt2YOhKxGCnXdyHuiOz7Ya+O48B2K/s8IkiPw+OFsjlf8LjV8Gil/dzdr+88pN87DnEBF4VZSYj4fQSqTdsCaxfZ3F2Yn4X322aBF/dC+oSZOQIGKb+eLu74b4g/IbsXSPO/E7SO1cLGAZV6z0X0nkUAgJTL/8DS1hm+PWcq9IXcN3fxZtMUQCydu9sGhcK1SR+l6360oCmTfNW9xSBUmbBG63jdmvZD0sW/wY16AohFeL1+PKpN2wKHarJrxMVFQiScWouUK7Lfx/n1mQsLTtlz95xXt/BylSxRa8j8g3Csof3cPWDQIjz7rjsgFoEb+xxvNk5E8Pg1sLSTzd0LMhPwZtMUFGYlAwDM2Xbw66N8bvvu71lIu3UQAGDtWgkNfrmrdaxsd394dRiHpPNbAEgTppqxbeDZdpTC3D3j4Wm82z6XKbs07AH7Ksrn7rcnyI79Sr3nwK/PXCW11ePdZTJSru1CYWYiRIJ8RPw+HNW/+Bs2vnJz9wI+ovcuQfazS8xzAYMWgWVW9tw99eZ+vN8+hynX//mO0nFEHSwzcwQMWoRX68YCALKeXsT7f+YjcNgKmFvLvj/jJbzG6w0TIC6Qzt2tXHzg1Vl5Yt0XvwxE7mvp3N2henPUWnBIaX110JgrRWMujbnFTG3MJYQQQgghhBBCCCGEEEIIIYQQQsiniZIsm4CmDeqjauUgvI2MApfHw5kr15j/jRzQT+Xyjg72+Gr6NCz6+VcAwLU7d1Gnw2do3rABAv0qIY/Lxa37D5GYkgIAmDpqBF6+fcskudNF/PLJ7dZv24HD/51F66aNYWdri4SkZNy4dx9cHg9+Pt6YMmoEE6syc6dOQkJyMv7YLv1x9sGT/+HQqdMIqVYVtapXhaO9PfiCAqSmp+P5qzfM6yOfjsSUFPQeW/qCyLgE2Q8ZHz57jkbdepWqs+XnH9Gwbh29xlfSdwvm4FH4c1y7cxdCoRDTv12K1Vv+QpP6obCwsMDj5y/w4vUbpn5ItarY/NMPFRqjvI/tt5QPN5gCgMSU1I/WWTpnFnp1rpgb44e/eo2J8xZCLBYDAMzNzeHt6Yn5361UsaRUk/qhGNG/9IWUZ69cw+JfZD+OtbWxgZWlJWYtWaHWeru2b4tuHdqpVVcfhEIh9hw7zpQH9+oBGw5HyRKkLKZ4LHDYbBz6cxM6DhmBfC4X76Ki0aBLD7Ru2hjBAQHIysnBtdt3kZWTwyyz8Itp6N6xvZK16s/JC5ewfPWaUs8npqQyj7fu3osT5y+UqvPgzMlSz33MjgOyi+EdHezRv7v6SegqSu8xE5GYqjhXycrOUSh/bMydPGIYJo8crtfYiqVnZqLfhCngf0g0CADVKgdh6a+/q7V8laAAfDl+rJ6iK9uWn3/Eq3fvEfH2HfK5XAye8gVqVa+G+rVrSW9m/vgJImPjmPrtmjfDivlzlKxRf0xtbkPIp+R2xBscvy27CcbG6RMVEiwD0oQvk7t3Qh6fj2W7pD8G2XL6IiZ374QAD3etY/jj5FnEp2cCAOzYbBxdMh9BJZIW2LKtsXH6RCRnZuPC42cAgMX/7kfn+nV1liRVHSKRGIvlEh52aVgPG6eXHr9CAirh6JL5aDFnEbiCAsSnZ2LDqXOYN6D0OKap6JQ0bPlPNj9YMmIgJnUrnbCvb4smKBKJMW71RgDAsdv3cffVWzStUVXrGDQxskMbTPisQ6kkjPffvKuQ7RtDm6nL3ckRa6eNw6gOrRUSgZbUoEplnP7ua7SeuwQJGdK+88PeIzpLsmxKfVIT+6+FQfjhxs2ANNm2LuTy+Fi5/xhTnti1AxYPH1iqXqtaNbDnq5nouugHiMUSPHgbiUM372BQ6+Y6iUNdnevXwYstq+HvoXiT+F2Xb1RYDIt37Ifow+cZdQL9sXfhTFhZKh7zfu5uOLJkHprN+hZJmVnI4wvww76jWDdtXIXFCQAjO7RWWcfc3AyD27SAm4MD+iz/BQCQmJGF/+490kn7HrxxGw8/3NzX3MwMe7+aWWost7SwwOLhA5Gek4dt56XJxFfuP4qh7VrCwaZiPxcxdPtSn9ScodtME8YwDzK1PknIp+rxrfu4eFSWyGT5n6sUkvoB0veyQ6eNATc/H+sWSZMa7N34D4ZMHQ3fQO1vwLdr3V9IjksEANjY2WLTqZ2oVDlAoY6NrQ2Wb1mFtMQUhJ2/CgD4/Zsf0fKzdjpL6qIOkUiENd/8yJRbd+2A5VtWlapXtVZ1bDq1E4MadwWfy0NyXCJ2r/8LExZon9QnPioWezf+w5SnL5+PIVNL3xCsc/8eKCoS4atR0m1eOHIaT+88RL1mDbWOQRPG0L6/f/0jRCLpe5jqdUPw+8E/SyWD9Pb3xaaTOzGgYWekJaaAm5ePjStWY8nGnz62Sr2wtbPDrB++xpBpYxQSRZYUUDUIW07vwei2/fD6qfRGNZu//x39xg7RSYKhM/uP48WDpwCk35uuObi11HFjaWmJ6cvmISstA4f+2i2N4Yc16DmiP+wcyr6hiz58s+57eFXyga29nWKMVpZlLFF+q+avQGpCMlgsFpZu+hmbvluteqFyMobxWRObVqwGNy8fAODh64XNp3bCocRnWE6uzvj94J8Y3qIX3oRHoKioCL9//SM2/7dL6+0bw/isL8f/Pcg8Dm3RCIHVg8usW71uTZx4fg3+VQIVxoP7127rNUZ5hj4WNJGfm4ctP6xhyoMnj8L0ZaVv9NSwdVP8fuBPjO84CGKxGM/vP8HZAyfQbYjyG26pw5T6emJMPO5ckr3HnvHdQgz7fOxH67br2Rmunu4Y2ao3AIDP5eHi0TMYOk27RB+m1tepTxLyabv1+AmOXrjMlLesWKKQTA6QjuFThw1GHpeHxWulCeI37tmPKUMHIdDXR+sY1u3cg/hk6XVCdjY2OLl5PSr7VVKoY2vDwZYVS5CUmo7zYbcAAN+sXocuLZtX+Pvpb1avY8pdW7fElhVLStWrVbUKTm75A00GDAOXz0d8cgrW79qLBRO1//w0Kj4BG/fIvutc/uXnmDJ0UKl6/bt0QpFIhNELpDcDPXLhEu48eYZmoXW1jkETxtC+36xex7yfrlu9Gg6s/RVWlorvtfy9vXBi83o06j8UialpyONy8d2GLdiwVPnNVHXN09UFD4/sQ43KQQqvPTohscJiMIY204e9p05DWFTElMf2662T9ebm5+OHzVuZ8uQhA7Hsy2ml6rVu1AD716xCp7GTIRaLcT/8BQ6cOYch3bvqJA517T99Dg+evwQg/bzkwNpfS40LlpYWWPblNKRnZeGvg9LEKT9s3orhvbrDwc6u1Do19d2GLcjjSm8I7evhgZOb/4Czo4NCHVcnJxxY+ytaDh2N8DdvUVQkHX9PbflD6+1r6vb+XahdtYpC0mxt0flXM3T+1dzovr0xafAAeLkpfud891l4hWzfGNpME9QnCSHl4eTaEDZ2weDlv4dIxENasixBh2/gYJXLW1o6ILjmTLwJl35OmJl2CzfOtoGTWyPY2PqjSJiPrPR7KBBIb/DvHzwWebmvmSR3uohfPrldzNu/kBx3Ci7uzWFuYQMBPwlZaXcgEvHA5vjAv8pYJlZlgqp/DgEvETHv/gYAJMcdR3LcCdg5VIedYw1YWtpDJBKgUJCGvJxXzOsjytVu9Bu4eW+Rn/sGoiIuHt+aADuHGnBwrgOJpAjZGY/A58Yw9V3cW6Jana8MEiub44nQZlvwKGwsJJIi5GQ+wvXTzeHq0RJsGx8UCNKRmXoDIhGfWSakwU9wcNLN9c6a8g8eh+yMB0iKPQoAeP9yNeIjd8PZrSnMLWyQn/saOZmPmfrWbE+Ettiqk++zNcVisRDa/E/cudwLBYIUFBak4d7VfnB0qQ87h+oQFfGQlX4XBQLZ7/F8/AfAP3hshccKADmZT/D8Qenvq3j5UczjtMTzCDtf+lq/hq13gc3x0mt8JVE/0x/qZ/rj4FQbIQ1W4sXDBQCkyXWvnWoIF4/WsGa7gc9LQGbqLUgkQgAAi2WB0GabYc32ULZavalW52vkZj1DZpo0ppePvkLU601wcm0AFssCuVnhyM99xdS3c6iO2g1V32NFH8zNOajfcjvuXe0PUREXvPxIhJ1vD2f3ZrC1C4KwMBuZqbcgFGYzy1SuMQMe3qXHtIrg4dMZlWt8ichX6wEA8VF7kBJ/Gi4eLWBp5QRufhSy0u4AkAAAzC1s0aDlPzA3N8z1y6Y05hJC1GMf3BBsz8oQpERCXMBDdrjsszb3FqU/Ry3JwsYBlXrOQOxh6X1xcl/fxuNFbaXrdfeHSJCP3Lf3IcyWvof0bD8G/MQ3TDJJXcQvn0Qy+eLfyHjwHxyqN4O5tS0Ks5KQ++YOxAU8aaLL9mOYWJXx7ToNhZlJSL4kfY+ccf8EMh6cBMenOmx8q8OCYw+xUIDC3HTw4l8xr48oFzz2V/CT3oGf+AbiAi7ebJgIjm8N2AXUhkQkQl7kIxSkyc4jDjVawL//QoPEauXkiWpTN+H1H+MhERUhP/IxHn/VEg41W8La2QfC3DTkRNyEuFA2d688ciVs/Qwzd/fqMBb57x8i/a507h5/8nekXN8Dh2pNYGZlA37iG+RHyebulo6eqD7tT4PN3atP3YLwH3tDmJMCYW4aXvzcH3ZB9cHxqQZxIQ+5b+5BmCObu7s16w/P9tpd91detv61UXnkj4j8V3osZj29iEfzG8OxZitYOrijIDMBua9uQSL6MHc3t0DVqZtg5WiYubv/gK/AjXmG3Ne3IREJEbXzaySe3Qz7yg3AMjdHfsxz8BNkc3eOT3UEjy19/WNFMLfioPr0bXjx8wCIC7gQpETh6dKOcKjWDGyPQBRxc5Dz6hZEvGxmGd8eX8K5nmHm7s71OsO3+3QknJZ+15R6Yw8yHp6GY40WsLB1hCA1Grlv7gAS6dzdzNoWNaZvh7mVYebuNObqD425+kNjLiGEEEIIIYQQQgghhBBCCCGEEEI+ZcaZ7YOUMuojyZTr1KyB0Fohai0/f9pkTB8nu0GzoKAAV27dxvb9B3Ho1GkkpqSAxWJhxoSx+E0PN0faumol2jZrypQTU1Kw/8Qp/L13P85evQYuj4e6ITVwZvcOeLm7KVmTotXLFmP777/Cx9MTACCRSPDi9RscOPEftu7eh12Hj+L8tRsKCZZ9PD1RJTBQZ6+NqCb5cBFjMTMd3cyisFCIZy9flfqTTxzK5fE+Wiefy1MSr+yxuZnuhkkrKysc/msThvWV3aQqMjYO+46fxK7DRxUSLHdp2xpndv0DpxI3UCodq+K+1WW8H9tv8kmWhcIy9n92tlrxmukg1sysbOZGcID05jTb9h3Apn93qfV3OSzso+tNTU9XKHN5PGzeuVvt9d5/+qzMmPXZZsVOXbyMtA9JxgBg7ODSSXTUVSpeI00UVkzX/ddUj4X6dWrh7O5/UCUokNnW9Tv3sH3/QRw7e54ZJ62trfD9wnn4boHqhLKljwXdjOVZ2dkfHUuEQiFTJyUt/aN11FFYWIi9x04w5SG9e4LDZpc7Xvn9YG6mu5szRbx7V+r1xSUmKdT52D5ITksvY426b7N8Lg88Pl/huX3HT6rdH46fK50ou6x4dblvnRwdcHb3DnRpK0sM9+L1G+w6fBT7jp9USLA8rG9vHNq6EVYlknQoixUw/rkNIUS1TafOM4+b1aiK/i2blll3Vt8eqOTmAgAoEArx99nLZdZVl1gsxpbTsnFyWs8upZK5yvtpwgjmB0Gv4hJw+elzrWPQxMUn4XgdL72hMYvFwk/jhpdZt7K3J6b16MKU/zx9sdQ4Wh5/nb2Ewg83A/Zzd8WM3t3KrDuwdTOFpH+b/jtfZl198fdwK5VguSIZQ5upq2VIdYzv0l5pguVi7o4OmNO/J1O++/odMnLztI7B1PqkJuQTlrYIqY4qPrq5Idf+a2HMvrdlW2PpyLJvCNG8ZjUMbNWMKW88VfF90tPZqVQy14pU8jj5YezQUslci7nY2+HrIX2Z8u7LN5DL43+0rjHoEFobQZ6y/vL4fbRO1rvxpOw4GdiqmdIksctHD4aNtXROn56bh4PXKy75DWAc7Ut9UjPG0GaaMIZ5kCn1SUI+ZXv+2MY8Dm3RCJ8N7FVm3bFzpsLLT3rD+8KCAhzcqn3SNbFYjL0btzPlEdPHl0rAK2/Br0uZeXNkxFvcuXijzLr6cOv8NUS+egdA+r5o3qrSyQ2K+QUHYsT08Ux576YdOnlfdPDPnRAWFgKQJgYePXtymXW7De6N0Oay5Li75dq7IhhD+76PeKOQEHLOT9+WSrBczNHFCdMWzWbKJ3YeQr4O3h+qK7B6MMbNm6Y0wXIxNoetkAg0JT4Jrz4kXNbWrvV/M48/G9xbaWLumT98BbaN9OZDWWkZOL3vmE5i0ERwzWqlEizrQ9j5azi+4wAAYMCE4WjUppmKJbRj6PFZE7nZOTix6zBTnrZodqkEnsUsraww5yfZ9US3L15H9Ov3WsdgDOOzPkQ8DsfrZy+Zct8xQ5TWd3B2QkDVIIPcCAowjmNBE//tOYqsdOk1ERxbG3z53YIy69Zv0RhdB8uu09HVOdWU+vobuWMRAHoM66u0fp3GoQisJksKHvV/2NepTxLyaduwax/zuHn9ehjYtXOZdeeMG4VKXtLrkwsKC/HXgcNl1lWXWCzGJrmEhV+MGFoqmZy8XxfOYcajiPeRuHT7rtYxaOJC2G28ipQmgmGxWFil5DqzYL9K+GLkUKa8ee8BnYzhWw8cQuGHa8n8vL0wa8zIMusO7vaZQlLHDbv3ar19TRhD+5Zcz8q5M0slWC7m4uiIb6fJPp/YefwUcvPztY5BExw2G7WqVjFYokRjaDN9+ffYSeZxywb1USXAXyfr3XvqDNKzsgEAthwOVsz4osy6LeqHYlBX2fUHG3bvK7Ouvvyxaw/zeFDXLkoTv34/60vYcKTXl6ZlZmH/6bNabz87Nw+7Tpxiyt9+PrlUguViVpaWWDl3JlO+eOsO3kRFax2DpuqH1NBpgmWAzr+aovOv5gJ8vEslWK5IxtBmmqA+SQgpL9/A0tcg2TuGwMGptlrLB1WfjoAqE5iyWCxAZupNxEftQXL8iQ8JiFkIqDoJNUJX6CpsRp3Gv8PFvQVTLhAkIynuKOKjdiM9+TJEIh7sHWuhcdsDsNIgGWPN+t+jbpP1sGYXX48pQX7uKyTHHUNc5E4kxhxEespVhQTL1mwv2NpV1tVL++RYWjmiUZsDcPNsxzyXn/sKiTEHkRR7VCEJobd/fzRouR1mZsp/B1ScZLEYi6W73/G5e3dEg5b/MEk8JRIh0lOuIj5qD9KSzjOJXy0s7FG78Rr4VS57bvXxeHUXK4vFQp3GaxBQdTKz3gJBCpLjTyAhep9C4ldH51A0bncIHJuyz9Mfi5fF0t17fI6tHxq3OwRH51DmuZzMx0iI3vdh3Ci+d4AZAqpORu3Gv6vx2b5+joWiIh7ycl6U+hOJZL/3EgqzP1pHLBaWvWKJfvYt9bOS8VI/M4V+BgB+lUehduM1sLCwBwCIRHykJZ1HfNQeZKRcYxIsW7M90KDlP3D37qjGWvWzb83MrNCg5T/w9u/PPMfnxiAp9igSYw4qJFh282yHRm32w9LKUXmkEv3tW0fnumjc5gBsmDmKBFlpt6UJjBNOMwmWzcysUa3ON6hW52vVK9VjvNIYvoGZmTUA6RibknAa8VF7kJV2G8XtamNXGY3bHICDcx2N4jX+MZcQYmjuLUu/R7apVBO2/uq9R/bp9gW8OsreI0uEAuS+CkPqjb3IuH9SmoCYxYJ354kIHLpcZ3EXCx63Gg7VmzNlYXYyMu4eQ+r13cgOvwxxAQ82fiEImbsPlg7uaq83aPgKVJm4DpZOH94jSyTgJ7xCxr3jSLm2C2m3DiHn+VWFBMuWTl7geATp7LV9aixsHBEydx8ca7djnuMnvELarUNIv3tUIdmnW7P+qD59G8wsVJxHSp6jdXhvD+e6HVF9+jZYfkjcKBEJkfP8KlJv7EHW0wtMsk9zjj2Cx62GZ9sRqlcqH68O5xMsFgvB41fDu/MkZr3CnBRk3D+JtLD9Csk+bYNCUWvBAVi7+qoRrly8Oty31m6VUGvBAdgGhTLP5Uc9RlrYfum4UZzsk2UG786TEDxuteZzdx3G69l2JILHrYY5Rzp3FxfykfX0AlJv7EHOi2tMsk9LRw9Un74NznU6qLFW/exbMwsrVP9yO9yayebuBWkxSL97FGm3Dikk+3Ss3Q4hc/fCwkbDubsO7yllF1AHIfP2ge0ZVLwx5L6+jdQbe5H56DSTYJllYQ3/AV/Dv/9XGm9Dl/H6D/ga/gO+BstCOncX8bKR+eg0Um/sRe7r20wfZ3sGIWTePtgGqD6XSvQ0LtCYCxpzP6Axt0S8Rj7mEkIIIYQQQgghhBBCCCGEEEIIIeTTZdyZEgljRP++pRKSjuzfV+3lWSwWVi9bjIv7d2FQrx6o5O0FKytLODs6IqRaVUwbPRJhxw/h1yXfwrKMGylpw8HeHuf2/ou/V/+Czm1awd3VBZaWlvByd0fbZk2xceV3CDt2CNUqa37R84j+ffDm5mVs//1XDO/XB9WCK8PZ0RHm5uaws7VFkF8ldGnbGt/M+AKXDuxG5J3r6NCqheoVE515FiF30ZKDPXp0bG/AaFR7FhHBPB7Wr49O1+1gb48da3/DlUN7MWHYEFQPrgx7O1vY2tigSmAAhvbphWPb/sSpf7fB21P1j/GfvpTFamFhgcG9eyqpbXjyx8JwHe9bU1ERbbbjoOzGNSHVqqJJ/dByr0u+PwQH+KNZg/rahKZ3+uy/uqbvY6FJ/VA8PHsSW37+EV3atoafjzesra3g5uKM0Foh+Gr6NDw+fxoLPp+i1vrk+2/rpo3h5+Ot03j15dTFy0jPzGLK2iQdz8zORnyS7Adbxj6OmVKbicVivHj9likP79dbSW3NeXt64NS/23B8+1YM7dMLVQIDYGtjA3s7W1QProzxQwfj8sE92LH2NzjY26tcn6nNbQghyvELCnH+0VOmPKZzO6X1zc3NMLJDG6Z84s4DrWO4/eotUrJkCdXHdG6rtH41X2+0qFmNKR+7fV/rGDRxXG57LUOqo6qv8nOM/D5NyszC7Yg3Wsdw4rZsv4/s0Brm5so/4hrTSbZPzz14CsGHpFb/L4yhzfSluVxfkEgkiEvL0HqdptYn1fXoXSSeR8cx5dEd2yiprZnjcn2yT/PGcLK1VVpfvk8+fBuJ+HTt282UyPfJAA83tKtbS2n9wW1agPMhmVxhURFO33uk1/i05eYom1Pn8wVary8uLR0P30UyZVV90snWFn2aN2bKx27f0zoGTRhD+1Kf1IwxtJkmDD0PMrU+ScinSsAX4MbZK0y5/7hhSuubm5ujz2jZzbwuHT2jdQxPbt1HenIaU+43bqiS2tIktA1aNWHKF46e1joGTVw8JnvNDVs3RWA15Tesln89aYkpeHxL+3n+Rbn93mf0IJXJg/rJteuNM5dRINB+bqUuY2hf+f3lE+CHph1aKa3fbWhfsD8kwREWFuLqqQtax6Av9Vs2VignyL1XK6+k2AS8eCD7jKu/ijZzcHJE5/7dmfLFIxXbJytKfm4eVny+EADg4euF2Su/0ev2jGF81sS1/y4yyd/ZNhx0G9pXaf1mHVvDJ0B2c+fzR/7TOgZjGJ/14eg/B5jHNna2+GygcV/LYQzHgiYuyp1nOvfvDgcn5TdOkj9unt9/guS4RK22b2p9ncflKZQdnFXfaEq+ji4SPX2qfV1fTK1PEmJK+AIBzt4IY8rjVFyHbW5ujtF9ZdewHL14WesYbj1+imS5z2DHDVAeQ7WgQLSUu2bvyIVLWsegCfnX3KphfVQNDFBaX36fJqam4dbjp2VXVjeGC7IYRvftpfL9tHwMZ66HQVBQoHUM6jKG9pXfXwG+PujQrImS2sDQ7l3BYUtvZFsoFOLUletax2BKjKHN9OHhi5cIfyO7Hm9sf91d6yg/LvTr3BFODsqvt5Pfp/fDXyAuObnsyjoWm5SMB89fysWifD84OdijX2dZ4p0j57Uf9/+7dp1JVGvDYWNo965K63ds3hT+ctd6Hj5/UesYDI3Ov5qj86/pMYY2Uxf1SUKINnwCBqLkT9J9AkonlSoLi8VCzfrfo0m7w/Dy6wM2xwcsMytYWjrBzqE6/IPHoXnH06gZugJmZrr/jbOFpT0atz2IOo3XwtWzLaysXcFiWcKa7QEX9xao1fAXNO/4H2ztgzVet0/AQLTtcRd1m6yHj/8A2NoHw9LSCSyWOcwtbMGx9YebZzsE15yNJu2OoF3Ph3D1bK3z1/gpYXM80ajNXjRstQve/v1gYxcEc3MbmFvYwda+CioFDUeTdkdRr+kGWFiq/h1QXvYL5rGFpQM8vDvrNF53745o9dk11Aj9Ds7uzWHN9gLLzApW1u5wdGmAqrW/Rquu11EpcIha65OP1ydggE5jNTOzQs3Q5WjR+TwCqk6CnUMNWFg6wsyMDY6NHzx8uqJe001o1vEU7OyrqFxfYWEWBLwkvcVrZ18FzTqeQr1mm+Hh0xUcGz+YmbFhYekIO4caCKg6CS06n0PN0OVqjR3y+9bGNhBOro10Gq8uSSRi5Oe+Zso+/rrdt9TPqJ8VM7V+VilwCFp1vYGqtb+Go0sDWFm7g2VmBWu2F5zdm6NG6Hdo9dk1NRMsA3nZss+PdL1vLSztUa/pBjRtfwyVgkbA1r4KzC3sYG5uAxu7IHj790ODVjvRqM1esDmeqmPNke1bFssC3n59dRqvk2sDtOxyEbUb/QY3z3Zgc3xgZmYNSysXODjVRuWaM9HysyuoXONLtdYnH6+zWzNwbFQnyNJE5RpfSuOpORMOTrVhaeUCMzNrsDk+cPNsh9qNfkPLLhfh5NpA5bpMbcwlhBiee/MBpRIPurdQ/z4WLBYLQcNXIGTBIbg27g0rZ2+wLKxgbuMEjk91eHYYizrfnkLg0OUws9DDe2SOPULmHUCVCWvgWKstLOxdwTK3hKWjBxyqN0fl0T+jzrenwPHS/D2ye/MBaPDzbVSZuA5uzfqD7RUMcxsnwMwcZta2sHbzh2PtdvDtNQu1FhxGw1X34RhC75GVsXLyRMjs3agx81+4Ne0HtkcgzKxtYM62A8e7CjxaD0ethUdQddJ6WHBUn0d4cbL5jznHAc71Ouk0Xue6HRH63RUEDlsBh+rNYenkBZaFFSwd3GFXuT78+3+F0O+uwqOVenN3rly87s37K6mpOTMLKwQOXYa6S8/Cu/NEcHxrwNzGESxLNqzd/OBcvyuqTt6IOt+cAMdL9dxdmJ+FwizZ3F3X8XK8qqDONydQdcpGONfvCms3P7As2TC3cQTHtwa8O09E3SVnEDh0mVpjh/yxYO0RCPvghjqN16PVEIR+fw3+/b+CXeX6sHRwlx4LTl5wqN4cgcNWIPS7K3Cuq97cXeFYaKbbfWvBsUfVSetR66uj8GgzAhzvKjBn28HM2gZsj0C4Ne2HGjN2IGT2blg5qZ678+Lk5u7mFnBtotv7E9lXboC6yy6g8thf4Vi7HaxcfMCysIaFnQts/WvDt8cM1FtxCb7dp6u1Pq5cvPbVmsHaRbdzd9/u06Xx9JgBW//asLBzAcvCGlYuPnCs3Q6Vx/6KussuwL6yGnN3sVghCat7c93O3WnMpTG3GI25pjPmEkIIIYQQQgghhBBCCCGEEEIIIeTTZWHoAIh6/Hy8IYh6rbqiCm2aNUWbZk1V1ru4f7fKOm2bN0VhzFuV9YqZmZlh1IB+GDWgn9J6owcNwOhBml24ZmVlhRH9+2CEDm8ARMqmSbsDwOWbt5jHsydNgLOj6pt1qiPQr5LGsaiSlpGB8AhpX3NxcsLsSeN1uv5iLRs3QsvG2v8oUH7fjhrQD1WDArVeZzFd71uRSITrd+4CACwtLbF4lno/oFNG03FIXeUZh9SlzzYrdmzbnzpbl3y8i2bNgIVFxU0dlsyegSWzZ6hdXx/919SPBQ6bjXFDB2HcUPVvWlKWS3Lxrpg/R+v1FdPnPgaA/t276mycuBJ2G2KxGADQoWULtGvRTCfrBYC3YVd1tq5ium4zfZx3iz1+/gKZ2dkAgGrBlTFSxXyxvLp1aIduHdppvR5TmtsQQlR78PY9uALZTR3b1Q1RuUzbuiH46cAxAMD7pBTEpKYhwMO93DFceyb74VmQp4da62pXtxbCXkrnPlefvlBRW7euPZP9IEad/RXo6Y5AT3dEp0iTM1199gItQqqXe/sxqWmISkllym1VJEIsGWe+QID7b96jde2a5Y7B1Bi6zfSJxVIsiyVirddpan1SXTsvyW6Ibs9ho19L5TdUV1ehsAi3ImSfW6pKTgoATWtUBdvKEoJCISQSCa4+e4mRHf5/boZwVa5PtqkTAlbJA7kEW7Y1GlcLxvXnEQCAK89eYGi7lnqNsbyKRCK8S5TdGD3Aw03rdV4Lj2Aec6ys0LR6VZXLtKtbC3uvSm8KHPbyNYRFRbCsoM80DN2+1Cc1Z+g204QxzINMrU8S8qkKv/cYfLlkeU3bqx6HmrZvhS0/rAUAxL6PRkJ0HHwD/codw90rshvwVwryV2tdTdq3xMMb0u+K7l6+We5tl8c9uXibqLG/il9TcfLbu5dvooEWc+iE6DjER8UyZfXaTFaHl8/Fs7uP0bht83LHoAljaF/FNmuh8hxtY2uDOk0b4P7VW0wMPYfr9kYeulLytUjE2r+XvXdV9rk1m8NGaHPVN1xp2r4lTu46DAB4ePMehEIhLC11fzM+Q1r91Q9MMtVv134POxWJn7RlDOOzJuT7Wd0m9cGx4Sitz2Kx0LhdCxzfIU0gfPfyTUz+Wv3vc1XFYIjxWR8KCwpwZv8xptxlYE/Y2NkaLiA1GMOxoC5hYSEehckS7qpz3IQ2bwhrtjUKBAWQSCS4eyVMIemxpkytr3v7K97s7u3zVwhpULfM+kKhEFGv3zHlGvVUf6asyqfY1/XJlPokIabmXvhzcPl8pty+WWOVy7Rv2hg/bt4KAHgfG4fohEQE+vqUO4Yrd+8xj4Mq+aq1rvZNG+Pmw0cAgMt37qmorVtX7srOu+2bqh6Lpa/JF9EJCQCAy3fuomWD0HJvPzohEVHxCRrF0F4uqXA+j4e7z8LRVgfX66rDGNpXPoZ2TRqp/szbhoMmdevg2r0HTAzDe3XXOg5TYQxtpg87jp5gHtvb2mJAF93cpLdQKETYw8dMWZ1xtHloXbCtrSEokM7Hr9y5j9F9e+kkHlWuyo1hHLY1mofWU7lM+6aNsfvEfwCAmw8fQSgsgqVl+b/TuHJH7v1L3Tqw4bCV1mexWGjXpBH+PXYSgPQY+3rKxHJv3xjQ+VdzdP41PYZuM01QnySEaINj44uugxJUV1TBxb0FXNxbqKzXtN0RlXVcPVqg66AklfWKsVhm8A0cDN/AwUrrVQoconaSzmJmZlbwCRj4IRk10RV3745qJ8lUJiPlBvM4qNpUWFo5ab3OkiytnBBYdSICq2o3h5dIRMhMuw0AYLEsUaXWPF2EV4qDUy04hK7Qej2ZqWEApN95u3q0hquH7q+lY7HM4e3XB95+2t9DICNVdixUqTUXZma6uY5N0/FIHblZzyAszAIA2NoHwzdQ+9+Ifgz1M+pngGn0M3lsjieCa85AcE3tvhMrLEhHXo70OmJLK2cEVZuqi/BKcXZrCmc31fd4UUW+n/kGDoatfWWt11mSuTkHlYKGo1LQcK3XJR9vtTpfab2+j7G1C0K12l+hWm3t1m9qYy4hxPCsXXzR/K84rdfjWL05HKurvja41oJDqtdVowWa/63++3aWmRncWwyCewvlY55HqyFqJ2YsZmZhBffmA3Se+PL/nXPdjmonRlQmO0J2jvb5bAosbJ20XmdJFrZO8O40Ad6dJmi1HolYhNzXH+bu5pao1HuuLsIrxdavFmyHLtd6PbmvwoAPv3F2rNkKjjX0MHc3M4dbkz5w00HS3uyXsmPBr/ccsMx1P3e3cvKEb48v4dtDu/uMCfMywIuX/qbNwtYJ3p9N0UV4pThUbQKHqtpfq5jzUvZ7CvcWg8Dx1MPc3YoDz9bD4Nl6mNbrko/Xv/9Crdf3MRzPIPj3X6j1+rmx4SjiZgMA2F7BcG+hn89jacylMRegMRcwjTGXEEIIIYQQQgghhBBCCCGEEEIIIZ8uM0MHQAj59F0Ok97Q2cPNFTMmjDVsMCpcuXUHEokEADBv2iQ42Ov3JsvauhImvSjR2toKi3SQtFifHj4LR05uHgBg/JBBCPKvmJvFGhtTarOioiLcuCe94U+t6tUwrIJualZe1H/1Jzk1DS/fSBO/dm3XVidJ4k3RlVu3mcffLdBdoml9MLU2K54rAMDSOTNhbm5uwGhUM6W5DSFEtZex8cxjNwd7VHJzVblM/eAghXJErHY3DHspt3xocKBay9SvIoshLj0D+XyBVjGoK4/PR2xaOlMOLbEvyiK/z7TeXzHxCuX6auwzP3c3uMkl0dE2BlNiDG2mT+HRijcjUKcPq2JKfVJdgsJCHLpxhyn3b9kUNtbWOln3u8RkCItETFmdPmltaYlacp8LRMTGK6n96ZE/96izvwDFY+xVnPH2yR/3HUVWPhcAYGbGQp/mqm/Gq4r8/grxrwQrNW5i3kBufwmLFBM/65uh25f6pOYM3WaaMIZ5kKn1SUI+Ve9evGYeO7u7wstP9c3nazaoo1B+//KNzmIIKbHustSSS+aXFJsA3od5g75x8/KRKDeGhtRXM96Gsnh1ub8AoKaSxIbFvP194ewue4+jbQyaMIb2VYhB3TaTi7Ui95em3jx7qVD2rFT+ZBTF5PdXcK3qsLSyUrlMiNwxXiQUIuZtpNZxGJO7l2/i8N97AEiT3Lbr1UXv2zSG8VkT2vZ1bWM1hvFZHy6fOIfcrBym3HeM8kQNxsDQx4Imot9GoUgoZMrqxGtlbY0qtWswZV2e102hr9duHAoPXy+mvG7xLygqKiqz/pYf1iIvOxcA4OLhhs8GaXetyKfa1/XJlPokIabm5dv3zGN3F2f4eXkpqS3VIKSmQjnivXbz5pfvZDGUXHdZGtaS1YtLSkY+j6dVDOrK43IRmyhLDNMgpIaS2jLy8Ua8093+ksagep/5e3vB3cVZZzFowhjaV9sYtD3GTY0xtJmuCQoKcOD0OaY8sGtnlYl91fU2OgZCubmkOvvM2soKtasGM+WKPMbk27dWlWBYWVqqXKZhrRDmsbCoCG9jYnQWg/rjqCyGT6FP0vlXM3T+NT3G0GaaoD5JCCHk/1Vxwk8razcEVJts4GiUy8l8iiKh9HP6SpWHw8bW38ARKSefQLNqna8NGIlqYnERMtOk11PbOdSAt39/A0ekXEaqLMFRlVoLwGIZ9+/tqJ/pD/Uz/clIDQMg/V16UPUvYGFp3L9LL+5nZmbWCA4x7t84FwhSkZ8r/d7TzauDTpJM65OpjbmEEEKINnIjpOc9Swc3eHeeZOBolMuPfgoRXzp392g9DGx3456750TI5hR+/b8yYCSqSURFyHtzFwDA8a0Bt6b9DByRcjkRN4EP95Ty6fYFLDjGPXcvPhZYFtao1Hu2gaNRrjAnFfxE6dzdqU4Ho094Kp8Q2q/vPLDMjHvuTmOu/tCYqz+mNuYSQgghhBBCCCGEEEIIIYQQQggh5NNFSZYJ+cTtPHQUVgFVmb8JcxdU6PYTkpPx+sMNNBZ8PgV2trYVun1NXb4pTZro7eGBL8aONnA0yhUWFuLm/QcAgMkjhsHPx9vAESl36cO+5bDZ+GbGFwaOxjBMrc3uPX6KvA83wF82dxbMzIx72kD9V3+KE8qyWCwsn2/cF+/rU/Ex1qtLJzQOrWfgaJQztTYr3rehtUIwsEc3A0ejnKnNbQghqr2OS2QeB3i4q7WMLdsarnKJ6t4kJCmprUYM8bIY/D3c1FrGXy7JkkQiwdtE7WJQ15t4xe0EqBmvn1y8utxfbg72aieKld+3bxISldT8tBhDm+nTjgtXmce1A/3g4eSo9TpNqU+q6+Tdh8jmym4uOrpTW52tW35/AervM1M5xnQtLScXmXn5TNlfzXOPv7vcGBZvPPurSCRCcmY2/rv3CAO+/w2rDp1g/vfNkH6o4qP6ZryqlKdP+rkr1quoY8wY2pf6pGaMoc00YQzzIFPqk4R8yqJevWMe+wRUUmsZG1sbOLu5yNbx+r2S2qpFliMG7wBf5rFEIkH0G+1iUFfJ1+oTqGa8/rJ62u4v+TZzdncFx4aj1nI+/rJ9pm0MmjB0+2amZSA7I0vzGHTYZvp0eNte5rGji5PayROVkT/GfMuxvwAg2oj3maZ4+Vwsm7oQgHQff/X7igrZrjGMz5pQ7Ot+ai3jLTcuZaVnKvRVTRnD+KwPx/45wDwOrBaM+i0aGzAa9Rj6WNBE1Ku3CmV141U8p75TUlOdGEyrr1taWmLhb8uYaz5uX7yOIU264cz+44h9F40CgQAp8Um4deE6pvUcha0r1wEAnN1c8Nu+zbC1t9Nq+59qX9cnU+qThJiaV5HRzOMANa/XsrXhwM3ZiSm/joous67GMfiqF4O/XKwSiQRvorRL+Kmukq81wNdHreXk49V+f0Uxj91dnNVOFOvvrbsYNGHo9k3LzEJGdo4sBjWPc0PtL2Ng6DbTh+OXriA7L48pj+3XR2frlt9fABDgo+a4YLA+KRtDyhMroINxLKocMcgdY+lZ2cjIztYqBkOj869m6PxreoyhzTRBfZIQQoghJMYcwNmD3szfs3szK3T7An4SuHnSz10r1/gSFhbG/TugjNTrAAAzczaCaxr/b8KKE356+HwGJ5f6Bo5GuZzMRxAVSa8XrFp7AVgs4/69bHFiXQen2vCq1MvA0ShH/Uy/qJ/pT0aK9FiwZnsioOp4A0ejnFhciKw0aUImv+BR4Nj4qljCsGTJwVmoVtu4k10BpjXmEkIIMW1ptw7i9gRf5u/d37MqdPsFWUngJ0nn7r7dp8Ocbdxz95yX0nO0mRUblXrNMmwwaiiO1zn0M9hXNu65e17kY4gE0rm7f9/5YBn5PaWKE+taOnrCq+M4A0ejnLioELlvpXN3z3YjYe1i3HN3JlEtiwX/fgsNG4waciKk/czWvzZcGxn33J3GXP2iMVd/TGnMJYQQQgghhBBCCCGEEEIIIYQQQsinzcLQARBCPm2Xw24DAPx8vDFl5HADR6PalQ9JKb/+8nNw2OrdDMZQ7j5+Ai6PB1sbGyz8Ypqhw1HpyodjYdqYkfD29DBwNIZham12+Za0PzSqVxd9Puts4GhUo/6rP8X9t3/3rqhfu5aBozGM2IREvIuOgZmZGZbPM/4fzptSmxUUFODWg0cAgOXzZoPFYhk4IuVMbW5DCFEtM1+WVM/DWf3krJ5OjsjIld6UVj4xX7likFveU80EsSUTyWobg7pKbkfdhLaecjdZ1On+kluvKvKxVtT+MgbG0Gb6cujGHYS9fM2Up/boopP1mlKfVNfOS9eZxzX8fNGkehWdrVv+tdpz2Gon/PR0pj4JqH+Mye+vfIEAhcIiWFka5uN9t8ETUCAUlvl/ew4bK8ePwBgdJfNWHPfV21+2bGvYsdnIFwgAABkGOk8aon2pT2rGGNpME8YwDzKlPknIpyw7U5Ywzc1TvQTxAODq6Y6s9EwAQE6mdknXcjKz5dar3vc+biXqZWdkf7yijuWUSDBXMo6yuMrtW233lzZtpqsYNGHo9i3VZl7q7TP5erx8LoSFhbC0sip3HPrw5PYD/LfnKFMePGU0LCy0n0fIH2Ouah5jNrY2sLGzBS+fK13HJ5SMcc03K5EYEwcAmPfLYrh6uFXIdo1hfFZXgUAAAY8vi6Ec/QyQHjdOrs7lisEYxmddS45LxN3LN5ly3zGDDRiNeozhWNCE/Fhla28Hjg1HreXkz2fy57lyxWBCfb1Yp37dsebQX/hm7Ezk5+bh3YvX+Gr0lx+ty7bhoGPfrvhy+QKFxL3l9Sn2dX0ytT5JiKnJzMlmHnu6uaq9nKerK9KzpMvKJ7AtVwxyy3u6qhdDyVgzcrSLQV2ZJV6ruvtMvl6mlrGWZ3+VjEHbNtOEodu3dJup915IPoZ8Hg+FQiGsLC3LHYcpMXSb6cOOoyeYxzWDK6NpvTo6W7f8OGpva6t24lWFcaEi+6Rc26g7htnacGBnY4N8Hg+AdmOIoKAAPL5A4xhKHouZ2TlwdXIqdxyGRudfzdD51/QYQ5tpgvokIYSQ/0fFSRPZHB/4B48xcDSqZaRIv2sKqDIebI6ngaNRjs+LBy8/CoAZqppCAs1U6b51dA6Fp283A0ejnFhUgKyMewCAqrW/Mvrf21E/0x/qZ/pVHG9wzVkwN1fvu2dDyc54CJGIB3NzG1SuMdPQ4ahUvG+9KvWEg7PuPqPUB1MbcwkhhBBt5H5Ipmrl4gPPdqMNHI1qxclfvTqMg5WTcc/dCzISIEiNBlhm8O+3wNDhqFS8b22DQuHSoKuBo1GtON5KPWfA3Mq45+757x9BXMCDmbUNKvWYYehwVCpOpurasAdsA2obOBrlxMIC5L27DwDw67fA6OfuNObqD425+mVKYy4hhBBCCCGEEEIIIYQQQgghhBBCPm2UZJmQT1DjenUxbfTIj/6vSf3QCo1l1IB+GDWgX4VuUxuvb14xdAhqa920CQpj3ho6DLWd37fT0CEYnKm12aKZX2LRzI/fVNcYUf/Vn62//oStv/5k6DAMyt/Xh9pMT6ytrZHzOtzQYajN1OY2hBDV8uVuZmpjrX7SHY5cgp58Pl9JTdW4AvkY1EuEyCkRq/zr0Cf5WAH19xnHSnYDZm1j5QoKZOstZ5vlVdD+MgbG0Gb6EJWcijl/7mDKoZUDMbJ9a52s25T6pDri0tJxLfwlUx7VsY1O158vt784au4vAGArjKPGs7/0rWSfVHccY5dIDJfH58PV0l5ncelK10ah+OPz8Rolf1WFK3d8cDRIkMe2smSOT0OdJw3RvtQnNWMMbaYJY5gHmVKfJORTVpwQFZAmwVOXtVzSE24eV0lNTWNQL5mKdYmkK7z8ikm6zuMqvlZ142XrdH/x5LavfpspxlBxSeoN3b6l2oyj3j6zZivGwM3jwsnVeJIs52Rm49txsyCRSAAAXn4+GDd3qk7Wrc24ULystse5sXhw/Q4O/Cn9brpZx9boPWpQhW3bGMZndcmPSwDAUbef6bOvG2B81rXjOw9CLBYDACwsLNBr5AADR6SaMRwLmuCX+5wqe4+s7TnVlPq6vLY9OuHsu9vYte4v/PXzBhQJhR+t16h1M3Qf0lcnCZaBT7Ov65Op9UlCTE2+XBJzG7Z64xEAcNiy80g+V7sxqThpJwC1k5NyrBXraRuDuuRjBdTfZ/KfTedxeUpqahaDuvurZAwlX4c+Gbp98/natxkA5HG5Jp3QVROGbjNdi01KxtV7D5jymH69dbp+XYyjeRW4vxTaV8N4i5fVZgyR31+axCC/vwDtx1JDo/OvZuj8a3qMoc00QX2SEEJIRXFyqQ//4HEf/59rgwqNxTdwMHwDB1foNrXRpN0hQ4egNo5NJXQdlGToMNRWJWQOqoTMMXQYajEzt0aX/lGGDkNt1M/0h/qZfrXtftfQIajNxb25SR0LdRr/jjqNfzd0GGoxtTGXEEKI6bELCoVnh7Ef/Z995Yp9j+zeYhDcW1TcdbXaqjX/oKFDUJu1qy+a/51g6DDU5td7Nvx6zzZ0GGpr8PNtQ4egNofqzUzqWKgyfjWqjF9t6DDUYmZpjaab3hs6DLXRmKs/NObqlymNuYQQQgghhBBCCCGEEEIIIYQQQgj5tFGSZUI+Qd06tEO3Du0MHQYhhBBCCCGEGD1BoSyJgJWF+h+TWMsloOUXfjwRgbr4hYXMY0sLc7WWYVtaKpT5BYVl1NStkq9V3X1mbSm/v7SLVX55TdqMLddmAi1jMCXG0Ga6lsvjY8iPvyPrQzITOzYb2+d+DnNzM52s35T6pDp2X74JsViawMvSwhzD2rbU6foFCn1Svf0FKO4z6pOqlTzGBFqee7QxsWsHCItEAKT9JSUrGw/eRiIzLx9nHzxBg+kLMaNPN8wd0AsW5uofE2Up77naEOO+MbQv9UnNGEObacIY5kGm1CcJ+ZQVyCUrt7SyVFJTkbXcDfALSiSa1y4G9ZLYWpdIDiKooKTrJbejbrxW8vtLy1jl97cmbabLGDRh6PYt+VrV3WdWJWKoyH2milAoxLxhUxEfFQsAMDc3x8od62Brb6eT9ZenzQDdjgvGgM/jY9mU+ZBIJODY2mDJxp8qdPvGMD6rq2T/sFAzXmtr3fV1YxifdUkikeDEv7KbS7Xq2h5uXh4GjEg9xnAsaEJQ7nOqLBGP1ud1E+rr8qJevcPqr3/AjTOXIZFI4FnJG3Wb1IeDsxO4efl48eAp4iJjcPPcFdw8dwUtOrfFz7v+gIOTo1bb/dT6ur6ZWp8kxNTwCwqYx5aWGozhVrI+Jr+OioqBba04dvIF2sWgrpKv1UrNeK3l4tXp/rLQoM3kY6ig/QUYvn1LLmtpqeZ3wyXOIxW5zwzN0G2mazuPnYRYLAYAWFpYYHjP7jpdv/xrVff4AnQ7jmpCMV5Nxn35MaT88yp+QYm5sLrjaIk5c0XuM32g869m6PxreoyhzTRBfZIQQkhFcffuCHfvjoYOgxBCCCGEEEIIMTjnuh3hXJfeIxNCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYRogpIsE0IIIYQQQggh5P+WfLK3wqIitZcrkEsux9EgicLHcKyswP1w07/ipJWqCISKifw41uonz9FGyddaWFQEthoJEQqE8vtLu1jll9ekzeQTAqoT86fCGNpMlwSFhRi6cg0i4hIAABbm5tg6awqq+HjpbBum1CdVkUgk2H3lBlP+rGEo3J0cdLoNtkKfVG9/AYr77P+9T6qj5DHG1vLco42fxo8o9VyRSITDN+/iq227kZ6bh+/3HsGjd1HY+9VMmJlplwC9vOdqQ4z7xtC+1Cc1YwxtpgljmAeZUp8k5FNmzZElCRRqkOi9QO6G89ZyiQbLGwOfy/sQg3rJ0wtK3PCezdEuBnWV3I6wsFCt118ov7+0jFV+e5q0mS5j0ISh27fka1V3nxWWiKEi95kyYrEYSybOxb2rt5jnFvy2DA1aNtHZNhTHBfXaDNDtuGAM1i36CXGRMQCA6cvmwTfQr0K3bwzjs7pK9o8iNeMtKNBdXzeG8VmXHly/wyRSB4C+Y4YYMBr1GcOxoAl2uc+psuRmWp/XTaivFws7dxVzhkyGgC+AnYM9vln3PboN6VPqc5sbZy5j6ZT5yEhJw60L1zC9z1hsu3QQFhblv8z0U+vr+mZqfZIQU8ORSyQrFGowhhfK+hinRDLa8sTA5fM1ikFQoDjH57C1i0FdJV9roVAIthqvv0AuXl3sr2LCIg3aTD6GCtpfgOHbt+SyQqF6n+GWPI9U5D4zNEO3mS5JJBLsPH6KKXdr0woeri463Yb8a1X3+AJ0O45qQjFeTcZ9+TGk/PMqjnWJubCaMRSU+GynIveZPtD5VzN0/jU9xtBmmqA+SQghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHE2GmX3YAQQgghhBBCCCHEhNnJ3WSeV6B+Ahq+3A1N7TgcrWKwZcvHUKCkptz2S8RqV0E3y7ctcfNYdfcZXy4JgLax2srdILHkflAeg6yu/f9RcgFjaDNdKRQWYcQv63HjeQQAwMyMhS0zJqFn04Y63Y4p9UlVrodHIDoljSmP7thG59uwk9tffDX3FyBNmM2sw0j2V0Uo2SfVHccEJW6kba/luUfXLMzNMaRtC5z7cREcbKSxnb7/GOtPnNV63bZyxwdfg2RxAgOMY8bQvtQnNWMMbaYJY5gHmVKfJORTZmNnyzwW8PhqL1fAlyUXtLW3VVJT0xgESmp+fPvSddhpFYO6bGwVX6u68Qp0ur9s5LavfpspxlAx+wswfPuWajO+evusQKAYg7btpgsSiQTff/E1Tu87xjw34/uFGDptjE63YwzjgqE9CruHfZt2AADqNKmP4dPHV3gMptQO8uMSAPDV7Wf67OsGGJ916diO/cxjV093tO7ewYDRqM8YjgVNcMp9TpW9R9b2nGpKfR0AEmPiMX/E50zf+W3fZvQY1q9UgmUAaN2tAzb/twuWVlYAgKd3HmLfxn+02v6n1tf1zdT6JCGmxs5G9jkeT6DeeAQAfLnE73a22o1Jdjayfs7jqxcDv0CxnrYxqEs+VkD9fSb/2bS9rY2SmprFoO7+KhlDydehT4ZuXzuO9m0GAPYVdIwZA0O3mS5dvfcA0QkJTHls/z4634YuxtGKPL4U2re8474WY4j8/tIkBvntA9qPpYZG51/N0PnX9BhDm2mC+iQhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEGNHSZYJIYQQQgghhBDyf8tF7ibzqVk5ai+Xki2r66JlQgb55eXXq0xqiXraxqCuktspGUdZUrKyy1yHNjHIr1eVVB22mSkxhjbThSKRCGN/24DzD58CAFgsFv74fAIGt2mh822ZUp9UZeel68xjL2cndGlQT+fbkH+teXyB2ompU7KoTwLqH2Py+8uOzYaVpYVO49KVar7emN67K1Ned/wMJBKJVutUHPfV219cQQHy5W4G7Gqg86Qh2pf6pGaMoc00YQzzIFPqk4R8ypxcnJnH6Slpai+XIVfXUW4d5eHo4iS33lS1lkkvUc/J1enjFXXM0VXxtZaMoyy63F/G0GaaMHT7lmqzZPX2mXw9GztbJkGkIf00eykOb9vLlKcumoUJ87/Q+Xbkj7EMNY8xHpcHXj5Xtg7XijvGdK2oqAhLJ8+HWCyGhaUllm7+5aPJQ/XNlPq6NZsNtlxClYxy9DNAu+PGGMZnXcnPzcPFo2eYcq8R/WFhYZzv3UsyhmNBE/Lb4eblg69mkmP585n8ea5cMZhQXweAf37bDG5ePgCgWcfWaNaxtdL61erURM8R/Zmy/HmsPD6lvl4RTK1PEmJqXBydmMcp6RlqL5eSIavr6uSoXQxyy8uvV+n2S8Tq6qhdDOpyKfFa1d1n8vVctIy1PPurZAzatpkmDN2+pdssXeMY7GxsYGVpWe4YTI2h20yXdhw9wTz2dnfDZ6308F263Diax+WqnRhTYVyoyD4p1zbqjmFcHh/5PB5T1mYMYVtbw4bD1jiGksdiRe4zfaDzr2bo/Gt6jKHNNEF9khBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKIsaMky4QQQgghhBBCCPm/Vd3Ph3kck6rejeq5ggJk5OYx5Wq+3trFUEkWQ2yqejc5jk2T3TSQxWKhqo92MairWiXF7cSoGW+cXLy63F/puXlqJ4+U37fVfH2U1Py0GEObaUskEmP86k04efch89zvk8dgVMc2etmeKfVJZXJ5fJy484ApD2vXEubmuv84WH5/AervM2M6xiqSu6ODQoLSWDXPPbFpcmNYJePeXx1D6zCPU7Nz8DYxWav1ladPxqUp1quoY8wY2pf6pGaMoc00YQzzIFPqk4R8yoJqVGEeJ8bEq7UMj8tDVnqmbB3Vg7WKoXI5YkiKSWAes1gsBFbTLgZ1lXytidFqxhsrq6ft/pJvs6y0DLUTQibGyvaZtjFowtDt6+LuqpAYUO0YdNhmurBq/grs2/QPUx4//3NMWzxHL9uSP8YSyrG/ACDQCPZZefHyuYh9FwUAsGZbY/nUBRjZuk+ZfxGPnzPL3jhzWeF/MW+jyh2HMYzPmlDs63FqLZMkNy45u7lolcTTGMZnXTl38CQEcmN73zFDDBiN5gx9LGgiqEZVhbK68SqeU6soqalODKbV12+eu8I8btJevUR7Tdu3ZB5HRrwFj8tTUlu5T6mvVxRT6pOEmJoalQOZxzGJSWotw+XxkZ6VzZSrBwWWWVfjGBLUiyFWLlYWi4VqQQFaxaCukq81JiFRreXk49V+fwUxj9Mys9RO6BqbpLsYNGHo9nV3cVZIeqjucW6o/WUMDN1mupKbn4/jly4z5RG9esDc3Fzn25HfXwAQk6jmuGCwPikbQ8oTK6CDcSyoHDHIHWNuzk5wdXLSKgZDo/OvZuj8a3qMoc00QX2SEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQoixoyTLhBBCCCGEEEII+b8V4l+JeZyem4cEuSQHZXn8XjHRSk1/Xy1jkC3/5H20Wss8fieLwc/NFXYctlYxqMuew4G/uxtTfvJevaQz8vtM6/0VUEmh/FiNfRaXlo50ucTY2sZgSoyhzbQhEokxcc1mHL11j3lu1cSRmNC1g962aUp9UplDN26DX1jIlPWVlLqKjxcsLWQ36FanTxYIhXgRK0sOUtO/kpLanx75c486+wtQPMZq+Bn3GOZsZ6tQzszL12p98vvrZWw8CoVFKpd5JLe/LC3MUcXHS6sYNGHo9qU+qTlDt5kmjGEeZGp9kpBPVZVa1ZnHWWkZSIlXfQP6iEfhCuXgkGo6i+FliXWX5cWjZ8xjb39f2JSYN+iLrb0dfOTG0JeP1Yz3oSxeXe4vAIiQ2xdlSYpNQFZahs5i0IQxtK9CDOq2mVysFbm/Pub3r3/ArnV/MeXRsyZj5vdf6W178vvr/YvXEMq9HyzLS7lj3MLSEgFVK+sltorGzctH+L3HSv+4cu9TstIzFf7H55U/kagxjM+a0LavaxurMYzPunJsxwHmcWjzhgpJeE2BoY8FTQRWDYKFpSVTVifewoICvHv+iinr8rxuCn09JSGZeezkol7i3ZIJevNzcsu9/U+pr1cUU+qThJiakKqypO1pmVmIT05RucyjlxEK5ZrB2s2bQ6rIYii57rI8fCGr5+ftBTsbG61iUJe9rS38fbyZ8qOXr5TUlpGPt2YV3e0vaQyq91lsUjLSMrN0FoMmjKF9tY1B22Pc1BhDm+nC/tPnwBcUMOUx/XrrZTtVAwNgaWHBlNXZZwWFhXj+9j1TrshjTL59X7x7j0KhUOUyD1+8ZB5bWligaoB2STwVjzF1x1FZDJ9Cn6Tzr2bo/Gt6jKHNNEF9khBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKIsaMky4QQQgghhBBCCPm/1ahqMGzZ1kz56rMXKpe5Hi67mWmwtycCPNy1iqFt3VrM46iUVMSmpqtc5ppcDO3q1VJSU/fa1g2Ri0P1TQ5jUtMQnZLGlNvV1S7eAA93BHl6MGX59iiLfJx2bDYaVwtWUvvTY+g2Ky+xWIwp6/7EoZt3mOdWjhuOqT266HW7ptYny7Lz0nXmcfOa1VDV11tJ7fKzsrRAi5qypB/X1OiT916/g6BQegNrFouFdnLH6P8D+dd747nqPskrKMD9N7Ibj7c3UJ9UV0pWjkK5ZNJlTbWtU5N5zC8sxL3X71QuI38ctgyprnCzd30zdPtSn9ScodtME8YwDzK1PknIp6pOk/rg2MpuHn/3yk2Vy9y7GsY89g8OhG+gn1YxNG3fknkcHxWLxJh4lcvcv3pLtnyHVlptX1NN5OK9JxdHWRKi45AQHceUtY3XN9APlYL8NYpBvo6NnS3qNq2vVQyaMIb2lW+z+2rsLz6Pj/C7j3QaQ3mtXfQT/lm9hSkP/2Ic5v68SK/bbNKuBfNYwBfg6Z1HSmpLyR9jDVs1gaVc0lJSPsYwPmtCvp89u/cYAr5AaX2JRIL7V28zZV33dUOMz7oQGfEWz+TGnz5jhhgwmvIxhmNBXZZWVmjQsjFTVue4eXrnEQo+JJxjsVgK57nyMLW+zrHhMI+z5RJeKZOdoVjP3slRqxg+hb5ekUypTxJiaprUqQ1bjmxcvHL3vsplrt6T1Qn290Ogr49WMbRv2oR5HBWfgJjEJI1i6NCsiZKaute+qey8Kx9HWaITEhGdkMCUOzRrqtX2A319EFTJV6MYrsq1q52NDZrWraNVDJowhvaVj+HavYcq6/P4Atx7Fq7TGEyJMbSZLvx77ATzuEWDUFQN1C4xcFmsLC3RsqHsM6qrdx+oXObO02cQFMjm4+2bNVaxhO60kxvD+IIC3HnyTOUy8q+pVcMGsLTU7jsN+dd771k4+ALVc7tr92V911iOMW3Q+VdzdP41PYZuM01QnySEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQYuwoyTIhhBBCCCGEEEL+b3GsrdClQT2mvOPiNaX1RSIxdl+WJUzo3ayR1jE0r1EVHnIJCnZcvKq0/rvEZIS9fM2U+zavuBvQAkAfue3dfPEK75NSlNbfcUG2T72cndC8ZjWtY+jdXLbfd126AbFYrCKGq8zjzxrVA9vKSusYTIkxtJmmxGIxpq7fiv3XZQk3Vowegum9u+p926bWJz8mIjYeD95GMuXRndrqdXt95PrksVv3kMPlKa0vf4w1rFoZldxc9RabMZLvk9Epabj67IXS+geu3wa/sBAAYGVhgW6NKy65Xnmckrthv421FQI83LRan5+7GxpWqcyUVfXJHC4Px2/Lbq7bt3nF3lzXGNqX+qRmjKHNNGHoeZCp9UlCPlVsDhutu7Znyke271NaXyQS4cTOQ0y5Y79uWscQ2qIxXD3d1Y4h5m0UHt64y5Q79+uudQya6NRX9pofXr+D2HfRSusflXs97t4eqN9C+3l+J7n9fvzfgyrH8CPb9zKPW3frAGs2W+sY1GUM7Su/vxKi43D3svIElmf2HWMSEFpaWaFtj05ax1AefyxdhW2rNjLlIVNGY+Hq5Xrfrre/L2o1kn3GJX/8fExeTi4uHDnNlDv1r9g+qWsOTo54WhCr9l+jNs2YZXuPGqjwvxr1apU7DmMYnzXRtkcnWHxIri3g8XF63zGl9e9evonEGFnSU530dSMYn7V1bMcB5rGNnS26DuplwGjKxxiOBU10ktvehcP/IS8nV2l9+b5Yu3EovPy0SwRkan3d21+WGOveFdUJjgHg7hVZUmh3H0+FRM3l8Sn09Ypkan2SEFPCYbPRtbUskfn2I8eU1heJRNh5/BRT7tepg9YxtKhfD56uss9gtx9WHsO7mFjcfPiYKffv3FHrGDQh/5pvPHiE97FxSmorvh5vdze0qF+v7MrqxtBZFsO/x06qfD8t367d2rQE29pa6xjUZQztK7+/ohMScPnOPaX1950+C75AmgDXytISPdq10ToGU2IMbaatl+/e43647LuNsf366HV78uPCkfMXkZOXr7T+9sPHmceN69SCn5eX3mIryd/bC41qh8hiUTHu5+Tl4+iFS0y5fxftx/0ebdvA0kKaqJnHF2Df6bNK61++cw8xCYmyGDob5jMuXaLzr+bo/Gt6jKHN1EV9khBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKIsbMwdACE6MKt+w/RYfBwhRt3/PXrTxg9aIDKZUUiESLevcejZ+F4FP4CD5+F41nEK/AFAqZOYcxbvcStjfcxMfj34BGcvXIN8UlJyM3Ph5e7O2oEB2NAj64Y0qcXOBV4o21NadNmJT2LeIUjp8/i4o2bSEhKRlpmJhzt7eHh5obgwAC0adoY7Vo0R92aNXT5EtQiEBTgxr17uHr7Lh6HP8fr95FIz8yCSCyCs6MjqgYFomXjxhg9qD+qBgVWeHzFouPiUa1Ve9UVlTBkP+ELBNh//CQO/3cWr96/R3JaGhzs7FDJ2xtd27fFqIH9USUwwGDxAaZzLBSTSCR4GxWNR+HP8ejZczx6/hyPn79AXj6XqfPm5hUE+lUyYJSlJaWkYufhozh14RKi4+KRmZMNdxcXVAkMRN+uXTC8fx84OzqqXpEepWdm4nLYbdy4cw/PIl7hfUwMsnNszQ2qAAEAAElEQVRzYWlhCRcnR9SpUR0dWrXAyAH94OLkZNBYVfl5w2Ys/uU3hecMfVxkZGXhUfhzPHz2XHr8hj9HrNwN5xbN+hJLZs8wWHzyDDEH+fzrRfhrz36F54xlnvP0ZQR2HTqKS2G3kJicAr5AAG8Pd9SpWQODevXAgO5dYW5ubugwCSGfqGk9u+DoLemNhW9HvMHx2/cVku3JW3/iDGLT0gEA1paWmNBV+5sGmpmZYWr3zlixR5pkYdOp8xjVsS0C5ZIZyftq225IJBIAQPVKPuhQr7bWMWiiU2gdVPP1xpuEJEgkEny1bTcOfjvno3WjklOx6dR5pjylR2ewWCytY5jYtSM2nTqPwqIixKalY/2Js5jZ9+NJA46G3cOdV7Lz3dQeXbTevqkxhjbThEQiwfSN27D3qiyRx9KRgzC7X48K2b6p9cmP2Xn5BvPYnsNGvxb6TWg5uE0LfL/3CDLz8sEVFGDF7kP4bfLoj9a99/odDt28w5Q/7/n/1ydr+Pmifb1auPJUerPzRTv24crPS5mba8vLyudi5f6jTHlEh9ZwtLWpsFizuVzYsdmwUHMufv/Ne/x19jJT7t64gU4S20/r2QUT12wGABy8cQeTu3dG42rBH627fNdBcD8kA3B1sMegNs213r4mjKF9qU9qxhjaTBPGMA8ypT5JyKds+PTxOH/4PwDA47D7uHj0tELCQXk712xFYkw8AMDK2hqDJo3UevtmZmYY9vlY/LF0FQBgzx/b0HfMYFQK8v9o/VXzlzPz5so1qqBZp9Zax6CJFl3aIqh6FUS9fgeJRIJV85dj/dHtH60bHxmD3X9sY8rDPh+rk/dFgyaPwu4/tkNYWIjEmHjsXLMVY+ZM+Wjd84dP4cmtB0x5+BfjtN6+JoyhfYNrVkOzDq1w50Ny5dVf/4hdN4/D8kPCQXm5WdnY9P3vTLn3qIGwd3TQOgZNbf7+d2z9aT1THjhxBL5e+12FbX/E9PH4ZuxMAMDZ/ScwdNpY1G1S/6N11y/+BXwuDwDg7OaC7kP7VlSYnzxDj8+acHByRO9RA3BkmzSZ6ebvf0enft3g4FT6+1ShUIjVX//IlJt3aoOgGlW0jsEYxmdtFBUV4dSeI0y584AesLGzNWBE5WMMx4Imug/ri40rfkN2Rhb4XB7WL1mFb8oYb5/dfYRzB04w5RHTx+skBlPq6y06t8Gb8AgAwJ1LN3D38k007dCqzPpvwiNwarfsuJZPKF3uGEy8r1c0U+uThJiaL0YOxeHzFwEAtx49wdELl9CvjCRta//djdjEJACAtZUVJg7W/PrWkszMzDBt+GAsW78JALBh9z6M6dcbQZV8P1p//i+rmfdbNSoHoWPzplrHoInOLZujelAgXkdFQyKRYP4vq3Hkj98/WjcyLh4bdu9jytOGD9HJGD5p8ED8sWsfCoVCxCYmYe2/uzF77KiP1j187iJuP37KlD8fMVTr7WvCGNq3ZnBldGjWhEmu/M3qtbixewcsLT/ymXdOLn7Y+CdTHtWnJxzt7bSOwZQYQ5tp699jJ5nH9ra2GNBFv0l5h/bohhUbNiMjOwdcPh9L123Amm8XfrTu3afhOHhWdv3BFxXcJ6XbHIZxXy8GABw4cx7Thg1Bk7of/05/ydoN4PL5AAA3ZycM6d5V6+07OdhjZJ+eTALR7zduRb9OHeHkYF+qrlBYhG9Wr2XKnVo0Q/XKgVrHYAzo/KsZOv+aHmNoM01QnySEkIqXlnQJibFHkJP5BAX8ZLBY5rDmeMHZvSl8AwbC2c14xjZhYQ4SYw4hJeE0uPlRKCzIgJWVEzi2/vDw6QKfgEFgc7wMHSYjN/sFEqIPICP1Bgr4yRCJ+LBme8LBKQRefn3gVaknWCzj+C2SRCJCcvx/SI47htzslygQpMDcnANrjhdcPVrDN3AwHJxqGTpMhoCfgsSYA0hNPA8+NxaFhdmwsnaFrV0QPH27wydgACytnAwdJiMr/S4SYg4hK+0uCvjJkEhEsOZ4wdElFD7+/eHu/fH5jiGIRHwkxR5DcvxJ5Oe+RaEgDRaWdmBzfODu3RE+gYNhaxdk6DAZvPxoJETvR1rSJQj4iSgS5sOK7Q47h6rwqtQL3v59YW7OMXSYDBpz9YfGXP2hMZcQQsj/k6xnl5B+9xjyox6jMDsFLDNzWDl5wb5aE7g3HwiHqvr9HaQming5SLt9GJkPT0OQGgVhXiYsbJ1g7eYHl9AucG8+EFbOxjNf48a9QFrYQeRE3ERhVhLEQgEsHT1h6xcC18a94NqoJ1hmRjJfE4uQ8fA/ZNw7AW7cSwhzUmBmyYaVszcca7aCe8tBsPUznvlaYXYK0m4dROaT8yhIj0MRNxuW9i5gewTBpWF3uDfrDwtbJ0OHych9ew9ptw8h7809FGYnQyIWwcrJE3ZB9eHWtC+c6xrPfE1UyEfG3ePIeHAK/KS3KMxJgznHDtYuPnCq0wHuLQaB42k875EFqdFIDTuA7PDLKMhMhIifDytHd3C8q8K1UU+4Nu0DcyvjeY9MY67uFWangBvzDPnRz5Af/RTcmHAIc1KZ/wePWw2PVkMMGGFp1M/0y5T6GSGEEEIIIYQQQgghhBBCCCGEEEKIqTEzdACEaEsgKMCkBV8rJOtV1/FzF+Baqz4adOmBifO+wsYdO3H38ROF5IbG6NfNfyK0c3esXL8Rj5+/QFpGJgoKChETn4Bz165j8oJv0Khbb9x/8lT1ygxAmzaTl5qegXGz56NR1174cd0G3Hv8FAnJKSgsFCItIxMvXr/BiXMXMG/Fj+gzdqKOolffhLkL4NOgKXqMGo9VG7fg4o0wxCUmgS8QoLBQiJS0dNy89wA/b9iE2u27YOrCb5GXn1/hceqCl/vHE01VhPtPnqJRt96YvOAbnLt2HTHxCSgoKERaRiYeP3+Bles3on6X7vh185+qV6YnpnYsPHwWDo+6DVG7fReMnjEHa/7ahut37ikkWDZGOw8fRd1OXbHo519x59FjJKelobBQiITkFFy7cxezl32H0E7dcfbKNYPEl5CcjG4jxsCvUQuMnD4LW3btwe2Hj5CanoHCQiG4PB7iEpNw+vJVzFvxIyo3a4N1f29nbghkbCLevsP3a9errliB2vQbDO/QJugxajyWrFqNY2fPKyRYNiaGmINcvnmrVIJlYyAUCrHw+5/QtEdfrP17O56/eo3M7GzwBQJExsbh+LkLGDl9Ftr0H4w3kVGGDpcQ8olqXrOaQlLlqeu24sSdBwp1xGIx/j57Gct3H2Kem9K9EwI8yp4L/7jvCOz7jWb+lJneuysqubkAAPL4AvRd/gsiYuMV6vAKCjB9w98491D2Xu/7MUNhbl72xzu7Lt9QiCEmNU1pHOowNzfD92NkN8M8++AJpm/4G7yCAoV6EbHx6LdiFfI/nN8qubngi56flbnemNQ0hVh3ySWJLSnQ0x1TenRmyst3H8TfZy+Xmjsdv30fn//xF1Pu27wxmtWoqvT1ycfw474jSusaWq3Jc5hYp6wr+z2PvtoMALot+pGJoduiH5XWVYdEIsGszf9g56XrzHOLhw/AvAG9tF73p9onSyoSibD/2i2m3K9lU9iyrcu1LnX7g6OtDb4Z2o8p/3nmIn7YewTCoiKFemEvX2PYT2sh+vCZUMMqlTGwVTOlMah7nBsDTfrD92OGwtxMeqw8jYzB8J/XITNP8bOA+PQM9P/uVyRmZAGQJsz+Vm4/f8yUdX8yMdSa/PFk6pq48fwVGk5fiE2nziMpM6vMejlcHtYdP4PeS39GgVAIAGBbWWLx8LJvrqtJfxjcpjkaVqkMABCJxRi6cg3CXr5WqCMsKsIPe49g69lLzHPfDOkHB5uyfyx743mEQgw3nkeUWVcT+mpf6pOa+RT7JKC/eZAx9ElCiGbqt2iMTv26MeXFE+fi0vGzCnXEYjEO/LkT65f8wjw37POx8A30K3O9m75bjXrW/syfMqNmToKXnw8AgJuXj2k9R+FdifGAz+Nj+bQFuHHmMvPc7JXfwty87Bs0Hf/3oEIMCdFxSuNQh7m5OWav/IYpXz99CcunLQCfx1eo9+7la0zrNRq8D9+JePn5YMSXZX/PmBAdpxDr8X8Pllm3UpA/hn0+limvW/ILDvy5s9QYfvHYGSydPJ8pd+7fHaHNGyl9ffIxbPputdK66tJX+07oPJiJdULnwUpjmP2TbF2vnjzHnMGTkZOZrVAnOS4Rn/ceg9SEZACArb0dPl+i/Ly7eOIcJoZu1Voorauuv3/5A5u+kyXN6D9+KBb98aPWyTE06Q/dh/ZFrUb1AAAikQizBk7Eo5t3FeoIhUJsXPEb9m/5l3lu6qLZsPtIYp9i96/dVojh/rXbWr0mU6TJPtDX+KzJeKOJz5fMZZICp8Qn4fNeo5Ecp/j9Wk5mNuYMnozXT18AKD2mfky3ai2YWBdPLLtP6mt8BjQbb8rr5pnLyEiRzZ37jtHPdspLk/FOX8eCJnMLddk7OmDqotlMef/mHdi44jcIP3wmUezRzbuYNWgSRCIRAKBWo3roOrh3mev9VPv6sM/HwVru88E5Q6bgv71HP3rd1vXTlzC1x0gICwsBABYWFhgze2qZ6/5/6eu6Ygx9khACtKgfin6dOzDlSYuW4/ilKwp1xGIxth44hCXrNjDPfT58CAJ9fcpc73cbt4BdpxHzp8zM0SNQycsTAJDH5aLX1C/x8t17hTo8vgDTln2PM9dvMs+tnDtT6futf4+dVIghWgfXTZmbm2Pl3JlM+fS1G5i27Hvw+IrXOL189x69p81APo8HAKjk5YkvRw4rc73RCYkKsconiS0pqJIvPh8uu/nokrUbsPXAoVLvp49dvIwpS1Yw5f6dO6J5aD2lr08+hu82blFaV136at/O4yYzsXYeN1lpDPLrehLxGkNmz0dmTo5CnbjkZPT5fAYSUqU3erW3tcXiL6YoXe/Eb5cxMVT7TPvvb/XpU+2TJRUVFWHvqTNMecBnnWBbzs/h1e0PjvZ2WDRNdgxu3ncQKzZsgVCo+D3UzYePMXjmPGY+3qh2CAZ3U379QbXPejExTPx2WbleR0lDe3RFo9ohAKSflwyaMRc3Hz5WqCMUFmHFhi3Ysl82/140bTIc7MpOOq5Jf1jyxVTY2dgAABJSUtB72peIS05WqJOZk4Mhs+fj6as3AKTj749zZihdrybHuaHR+VczdP41HuqOS/pqM0CzOYC6PuU+SQghxqZAkIoHN4bj4c2RSIo9Al5+JEQiHoqK8sDNe4v4yF24e6Uvnt37EkVCw/+uNC3pEm6ea4uIJ4uQmXYLBfwkSMSFKBCkIjvjAd6E/4ibZ9sgIfqAoUOFWCzEq6fLcetCF8S8/RP5OREQFmZBLBKAz41BSsIZPL0zFXcu9wI3773qFeoZN+897lzuhad3piAl4Qz43BiIRQIIC7OQnxOBmLd/4taFLnj1dDnEYqHqFepZQvQB3DzXBm/Cf0R2xgMUCFKlxwI/CZlptxDxZBFunmuHtKRLqlemZ0XCfDy79yXuXumL+Mhd4Oa9RVFRHkQiHnj5kUiKPYKHN0fiwY3hKBCkql6hnmVnPkbY+c54/mAO0pOvQMCLh1hcgMKCDORmh+N9xBqEnWuPyFcbVK+sAkS+2oCb59rhfcQa5GaHo7AgA2JxAQS8eKQnX8HzB3MQdr4zsjMfq16ZntGYqz805uoXjbmEEEL+XxTmpCLi95F4tXY00u8cgSAlCuICHkT8PPCT3iL12m68+Kkf3v41AyK+4edrWeGX8WRRe0TvWYzc17dRmJUMSVEhhDmpyH//ELGHV+LJ4nZIDTOC+VqRENH7V+DZ8q5IurAVvPgIFHGzIS4UoCAtBpmPzuDtls/x/Mc+4Ccbfr7GT36P5z/2wdvN05D56AwK0mIgLhSgiJsNXnwEki5sxbPlXRG9fwXERYafr6XdOogni9oh9vBK5L9/CGFOKiRFhSjMSkbu69uI3rMYTxZ3QFb4ZdUr0zMRPx9v/5qBFz/1Q+q13eAnvYWInwdxAQ+ClCik3zmCV2tHI+L3kSjMMfx8LS/yMZ4t64L3/8xF9vMrKMiIh6SoAEV5GeDGhCPh1Fo8XdIRCWc2GjpUAEDCmY14srgDEk6tBTcmHEV5GZAUFaAgIx7Zz6/g/T9z8WxZF+RFGv49Mo25+vFgbkM8nNsAr9aNRfyJ1ch+dkkhwbIxon6mP6bWzwghhBBCCCGEEEIIIYQQQgghhBBCTJGFoQMgRFvLfvsdb8uZcC8nNxc8Pl91RSOy+JfV+HnDJqbs5OCAts2bwtnREe+ioxF2/yEkEgneRkah64gxuHRgD0JrhRgw4tK0abNikbGx+GzYaMTEJzDP+fv6oEGd2nB1doawSIiEpGQ8i3iFtIxMbUMulyOnz4H74eYnAGDD4aBRvTrw9fKCDYeD2IQE3HrwCFweDxKJBNv2HcDTlxE4u3sHHJXcxFofHOztMG30SLXrZ+XkYN9x2U11Rgzoq4eoVHv8/AU+Gz4G+VzpzVVZLBZaNm6IKoGByMrJwbXbd5Gdm4uCgkJ8s3IVcvPysWK+bpKZaMKUjgUAyOfykJObV+Hb1cbfe/dj2leLmDKHzUb7ls3h6eaGuMREXL19F0VFRUhKTUX/iVNx9O8t+KxdmwqNMTk1DZdu3lJ4zt3VBY3q1oGHmxskkODN+yjce/IUYrEYPD4f81b8iIi377Fx5Xda34Rfl0QiESbN/woFBYWGDkVBUqpxX3gur6LnIPlcLqYu/LbCtqcuiUSCSfO/xp6jx5nnvNzd0aJxQ9jZ2uDF67d4+CwcAHD/yTN0GToK148egL+SG3QRQkh5/fHFeLyOT8SruATkCwQY8fM6hPhXQr3KARCJxbj/+j2iUmTnmja1a2LpiEE62z7H2gp7v5qFbot+RL5AgPdJKWg661u0DKmOyt6eyM7n4sbzCGR9SCwAAPMG9ELXRqE6i0ET3RrXx9wBvfDbYen7gh0Xr+HEnQdoXbsmnOxsEZmUgrCXr5kba9qx2dj39SxwrK10FsOyEYPw5H00bjyPgLBIhFlb/sHaY6fRuHowzM3M8DQyBi/lkuLW9PPF+i/G62z7mmoxe1Gp51KyZTeyTsrK+midb4f1R48mDbTevjG0mTr+PncZ287Lbtrp4eSIlKwczP3zXyVLyQxt1xKNqwVrHYep9Ul5Zx48QarcsTW6Y8W895ncrRPuvX6HA9elyWd+OnAM/1y4ihYh1WBjbY1XcQl48DaSqe/l7ISdC6Yb7L3OgO9+RVKJ5GxZ+Yo/UvxYn5zwWQdM6Nqh1POaqhsUgNVTxmDmpu0ApMnPa06ahbZ1a8HD0QHx6Rm4/mF8AwALc3P8M/cLeDo7ab1tTUUmp2LB37uwcNtuBHi4oYafL1wd7MG2tEQ+X4DI5BQ8i4plkisD0gTLuxbMQGVvT53EwGKx8O/86ej41QokZ2UjNTsHXb/9AY2qVkYNP1/wCgpw6+UbJGdlM8sMbdsCk7p11Mn2NWUM7Ut9UjPG0GaaMPQ8yNT6JCGfsqWbf0Hkq3eIjHgLXj4XcwZPRpVa1VGzfm2IikR4dvcR4qNimfqN27XAlyvmK1mjZtgcNtYc3IrxnQaDl89F7LsoDGzQBQ1bN4VfcCBys3Jw/9ot5GbJ5qcTF05Hm+6GGQ/a9uiECQu+wN+/SG9Ee2TbPlw8egaN27aAg7Mj4t5H4+GNu8z7Ihs7W6w59BfYHLbOYpjx3QK8fByOB9duo0goxA9ffosdq7egbtMGMLcwR8Tj53j3QpbIODikGpZs+lln29eEMbRvjXq18M267/HdF18DkCZk7BLcFE3bt4SrpxuSYhNx/8O+BKSJIH/ZtQFuXh46i0EdN89ewbrFsgSaHFsbWFpaYeWsJWot37pre7Tupv2chsVi4dc9mzC6bV+kJaUiIyUN4zoOQu3GoQgOqQY+l4fHYfeQliT7jKvH8H4YMnW01tsujxcPn2L51IWlno99H808vnrqAgY37lqqzh/H/4GHj5c+w9OKocdnTbh7e+KXXRswa+BEFBUVIfzeY/So2RpN2rWAl583MlLScfdKGARyiVC/Xf8DqtfV3XUoxjA+l9exHbKbdQVWC0aDlk3Kva5lUxfg5cNnCs/x5D57AoDpfcbA0krx87q2PTvji6Vzy73dYsZwLGhi6LQxeHb3EU7vOwYA2PLDWhzZthf1WzYBx9YG71++wfP7T5j67t4e+G3vZp2+7zWVvu7l54NFf/yIJZPmQSKRID83D9+MnYm1i35CvaYN4ODshPzcPLx48BRxkTEKyy5cvRyB1SrrJA5T6+vUJwn5tG1athivIqMR8T4S+Twehsyaj1pVghEaUgNFRSLcexaOKLlrU9s2aYTlMz7X2fY5bDYOrv0NncdNRj6Ph3cxsWjYfyhaNayPYH8/ZOfm4tq9h8jKzWWWWTBpHLq1aaWzGDTRvW1rzJ84Dqv+kn5+uv3wMRy7cBltmzSEk4MD3sfG4ebDx7LvGW1scGjdb+CwdTeGr5j5BR69jMD1+w8hLCrCl9/9hNXbd6JJ3TqwsDDHk5ev8EIuKV9IlcrYuKz0Z8oVwRjat16N6lj77UJMX/EjAGmixyqde6B908bwcHVFXFIyrt17AGGRNCmuhYU5dq36EV5ubjqLQRPL/9iM/65eV3iuUKh4s+xpS79nktQWa1CrJjYvX6z19o2hzcrr9LWbSMnIYMpj+/WpkO1OHTYYd56GY//pswCAHzdvxfbDR9GyQX3YcNiIeB+J++EvmPre7m7Ys/oXg3wPxWKxsPu3n9Fu5DgkpaUjJSMDncZOQuM6tVAzuDJ4fAHCHj1GUlo6s8ywnt0wZajurgnydnfDrlU/YuDMuR/OM88R0q0v2jVtjEpenkjNyMCVu/cVkrGuW/QV6lavprMYNLH1wCFsPXBEaZ0VGzbjj117FZ7zdnfD8U3rylyGzr+aofOv5poMHF7quZR02RiZlJr20TpLvpiCnu3bar19Y2gzTVCfJIQQ/RMW5uD+tcHIz5V9/2vnUB0OznUgFhchJ/MR+FzpZ8iJMYcg4CejUevdMDOr2Ot2i6UlXcKjsLGQSKTvFVksC7h4tADHphIKBKnISL0JsUiAoqI8hN+fCbFYCL/KIwwSq0QiwfP7s5EYe5h5zprtASe3JrCwsEVezivkZj0FAORkPsa9qwPRrONJcGwqGSRePi8e964OQIEghXnOwbke7B1roKiIi+z0ex8SUYoR/WYzCgvSUbfJeoPECgBxkbvw4qHs+wwzczZcPVrDmu0OPi8emam3IJEUoUCQgkdhY9Gg1Q64e2n/fXd5iMWFeBQ2FplpYcxzHFt/OLo0gJmZBXKzwpk+mJ58BfevDUHTDsdhaelgkHhzs8Jx/9ogiIqKv29gwdmtCWzsKqNImI2M1FsoEuZALC7Am/DvUVSUh2q1vzJIrADwJnwlIl/J3udZWDrC1aMFLCydwMuPRFb6PQAS8PLf4/61wWja/igcnGobJFYac/WHxlz9ojGXEELI/4siXg5e/joU/ETZfI3jUx22AbUhERUhP/IxCtKl87X024dRmJWMmrN3wczCMPO1rPDLeL1+HCSiD/M1cws4VG8Ba1dfFOakIvdVGMSFAoj4eXi/bTYkoiJ4tin9+XNFkEgkeL99DtLvyL7bsXT0gH2VxjBn24KX8Pp/7N11fFPnGgfwXzxp6u60tFAoVihe3N0dxvDBRQcMGToYGxsymKATNnQbG2zocHd3t7bU3dvI/SP0JGlpmrRJTgLP9/O5n5vD3nPy9LXzniTnPMh6oVqvZT6/jrvL+qHGp/9C5OLDSrx5SdG4+3VfFKSp12vSgFqw8QmBPDcLGU8uqxKWKhWIObQeBRmJqDSq5O+fTC3u5FY8+20Gs80ViuFQtQkE9m7IS4pG+sNzUMplKEiLw8PvhiNk4iY41WjJSqwKWT4efD8c6Q/UzzUSufrDtmJtcHh8ZL28w4zB1DvHcW/FQFSftQt8G3bWa1kv7+De8v5Q5L25RuZwYBdcH2KPQMiz05D24Bzk2WlQyvLwaucSyHMy4N+r+O/OzeXV30sRvU997cCzcYBDlcbg2TggN+45Mp5cApRK5MY9w/0VA1Bt5l+Q+rNzjUxzrukUpMay8r5lRePMdKxtnBFCCCGEEEIIIYQQQgghhBBCCCGEWCtKskys2qXrN7D6p00AgMG9emDr37vLdBw3F2fUqV4ddWpWR3jNGnj07Bk+/XKZ8QI1kn1Hj2klWB7Wrw+++WwepBoPjbrz8BH6jh6Hpy9fISMzC71HjcWd44dYe/BGUcZos4SkJLTpNxhRMaofHdavXQvL581Bw/DaxcoqlUrcvHcfh0+dLk/YZSYSCdGzQ3t82K83mjWoD4FAoPXfU9LSMPer5di4dQcA4Oqt25g8/zNsWrXcrHE6Ozpi9eIFepf/7udNWkmWh/XrY4qwdMrJzUWf0eOYBMvBARXwx4Y1qK7xQKms7Gx8vGAxNv2xEwCw9Pu1aFinNjq1Nv8P0q2lL2hytLdH7erVmLkxNy8PIz5m5+Heuty4ew8T5qj7b8eWzfHLquVwdnRk/u1V9GsMGDcRV27egkwmw6Dxk3D3+GF4uruZPV5XZyd80LsXBvfugZpVqxT774+fv8Do6bNw7spVAKoE0vXDamG4ER/YVl6rf/wFl66rbqQpz/nXFPh8PqpWCkZ4jeoIf9N3+4+dgMjXMWyH9lbmWoPMWbocL6JUyZUG9eyuldSYTWt/3aIVy+yJ/8PcyRO05sjTFy9hwLiJSEhKxuu4OAz830Sc2b3TohKPE0LeDY5SKfYsnIlx32/EkeuqBO/3XkVpJacr1L9ZY6z86EMIBcb9WCUsKAD/fjYTo1etw9OYOCiVSpy5+wBn7j7QKicSCDC7fw9M69211GMWPpSxEI/LNVq8C4f0hZ1EjC9/3428ggKkZGbh3wtXipUL8vLAxiljUatigNHeGwCEAj52zJ6Cqet/xe+nVDd9Po+L10qGXahN7RpYO2E0HKVSncc0ZX3dfvFK538vkMnfWialSNKG8jBFm2nWmTHqSzM5cOH2hgNH9N6/dnCgUZIsA9Y3JgttPqp+AHmIrzcaVKlk9Pd4Gw6Hg7UTRsPNwR5r9x2CQqFEbEoq/j57qVjZ8OCK2DDlI/i5lf6gdiWM28cKPYh8jVcaD8p+m7eNybjUVKPFMKJdSwj5fMz8aQvSs3OQnZePA5evFyvn4eSAH8aPQrvwWqUe09hjUsRXn+uUSiVexCXgRVyCzn0iQkOwYsxQVKvgV+731+Tv7op9i2djzKr1uPpElRz4yuNnWomCAYDL5WBc53ZYPLR/qdcNRcck14h9zBTtawgak4azhjFZyBTrIEOZYkwSQgxn7+iADQe2Yf7o6Th3+CQA4Mndh1pJegt1GtgTc779vFgSuPKqWrsG1h/YhjnDp+DVk+dQKpW4cuoCrpy6oFVOKBJh7LwpGPnJ+FKPWWzdzOMZLd5Ji2dCam+LdYtXIT8vD+kpaTi6+0Cxcv7BgVjyyypUDTPuAzcEQiFW7/wRSybNxf7tuwAAUc9faSVgLNS4bXMs2rgc9o4OOo9ZbE1jxPoyRfsaqs+owRAIhfh62kJkpmcgNzsHJ/cVv0509XTDwnXL0KRD6d8DataZMdaASfHa65icrGz8vv43vfd3cnUySpJlAPCu4Isf//sdn46YgrtXVN/l3Ll8QyvRKKD6uwdNGIEpX8w2eN3M4xlnXZOdmY2Ht+7pLJOekqaVyLtQQX7BW0pbDlPMz8XHuvHWl007tsKqnT9i4dhPkBibAFlBARO3Jlt7O8xYsRDdhxr/e0tTzM/GHutFJcUn4vSBY8x29w/LVy+RT1+UOiaePXhS7N9Cahkvoaop+oKp2oHD4WDRxuVwdnfFtu9/hkKhQEJMPA7t3FusbLW6tfDFz6vg5W/cB0Na01jv9kFf2Dk44POJs5EYq/psJy4qBoei9r21vKOLE2avXowOfbsZ5f0LWdNYf1fHJCFExdHeDvs3rsGYeZ/h8NnzAIC7T55qJQksNKBzR3w7dyaERX7vV161Q6tg/8Y1GPHpfDx5+QpKpRKnr1zD6SvXtMqJhELMHTcGn4waVuoxTbV2B4DFk8fDXirF52s3IC8/Hynp6dh95HixcsEV/PHzF4sQ9pbfxZWHUCDAzm9XYNLnX2HHPtW543lUtFbiv0JtIxphw+IFcLS303nM4t/bGe962hTta6hRfXtBKBBg+lfLkZ6ZheycXOw7Ufy31J6uLlj32Ty0bxpR6jFN9R1BZEwsbj18pLPMs8jiv91wsLM1WgzWNiYL/bpb/du7KhUD0TCsptHf4204HA42fr4AHi7O+H7rDigUCsQkJGLnf4eLla1bPRQ/f7EI/l6epR5X63sVI9ZXBW8v/PfTOoz4dD6u3FGt8S7fvquVCBpQrScnDB6AJR9PMvp3Gh2aNcHO1SswdsFixCYmoUAmY85BmuxtpVg+czqG9tDn9wfq18ZcC8cmJpU6JqNi4xAVG6f1b6kZGTr3ofOv4ej8a5jS+m2BTPbWMslp6W8pXTamaDPNKjPm9yXv6pgkhBBLcufKNCbRII9ngxr1V8PTtwvz35VKBV49/RUPbsyHUilDcvwZPLq9FFVqzTd7rLk5cbhxYSyT7NPBKQxhjTdqJcjMz0vG7UuTkBB7FABw79osODiHwd6xmtnjffX0F61kn0FVpyAodCq4XPW5KjnhPG6cH438vCTk5cbixvkxaNhqn9l/v6RUKnHj3Ggm2adQ5IqwRhvg7NaIKaNQFODpvZV4en8VAFUCWAfnOqgQPNyssQJAeuod3LumTurr5tkaNRp8B6HQifm3nOwo3Dg3GmkpN6BUynDj/Edo1vEsRGJ3s8f76PaXTLJPDoePqmGL4Rc0FByOel0eG7UXty9Nhlyejcz0B7hzZRpqN9po9ljl8hxcOzuMSbBsYxuI2o1/hp2Dek0ok2Xj/vW5iH6xHQDw7P5qOLrUhbtXG7PHG//6sFaCZZ+Agaha+3Pw+ernGWSkPcD1s8ORnfUCclkmrp35EE07ngGPJzF7vDTnmg7NuaZDcy4hhJD3ydNN05kkhFyRDYJHrIJL3c7Mf1cqFIg78Rte7FgApVyG9Adn8ervrxDQb57ZY81PjcPjdeOYZJ/SwDCEjNuglZS4IDMZT36cjNTbqt8PPt8yG7aBtSD1M/96LfbYJq0Eyz5dJsO368fg8tXrtfSHF/Bw7RjIMpJQkBqLR2s/QvU5e1hZrz1cO4ZJsCywd0XlsethH9KQKaOQFSBqzzeI3rsagCoxpV3FOvBsNcyssQJA1qs7eLZlNrPtWKMVgkd9C4Gter2WlxSNh2vHIOv5DSjlMjxeNxZhX5yG0MH867VXfy1lEixzeHwEDPgMHi2GgqPxPWLSlb148vPHUORlIyf6AZ5umo6Q/20we6zy/Bw8+H44k/hV7B6AkPE/wcZXfY0sz8vG823zkHBG9Ryu6H3fwi4oHE61zH+NnHLzsFbiV7cmAxA4aDF4IvU1cnbUAzz4YSTy4l9AnpuJB98NR9iSU+AJzX+NTHOuaXH4Itj4VYVthZqwDagFaUBN3FrYlpVYdKFxZlrWNM4IIYQQQgghhBBCCCGEEEIIIYQQQqwZJVkmVisvLw+jps+CXC6Hm4szls//1OAkj+2aN8PjsydQwVf7IZq//flXCXuwRy6XY/YXXzPbHVs2x4ZlXxYrVz2kMvZu/hl1O3RDVnY2Il/H4NufNmHm+LHmDPetjNFmADBx7kImwXLnNq2wY823EIlEby3L4XAQVi0UYdWM9wBLfY0ZPBATR34IXy+vEss4OTjghy8WQ6lU4sdtvwMAtu36B3MmT0ClwAAzRWq4XzXGSOO64QgJqmj2GFb/+AuTNNVWKsXezT+jor+/VhmpjQ02LPsSMXHx+O+kKsnU7C+/RvsWzYz6gJnSWFtfqBlaBXdPHEZwQAWtmyJOnr9o1jj09emXX0MulwNQxf7nhjUQFnkwsb+PN/b+9hPqtOuC13FxyMjMwqJvVmPNl5+bLU5bqRRfzP4E44YOgdTGpsRylQIDcGDrJjTr2Q83790HACxe9S2G9e9jEYloHj17joUrVgEAWkU0xrB+fSwmyfJfP65DpcAASMRirX83xUPTy8uca5BTFy5i3eatAIBh/fqgSf26FpFkOT0jA5+vVv/A/aMhg/DZ9I+LlWvaoD7+XL8GrfoNgkKhwOUbt/D7v3sxoHvpDxEkhBBDeTo7Ytf8T/Df1Zv449Q5XH38DLEpqeByOPBydkKjqpUxsGUTRISGmCyGepWDcP6bJfjj9HnsPncJDyKjkZCWAVuJGL6uzmhXpxYGt2qKIC8PvY53RyMZYURoCHxdXYwa77TeXdGjcX1sPXYah67dRFRiMjJzcuHmYIcqfj7o0bg++jVtBInIuEm8CtnbSPDjx2Mxon1LbD9xFufuPURMcgoUSiU8nRwRXqki+jZthA51w/Q6nmbyRj6Ph95NGuoobZ2M2WYKhUIrEXn/5o1NGTorrG1Mxqem4fC1W8z2kFZNjXr80ggFfCwdMRiDWzbF1uOncfzmXbxOSkZuQQE8HB1QI7ACekc0QM/G9fV6sHByRiaik5KZ7QHvYB8b0qop2oTVwJbjp7Hv0jW8ik9EamYWXOztEOTlgW4N62JAiwg42eqXHPXOi0jmtTHGZLvwWnj44yocv3kXVx4/xd2XUXgVn4jkjEzky2SQikVwlEpR2dcLdYID0bNxfVQP8C/9wGVU2ccLR5fOx+7zl7DzzEXcfv4ScalpEAsE8HZxRsta1TCoZRPUDKyg1/E05/2Knu5oEBJs1HiN3b6GojFpOEsfk5qMvQ4qC2OPSUJI2bh5eWDt3s04feAY9u/YjTuXbyAhNh5cLhfu3p6oHVEXXQf3Rp0mDUwWQ836tfHnlf+wf8duHP5rH549eIzk+CRI7aTw8PVG0w4t0e2DvvAPDtDreI80ktmFN20ATz9vo8Y78pPxaNuzM/7d/CdOHzyOuKjXyMrIgrO7CypWqYS2vTuj04AeEEvEpR+sDGzt7fDlptXoO3ow9m75C9fOXkb861goFAq4ebqjer0wdOzfHc06tdbreJrJ//h8vtGTIRq7fcui+9C+aNy2Gf7d/CeO7zmM1y+jkJ6SBkdXJ1QIDkSr7h3QdXAv2Ds56nW8R7fuM687D+ppoqjZExAShM2nduPw3/tw8I89eHjzHpLi4iEUi+Dh44WGrZqg6wd9UKWWfg8W0hyTfhUroGbDcFOF/k4x9vys2W/tHOzRXM85Ql9NO7bCrhtHsWfr3zj2z0G8fPIcqYkpsHdygHcFX7Ts2hZdh/SBu3fpSbHKypjzs0Kh0Ep023lQL6PHu3fr35DJVA/14vF46Dq4t9Hfgw3G7gumnHMFQiE+WTYf3T7og39/+xMXjp1BXHQM8nPz4OLhjpBaoWjftyva9e5sst+IWNNYb9mtHRq3a4ZDf+3DmYPHcf/6HSTHJyI7MwtiGwmc3VxQJawaGrdtjg79u8NGWvLvGsrD2sY62yxhfibkXeXl5oo9677DwVNnsH3fQVy5cxexCYngcrnwdndD4zphGNy1M5qE1zZZDPVrVsflnduwY/9B/H3oKO4/fYaE5BTYSW3g6+mB9k0iMLRHVwT5++l1vNuPHjOvm4TXgZ+nceeGT0YNQ692rfHb7j3478xZRMXGISMrG27OTqgaVBG92rXGgE4div12y1jsbW2xaelijO7XG1v/3Yez167jdXwCFAoFPN1cUbd6NQzo3AEdmzXR63iaSRb5fB76dWxn1HiN3b5lMbRHV7SNaITN/+zB3uMn8TI6Binp6XB1ckSQvx96tGmFQV06wcnBXq/j3X6o7mMDu3QyVdissbYxGZeYhP/OnGO29UnKa0xCgQBfz5iKId27YPPuPTh24RKi4+KRm58PD1cX1AqpjD4d2qJ3uzZ6rceT09IQHRfPbBu7j1UODMDJLb/g78NH8eeBQ7j58BHiEpMgFgrh4+GOVg3rY0j3LqhVxXS/CerQrAmu7/4T2/bux+4jx/D0VSQSU1LhZG+PCj5e6NKyOYZ06wJvdze9jndbYx4b2KWjqcI2Kjr/Go7Ov9bHmG2mUChwTyPp8cDOxh3r7+KYJIQQS5GSeAlx0fuY7er1vtFK9gkAHA4XFYKHQy7LxKPbXwAAXj35Gf7Bw2EjNe+89+TuMshlmQAAkcQLdZtth0DoqFVGKHJG7Yifcf5IR2Sk3YNSKcPDW4tRr9kOs8YqK8jAk7srmG2/oA9RqfrMYuWc3RqhduOfcfF4TwAKpCVfR0zkbnj7m/f74ZjIXUhLuQEA4HB4qB3xC5xc6mqV4XIFqFR9JvLzkhD5bDMA4Om9FfCp0Ad8gZ1Z4314azGUStV9mnYO1VA74mdwudq/KZfY+CK82Tac/a8V8nJjIZdl4vHdZagevsyssWZnvcLLJz8z25Wqz4J/8LBi5Tx9u0CpkOHmxXEAgLiovUhJulKsHUztxaMNyM15DQDg8aWo23Q7bGy1f1fH59ugRr2VyMuNRWLscQDAo1uL4ebZEhyO+e6HVirleHhrMbPt5tkaNeqtLFbOzqEK6jbbjrOHWkMuz0Zuzmu8eLQRQVUnmS1WgOZcU6I517RoziWEEPK+SH98GclX9zPbQcNXaCUhBAAOlwvPVsMgz83Eq79Uz9KKPfoLPFsNg9jVvOu1yH9WQJ6rWq8JnTwR+vFW8KWOWmUEts4ImfATbi/uhOyo+1DKZXj55xKETt1m1lhlORmI+le9VvdoMRT+PWcUK2cf0hAh43/C3a96AUoFMp9fR9Klf+DaoIcZowUSL+5G1vMbqg0uDyHjf4JdcJH1Gl8A/54zIMtIQtzJLQCAyH9XwrVRb/Al5l2vvfxzCaBQrdds/EIRMuEncPna6zWRiw+qTtmCmwvaoCA1FvLcTET+sxxBQ79+2yFNJjfhFWKP/cJs+/Wc+dbE1C51u0Apl+Pxhv8BAJKv7kPGkyvF2sHUYg5vRH6y6hqZK5Ki6tRtELtpXyPzRDYIHr4CBalxSL2jukZ+uXMJHGu0BIdrxmtkhVzVF95wrNEKwcNXFCtn41sFoR9vxc2FbaHIy0Z+8mvEHv4RPp0nmi1WgOZcU6sx/yBsfKpoJbK3VDTOTMfaxhkhhBBCCCGEEEIIIYQQQgghhBBCiDXjKJVKJdtBvEuuXbuG8PBwXNy7G7Vr6PdAWlI2c75ajmVr1gMANn/3Dfp36wJhhUrMf/9x+VIM7Vu2B5j+9udfGDV9FrOd//KxjtLmceDYCXQfPhqAKnHw7WP/oXLFwBLLz/t6Jb76YS0AwNvDA88vnmY9Oacx2uzYmXPoMPhDAICnmxtuHj0AJwcH0wVtJilpafANb4SCggIAwLJ5n2LyqOEsR/V212/fRYMuPZjtDV9/gWH9+5o1BoVCgYD6TRCbkAAAmDVhHBZ9MrXE8g+fPkPN1h1QeMrb8+tPaN+imVliNZQl94WT5y+i7YAhzPajM8cR4OfLYkTAvUePEdZW/SC1A1s3oXWTiBLL/7T9d4ybNRcAIBQK8PraRdjbmfdGCn3tP3ocPUaMYbYv7tuN2tXZXVsoFAq07DMQ569eg41EgmuH9iIyOsbi+kVRlSJa4GVUNABg7pSJmP+xeW/UN4Sx1yDZOTkIb98FT1++Ys6bew4dsYh1zrrftmLSvIUAAKmNDZ5fOA1HHQ/sHDppKnb8swcAUL92LZzZvdMcYb43Cs/vV69eRZ06ddgO571TeB15evkihAUFsB0OecfUnzQb9yNV58H/lsxBYxMmiH4XrN69H3N/VT14Zmib5vhh/EiWI7Js1548Q/NPFgIAKvl44fLqL/VK0vk+ozFpmN3nLuGDZd8DAFrUDMWez2aVssf7LSEtHUHDJ0KpVMLJVoo761fC3kbCdlgWrc/nK/Df1ZsAgI2TP8KAFiV/pkBoTBqKxiSxRDeevkDT6fPNfv1feN2748I+VK1dw2zvS6xXr9pt8PSeKtHCL8d2ok5EfZYjsmy/rlyPlbNVDxTpOXwAFq4z70OZrE1yQhJa+dWBUqmEg7Mj9j88C1t7y/yuyFJM6DEMpw8cAwAs+WUVuryDCSytwReT5+H3db8CAMYvnI4xsy33+y5LcPfqTQxqrEowFlA5CH/fOGKyJLukZHK5HM29aiEjLR18gQD/3D4O30B/tsOyaDTWDUNjnZjD/eu3MaBhZ6NdSxdeI5//fQtqh1YxQoSEqNXp2Q/3njwDABz99UdE1AljNyAL982mzZi9YjUAYFiv7lj32TyWI7JsCckp8G/RDkqlEs4ODnhw8B/Y29qyHZZFozFpmL8PHcGgaarvnlo2qI8DP65hOSLLJpfL4d20NdIyMiHg83Frz18I9PVhO6z3Eo11w9D51zBX795DxIChAIDKARVwffcfdN1LWHX93gM06j+Efm9uBQo/f2jU5j84ONVkO5z30o3zYxAbpbr/xdGlHhq2+rfEskqlHCf31WeSrwaGTEBIzTlmiRMACvLTcGxPTSgV+QCAauHL4VdxcInlE+NO4sqpAcx2kw6nYWsXbPI4C716sgn3rs8GAPB4NmjR5RoEwpLvL7558X+IebULAODgXAeNWu8rsawpnD/SkUn46eXfC7Ua/FBi2YL8NJzYWxtyeQ4AILTOUvgHfWiOMAEAmekPcea/Fsx23Wa/w9Wj5HtwI59twd2rnwAAOFwhWne7Y9YEpQ9vLcbzh6prR7GND5p3uqgzEfGFY92QmnQZAODp1x1hDdeZJU4AUCoVOLG3NvJy4wEAFatORuXqJf/+MjPjCc4cbAZAdT90eNOtcPNsZY5QAQAJMUdx9Uzh/aIcNO1wGlK7oBLLP7r9JZ49+BYAIBJ7okWXa2Z9ngHNuaZDc67p0JxLzCUt5RbOH2lP13HkvVZ4jVxj/kHYVqDfsbPh0dqPkHRlLwDALrgeqs/eXWJZpUKOazMbMkkhvTuOR4U+n5ojTACALDsNVz4Og1KmWq9V/HAZPJoNKrF86t1TuL9yILMdtuQkJJ7mW6/FHtuE51tV61muyAbhy6+Ab1Pyeu3xhglIvKhar9lWrI0ac/aaJc5Ctz7vzCRZdm3YC5VGf1diWVl2Gq5OC4ciX7VeC/zgS3i2GGqOMAEA2a8f4ea8lsx21Wnb4Rha8not7uRWPPtNleCawxei7qpbZk0K/fLPz/H6oOo5c0JnH9T56rzOBKl3vuyOjCdXAAAu9bqh8ti1ZokTAJQKBa5OD0dBmuoa2afzJPj3mlli+ZzYJ7gxtwXw5plhVaZsgVONliWWN7aUW0fxYPWbvsfhIOzzk5B4lnyN/OrvpYjep+rbAkdPhC+/YtZrZJpz2XF+pPq7+qDhK+HepD+L0dA4MzVrGmdELfPlbdxe1IGujwkhhBBCCCGEEEIIIYQQQgghhBArQ1lPiFW6eus2Vq7/EQDQqXVL9O/WheWITG/Xgf+Y100b1NOZYBkARgxQJ719HReHc1eumiw2fRirzX74dTPzeuzQwe9EgmUAcHJwQGgl9Y82X0RGshiNbpv+UCe1tJVK0adLJx2lTePclatMgmUAGDGgn87yIUEV0aR+XWb77/0HTRZbeVlTX7AEmnNjgK8vWkU01ll+QPeukIjFAID8/ALsOXzMpPGVR0S9ulrbLyKjWIpE7ftffsX5q9cAAAumTkZFf3oAtqWb9/UKPH35CgCwatF8izpvao7fXp3a60ywDGjP9Zdv3ELk6xiTxUYIIe+KuJRUJplruzo1KZmrHk7eugcAEAkEmN2/B7vBWIETb+oLAOYO7EUJlktBY9Jwmn1sweC+OkoSADh1+x6Ub25i/bhXF0rmWgqZXI5z9x4CAEL9fdGvWSOWI7J8NCYNQ2OSEELKJjE2nkmw3KR9S0qwrIeLx88CAIQiEcbOmcJuMFbg0omzzDl6+LRxlGC5FDKZDNfOXAIABFcLQacBPdgN6D126c1Yd3Z3xZCJI1mOxvIVzo0A8L8FUyn5DEvuXr2FjLR0AECv4QMowbIeaKwbhsY6IYSoxSYmMgke2zdpTAke9XD8girBg0goxJxxo1mOxvKduHSZuZ6eNmIoJVguBY1Jwx2/eJl5vWjy/1iMxDpcvXsfaRmZAIDhvXtQgmWW0Fg3HJ1/DXP8wiXm9fzxY+m6lxBCrIRcnoOEmKPMtq+O5JkAwOHw4BOoTqAZF23ehJTxMYeYZJ88ngTe/j11lndxbwaxjS+zHRe5x6TxFRWrUT8evl10JvsEAN9Adf2nJV9HTna0yWIrKic7ikn2WTSWtxEIHeDhq77vOi7KvH0hVuP9JDZ+cHFvqrO8l38vcHmq+zSVinzEv/5PZ3lj04zXJ2CAzmSfAOAbqE7SkxBzBHJ5rsliKyol8RKTYFkVi+6+YGsXDCfXBsw2m33Bya2hzgTLgPY8l5cbi9SkSzpKGxfNuaZFc67p0JxLCCHkfSHPz0HKbfUzXdybDtRRGuBweXCPUCemTL5q3nN0yo3DTLJPrlAC1wa612sOoU0hclGv15IumzdpcdLV/cxrl/DOOhMsA4B7M3X9Zz6/gbxk863X8pKimQTLQOl9gW/jAJe6nZnt5Cvm7QuafU/k6geHqrrXa64Ne4IrfLNek+Uj5cYhk8ZXlGZfcG/SX2eCZQBwb6per6XcOgpFgfnWaxlPLjOJXwHAXUdSXQCQeAbDrpL6Gtnc84Jm3dpXbqgz8SugXbcFqbHIeHJZR2njojmXFKJxZjrWNs4IIYQQQgghhBBCCCGEEEIIIYQQQqwdZT4hVic/Px+jps+CXC6Hna0U3y/5jO2QzOL4ufPM65aNS0/4Eejvh0A/9Y8Cj545Z5K49GGsNktKScH+o8eZbTaS+5oSh8NhXisUShYjKVleXh52/KO+CbNP546wlUrNHsexs+rxUNHfDwEafb0kLSPU4+bYWfbGgz6soS9YCs25sUXjhlp19zZSGxs0qB3GbB87e7bkwiwr+qcoFAp2Annj6cuXmL/sGwBAeM0amDRyGKvxkNKdu3wVP2zaDADo3r4tenXqwHJEavn5+Thz+Qqz3bKUBOkA0Ci8NsQiEQBAqVTiuIXP5YQQYgkKEyFyOBzMH9yH5WgsX36BDOfuq5JtjmzfEr6uLixHZPlO3LoLAKhVsQJ6NqbEZ6WhMWm4wj7WuX4d1K2s+6ZIAhy/qaovTydHjO3UluVoLN/lR0+RkaN6AMDcQb3B5dLXJaWhMWkYGpOEEFI2hYnyOBwOJiz6hOVoLF9Bfj6unVU9nLbv6MHw9PNmOSLLd/HYGQCAm5c7Bo4fznI0lu/2pevIepOwZ/yC6bRuZklcdCyeP3wCABj5yf9gY2v+7+itzcWjqrFeJaw62vXuUkppYiqFc65YIsaYTyexHI3lo7FuOBrrhBCiVpiwkMPh4LNJlJy0NPkFBTh77ToAYHS/3vDz9GQ5Ist37E2SRy83V/xvUP9SShMak4Yr7GNdWzZHvRrVWY7G8h27cBEAIBGLMPujUSxH8/6isW4YOv8arnBuDKsagt7t27AcDSGEEH2lJl2HXJ7NbLu4Nyl1H80y2ZnPkZ0VaZLY3iYp7gzz2sElHDy+jc7yHA5HK97E+NMmi60ohSIfKQkXmW0Xj9Lr1smlLrhc8ZstJZLiz+gsb0xJ8er7Frk8MZxc65a6j2bdJidcgEJRYJLY3kazbpzdm5R6nyafbwNH53BmOzHOfH0hOysSOVkvmW29xplGf5HLspCadM0ksb2NZt1KpBVgI/UrdR8XD3UCr8S4UyaJqyRJGuNan7q1kfpDIvVnts3ZF2jONR2ac02L5lxCCCHvi8xn16HIU6/XHEJLP484VFWXyY1/gdxE863X0u6rz9G2FeuAJ5LoLM/hcGBfJeKt+5uaQpaPjMeXmG3NeiuJXVBdcARv1mtKJdLumS9ezbrhCsWwCy59vab5N6U/ugiFzHzrtbT76vWlfZWIUtdrPJENbCvWUe9/z3zrtdzESOQlqNdr+vQFzTKKvCxkPDXfek2zL4jcKkDsWvo1sma85qxbAEjXiNehaoSOkipiN3+IXNXXyOaMl+ZcUojGmelY2zgjhBBCCCGEEEIIIYQQQgghhBBCCLF29PRTYnWWfPsD7j58BAD4YtYn8PXyYjki08vIzMTLqGhmu46eDw6qU7MG8/reo8dGj0tfxmqzi9duQC6XAwDs7WxRKTAACoUCO/7Zg24fjkJA/SawrRQK3/CGaN6rPxav+g6x8QlG+ztMKSc3F4+fv2C2fb0t84Ex/xw6gpS0NGZ7WD92kkIV9icAqK3neAivoR4Pr6JfIzMry+hxGYO19AVLcfehem7Tf25Ul7v36InRYzKWW/cfaG37ebN3vlMqlRjzyWxk5+RAIBBg/ddfgMfjsRYPKV1Obi5Gz5gNhUIBR3t7fLt4IdshaXn0/AUKCtQ3MdWpXq3UfUQiEapXCWG22VzbEEKItShMhNijUT3UqhjAbjBW4NKjJ8jKzYNULML03t3YDsfi5RUU4MJ91fl43qA+pd4kTGhMGioyIRFPY+LA5XIwfxAlpdbHyduqRN4z+naDRCRkORrLd/JN4vPw4Iro2iC8lNKExqThaEwSQkjZFCZZbturE6qGUTKV0ty6eB05WdmQSG0wcuYEtsOxChePqfrY6FmTIJaISylNCsdktbq10Kp7e5ajeX9dOq56cJCnnzf6ffQBy9FYvvy8PNw4fwUAMGHhdPrcikWFc8iAcR/CzcuD5WgsH411w9BYJ4QQbccvqh6e3Ktta4RVrcJyNJbv4s3byMrJgVQiwYxRw9kOxyoUJhKdNWYkJGK6ni4NjUnDvIqJxdNXkeByuVg4cRzb4ViF4xdVY3LcwH7wcnNlOZr3F411w9D51zB5+fk4f+MmAGDhhHF03UsIIVYkM119P5hQ5AKJjU+p+9g71SpyjIdGj6skmvE6ONXUax8HjXgz08wXa1bGMyiV6nuR9ImXyxPBzkG9VjNnvJlp6rq1s68CLrf035A5OKvrVqksQFbGM5PE9jaa8erdFzTiNWu/TdO+71KfeCU2vhCKXNTHYCnesoyz3OxoyGTmuR9aVpCJ3Oyot8ahi9a8wNIcRnOucdGca1o05xJCCHlfZEerzwF8OxeInEtfr0kDtM81OdHmO49oxmsboN85WrNcthljzY19BqVcvV4rWm9vwxWIYOOrXq9lv36ko7RxadaNxKcKuPzS12vSAI31mrwAuXHmW69lR6vXQLYVaugoqWarEa856zYnWnu9Jq1Qel8QufiAb6der+WYtS+UpW7Vf1NecjTkuea5RpbnZCIvSX2NrE/dAuzNCzTnkkI0zkzH2sYZIYQQQgghhBBCCCGEEEIIIYQQQoi147MdACGGuH7nLpat3QAAaFK/LsYMGcRyRObx8Kn2j3wr+Jb+wyoAqODjXeIxzMWYbXb55i3mta+XF2Li4zFkwhScuXRFq1x8YhLiE5Nw/uo1rFi3EUs/nYmxQweX+X3N4fd/9iArO5vZbtO0CYvRlOzXP3YyrysHVUTjeuwkoHnw5CnzWt/x4K9RTqlU4tGz53on5TUna+kLliAhKQlJKSnMtv5zo7ocW3OjPn7a/gfz2tnRkdX+uvbXLTj95oFs0z4ahZr0IDCLt3D5Kjx+9hwAsPTTmfDycGc5Im2a8zgABPj56rWfv483rrxZDzyw4PFLCCGWYu3E0Vg7cTTbYViNJtWqIGPXb2yHYTVEAgHif/+R7TCsCo1Jw/i5udKYNNDtdSvYDsGqzOrfA7P692A7DKtBY9JwNCYJIaRsFm1YjkUblrMdhtUIb9oAN/NesR2GVdn/8CzbIViVsXOmYOycKWyH8d7rOqQPug7pw3YYVkMoEuFiqvke+EZK9uN/O9gOwarQWDcMjXVCCNG2YfECbFi8gO0wrEbTunWQe/tK6QUJ48HBf9gOwarQmDSMv5cnjUkD/ffTOrZDIKCxbig6/xpGJBQi5TJ9nk0IIdYoK/0x81pi46fXPny+DQRCZxTkJ785xhPAq41J4iuqLPGKpep7gAryk5GflwyhyNnosRWlGStgWLxpKTdUx8h4YuywSqRVt1I9Yy3yN2VlPIadQ4hR43qb/LxEFOSr79PUP151XzBr3Wao61YocgGPb6PXfmIbX+TnJb05BjvxlqVuASWyMp7onfC4PIrWi0Sq3z1/Wn0hnaVxRnOuUdGcazo05xJCCHmf5MSozyMiV/3OeTyRDfi2zpBlqtZrObFP4FTLPOs1rXhd9FsLa5aTZSajIDMZAlvTr9c0Y1XFoV/9ipx9kPX8BgAgN9Z852jNeMVlqFvVMZ7Axsf067WCjCTIMtXrNX37rma8OTHmq9tsjffi27mAJ5LotZ/IxReyDNV6zZzxar5XWeoWSiVyYp/qnZS3PHKKjBF94xVq9oXYpzpKGhfNuaQQjTPTsbZxRgghhBBCCCGEEEIIIYQQQgghhBBi7bhsB0CIvgoKCjD6k1mQyWQQiYRYu3QJOBwO22GZRVJKqta2p7ubXvt5uKnLJRc5hjkYu80iX79mXnM4HHT9cBSTYDnQzxcDunfF8P590aR+XfB4PABAdk4OJs1biKXfry3fH2NCqWnpmL/sG2a7Sf26qF29GosRvV3k6xgcPXOO2R7WrzdrsSSnpjKvPd30Gw+ebq5a25rJeS2FtfQFS1FsbtSzL3ho9IXMrCzk5+cbMyyjOH/lGrbtUj+U8KMPBoHP57MSy/NXkZjzlSqhReWgipgzaTwrcRD9Xbx2Hat/+gUA0KJRQ4wY2I/liIpL1piD7WylsJHod6OOJ8trG0IIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEELeJl8jaaJQ7K73fiKNsoWJP01NLs+FXJ7DbAvF+t2bJypSTjNRpCnla9QLj2+rd5JH7bo13z2lZekLfL4NeHwps222us3Tfp+y9AW5LAsKhXnu09SMt8zjLM+MfUEr3jKOMzPFm19k/tG3fq1pnAE05+qD5lzToTmXEELI+0QzUa3QXr9zHgAIHNTnEc1jmJKiIBeKfPV6TTMGXYqWM1e8BVnq9+GJbfVOrCvUiLfATLECgEwjXn3rlieyAVekXq9pHsOUirah3n1Bo48r8rKgkJlnvaY1zvSMVVVWHW+BmeoW0I5XoOe8IHDQLme2cVa0L+gZr2bdmivWou9Fc+77jcaZ6VjTOCOEEEIIIYQQQgghhBBCCCGEEEIIeRewk62PkDL4as063Lr3AAAwZ9IEhARVZDki88nMytLathHr98NmiVjMvM4ocgxzMHabpaSlM6/vPnwEABCJhPhhySIM7aud8PfBk6cYPGEKbt9Xvf/CFavQrEF9NK4XXq4YjE2pVGL0J7MQm5AAAODz+Vg271OWo3q73/78CwqFAoAqziG9erIWS2ZWNvPaRiLWUVJNczwAQEam+ceELtbUFyxFVna21rakrH0hKwsuQqHR4iqv5NRUDP94OpRKJQDAz9sL08eOZiUWpVKJsTPnICs7GxwOB+u/WgKRSMRKLEQ/eXl5GP3JbCgUCkjEYqxZ+jnbIb2V9jyu37oGAMRidf9jY21DCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCyNvIZep7XXh8/e+X4fHU97vJZOa5X0Ze5H30jVczVgCQyTKNFpMucpn6XiQer4x1W2CeWIEifcHAeAv3lRWw1Bf0jLdoOVlBJoQiZ6PFVZLy1G0hc/VboGzxWsI4U8VheLys1S3NuUZFc67p0JxLCCHkfSLPU59HuEL9zyNcofo8Is810zk6V3strG+8mrGqjmOeeBUa8Vp63areq+zxKt70I3mumdbCeUXWa2XuC5ng2pphvaY1zvR77hIAcAXqsgoz1S1QJF49k4NzBdrlzNUXFEX7gt7xao4zlurWwucFa5tzrQ2NM9OxpnFGCCGEEEIIIYQQQgghhBBCCCGEEPIu4LIdACH6uP3gIZZ+vxYAUDO0CmvJJtmSk5entS0UCvTaTyxSJw3Nyc01akylMUWbZWVlF/u3dUu/KJZgGQCqBAfhv22/wsPNFQCgUCiweNW35Y7B2D5buRr//HeY2V44bQrCa9ZgMaK3UyqV2Lzzb2a7Q8vm8HR3Yy0ezf4sFOg7HrQTw+bk5pVQkh3W0hcsSdF5Tf+5sWhfMO/8qEtBQQEGjpuEZ68iAQA8Hg+/fbsSdra2rMTz47YdOH7uPADgoyGDEFGvLitxEP0tWvUdHjx5CgCY//EkBAdUYDmityvLPA5oj99cCxq7hBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggh5P0ml6vvdeFy9b9fhstT3y+jkJvnfhl5kffhcoUllNTG5WonMzFfvDkaMRhQt1zz1y1Qjr6gFW+OjpLGU+a+wNO+T5ONvmvp4wwoGq++dcv+OAPK1hesYpzRnFsqmnNNh+ZcQggh7xNFvvocwOEbcB7ha5xHCsxzHlEUFFkL6xkvV1DkHM1CvIbULUdg/rot+l4G9QXNePPNVLdF3kffeIv1BRbi5fD0W1sCRfqCmWIt+l5cPeNlbZwV7Qt6x6uRwNqc44zmXPIGjTPTsaZxRgghhBBCCCGEEEIIIYQQQgghhBDyLqAky8TiyWQyjJ4+C/n5BeDxeFj/1Rfg8/lsh2VWkiIJQfPzC/TaLzcvX30MsVhHSeMyVZtpJo0GgNrVq2Fwr+4llnd1dsbM8WOZ7aNnziE+ManccRjLhi3b8MW3PzDbfbp0wifjxrAYUclOXbjEJH0FgGH9+rAYjXZ/zi/QdzxoJ1WWiEUllDQ/a+oLlqTovKb/3Fi0L5hvftRFoVBg5LSZTFJjAFi5YC5riY1fRb/GrC++AgD4eXthyazprMRB9Hf11m2sXP8jAKBOjeqYMnoEyxGVrCzzOKA9fsUWMnYJIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEII4WkkRlUo9L9fRiFX3y9TNLmqqfCKJnFV5JdQUptCUSQ5pNnilWjEYEDdKsxft0A5+oJWvBIdJY2nzH1Brn2fJht919LHGVA0Xn3rlv1xBpStL1jFOKM5t1Q055oOzbmEEELeJ1yh+hyglBlwHpFpnEcE5jmPcAVF1sJ6xqsoKHKOZiFeQ+pWWWD+ui36Xgb1Bc14hWaq2yLvo2+8xfoCC/Eq5fqtLYEifcFMsRZ9L4We8bI2zor2Bb3j1Uhwa85xRnMueYPGmelY0zgjhBBCCCGEEEIIIYQQQgghhBBCCHkXUJJlYvGWr9uIa7fvAAAmjxyG8Jo1WI7I/GylUq3t7NwcvfbLyVX/EMyuyDFMyVRtZmur/Tf06NCu1H2Kljl35apRYimvLX/vxsS5C5ntzm1a4ddVy8HhcNgLSodNf+xkXnu4uaJTqxbsBQPAVmrDvM7OydVRUk1zPACAna35xoQu1tYXLInUxkZrO6esfcGM82NJlEolxn86Hzv+2cP82+czp2Pch0NYi2ncrDnIyMwCAHz3+Wews7VlLRZSuvz8fIyaPgtyuRx8Ph/rvloCHo/Hdlgl0p7H9VvXAEBurvpH45YwdgkhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggBAB5ffa+LXKb//TJyjYSqfL557pfhFXkffeOVF0n+yueb554zHl99L5JcXsa6FZjv/jitvlDmeFnqC3rGW7ScuerXKHVrpn4LlC1eSxhnqjgMj5e1uqU516hozjUdmnMJIYS8T3gi9XlEka//eUSRrz6P8MRmOkeLtdfC+sarGavqOOaJl6sRr6XXreq9jBGvmdY/oiLrtTL3BfPHWzQGXbQSlJopVqBIvHl61m2Bdjlz1S23aF/QO17z91uA5lyiRuPMdKxpnBFCCCGEEEIIIYQQQgghhBBCCCGEvAsoyTKxaI+fv8CSb78HAARV8MeCaVPYDYglLk6OWtux8Ql67ReXoC7nXOQYpmLKNnNxdNLaDq1cqdR9fL28YG+n/hFcdEys0eIpqz/27MPo6bOgVCoBAO2aN8WONd9CIBCwHNnbpWdkYNeB/5jtwb16gM/nsxgR4OzoyLyOTdBvPMQmJGptuzg5lVDSfKytL1iaYnOjnn0hTqMv2EqlEAqFxgyrTD5esBg/bf+d2Z47ZSJm/O8j1uLZ/NcuHD51BgDQv1sXdGrdkrVYiH6+Xrsedx8+AgBM/WgUwqqFshyRbs4ac3BGZpbeiZZjWVjbEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEFIaoVB9v0x+brze++VplBUInY0aU0l4PDF4PAmznZ+r3715eUXKCYTmuU9TqFEvclkm5LJsvfbTrlvz3VNalr4gk2VDLstits1WtyLt9ylLX+DxpeByzXOfpma8ZR5nIjP2Ba14yzjOzBSvsMj8o2/9WtM4A2jO1QfNuaZDcy4hhJD3Cd9W4zySrt85DwAK0tTnEc1jmBJXIAZXqF6vacagS9Fy5opXIFW/jzw3U++klPka8QrMFCsA8DXi1bdu5XnZUOSp12uaxzClom2od1/Q6ONckRRcvnnWa1rjTM9YVWXV8QrMVLeAdrwFes4LBWna5cw2zor2BT3j1axbc8Va9L1ozn2/0TgzHWsaZ4QQQgghhBBCCCGEEEIIIYQQQggh7wJ2s2QSUop7jx4jLy8fAJCbl4e2A4bove8X3/6ADVu3AwDspFIc2PqrSWI0h5CgilrbL6Oi9Uow/DL6dYnHMBVTtlnVSsFa27ZSG72OayeVIj0jEwCQkZVVSmnT+nv/QQybMh1yuRwA0LJxI/y5YQ1EIhGrceny5979Wskvh/Xrw2I0KlWCg3D/8RMAqvGgj1ca5TgcDipXDDRJbPqyxr5gadxcXODi5ISklBQA+veFl9HqcuaaG3X5ZNEXWPPrZvX2/z7C/I8nsRgRcOPOXeb1zXv30aRHyeO+cH4t1HfM/yASqW72aNqgPr6cPcM0QRIt1+/cY17/d/wkTpw7X2LZxKRkrW3N9u3XtTMmjRxu/ACLqBIcpLX9IjJKr7XNK421TRULGL+EEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEAIDUXn1vTE52pF77yGTZKMhX3+sjtQ/WUdq4pPaVkJ5yC4D+8eZmRTGvBUJnCEXmSVCqWbeAKl5b+5BS99OMV2pn3rpNiD0KAMjJ0rNui7SB1K70e62MQShyhUDohIJ81X2a+sfLUt1q1Et+XhLksmzw+KXfb85mvJnpjwCUrW4BjtniLfo+OVlR+o0zzbo18xxWiOZc46I513RoziWEEPI+kXipzyN5ifqd8+R52ZBlqtdrEk/znUckXpWQ9VK1XstLiiqlNIqV49s6Q2BrnvWaZt2q4oiEjXflUvfLS1Y/b0ds5rpNvX0MAJBbhrpVHcM88QrsXMC3dYIsU7Ve07fvasZrrlgBwEbjvWQZSZDn5YAnkujYQ4WteCVewch5rbpGLkvdgsOBxDOo5MJGVHT+yUvUb5zla9atmWIFaM4lajTOTMfaxhkhhBBCCCGEEEIIIYQQQgghhBBCiLWjJMvEakTHxiE6Nk7v8s9eReLZK9WPkBzs7UwVllnY2dqigq8Pk0D02u076NiqRan7Xbt1m3mtT+JCYzN2m1Wvov3jt8ysbL2Oq5lY2cGOvb7wz3+H8cGkqZDJZACAJvXr4u+f1kEiFrMWkz42/b6Ted0ovE6xxJhsqBZSGbsO/AcAuH77jl77XL2tHg/+Pt6wlUpNEps+rLUvWKJqIZVw6sIlAKq5UR/XbqnLhVZm90ens774Cqt/+oXZ/nj0SCyZOZ3FiIp78OSpQeVv3rvPvPZwczN2OEQPmm2gj0vXbzKvG9QOM3I0b1c5MAACgQAFBQUAgGt37pa6VsnLy8OdBw+ZbTbWNoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYS8ja19FeZ1fl4ScrNfQ2zjrXOf9JSbWtv6JLE0Flv7KkzCz7Q3/1+aNI14bR3MF6vUriI4HAGUyoI3cdwqta4U8jxkpD1gts0Zr62Dui9kpD+AQpEPLleoc5+0ZHXdcjgCSO0qmiy+omwdqiAl4bwqDn37gka8Zu23GnULqOJ1dmuoc5+c7Cjk5yWpj2HmeOOi9wEo2zgT2/iAzzfP/dB8gS3ENr5MctS0lJtw82pd6n5a84KZ57BCNOcaF825pkVzLiGEkPeFjY/6HCDLSEJe8muInHWv17JeaJ8bJT7mO4/Y+IQwCT8zX+h3jtYsZ2PGWMWeFcHhCaCUq9ZrWS9ulZqUUlGQh+wo9XpNnySWxqJZNznRD6CQ5YPL171ey3qhsV7jCSD2MN96zcanCtIfqtZrmS9vl1JaJVMjXnPWrcRHe72W9fIW7Cs30LlPXlI0ZBnq9ZrErH2hCpKv7gdgSN2qx5nI2Qc8sXmukXkSW4hcfJnks1kvb8GpZunXyGzNCzTnkkI0zkzH2sYZIYQQQgghhBBCCCGEEEIIIYQQQoi147IdACFEPy0bN2Jenzh3odTyLyKj8Dwyitlu3aSxSeIyp/phtbSSL9979LjUfaJiYpCekcls+/vq/kGaqew9chSDxk9mkkk2Cq+Dfzf9CKmNDSvx6Ov+4ye4eP0Gsz2sXx/2gtHQKkI9Hp69imQSkOuiOW5aRbA3Hqy1L1gqzbnx5PnS58bsnBytPt0qIsIUYellzlfLsXL9j8z2hOFD8dXcWazFQ4g5CYVCNKlXl9k+ce58qftcuHYDuXl5AAAOh4OWLM7lhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhGhydKkNHk99n2BS/JlS90mKP8u8trENhI3UzySxvY2LRxPmdVrSVcjlOTrLK5VKJGvE6+re1GSxFcXlCuHkpk4SpBlHSVKSrkKhyH2zxYGLexOd5Y3JxV1936JCnovUpCul7qPZF5zdGoLLFZgktrfRrJvkhNLrVi7LRmryVWbb1cN8fcFG6geJtAKzrU9f0KxbHl8KR5c6JontbTTrNifrJXKyIkvdR3PucPVoZpK4SuKiMa71qdvsrEjkZL1its3ZF2jONR2ac02L5lxCCCHvC9uKtcEVqddrafdLX6+lPVCfR8TuARC7mm+95lBVfY7OfHYN8vzS12vpD8+9dX9T4/KFsKtUn9nWrLeSZDy9CmXBm/UahwOHUPPFq1k3ivxcZDy9qqO0Stp99d9kX7kBuHzzrdccqqrXl+kPzukoqSLPy0Hms2vq/UPNt14Tu/pB5KZer2nWW0k0xyJXJIVdkPnWa5p9IS/hJfISo3SUVknX6N/mrFsAsNeIV5+6zU2MRF6i+hrZnPHSnEsK0TgzHWsbZ4QQQgghhBBCCCGEEEIIIYQQQggh1o7PdgCE6NK9fVvkvyw9kW4hYYVKzOsfly/F0L69TREWK3p2bI9Nf+wEAJy6eAlPXrxEcECFEsv/vOMP5rWXuzsa1w03eYyAadtMKBSiS5vW2Pr3bgDA7oOHMHvi/3Qef/fBQ8xrHo+HJvXq6R2bsew/ehwDxk1kkurWr10Le379EbZSqdljMdSvb/ocANhKpejbtROL0ag1rhsODzdXxCUkAlD198+mf1xi+cfPX+D0xcvMdq9OHUwe49tYc1+wVD07tsdnK1cDAJ5HRuHYmXNopSOp/I7de5CTq7rpQygUoEubVmaJs6j5y1Zi2Zr1zPbYDwZj5cJ5rMTyNisWzMWKBXP1Knvy/EW0HTCE2X505jgC/HxNFRopwV8b1+pd9rc//8Ko6eqE3oact42pZ8f2OP4mufJf+w5ixfy5cLC3K7G85tqmXlhN+Hl7mTxGQsj7RalU4snrWNx49gLXnjzHjacvcPPZC2Tk5DJl7qxfgQrubiaPJTUrCztOnMW/F67iaUwsEtMy4GQnRQV3N3SqVxuDWjaBl7OTyePQ1+3nr7D1+GmcuHUPr5OSkZtfAE8nR1QP8EPvJg3Qo1F98Hhck8bw39Wb+PPUeVx5/BSxKangcbnwcnZC49AQDGjeGI1DQ0z6/oawhPZ9FhOHrcdP49DVW4hKTEJGTi48HB0Q4uuNHo3roW/TRpCIhCaNwRBst29OXj7+PH0eu89dxsOo14hLTYOdRAxfVxe0C6+JQS2bIsjLw6QxGMIS2vfcvYfYcfIczt17iJjkFMgVCng6OaJupSD0bdYI7cNrmfT9DWEJ7RubnIqtx09j/+XreBmfgJSMLLg62CHIyxPdGoajf/MIONla1mcHMckp2H3uMg5cuY7nsfGIS0mDkM+Hm6M9fF2d0ahqZTStXhWNq4YY/RxgCW1mCBqTpXsZn4CLDx7jxrOXePAqGi/jExCXkoasvDwIeDw4SG0Q4uuNhlUqoX/zxqjkY9rrQWsbk2y3r1yuwD8XLmPn6Qu48yISsSmpEAsF8HZxRouaoRjcsilqBPqbNAZCiH6USiVePn6O+9dv4+7VW7h//TbuX7+DrIxMpsz+h2fhE2D6hzWkp6Zh79a/cfSfg3j15DlSEpLh4OwAnwB/NO/SBl0H94a7t6fJ49DXw1v38O/mnbh47AziX8ciLycXrp7uqFwzFO37dkHbXp3B4/FMGsPpA8ew//d/cOfyDSTExIHH48Hd2wO1I+qjy+BeqBNRv/SDmFhuTi4e3rzL9K+7V2/hxcOnkMvlAIC6zRrip8N/lHIU47CENtOXXC7HkV37cfCPPXh06x4SY+Mhkojh7u2JBq2aoNsHfRBSM9SkMVjLmEyIicO9a7dx79otpp8lxiYw/33RxhXoPrSvyeOwhDYzREJMHP7dshMn9x5B9ItXSEtOg5ObM/yDA9G6ewd0GdQT9k6OJo3BmsZkoUe37+Pw3/tx/sgpxEXHICUhGbYOdnBxd4VfUADqNm2A+i0jULlGVaO/tyW0mT5ev4zCvWu3cO+aem2RlpzK/PcfD/2Oes0bmTyO3JxcHPj9Hxz+ax+eP3yCxNgESO1t4enrhSYdWqHbkD7wDw4weRylSU1KYeawwv+PeRXN/Pexc6dg3Lypeh8v+kUkOoVElF6wiN03jyGwSrDB+5WG5kbDWePcSAgBDp46gx37/8OVO3cRE58AHo8Lb3d3RNQJw6CunRFRJ8yk75+Tm4vfD/yHv/87igfPnyMuMQn2tlL4enigfdMIfNC9C4L8LechjE8jo7B59x78d/osouLikJ6ZBQ9XF1QJDESv9q3Rv2N7SMRik8Zw9toNbNuzD2ev3cDr+HjI5Qp4ubuhbvVqGNCpPTo0s5wHrlpC+8YkJGLLP3ux78QpvIiORnJaOtycnBBUwQ89WrfEwC6d4ORgb9IYDMF2+8rlcuw6fAx/HjyEWw8fITYxERKRGN7ubmjVsD6GdO+CmiGVTRqDISyhfW89fIQt/+zFsQuX8Do+ATl5ufB0dUXNkMro06EterVtbTFrIEto39T0DGzbsw+7jx7H05eRSEhJgbODPQJ8fNC5RTMM7tYZ3mb4HVNpYhIScf3efVy9ew/X7t7H9Xv3EZuYxPz3DYsXYGiPriaPwxLazBA0JvXzNDIKx85fxNlrN3DvyVNExsQiIzsLUokEbs7OCK8Wik7Nm6Bn29YQCkybXMFaxmQhS2hfttfPhBDCFh5PAjev1oiN2gMAiHq+FT4B/Uosr1TKEf3id2bbw6ezyWPU5O7VDhyOAEplAeTyHMS82gXfwEEllk+KP42cbHWCWA/fLuYIk+Hp0xnJb5KoxkbuQZWwRRAISl43RT3fyrx2cK4NiY2PyWMsJLHxhYNTGNJSbqhiebYNzm4l3/dYUJCOuKi9zLaHr3n7gqdvZzy5uwwAkJP1Cklxp+GiI4nn61e7oJCr7rXgcIVw825nljgLefp2xvOHawAAUS92ICj0Y3A4Jf9eNeqZui+4ebUBj2faz6U0ObnWh1Dkhvw81ffbUc+3oVL1mSWWz8p4hpSEC8w2G30h+sV2AEBywnlkZT6H1DawxPKa40wk9oCji/l+w0JzrmnRnGs6NOcSQgh5X/CEEjjVaIWkK6rzbvzp7XCP0LFeU8iRcFb9W2PncPOeo53C2oLDE0ApL4AiPweJF3fDo+nAEsun3T+NvET1es2lrnnXay7hnZikmElX9iJgwGfg25S8Xos/vZ15bRsYBpGz+dZrIhcfSAPDkPX8hiqWU9vgEFLy7wtl2elIurqP2Xaua96+4BzeGZG7lwMA8hJfIe3eaZ1JPBMv7oIi/816jS+EU622ZomzkEt4J7w+qHrmTMLZ3+HbdQo43JLXa5p9walma3AF5luv2QXXg8DeDQXpqmvkuNPb4N9zRonlc+KeIf2R+hrZ3POCS3gnJJzZAQBIf3QBOXHPIfEo+Ro5/tQ25rXAwQN2weZ71h3NuaQQjTPTsbZxRgghhBBCCCGEEEIIIYQQQgghhBBi7ThKpVLJdhDvkmvXriE8PBwX9+5G7RrV2A7nvWOsJMuWknxQk1wuR1jbTnj49BkAoFPrltj984a3ln326hXqduiGzKwsAMDiGdMwc/xYs8VqCEPb7Prtu2jYtScKp65fV6/AwB7d3lo2KSUFtdt2RmyC6sd+vTt3xPY13xopcv0cOnkavUePRV5ePgCgbq2aOLBlk84kkpZCJpMhsGFTJpHxh317Y+PypSxHpfbld2uwYPk3AAA7WymuHNiDwBIeINdj+GjsP3YCAFAlOAjXD+0z+wN/rLkvFLLUZLodB3+Io2fOAQDCqoXi7D87IXjLQ5JS0tJQp11nRMfGAQBGDeqPNV9+btZYAWDxqu+w+Bv1XDR68AB8v2QROByO2WMxBkvtF5oqRbTAyyjVA6rnTpmI+R9PYjmikpljDWIp65y09AxUadYaSSkpAIBxQ4dg9eIFby178dp1tOgzkEnG8du3KzGgu+kfuvc+uX77Lhp06YGrV6+iTp06bIfz3im8jjy9fBHCggLYDue9dO3JM3Rb8DXSsrN1ljNHkuVDV29i/A8/ITYltcQy9jYSfD1yCAa3KvmGTHMokMmwYMuf+GHPQSgUJX+8VLdSRWyY/JFJEiLGpaRi3Hc/4vD1WzrLDWwRgRVjhsJOIjF6DIawhPb9Ztc+LNn+N/IKCkosE+ztiY2TP0LdykEmiUFfltC+Vx49xejV6/HkdWyJZUQCAeYM7IWPe7J/Yxvb7ZuRk4NpG37D9hNndZZrW7sm1k4cBQ+WEwJZQvtuO34GM37covMc5OnkiB/Gj0Q7C0hOnV8gw+rd+7Fs57/Iyc8vtfyNNcuMmvDYEtrMEDQm9eM7eGyp67BCHA4HH7RuhqUjBplk3remMWkJ7fs4OgZjVq/HlcfPSizD5XIwvmsHfDakLwR8vtFjIIa58fQFmk6fb/br/8Lr3h0X9qFq7Rpme1+idvfqTXzUcTAy0tJ1ljNHkuUzB49j4dhPkBATX2IZW3s7zFy5EN0+MH2yVF0KCgrw7dyvsOXbH6FQKEosV71eGJb8vAoBlSsaPYbE2HjMHz0dZw+d0Fmuy+Be+HT155Da2Ro9Bn188+kX2LxqI/MZ7tuYI8myJbSZIV48eoY5I6bgzuUbJZbhcrkYMmkUJn0+863ff5WXtYzJNoH1kPA6TmcZcyRZtoQ2M8SeLTvx1dSFOud/Ny93LFy3DE06tDT6+1vbmASApPhErJz1OfZu/bvUsu4+njj87JJR35/tNtNHQkwc+tZtj5TEZJ3lzJFk+fblG5gzfApe6rgmEYpE+N/8qRg+fZxJY9FlaPOeuHnhqs4y1pxkmeZGw1jj3Pi+u3/9NgY07Gy0a+nCa+Tzv29B7dAqRoiQmENsYiLGzF2EQ2fP6Sw3qGsnrJ4zE3ZSqdFjuHz7DkZ8Oh+PX7wqsYxIKMT88R9h2ogPjf7+hlrx869Y9MN65On4LqFSgD9+/mIR6tWobvT3z8jKwuQlX2Hbnv06y7WLaIwNn8+Hp6ur0WMwhCW075Z/92La0uVIy8gssYyXmyvWfTYP7Zsavg4xJkto38cvXmLEp/Nx+fbdEstwuVxM+mAQFk+eAIGA3c/H2W7fggIZ5q3+Ht9u3qZzDVSvRjX8/MUiVAqoYPQYDGEJ7fvf6bMYu2AxYt78jv9t7G2lWDHrE3zQnb2HR1ds3RGv4xN0ljFHkmVLaDND0Jgs3fGLlzFz2Te49fCRXuV9PT2w9rN5aNu4oUnisZYxCVhG+1rC+pmYxvV7D9Co/xD6vbkVKPz8oVGb/+DgVJPtcN5LKYmXcPF4d2Y7rNFGeJaQGPP5wzV4eGsxAIDLFaFJh9OwkZr2e/ui7lyZhqjnqsQUYok3Itodg0DoUKycQlGA80c7ISP1DgDAxaM56jXbYdZYCwrScWp/QxTkq+5F8g8ajtA6X7y1bGrSVVw83h1Kpep77JoN1sDbv6fZYgWA1y//wq1LEwAAHA4PDVr+C0eXt8+h967NxqunmwAAAqEzmne6AL7AvPeeXj7ZH0nxpwAA9o7V0bD1fnC5xT/XL8hPxZlDrZCXEwMA8K04BNXDl5k11uysVzh9sCmUCtXnTyE15yMw5O3fB8VG7sGNC2OY7QYt/4WTq/mSrwDA0/ur8PjOVwAAHt8WEe2Owkbq/9ayV898gISYIwAAqV0lNGl/HByO+e6HVirlOPNfC2RlPAEAuHm1RXiT395aNjvzJc4ebg25TPU8g0rVZyOoqnnv3aQ513RozjUtmnOJOaSl3ML5I+3pOo681wqvkWvMPwjbCvQ7djakP76Mu0t7MNuVx22ASwkJc6MPrsWrP1XPgOHwRQhbchJiV/Ou155u+gTxp1XrNaGTF2otOgq+zVvWa7IC3P68M7IjVd9NOFRrjtCp24qVMyVZdjquz24MWaZqvebRahgqDl7y1rIZT6/iztKegEK1Xqs05ge4NuhhrlABAAkX/saTjRNVG1weqs/eDbuKbz8/PdvyKeKO/woA4Ns6o/bSc+BLzLteu7diANLunQYASP2ro/qcveDyi6/XZFmpuLmgNfJTVPc7ujcfjKChX5s11tyEV7gxtzmUMtV6rULfefDu8PZnzSVd3oNH69T/rfrs3WZNUAoAUXtXI3KXqo54YlvUXHgYYre3XyPfXz0UqbeOAgAkXpVQa9FRcLhmvEZWyHFzfivkxKiukZ1qtUGVSb++tWxuwkvcXNAWijzVNbJ/r1nw6TzRbLECNOey5fxIddL6oOEr4d6kP4vRqNA4Mx1rG2dEJfPlbdxe1IGujwkhhBBCCCGEEEIIIYQQQgghhBArw2U7AELeRb/9+ReEFSox/3sRGVXuY/J4PCydM5PZ3n/0OMbOnIPsnBytcncfPUaXoSOZBMt+3l6YNHKYzmO36T+YibVN/8HljtWUateohg81EjF/NONTbP5rV7FyD58+Q4dBHzIJliVisc6kmqZos+Nnz6PvmP8xSXXr1KiO/Zt/MUpSXXO02YHjJ5kEywAwrH+fMh9Ls24XfWOcRNdTRo+An7cqSVtGZhY6Dx2Bu4+0E4Vm5+Rg7Mw5TIJlAFj66UydCZapL5jOyfMXter25PmLRjnulxpteuPuPfT9aDySU1O1ykS+jkHXD0cyCZbtbKWY//FknccdOW0GE2uliBZGifWrH9ZpJVgeMaCf0RIsm2KcmYopxpkpVYpowcQ6ctoMtsNhxaJvvtVqM2NwsLfDvCnqH6qv/W0LPlu5GgVFko+duXQZfcb8j0nOUbdWTfTvxu4DyAgh756s3Dy9E/uZ0qGrN9H/y1VMAl4+j4dWtapjaJvmaB9eCxKhEACQnp2Dsd9txKbDJ1iLValU4n/f/4jv/jnAJFj2cHJAj0b1MLhVU9QJDmTKXnn8DJ3nL0WkjodMlkVqVha6LvhKKwFvVT8fDGwRgT5NGiLAQ50Qe/uJsxj45WrkF8iMGoMhLKF9P9vyJ+b/9juT7NNRaoOuDcLxQetmaBwawqxLn7yORbeFX+HW85dGj0FfltC+N5+9QNcFXzHJXDkcDhqHhuCD1s3QtUE4HKU2AIC8ggLM/+13LNq606jvbyi22ze/QIYBX6zSSvYZ4OGGPk0aYmCLCFT1U98kevj6LXRb+DXSstibey2hfX85dBwffbuBOQdJhEJ0qBuGoW2ao1Wt6uC/udaNTUlF/y9X4fA13QnHTS0nLx/9vliJRdt2MgmWHaU2aFenJoa0aoqhbZqjU73aCPRwN8n7W0KbGYLGZNn4ujqjRc1QDGwRgZHtW2Fgiwg0rFIJAr5qPCiVSvx25CS6zF+KrNw8o763NY1JS2jfyIREdJr3pVaC5TrBgRjcqil6NKoHDyfVAw0UCiW+++cAxv/wk1HfnxBimOzM7FITLJvDmYPHMbn3SCaZK5/PR8PWTdFz+AA07dgKYokYAJCZnoF5o6bh75+3sxarUqnEgjHT8duqDUwSAldPN7Tt1QndhvZFtXD1w8jvXL6BUe37I+ZVtFFjSE9Nw5iOg7QSLAeFVkaXwb3QoV83rYTYe7f+jSl9RqFAR/IqU0qOT9SZYNkcLKHNDBHzKhqj2vXTSkhZLbwmug3ti7a9OsHVU3Xdq1Ao8NuqDVj40SdGj8GaxmRpCZbNwRLazBB//bQNc0dOZeZ/sUSMZp1ao+fwAWjYuin4fFUyoYSYeEzuPRJn/zth1Pe3tjEJAFHPXmJIk25aCZa9/H3QukdH9B4xEN2G9kXDVk3g5OZikvdnu830lZ+XX2qCZXO4f+MOxnQYyCRY5nA4qNOkPnoM649W3TvAztEeAJCfl4dVc77E9wvM+5BpTQkxpp/D+o/9UK//2TsVf/hcedDcaBhrnBsJIUBqegY6jf6fVoK40OCKGNS1E/p2bIcAH/Vncdv27EffydORX+S3L+V14/4DdBz1PyYBL4fDQUSd2viwZzd0b90Sjnaq3yHm5edjzjffYcG3a4z6/oaa/+0PmPPNd0yCZUc7O3Rv3RIf9uyGiDq1mc/HH794hU6jx+Pmg4dGff/8ggL0mTRNKwFvgI8P+nZsh0FdOyE0WJ3A/tDZc+g8erzOJJemZgnt+9POXRg1ZyFTDxKxCJ2aN8WwXt3RulED8N98Rh+TkIjek6bi0BndCRNNyRLa91VMLNqN+EgrmWt4tVB80L0rerVtDU9X1TWDQqHAql+34KMFi4z6/oZiu32VSiXGzP8Mq37dwqyBPF1d0Ktta3zQvSvCq4UyZS/fvov2I8fiVUysUWMwhCW073+nz6L3pKlMMlc+n4fWjRpgWK/u6NisCSRiEQAgPTMLo+cuxM9/7TZ6DPoqLcGyOVhCmxmCxqR+btx/UCzBcpC/H7q3bokRvXtiQOeOqKyRHDgqNg7dx03C1j37jB6LNY1JS2hfS1g/E0KIJXByrQ8PH3VShduXpyAuer9WGaVSgVdPf8Wj218y/+YfPEJnss/srEgc/NOL+V/Ui9+NEm9wtRng8VVJ73NzXuPK6UHIydb+bDI/PwXXz41kkn1yODyE1Jyn87iP7y7XitcYBAJ7BFebzmy/evoLHt9dBoVC+3ySnHAB184OZ5J9OjiFwcuvh85jn9hXj4n11iXd9x3qy8u/FxycwgCoEtdeOzsMyQkXtMooFAV4fHcZk+wTAIKrTdeZ7DMp/pxW3SbFG2fdGFJrHpPMNz31Dq6fG4n8N8lVC+VkR+PK6cFMsk8e3xaVqun+/P/WpclMrCf2GSdxk43UHxWCRzDbj25/iVdPf4VSqdQqFxu1D7evfMxse/h2KTXZp2bdPr673CjxBlT+CGKJNwBALsvElVMDkZGm/bmYXJaNO1emMQmWASCk1nydCZajXvyuFW92VmS5Y1WN7/nMdkLMYdy5Mg1ymfZvEDPSHuLK6UFMgmWxxBsBlUfrPPbFE72YWC+e6FXuWAGacwvRnEtzbiFrm3MJIYS8++wr1YNzeCdm+8nPHyPp2gGtMkqFArEnfkPk30uZf/NsPVxnEsLcxEicH+nD/C/+jHHWa349poMrUq3X8lNicP+bwchL1l6vFWSm4NGaUUyyT3B5qNB3js7jRv6zQiteY+Db2MO32zRmO+7YJkTuXg6FTHu9lv7oIh5+P5JJsCwNDINL/e46j31tRgMm1ic/TTFKvK4NekIaGKbaUMjx8LsRSH+k/dwhhawAkbuXMwmWAcCv+zSdCZbTHpzTqtu0B8ZZr1XoOxd4k2Q069UdPFozCgWZ2uu1vORo3F81hEmwzBPbwq/79GLH0vTkpylMrNdmNDBKrGI3f3i2Gs5sv/p7KWJP/FZsvZZ0dT+e/KLuM87hnUtNsKxZt5H/rDBKvF7txkDo/OYaOTcT978ZhOzoItfIeTl4uukTJvEroGoTXYlf48/8rhVvbqIRrpG5PFVfeCPl5hE83fQJ5Hnaz/zLjn6I+98MZhK/Cp294dl2lM5j3/26DxPr3a/L/lw3TTTnqphizjUlGmc0zgghhBBCCCGEEEIIIYQQQgghhBBCyNvx2Q6AELZ1+3AUXsdrP8wyJTVNa7tux67F9hszeCDGDBlk0tiK6ty6FWaMH4uvf1gHAPh5xx/YdeA/NG/UAE4ODnj68iVOX7zM/MDVVirFzo1rIRGLzRqnqa1aNB/3Hz/Bxes3kJuXh5FTZ2DJqu/QoE5tSMRiPH7+HOeuXGMe5M3j8bBh2ZeoWinYbDEmJiej58iPkJOby/xb5YqBWLD8G732Dw6sgIkjhpkoOv1s+kOdiKZyUEVE1KvLYjTFScRi7NywFq37D0ZmVhaePH+BOu06o2mDegiqUAEpaWk4ef4iUtLU43nm+HHo1LqlWeO01r7w0YxPcfX2ba1/yyqSiKXbsFEQCgVa/9alTWssnDbF1OFpCasWiu8+X4j/zVbdJLz/6HFUbNgMLSMawcPVFZGvX+PE+YtM4lY+n4+t36+Gp7ubrsMa3cHjJzHva/UPmaU2NhAKBJgyX7+HdXVo2RwdW7UwUXTvhj2Hj+KzlauK/fvruHjm9cat2/HvocPFylw5sMeUob2VNa1BTGXch0Nw4dp17PhHVf9LVn+Pn7f/gYj6dSGVSHDv8WNcvqFOWuXl7o4da78zSmJyQgh5G0epDWpVDEDt4EDUCQpEbkEBxqxeb5b3jk1OxbAVP0D25jomPLgiNs+YAD83V6ZMUnoGxny7AYeu3gQAfLz+V4QHV0SNQH+zxKhpw4Ej2HFSfaPpjL7dMKtfDwj46o+aztx9gA++/g6J6RmISU7B0GXf49hXC4w2j0/44Wfcj1TdKCcVi7B+0hh0b6S+mVOhUODHg8cw8+etkMnlOHn7Hj7b+ieWDBtolPc3hCW074HL17H8L/Wa54PWzbBs1AeQvnnQJwDcexmFgUtX4VlsPDJyctH/i29w7fuvIREJjRKDIdhu35y8fAz4chUy31zLBXl5YNvMyQit4MuUycrNwyc/bsbmo6cAAMt2/ov6IcHoUDfMKDEYwhLad+HWP3Hqzn0AqiTiX48cjJHtW4HL5TJldp+7hLHfbURWbh7uvYrChB9+wuYZE43y/oawhPa99fwlPl6vvtm/XXgtbJz8EZztbJl/i0xIxAdff4+rT55BJpfjw+Xf4/oPX8PDydEoMRhCqVRi8Fff4ugN1cO6vF2csHhof/SOaAgej1usfFRiEv4+ewl2EuN8LmkJbWYIGpOG6d+8MSKqhSAiNKTE/p2YnoHPtvyJTYdPAACuPXmOxdt2YumIwUaJwdrGJNvtq1Qq8cHX3yM2JRUA4OZgj98+mYAm1aowZQpkMiz9Yze+/vNfAMD2E2dRt1IQxnRqY5QYCCFlY+doj6ph1REaXhPVwmsiLzcPc0d8XPqORpAQE4cZQ8ZDJpMBAKrVrYUV29fBy1/9wJLUpBTMHfExTh88BgBYMnEOqtWthZCaoW89pintWPsr9m3bxWyPnj0JH82ZDIFA/b3I1dMXMW3gWKQkJCHhdRymDxqHLaf/Mdp172djZ+DpPVUSCYnUBp//tBJteqofxKFQKPDH+s1YNv0zyGQyXDpxDt/NX4apS3U/MMaUfAL8UC28JkLr1ERoeE38uWEzDv+9v/QdjcAS2kxfSqUS0waOZZIbO7u7Yvm2tQhvqn5QVkFBAdYvWY2NX34LQJVIu0a92hgw7kOjxGBtYxIAhCIRKtWogmpv+le18JroW7e9Wd7bEtrMEA9u3sWSieq5oGmHVljyyyo4ODsy/xbzKhrTBo7F3Ss3IZPJ8Mng/+HfOyfg6ululBisaUwCQHJCEka07Ye4KNWDiWvUr41Pls1HrYbhxcoqlUo8vHUP5w6fNNr7W0KbGUoitUFIrVBmTLq4u2Js5yFmee/cnFxM6TMK2Zmqh2T5BwVg5Z8bUalaCFMmOysbX01dgN2bVA9y27j0O9RsUAfNOrU2S4xF8fl8VKxaSTV/vamzaQM+Qmzka6Mc/9PVi41yHEPQ3Gg4a5sbCSEq4xYuxr0nzwAAUokEPy5ZiJ5t1ecThUKBDb/vxPSvV0Amk+PExctY8O0afDnNOEkhcnJz0WfSNGRmq367F+Tvhz9WLUM1jd/DZmXnYOrSZfh1l+qzuK82/oyGYTXRsVkTo8RgiP0nT+Prjb8w2x/27IaVsz6B1EbC/Nvdx0/Qd/J0PIuMQkZWFnpPnIrbe/4y2m+d56/+AScvXQGgSoK4YuZ0jO7XW+vz078PHcHouZ8hKycHd588xbgFi7Ft5VdGeX9DWEL73nzwEJM+Vz/Qs0PTCPz85SI4Ozgw//YqJhaDps7AlTv3IJPJMXj6bNze+xc8XV3fdkiTYrt9lUolBk2dwSTadHd2xtYVS9G0bh2mTEGBDEvWbcTSDT8BUCWQrF+jOsYO7GeUGAxhCe27bvsf2L5X/TDZWWNGYs7Y0RAI1L8vOX3lGgZNm4mE5BS8jk/A4GkzcWrrJlY+s2G7fWMSEjHkk08hk6l+X1K3eii2rfwa/l6eTJmk1FSM/HQBDp4+CwCY9PmXqFs9FDVDKhslBkOJhELUqByMOtVCUadaVYSHhqJeH/P8NscS2swQNCYNFxIYgGG9uqNfx/bw8Sh+bXbk3AV8NG8RouPjoVAoMHb+YtStVg0hFQOM8v7WNiYtoX3ZXj8TQoglqV53BbIyHiMz/RHksixcPzcStvZVYO9UA0qlDKlJ15CT9ZIp7+wWgco1ZrESq1jigbCG63Ht7DAolTKkJV/Dqf2N4OIeAbGNN/JyE5EcfxpyuTqpRWidpbB3rMZKvP5Bw5GadAUxr1Sftz69txJRz7bCybUBeHwbZKY/RFrydaa8SOyBsMYbWVnPcDgchDXagAvHuiIvNw75eQm4dKInHJxrw9Y+BHJZNlISLyIvV31/mbd/b/gHDTN7rABg71gdoXW+xN2rMwCokuue3BsOZ/emEIldkZMdjeT4c1AqVfdpcjh8hDVcB5GYne+rKteYjfSUW0hOUMV079osPH+4Fo4udcDh8JGechuZ6Q+Y8rb2IagebpykyYbi8SSoHfELLp3oBbksC9mZz3D2UEs4uTWE1DYQBfmpSI4/h4KCVGafilUmwd2Lnd/buXu3RcUqE/HswXcAgKjn2xAXtR/O7o0hEDoiK/M5UhIuAFA9z4DHl6JOxCbweBIdRzUdmnNNh+Zc06E5lxBCyPskaNhy5MQ8Qc7rR1DkZeHRD6Mg8akC2wrVoZTLkfHsGvIS1Os1+yqN4d9rJiuxCh09UHnsWjz8fgSUchkyn13H9VkRsK8aAZGTNwrSE5B2/wwU+er1WsUhX0Lqx856zbPVMGQ+vYrEi6r1WtSebxB3ahvsK9cHV2iDnNePkPlcvV4TOHggZNwG1tZrIWPX4/YX3VCQFoeC9ATc/aoXbANrQ+JdGYr8bKQ/uoSCNPV6zbVhL3i0NP9vzQBA6l8dFYd8gWe/qfpiys0juPZJPThUbQKBvRvykqOR/uAclPI36zUeH5XGroXQgZ31mn/vWch6eQvpD89DKS/A882z8frgOthVrAMOj4fMl3eQE61er0m8QxA0bBkrsfKEEoRM+Bl3v+oNRV4WcuOe4+aC1rCv3BBi9wDIstKQ9uAc5NmpzD4+nSfCqRY718hOtdrCp9MERO//HgAQf3obkq7uh0OVxuBLHZAb/wLpjy4Ab575xxVJUWXCL+AJ2blGpjnXdGJP/Ia4E5t1lon8Zzlijvyo9W9CR09UnaJ7P2OjcWZa1jTOCCGEEEIIIYQQQgghhBBCCCGEEEKsGSVZJu+9+0+e4GVUtM4yt+49KPZvsW8exPI2hUmOC/F4vLIF9xafz5gGe1tbLF71LfLy8pGSlobdBw8VKxccGIBN3yxD7eql/yBQM14e13ixmoqNRII9v/6ESfMWMkkZn72KxLNXkcXKerq54ccVX6Fd86Y6j2nsNsvMykZ2To7WvxXGqo9mDevrTKxr6jaLT0zCgWMnmO0P+/Yq87GK1S23eOKdsqpdoxoObt2EYR9/gifPX0CpVOLUhUs4deGSVjmRSIh5UyZhxv8+Mjze97QvPH358q1zn6YHT54W+7daoVVLLF+8bo3XF0YNGgChQICpn32O9IxMZOfkYN+RY8XKebq5Yf3XX6BDy+alHlMzXGP02/hE7fNGVnY21m3eqvf+Ls5OJSZZNuU4MwVTnSdTUlNL7bdxCYmI03EOfxtTjTNTrEFMRbMOuEbsXxwOBz8uXwoPV1d898uvUCgUiImPx869xZNu1K1VE798swz+Pt5Ge39CCClUPcAf13/4GkFeHlo3hp5+k7jOHJbs+BsZOarEkd4uTti14BM42Uq1yrjY22H7zMloPmMB7ryIhEwux7zfdmD3ghlmixMA0rNz8OXvu5ntUR1aYd6gPsXKNalWBdtmTUaHuUugUChx5fEz7DxzAX2bNip3DOfvP8I/5y8z22smjNJKwAuozlljOrVBRk4OFm75EwCwfv8RjOnUBhXc3codgyHYbl+5XIF5v/3ObLcLr4U1E0YVKxdawRe75n+CxlPnIis3D1GJyfhh73+Y3rtruWMwhCW07/d7DiIqMRkAYCsWY9f8TxBYJJGGVCzCmgmjEJucisPXbwEA5v32O9rWrmnU653SWEL7vohLwPp9h5nt+YP7YHTH4jdS9mhcHzK5AsNXrgEA7D5/GRcfPEaDKpXKHYMhLKF95/36O+QKBQCgRoA/ts+cDKFA++N6PzdX/D1/OhpOmYOY5BRk5ORiyY5d+Hbc8HK/v6E2HjjK1EOghzv2fz4bvq4uJZb3dXXBpO4djfb+ltBm+qIxabgVY4aWWsbV3g7f/W8EsvPy8Mep8wCAzUdP4bMP+kGkkYiorKxpTFpC+/55+jyuvnkwNo/LxfZZk4sdV8DnY96gPkhMy8DPh44DAL78fRcGtIiAvQ07N68T8j4LqVkV/945Cf/gAK3r3ssnz5sthrWLViIrIxMA4O7jiXV7N8O+SKJ6RxcnfPPnBgxq3BWPbt+HTCbDN7O/wLp9W8wWJwBkpmdg/ZJVzHa/MR9gwsLpxcqFN22Ab/7YgBGt+0KhUODO5Rs4+Me/6Ni/e7ljuH7uMo7sUidC+GzDMq0Ey4DqumjAuA+RlZmJb+eqEgVtX7MJ/ccOhU+AX7ljMMSomRMx/ev5WkkKAWDv1r/M8v6W0GaGOPD7P7h75SYA1Xckq/7cWCyRq0AgwISF05GSkISdP6q+T1q3ZBW6DO4FW3u7csdgTWMSAHZc2Ifg6lW0klCakyW0mSG+mf0F5HJV4peQmqH45s8NEAiFWmW8/H2wds9m9A5vi4TXccjKyMSaRSsxf83Stx3SINY2JgHgi0lzmATLzTu3wfLtayEUid5alsPhoEqtaqhSy3gP6GK7zQzh4uGGndcOo2KVYK3veaNfFP/Njqls+fZHJjmxja0Ua/duhm/FClplbKQ2+Gz9MiS8jsPZQycAAN98+gUi2rcw6u+49LH6r5/gHxwIsUQ7caQxv3dlA82NhrHGuZEQApy7fgO7Dqt/g7Z+0XytBHGAaj4fO7AfMrKyMW+16iGPa7b9jo8G9EWAEX7j8u3mbYiKVT1A2NbGBnvWfYeKfr5aZaQ2EqxfNB8x8Yk4dPYcAODTld+iXUQjs5735HI5Pl35LbPdoWkE1i+aX6xctUrB2LP+e9TvPRBZOTmIio3Dd1u2Y8ao8n/W+jwqGmu2qT+j/2zi//DRgL7FyvVq1wYyuRxDZ8wBAPx9+Cgu3LiFhmE1yx2DISyhfT9d+S1zjqwZUhl/rF4OYZFrL38vT/y77jvU7TUAr+MTkJGVhcU/rMcPC+aU+/0NYQnt+/v+/3Dlzj0AqjXQH6uXFzuuQMDHwonjkJiSgh///BsAsGTdRgzq2gn2trbljsEQbLdvemYmlqzbyGyP6d8HCyeOK1auad06+H3VMrQZNgYKhQKXb9/FHwf+Q/9OHcodgyEsoX0X/7AeGVlZAAAfd3fsWfc9nBzstcq4ODrij9XLETFgKG4/egyZTDX/7l3/fbnf31Dnf9+C6pWCtRK4mpMltJkhaEzqr6KfL7Ys+xK927fRmeihTeOG+O/ndWjYbwgys7NRIJPhyw0/YdPSxUaJw5rGpCW0ryWsnwkhxJIIhA6o2+wP3Lk8BYlxJwAAmekPtJIPFvLy74VqdZaCyxUW+2/atO/H4nCM9zmzm1dr1InYhDtXpiIvNx5KZQETtyY+3w5Vai+Gb0B/PY6qGa9x70WqUW8VhCI3vHz8IwAF8nLjEBv1b7GyDk5hqNHgO0hsfIsfqBh1vByO8T5TkUj9UK/FTty+OBFpKTcAAGnJ17WSkqpwUaHSKITUnKtHsivT9QW/ih+AwxXiwfV5kMkyIJfnICGm+D3sIrE7qtddCTev1m85SlGmqVsuV4g6EZtw99osxLxSrfdzsl5qJdMt5OrRAtXrrYJA6KA7UqXp6tbBqSbqNfsDty5NRHbmMwBKpCScR0qC9u93uFwRgqtNQ8UqE0s/qAnjrVzjU/AFdnhydwUUijwUFKQiLrr4PX82thVRs/53sHeqUfpBlabpCzTnAjTnqtCcC1jTnEsIIeT9wbdxQOi0HXjyy1Sk3TkBAMiJfqCV8LWQa8NeCBzyBbj8UtZrRdfCRnwOiFPN1giZ8DOebpqOgrR4KOUFTNyaeBI7BAz4DO5N9FivacZrxPUEh8NB0IiVENi7IubIT4BSgYK0OCRdLv5cI2lgGCqNWg2Ri48e4WrEa8S6Fbn6otqMP/D4x8nIen4DAJD5/LpWImgAAIcLrzYj4d9njuHrNSPG69F8CDg8AV7sWAB5TgYU+TlIuXm4WDmBgzuChi2HU41WehzVNHXL5QsRMvEXPN/yKRIvqNZreQkvtZJ8FnKo3gLBw1eCb2PgNbIRf/NoW6EGQqfvwJMfJyE37jmgVCL94XmkP9S+RubwRfDrPhU+nSYY/B7GjNe/92zwJHaI/GcllLI8yLNTkXyt+DWy2CMQwaO+hbRC9VKPqTTRvEBzLkw25xakJSA78p7OMvnJr5Gf/Frr3+TZ6SWWp3Gm9t6PM0IIIYQQQgghhBBCCCGEEEIIIYQQUox1P6mPEAt16776h05NG9SDn7eXUY8/438f4fqh/Zg1YRzCqoXC1dkJIpEQft5eaNe8KdZ/9QWuHtyD+rXDSj2WQqHA3YePme1BPbsZNVZTcXSwx2/frsSJnTswZshAVK0UDEd7e4hEQvh4eqBDi+b4dvFCPDxzrNQEy4Dp28yYzNFmW//eDZlMBkD1wKEhvXqW+Vg376kT0/H5fPTr1qXc8WmqXzsMVw/uwfqvvkC75k3h5+0FkUgIV2cnhFULxawJ43D90H69EiwD1BdM6dZ9dV8IquCPhnVqG/X4Q/v2xu2j/2HxjGmoX7sWPNxcIRQK4O3hgWYN62Plwrm4efRAiYmKdcU7sKdlP6zW1OPM2KxpnCWnpiIqJpbZHmThfcFUNNvM2HUgFAqxbP6nuLhvNyaNHIZqIZXhaG8PsUiEAF9fdGvfFpu/+wand/2BkKCKRn1vQggp5GQrRbC3px43WppGalYWth0/w2zP7t+zWALeQkIBH0s+HMhsH71xB4+iY0weo6bfT55FUnoGAFVCywVDij+0uFCjqpXRp0lDZnvN3uIP+yiLtRrHaVilEnpFNCix7JQeneHr6gwAyCsowE8Hj5VY1hQsoX2P3LiNh1GqG/I4HA6WDh9UYtmKXh4Y17kds71h/5FiN+iZGtvtq1AosH6/+kbncV3aFUvmqmnpyMHM/PEgMhrHbt4pdwyGsIT2/fHgUeS/+RzBz80Fk7qVnFy3T9OGWok41+4zzrygL0to36LHWTJsQLFkroWc7Wwxu38PZnvrsdNIz84pdwyGSM3KwoLNfwBQ9bENUz7SmWDZ2CyhzQxBY9K0RrRXP2wiPTsHT1/HlfuY1jYmLaF91+xRH6dPk4Y6Ezd/NrQfbESqG8AT0zPw5ynzJXQlhKjZOzmiQqVA1q5701PT8O8WdbLdcXM/LpbMtZBAKMTUpepkEeePnMKLh09NHaKWfdt2ISUxGQAgkdpg4uIZJZat3bgeOvRTfz+z9fufjRLDNo3jhDWui/Z9upZYdtjUsfD0UyUeyM/Lw58bzZ8At0KlwGIJls3JEtrMEFu++4l53b5ft2IJKTVNXjILYhsJACAlIQn7d+wu9/tb25gEgKq1a7CWYBlgv80M8fT+I1w4eprZnrp0TrEkooUcnB0xbu7HzPa/m3ci883nfuVhbWPy4rEzOPy36gFMrp5u+PynlSUmWDYFS2gzQ4glYlSqFmL2RMWFFAoFtq/5hdkePGFEsQTLmmYsX8CsgZ7df4wLR06XWNZUKteoWizB8ruA5kbDWNvcSAhR+WHLDuZ1o9q10KdD2xLLTh3+AXw9PQAAefn5+PGPv0osqy+FQoG1Ggllxw8eUCwBr6blM6cy5737T5/h6PmL5Y7BEIfPnseDZ88BqD4fXzZjaollg/x8MX7IAGZ73fY/jPL5+MY/diK/oAAA4OfliSkfDimxbL+O7bUScf6wdXu5398QltC+RY/z5bTJxZJ9FnJ2cMCccWOY7c3/7EV6Zma5YzCEJbTv91u2Ma/7dminM3Hz51MmwubNOjAhOQW/7z9olBj0ZQntu33vASSmpAIApBIJFk0aX2LZxrXD0LeD+nuzH7buKLGsqbDdvqnpGdjy715me87/xhRL5lpIKBDgy2mTme0j5y7g0fMX5Y7BULVDq7CWYBlgv80MQWPSMN1bt0SfDm31+l4juII/RvfrzWwfOGWca39rG5OW0L5sr58JIcQSiSUeqNtsO8KbbIGXf0/Y2AaCx7MBj28LqV0wfAMHoX6LXajV4AfwBXalHi8j9S7zmi+wh7tXyXNtWbh5tUaT9idRJWwxnNwaQST2BIcrhFDkBgfnOqhUfTaadDilZ7JP7Xi9K/TWUdJwXK4QVcM+Q+O2h1Ch0mjY2lcBX+AALlcMiY0f3L07oFaDtWjYei9s7YJLPV5+fgpys9W/2TZ2vLZ2wWjYei9qNVwHd+8OkNj4gcsVgy9wgK19FVSoNBqN2/6HqmGfgcst/XtRzbq1kQbA0aWuUeP1DeiPJh1Oo1L12XBwrgOhyA0crhAisSec3BqhSthiNGl/Us9kn0BGqjr5jLHrli+wQ60GP6BBy93wDRwMqV0weHxb8Hg2sLENhJd/T9Rpshl1m22HWOJReqxp6rrlcPjw8uth1HgdXeogot0RVK+7Aq4eLSCWeIPLFUEgdIa9Y3VUrDoZEe2P65dguUi8Tq4NIbEpPVmaISpWmaiKp+pk2DtWh0DoDC5XBLHEW5VEte4KRLQ7AkeXOqUeS6lUIDP9IbPt7W/cvkBzLs25hWjOtZ45lxBCyPtF6OiB0I+3osrk3+DaoCfE7gHgimzAE9tC4hUM96aDUG3m36g0+jvwJaWv1zSTXPIk9nCq1cao8TrVbI2wxccRMHAR7EMaQeDoCQ5fCIG9G2wr1oZ/r1kIW3xCv2SfALI04nVr1MuosXL5QgQMWIiaCw7Cq+0oSHyqgGfjAI5ADJGrH5xqd0ClMWtQ49N/IfEsfb1WkJmC/BT1es3Y8Uo8g1Hj039R6aM1cKrdASJXP3AEYvBsHCDxqQKvtqNQc/4BBAxYCC6/9PWaZl8QuQfALqjk37GVhXuT/gj7/CT8e82CbcXaENi7qfqCoyfsQxohYOAihC0+Dqea+q3XtPpCQ+PWLV9ih0qjv0O1Wbvg3mwwJF7B4IltwRXZQOweANcGPVFl0q8I/XgrhI6lr9eyIzWukXl8uNQ37rNm7CrWQc2Fh1Fx2HI4VG8BobM3OHwR+LbOkPpXh0/nSai16KjeiV+zNOK1q9wQImfjXiP7dJqgiqfzJEj9q4Nv6wwOXwShszccqrdAxWHLUXPhYdhV1OMaWaHQSsbq1si4a3eac0035xobjTNt7/M4I4QQQgghhBBCCCGEEEIIIYQQQgghxbH3NAtCTCD/5ePSCxXx+OwJo8dx9Mw55vWiT0p+SFh5BAdUwKJPppb7+Nfv3EVyaioAoHJQRQzpXfZkumVRljbT1LheOBrXK/+Pm43dZgF+vuX+20pijjb7eMxIfDxmpFGOdUyjbj/o3ROVAgOMclxNErEYwwf0xfABJSd30xf1BZUjv2812rEKafaFuVMmgc83/jLEy8MdM8ePxczxY8t1nISkJNy+r7ph29nRER+PHlHu2Ib27Y2hfY37Y9tC5hhnJWneqIHBfdxU50lT1PHxs+ehUCgAAK0iGqNF44al7KE/U6xB9GFoPcnlcpy6oHqwm0AgwLwp+j2kwVC1Qqui1vw5pRckhJB30IHLN5hEeTYiIfo1a6SzfMta1eDv5opXCYkAgN3nLmFGX+PeMKXLP+evMK+7N6oHR+nbEwYX+rBNc/zxJpne1cfPEJWYVK7knDl5+Th07ab6+G1b6CzP43ExpFUzLP1jNwDg3wtXsGiofjfRGYMltO8/5y8zryNCQ1DJx0tn+Q/btsDyv/YAAGKSU3D+/iM0Dg0pVwz6soT2Pf/gMeJS0jRiaK6zfGUfLzSuWhln76muIXafv4y2dUp+cK+xWUL7/qsxLwxp1RQ8Hld3DG2a4+ID1XXEf1duIjc/H+ISkpoYmyW0r2abVXB3RYua1XSW79esMWb+tBU5+fnIl8mw/9I1DGgRUa4YDLH12Glk5uYCAJrXqIqGOpKpmoIltJkhaEyalluRh1Zn5JQ/wbG1jUm22zcyIRFXnzxTH7+UMekolaJ7o3rYfuIsAGD3+UsY2aGVzn0IIe+ek/uOoCA/HwAgtpGg44AeOss3bN0U3hV88fplFADg0N/7MGb2JFOHyTiyaz/zum2vTrB3dNBZvufwAUyiwDuXbyA28jWT9LgscnNycfrgcWa71/CBOsvzeDx0H9oX65esBgAc3XUAU5bMLvP7WyO228wQMa+icfeK+rq31/ABOkoD9o4OaNurE/a8SYp85O/96Dfmg3LFYG1jkm2W0GaGOLLrAPPau4IfGrRqorN8xwE98PW0hcjNyUVBfj5O7D2MLoPK9zApaxqTALB9zSbmdf+xH5aYdNxULKHNrMmNc5eRGJvAbPcsZUwGhAShTpP6uHpa9X3n4V37EdG+hSlDfC/Q3FiWGKxrbiSEADm5uTh4+iyzPbxXD53leTwehvbohi/WbQQA7DpyDJ9/XL7f2Jy7fhOxiUnqGHrrjqFyYAAi6tTGmavXAAB/Hz6Kdk0alysGQ+w6cox53SS8NioFVNBZfnivHvh64y8AgNfxCTh3/SYi6oSVL4bD6hiG9ugKHo9XagwXbtwCABw4dRa5eXkQi0TlikFfltC+mvVVwccbrRrW11l+QKcOmP7VcuTk5iG/oAB7j5/CoK6dyhWDIdhu31cxsbhyR/0g3uG9dX+P72hvh55tW2Prv/sAAH8fOobR/fqU+f0NZQntqzkv9GzbGo72uh8aO7x3Dybx7eXbdxEZGws/T89yxaAvS2jffSdPMYnEbSRiDOjUQWf51o0awN/bC69eqx5y/9ehI5j90ahyxWBNLKHNDEFj0rQa166FbzZtBgCkZWQiOS0Nzg66r7tKY21jku32tYT1MyGEWDI3r9Z6J0bUJSnuNPM6sPJYCISO5T5mUQKhIwIqjUJApfKdx5RKOZITVL8f53AECK423RjhFWPvWA32YYvKfZzk+LMAVPePubg3hYu78X8PxuHw4OXXHV5+5f/df1K8ui8EV5sGLtf492mKJR4IqjoJQVXL991wfl4iMtJUa3eB0AmBlct332dJnFwbwMm1QbmPoznOfAL6QWpXsdzHLIrHk8A3cBB8AweV+1ia8VauMavcx3sbqW0gKlefhcrVy3f89JRbKMhPUR3TLgg+AeW/H/xtaM6lORegORewjjmXEELI+8mpZmu9k9HqknpffY72bv8R+FLHch+zKL7UEV5tRsKrTfmev6RUyJH+8M16jSeAb7dpxgivGKlfNUgHfFbu46Q/OAsoVes1h6pN4FDFBOs1Lg+u9bvD1QjJRFPvqfuCX7ep4PCMv14TOnrAp/NE+HQu3+fYBRlJyI66D+BN/2r/kTHCK8a+Un3YV9L9XZQ+0u6dYV67Ne4LiYcJrpGFEng0HQiPprrvmdCHZrz+vWaW+3hvI/EIhH+vmeU+ftar25BlpQIAxJ5BcGtsmu8tac417pzr130a/Lobdw6ncVbc+zrOCCGEEEIIIYQQQgghhBBCCCGEEEJIcbqfvE4IMVhsfALuPVIlLOjQojki6tVlOSLdjp1VJ7pcMHVyqQ+cehdRm5nW8bOqH52KRELMNVFiTmOhvmA6MpkMpy+pEtZUC6mMgT26shyRbsfPXYBSqQQATB83GvZ2uh8yxDYaZ6Zz/Nx55vXiGcZLCG1Nrt66jbT0DADAiP59Eejvx3JEhBDy7jlx6y7zul7lYNiU8lBfDoeDZjWqMtvHb97VUdq48gtkOHf/IbNdWhJCAGhQpRLEQgEAQKlU4sSte6XsoduVx0+RlZunEUNoqfs01yjzNCYOL+MTdJQ2Lkto35Mada5PfQV4uCHAw43Z1vwbTM0S2vekxt8b6OGOCu5uOkqraI6FE2YckwD77fsyPgHP4+KZ7eZ6zAuacWbm5uLyo6flisEQltC+mvNgsxqh4HA4OstLxSLUqxzEbB8345gEgG3H1Te99oww/8OQLKHNDEFj0rTuv4rS2tasu7KypjFpCe178vZ95rVEKESDkNITr2uOybP3HqJAJitXDIQQ63PpuPqh+jXr14bERqKzPIfDQb0W6iRBF4+d0VHauAry83Ht7GVmu37L0h8KFdYoHCKx6lpPqVTiosbfWxa3L11HTlY2s91AjxgatFQnCnz19AWiX0SWKwZrYgltZohLJ9Tf74klYoQ1Ci91H80+cPXMJRS8SexR5hisaExaAktoM0Notm/9lo1LXd/aSG1Qo0EdZru87WttYzI1KQWn9h9lttv17mK29y7EdptZG83+4RvoD5+A0r+71OyH71t9mQrNjYaxtrmREKJy6fYdZOXkMNstG9YrdZ+WDdRlnr6KxIvo1+WK4fjFS8zrQF8fBPiUnmxdM4ZjFy7pKGl8xy+q57qWDUp/WK/qb/Jhto9duFiu938R/RrPo6INiqGlRoLLzOxsXLx1u1wxGMIS2lczhhb165b++biNBPVr1jBqDPqyhPY9odHHJWIRGoXVKj0GjTY7c/UaCgrM9/k42+2bX1CAs1evM9v6zKONwmoyibCVSiWOX7hcyh7GYwntq/n31q9ZAzYSsc7yHA4HLeqrf4Nr7nmfbZbQZoagMWlaRetToVCW+5jWNCYtoX0tYf1MCCHvg8Ikj0KRKypUHsNyNLqlJd+ErCAdAOBbcRBspP4sR6SbZjLVSjVmsxhJ6RQKGZITLgAAbO2rwMu/F8sR6ZYUfxaAan0WGDIefIFl36dZOM64XBGCQi37XsK83Hhkpqvu7XD1bGXxCU+T4tXftwRXmwEOx3LvhwZozjUlmnNNx9rmXEIIIaQ80u+r1pcCe1d4tR3NcjS6Zb64CXmOar3m3nQgxG6WvV5Lu69eu/v1msViJKVTymXIeKT6rYHEpwpcG/RkOSLd0u6fAd48y8i743jwJZa9XivsCxy+CL7dPmY5Gt3y0+KR81p1jexYo5VRkkybkmaiWr8e08HhWvY1Ms25pkPjzHSsbZwRQgghhBBCCCGEEEIIIYQQQgghhJDiKMkyIUZWmPSUw+Hgs08s+0drAHDsjCresGqh6NO5I8vRsIPazHTy8/Nx5vIVAMCYwQPh5+3FckS6UV8wnUvXbyIjMwsAsHDaFHC5lr0EKaxbL3d3jB82lOVodKNxZlqFfaFruzaop8cD2N5FR9/UgUQsxqeTxrMcDSGEvJs0kwWGBQXotU+d4ED1/pHROkoa15PXsSiQyZnt2nrEKxIIUM1fneiiaHJEQ93T2N/V3g6+ri6l7lM7KFBr+/4r89UZ2+2bkZODVwmJGjEE6iitplln5qwvS2jfexr769tmtTXaLDIxCZk5ueWKQV+W0L73XmqPaX3mBT83V7jaq28AN28fY799Nfu5PvVVNIYHZpz3M3JycOelOkFfnTd959y9hxizej1qjJ0Gt/4j4f/BODScMgef/LgZt56/NGoMltBm+qIxaVopmVn4YscuZrtxaAg8nBzLfVxrGpOW0L6a9RXq7wuhgF/qPpprmwKZHE9ex5YrBkKI9Xly9yHzOrRODR0l1arVqcm8fnrvkdFjKsmLx88h00j4p0+8QpEIwdWrMNvljVezvpzcXODpV3qSpapF4jRnnbHNEtrMEJrtG1QtBAKhsNR9QsPV40FWUICXj58ZLQZLH5OWwBLazBBa7Vtb3/ZVlytv+1rbmLx18RrkctXnnbb2dqhQKRAKhQIHfv8H47t9iDaB9VDXLhgt/ergwxY9se7zb5AYG2/UGNhuM2tT3jks5lU0st/8duFdcu3MRfz6zQasnLUE33z6BX5evgYn9x1BekqqSd6P5kbDWNvcSAhRuff4KfPazdkJfp6epe5TJ7Sq1vb9p+Wb6+49UcdQ9NglCa+mLhcZE4vM7OxyxaCvjKwsvHodw2zXCa2io7SaZrz3nxivvlQxlF5n/l6ecHN2MloMhrCE9i1vDOXt44awhPbVjKFacBCEAkGp+4RXC2VeF8hkePzSuN+j6cJ2+z5+8RIFMnUCW31iEAmFqF4pyGgxGMIS2le7zfSdR9UxmLO+LIEltJkhaEya1q2Hj5nXNhIxXBwdyn1MaxqTltC+lrB+JoSQd11uTgyyMp4AACpWmQg+X8pyRLolxZ8CAHB5YgRVtfz7xwqTqbp7t4ejc22Wo9EtLfka5LJMAECl6jPA4Vj2fZpJcaq+IBJ7oEKlESxHo5tCkY+UBFVyLr+gDyCx8WE5It3UiWo5qFzdshOfAep47R2rw9O3K8vR6EZzrmnRnGs61jTnEkIIIeWRlxKDnBjVes2n0wTwxJa9Xku7p1r/cIVi+Hadwm4weiiM1ymsPewqWvZ6LePZdchzVes1/x6fgGPhzzIqTPgpcPCAZ+vhLEejm0KWj/THqmtkjxZDIHK27GtkJjk4hwP/njPZDUYPafdV40zqXx0udS37GpnmXNOhcWZa1jTOCCGEEEIIIYQQQgghhBBCCCGEEELI21n2rwIJsULHz54HAPTq1AG1q1djORrd8vLycO7KNQDAZ9M/BofDYTkidlCbmc7F6zeQlZ0NqY0NZo4fx3Y4paK+YDrHzqmStNatVRPd27dlOZrSHX+TCHj2xP9BIhazHI1uNM5M51X0azx58RJcLhefTbf8m8tNpbDNxn04BF4e7ixHQwgh76aHUa+Z1xXcXfXax89NXS4pPQNJ6RlGj+ttNGMFAH+941Unyn0UHaOjpB4xRGrWl5te+0jFIrhoJBcsbwyGYLt9H0Vp/636x2C8NjOEJbSvZpvp28f9NepLqVTi8Wvz1JkltK9mfbna28FGJNJrP826fRT9WkdJ42K7fRPS0pGckakRg3793F9jXija7qZ0/clzKBRKZtvTyRGT1v6C9nOWYPuJs3gRl4Dc/AKkZGbh7stIrNt3GE2mzcfENT8jv0Cm48j6Y7vNDEFj0vhy8vLxIDIa6/YdQsTUuUyCX0epDVaOGVru41vbmLSE9i3LmNRc26hiMF+dEUIsw7MHT5jX3hX89NrHy1/9cJCUxGSkJqUYPa63ef7gsda2vvF6a8T7/OETHSX1iUGzvnz12sdGagMnV2eNGJ7qKP1usYQ2M4Rm+/ro2b5e/trlXpSzfa1pTFoCS2gzfSUnJGm1jb5ziGa85Z0/rG1M3rlyg3nt4euFhJg4jGzbD7OGTsSZ/44j4XUcCvLzkRyfiBvnr2Lt4m/QuWpT/L7uN6O8vyW0mbV5VobzpFcFdf9SKpV48ejdq7Phrfti5azP8es367FpxTqsnrMUk3qNQEvfOpg1dKLWXGYMNDcaxtrmRkKIyoNnL5jXFby99NpHaiOBq5Mjs/3w+YsSyxocg49+MfhrxKpUKvHouXmSRxb9Wyv4eOu1n2a85a+v58xrN2cn2Ej0+92fv5fxYjAE2+2bkJyCpNQ0dQx69nP26ov99tWMoYK3nn3cS7tezVVnltC+mn1cFYPhdcZWH2OrfR88L0MMGm2bmJKKpNTUcsVgTSyhzfRFY9K0ZDIZNv+zh9lu1aC+Ue6tsKYxaQntawnrZ0IIedcVJicVS7zhH/Qhy9GULilOlXCjQvAIiCUeLEejW052FLIznwPgopI1JKqNV9Wtg1MYPHw6shxN6QrjDao6BTyehOVodEtNugq5PBs8ng0qVpnMdjilKqxbT98usHeqwXI0uinkeUhJugQAqFR9lsXfD01zrunQnGta1jTnEkIIIeWR/ibJo9DZGx4tyn9vkakVJqX0bDUcQkfLXq/lJUUjN/4FwOHCv+cMtsMpVWHdSgPD4FynA8vRlK4wXt8uk8ATWvZ6LfPpNSjyssEV2cC38yS2wylVYQJrl/DOkFaoznI0uikK8pDx5DIAwK/nDIu/RqY513RonJmOtY0zQgghhBBCCCGEEEIIIYQQQgghhBDydny2AyDkXbNx+VJsXL6U7TD0IhKJkPbwNtthsI7azHSaNqiP/JePSy9oIagvmM7cyRMxd/JEtsPQ28Mzx9kOQW80zkzH38fbqurWVA7t2Mx2CIQQ8k7Lzc9Hdl4+s+3u6KDXfh5O2uWSMzK1ksyaimYSQjuJWO/Efprxah6jTDFkqvd3d9KvvgDAw9GBSVZc3hj0ZQntW/Rv1T8GxxKPYUqW0L6a+3voWV9F69VcdWYJ7atVXxrHLY1mrGbtYyy3b9F99Y1Bc17IzM1FfoEMQoHpP96PTEjS2v500zb8efoCAMDJVoom1arAxd4OMckpOHP3AbJy86BUKrHp8AlEJyZj59yp4HK55YqB7TYzBI3J8tt5+gKGr1yjs0zNQH/8On0Cgr09y/1+1jYmLaF9tWPQr76kYhFsxWJk5uYCAJJY7GOEEPPLy81FbnYOs+3iqV9Ce9ci5VKTUuDo4mTU2N5GMwGf1M4WEhv9Hl7k4uHOvE5LTi1fDMnqGFw99KsvVQxuSElMfhPD+5MA1xLazBCa7euiZ/vaSG1gYytFdmaW6hjlSHBsbWPSErDdZoZIK/I+RdutJJrlsjOzUJCfD4FQWKYYrG1MxkS+Zl5zOByM7/YhHt2+DwDwCfBDrYbhEEnEePn4GW6evwq5XI7c7Bx8MXkuMtLSMWrmhHK9vyW0mbXR7B+a/UYX1yLlUpNS317wHSSTyXDg939wfM8hzPvhS3QZ1Msox6W50TDWNjcSQlSS01KZ1x6uLnrv5+HigsQU1b6ayRTLFIPG/h4u+sVQNNaktPLFoK/kIn+rvnWmWS65nLGWpb6KxlDeNjME2+1bvM1cDY4hMzsb+QUFEAoEZY5DX5bQvpp9VN8+LrWRwNbGBpnZ2UaJQV+W0L6a86idVKp3YmytecGcY5Ll9s3Ny0N2Tq7BMRQdD8mpaXBxdCxzHNaE7TYzBI1J0/pm0xY8j4pmtv83eEC5j2ltY9IS2tcS1s+EEPKu8wnoB5+AfmyHobf6LXayHYLeJDa+6NA3hu0w9BYcOhXBoVPZDkNvzTtdZDsEvTm7NbKqvlCj3jeoUe8btsPQC5cnQrtez9kOQ28055oOzbmmZU1zLiGEEFIebo37wq1xX7bD0Fu1T/5kOwS9iVx80Oin6NILWgi/bh/Dr9vHbIehtzpfnWc7BL3ZhzS0qr4QPGIlgkesZDsMvXAFIjRY+5TtMPRGc67p0DgzHWsbZ4QQQgghhBBCCCGEEEIIIYQQQggh5O0oyTIhhBBCCCGEEEIISzJz87S29U1aLCnyIP/ChHWmpvk+Ej1jBQCxRryZOeWLVXN/G5H+CQ0kWjHk6ChpPJbQvllF9tW3ziRC9UNZy9tmhrCE9tWsM73brEis5qozS2jfLI1+XrQedMegLpthxj7GdvsWbTN960xcZF7IyMmBi6BsydcNkZqVpbVdmGD5f13aYeGQflrxp2Rm4eP1m/DXGdXDmQ5fv4WVu/Zheu+u5YqB7TYzBI1J05IIhZg7qDcmdusADodjlGNa25i0hPbN0ti/6JpFF7FQwKxpzLm2IISwLzszW2tbItEvoZyoSAKA7EzzJGjP0YhXrGfyOwAQS9TrlKxyJpMvTDxoaAyadZaVkaWj5LvFEtrMEOVp38J9y9O+1jYmLQHbbWaI7CLXcGJ921es3b5ZGVlwdClbIlFrG5MZKerELU/uPgQACEUizP3+C3Qfqv1AsOcPnmDGkPFMEuYfFi5HeNMGqN24Xpnf3xLazNpoj0n9Ega9q3OY1M4WrXt2RES75qhSsxrcfTwhFIuQlpyK+9duY9/2XTj4x79QKBTIzc7BvJFTIbW1Rctu7cr93jQ3Gsba5kZCiEpmtvr7JhuxfuccAJCI1WM3M6t8c11hAkgAeifKk4i0y5U3Bn1pxgroX2ea3zlnZGXrKGlYDPrWV9EYiv4dpsR2+2bmlL/NACAjK8ssySMtoX21YjBwXijc11x9zBLa1xjzaIaZ5jCA/fbVrC9DYtCsL6D8c6k1YbvNDEFj0nQu3bqDz9duYLa7tmyOVg3rl/u41jYmLaF9LWH9TAghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHk3cBlOwBCCCGEEEIIIYSQ91Vufr7WtpDP12s/kUCgtZ2Tl19CSePSjFfI5+m9n1gj3qJ/s+ExFGjEoF99AYBII4FljsYxTMkS2rfo31qWGHLK2WaGsIT21fx7BXr2czFLY9IS2jdHa17Qv83EQuPNC4Zgu33L2mZFY8g10zyWVSRZPAAMbdMcX40cUizBq5OtFD9/PA4ta1Vj/u3b3fvLnUyV7TYzBI3J8gv29sSYjm0wpmMbjO7QGgNbRKBu5SAI+Dzk5OdjzqbtaDD5U5y588Ao72dtY9IS2res52pL6WOEEPPLK7IW4AsFJZTUJiqSPCLXTAnac3PV7yPQM1YAEGokDCj6NxtKc39DYhBpJCLIyzVPfVkCS2gzQ2i3r/6JGo3VvtY2Ji0B221miKLtq++YEBZJ/lKeMWFtY1IzUWyhBeu+KpZgGQACqwRjw8HtcPFwAwAoFAqsW/xNud7fEtrM2pRlTIrE794c5ubljiMvLmPxxhXo0LcbAkKCYGMrBZ/Ph4u7K5p0aIkvf/0WGw5uh629HQBVn100fpZRkvXS3GgYa5sbCSEqOXnqz8cFAgOuzYTq+UPzGOaKQVzks/uct3zObwpF/1ahnvGKNOI1an3xDWgzzRjMVF8A++1bdF+BQM/vNIpcH7LRx9hqX839DZsXNGMwzzndEtpXu74M+e7fePOoIdhu35y8IutWfefRIutxc9YZ29huM0PQmDSNqNg49J8yHXlvvnv0cXfH2s/mGeXY1jYmLaF9LWH9TAghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHk3UBJlgkhhBBCCCGEEEJYIi7yYMV8mUyv/fIKtBP5FU10aSqa8ebL5Hrv93/27ju8qeqNA/i3SfeedFEoe++9N7L3BkFk/0BBAUUFZMgUEFBEtiggsmTIEJQ9C7TQ3dKW7r1H9vj9EbhJWtombXKT6Pt5Hh9zw7n3vj3nnnPPTXLvK1CJt/TfrH0MyocwalpfACBUSQhoo0USg+owhvYt/bdWJQabaraZNoyhfVX/XrGGx7nAQH3SGNrXRm1c0LzNVJN0Vndc0Iah27eqbVY6BmuWxrHSSd+tLCywZlrZRFNvcTgcbJgxmVnOKy7BjcDgasVg6DbTBvXJ6mtdzx/b507H9rnTsWPeDOxfPA+3tnyNyAM7MW9IfwBARFIKhn29GWfuPa72/kytTxpD+1b1XG0sxxghhH1WNtZqyxINE9MLSz1I37rUdvTFWiWRnVjDWAFApJKMo/TfrC3V9bWJQaiSRMHKmp36MgbG0GbaUG9fkcbr6ap9Ta1PGgNDt5k2Srevpn1CVCpBT3X6hKn1ydJJVJu0aY5hU8aUW97F3RWzPlvILD++eR85mdlV3r8xtJmpqUqfFAr+fWOYpZUVbO3tKi3XoVcXbPx5F7Ocm5mNP46crPb+aWzUjqmNjYQQBRuVpIZisRbXZiLl+GFTKjEiGzEIhOrjso119WLQVOm/VaRhvEKVeHVaXxIt2kw1BpbqCzB8+5ZeVyzW8DuNUteHhjjGDNW+qutrNy6oxsDOOd0Y2le9vrT57l9346g2DN2+Nlal5q2ajqOl5uNs1pmhGbrNtEF9Uvdy8vMxYsFHSMtSfC5jb2uL377bCncXZ51s39T6pDG0rzHMnwkhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE/DtQkmVCCCGEEEIIIYQQA7Ev9fBLXqmHY5aHX+qBjPYsPfRTdT98DWMFAIFKvPbVTASguj5PqHnyBr5aDDbVikFTxtC+dqXW1bTO+CqJHqrbZtowhvZVrTON26xUrGzVmTG0r53KcV66HiqOQVnWgcVjzNDtW7rNNK0zQalxwYGlcax023Rt2hAeTo4VrtOiTi3U9arBLD+KiK5WDIZuM21Qn9SfGs5O2DZnOpPkWyqTYeGeg0isRjIzwPT6pDG0r53K+qXnLBURGGhuQQgxPFt7W7VlPp+v0XpCvkBt2dbeXmcxVcRGJV4BT7NYAUDAV85T7ByqF6tqwkRtYlCtMzuHypMu/lsYQ5tpw9Dta2p90hgYus20YWunvh+Bpu0rUG/f6sRran2y9L76jRpc6Tr9S5V58ehZlfdvDG1matT7pKCCkkr/5TEMAHoN7Y9Wndsxy/eu3qz2Nmls1I6pjY2EEAV7W+VnfjyBZuccAOCrJGm3t6veWGdvqxw/eHzNYuAL1ctVNwZNqcYKaF5nqt85O9jZVlBSuxg0ra/SMZT+O/TJ0O1rb1P9NgMABwMcY4ZqX7UYqjousHSMGUP76mIcZev4Agzfvqr1pU0MqvsHqj+WmhJDt5k2qE/qVkFRMYbP+wjhMXEAFAmGz3y/Ax1bNtfZPkytTxpD+xrD/JkQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCyL8DJVkmhBBCCCGEEEIIMRBrS0vYWlkyy5n5BRqtl5GnXs6VpYfrq+6niC/QONmlarzVjdVVJQFGZp5m9QUAGfm6i0FTxtC+pdfVPIZ8nexfW8bQvqrrZ2hYX6Xr1RB98l1xlEeX7atWXyrbrUymAfpk6X0Zon1Lr6tpDKrjgr21NSwtzKscgzZKx9vEz1ej9RqrlEvJydVZDNQntYvBFPqktj4ZPZRJ4s0TirD/6t/V2p4p90lDta96DJrVV4lAiGKVB2m7GfExRgjRPStra1irPFg/Jz1Lo/WyS5VzdnPRaVzlUd1PSVEx+BomwcvJyGReO7k6Vy8GV2UM2Rma1ZciBmVZJ1d26ssYGEObaUO1fXM0bF9eCQ+84hLlNqrRH0ytTxoDQ7eZNpxK7ad0u5VHtZytvR0sLC0rKF0xU+uTpcfLek0aVrqOZ01v2Ds6MMsZyWlV378RtJmpUT0+VI+bimSXKufs5vzugv9iXfr3YF7HRr6q9vZobNSOqY2NhBAFVydn5nVGdo7G62XkKMu6OTtVLwaV9VW3W+H+S8Xq5lS9GDTlWupv1bTOVMu5VjPWqtRX6Riq22baMHT7lm2zbK1jsLe1haWFRZVj0IYxtK/qMarpMV7C46OYx9NZDJoyhvZVHUeLSko0To6tNi6w2ScN3L7WVlawtbHWOobS/YHNOjM0Q7eZNqhP6k4xj4eRCz5GYHgEAMDK0hKndm5D747tdbofU+uTxtC+xjB/JoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDy70BJlgkhhBBCCCGEEEIMqFFNH+Z1QqZmD9FMylKWc3N0gJtKUg99Uo0VABI1jlf5MMSGvt7Vi8FPtb40S4ZQIhAip7BIZzFow9Dt27Cm+t+qeQy6azNtGEP7qraZpsd4okp9mZmZoYEPO3VmDO2rWl/ZhUUaJ19XrduGvj4VlNQtQ7evh5OjWoLSRA2P80SVcaF0u+tT41JJle2srcspqc7BRpm0rVjDh/eWx9Btpg3qk/rH4XDQu2UzZvlheFS1tmdqfdIY2rcqfVJ1bqOIgb06I4QYh7qN6zOvUxOSNFonLTGFee3i7spaEr46jRuoLWsab6pKvHUa1a+gpCYxqNZXskbr8Ep4yMvOVYmhXrViMCXG0GbaUG3fFA3bNy1RvZx/NdvXlPqkMTCGNtOUq4ebWttoOoaoxlvd8cPU+mS9Jurx2trbarSerYMd81o1aay2jKHNTE3dKpwn0xKUx5eZmRn8G/636gwAPLw9mdf52XnV3h6NjdoxtbGREKLQuK4/8zohNU2jdUp4fGTn5TPLjer4l1tW6xhSNIshUSVWMzMzNKxTu1oxaKr035qQkqrReqrxVr++6jCvs3LzNE4umJimuxi0Yej29XB1UUtkqOlxbrj6Mnz7qsaQkKrhMZ6mXq9s1ZkxtK/qMa6IQfs6M9QxZqj2bVynCjGotK27izPcnJ2rFYMpMYY20xT1Sd0o4fExYsHHePwyGABgYW6O33ZswYBuXfSyP1Pqk8bQvsYwfyaEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQ8u9ASZYJIYQQQgghhBBCDKhJrZrM6xex8RqtExjzWrl+qQSY+lTfxwsW5lxmOUiDeIViMcISlQkDVP/eqmiqsn52YRFSVJJIlSco9rXacpNa7NWZodvXwcYGtTzcVWJ4XUFpJdU6Y7O+jKF9m6qsr2mbBam0mZ+7G+xtNEtEW13G0L5Na6v3aU3GhaSsbGSrJMZm9xgzfPuqHuea1FfpGEonPtan+j5esLKwYJZLBJo9sL6Iz2deO9raVFCycsbQZpqiPskOF5WkyLlFxdXenin1SWNoX9X6Ck9MhkgsqXQd1bmNhTkX9X28qhUDIcT01G/WiHkdHhii0TphgcHM63pNG+o8pvL4N6gDc5X5jybxioRCxIRGMsvVjVe1vvKycpCRXHkygohScbJZZ4ZmDG2mDdX2jQ2LglgkqnSd8OfK/mBuYYHaDerqLAZj75PGwBjaTBtq7Rukafsqy1W3fU2tTzZo3khtmVfM02g9XpEysbK9o0O1YjB0m5ma6o5h3rV8YWtvV0HpfyfVY9vGrnqf1QA0NmrL1MZGQohC0wbKBOtZuXlITs+odJ3A8Ai15Sb1qjfWNa2vjKH0tsvzPExZzs/bC/a2ttWKQVMOdnao5ePNLAeGR1ZQWkk13ib1dVdfihgqr7PEtHRk5ebpLAZtGEP7VjeG6h7j2jCG9lWNISwmFiKxuNJ1noeFM68tzM3RoDY7ic8Bw7dvA//asDA31yoGoUiE0FexOotBG8bQvuptpuk4qoyBzfoyBsbQZtqgPlk9PL4AoxYuxsPAFwAAc3Mujm3bhCG9euhtn6bUJ42hfY1h/kwIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggh5N+BkiwTQgghhBBCCCGEGFDvls2Y10+jY8AXVpyMQC6X416o8gGDfVo1q6C0bllamKNrE2Uygjsh4RWUVgiIioFApHiQqZmZGXq3bFqtGNo3qAc7aytm+XZwWKXr3FWJs563J2rX8KhWDNowhvbtpVLnd0Iqf4hmQmYW4jOymGXVv0HfjKF9e6n8va8zMpGYmV3pOqp9oTeLfRIwfPvWruGBOp41mOW7GowLqnHaW1ujQ8N6FZTWLWNoX9VxULW/l4cnFOJptPLBtn1Y7JPmXC56Nm/CLEckpWi0XqRKOb8a7hWUrJwxtJk2qE/qX3pePvNaNeFyVZlSnzSG9u3VQjkm8EUiBETFaBCDMs5uTRupPeCbEPLf0LFPN+Z1cEAQBHxBheXlcjme3n7ELHfq211vsZVmYWmJtt06MMsBtx9Wus7Lx4EQCoQAFNe9nVT+3qpo0bENbOyUSZKe3Lpf6ToBtx8wr2vV84evv1+1YjAlxtBm2ujYuyvzWsAX4OXjwErXUf2b2nXvCAuVJI1VisGE+qQxMIY204Zq+z7VoD/weXyEPFH+TdVtX1Prky06toGDkyOzHBsRXek6GclpKC4sYpa9a/lWKwZDt5mpUT0+kl8nIjUhudJ1VOv1v1Zfb0W8CGVe1/Dxqvb2aGzUjqmNjYQQhY4tmsPORpmY/taTp5WucztAWaZeLT/4+/pUK4Y+nToyr18npyAhNU2rGPp27lhBSd3r00k51qnGUZ74lFTEpyi/T+jbuVO19u/v64M6NZVzM01iuK3Srva2tujUskW1YtCGMbSvagx3Ap5XWp7HFyAgOESnMWjKGNq3t8oxzhcI8fhFsAYxPGNed2/XFhYW7H0+buj2tbSwQLd2bZhl1booz+OXwRAIlXOgPp07VLKG7hhD+6r+vQHBIeALKv/M5s5TZduyPe4bmjG0mTaoT1YdXyDA6EVLcO+Z4jqNy+Xi6OYNGNmvj173a0p90hja1xjmz4QQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC/h3oKebEqD18+hx9J0yBTCZj3ju4bTOmjx9b6bqxCQm4ef8h7gc8Q1h0NJJS0lBUUgI7Wxt4uLmhfcsWGNKvD8YMfg+Wlpb6/DM0UlhUhKDQcASGhOJ5SAgCQ8IQG58AuVwOAHh/3Ggc2r7VwFGWdfXmbZy8cAlPXwYjLSMTXC4HPp6e6N6xPaaOGYVuHdobOsQK/e+LlTh44ne190QJrwwUjbqX4RE4duYP/PPgIVLTM8AXCOBdwwMtmjTG+OFDMXbIIHC5XIPGKJVKERETi8BgxTH7PDgEwRGRag+QMZb6BICcvDxFHwsORWCI4r/ElFTm31cu+QirP/lY4+1Z1m5QrXii79+Cv1/Nam1DG7+cPovZy1ZotY6nhzuSnj2qvKCemNLYmJKejn/uP8T9J08RGhWN14lJKCwuhrWVJdxdXNC6eTMM7NUDk0YOh52tbeUbZEl+QSGOnzuP89euIyY+Hlm5uXB1coa/X00MG9AP08aOgo+np6HDRFpGJgJD3/TfN2NOepYyCZWm84O3cvPz8eh5IJ69DEF49CvEJiQgNT0DhcXFkMsBJwd7+Pv5oUOrlhg3bDB6dDL8w+f4AgFehkXgeXAIUxdRsXGQSqUAgJ6dO+Lv348bOEqlhOSUN7GGMW2Wm5/P/PuNk8fQq4t2D0c1tfMOIYRoanCH1rAw50IskYInFOHUvUeY0b9XueVvB4chQSXB5Mgu7D7AcmSX9kyivPMPA7Dlw6lwsit/fnP0xh3mdbsGdVHT3a1a+7exssTAtq3wx8MAxfb/voOpfXuUW14qleH4TWVCqhGd2b1ONYb2HdmlA3795y4A4H5YJGLTMlDPu/w5nmqbebk4o0uThtWOQVPG0L5dGjdADWcnZOYXvInhNlZNGVdu+ZjUdDwIj2KWR7HeJw3fviO6tMeu81cAAMf+uYfPx48Eh8OpIIbbzOv32reCNYufzRlD+47s0gHf/HYOABCfkYXbwWEVJtY9dfcR+CJFgnZLc3MM7tCm3LL6MKprB9wIUjyQ+mF4NLILi+Du6FBu+dD4RMSlZzLLPZo1rtb+jaHNtEF9Ur+EYjH+CVI+TLyJX/WSmQGm1ycN3b5+Hu5oV78unsfEKbb/9210b15+Py8o4eHCI+XDsUd1MfxnLIQQ9vUa2h/mFhaQiMUQ8Pi4cvI8xsycVG75JzfvIzUhiVkeMHoIG2Ey+o8ewiS+u3H2Mj7b9rVaAs7Szh05ybxu3qE1vPyqlwTA2sYaPQb1wfWzl5ntj3h/fLnlpVIpLv56hlnuN3pwtfZvigzdZtrwruWLZu1bIezZyzex/Ib2PTuXW76ooBA3zl1hlvuPqX5/MLU+aWjG0Gba6D96MH5cux0AkBKfhCc371eYHPTqyfNMom0LS0v0GtpfBzGYTp+0sLREr2H98edxxTXBP+evYs6Kjypc5+/zV5nXXC4XbbtXb45rDG1mSlp37QA3Tw/kZCi+Kz535CQWrVlWbvmEV6/x/N4TZvm/NoYBQE5mNu78eYNZ7tCrS7W3SWNjVWIwnbGREKJgY22NQT264ez1vwEAR86dx/sjh5VbXiqV4tcLfzLLo/v3rXYMXdu0gqebGzJychQxnD2PNR8tKLd8TEIi7j8PYpbHDOhX7Ri0Mbp/Xxz94yIA4N6zQMQmJqFeLb9yyx85e5557e3hjq5tWlU/hgF9sePIrwCAX85fwpfzZlf4+emRc8oYBvfsBmsrq2rHoCljaN/RA/pi3Z6fAADxKSm4+TigwoSQJ69cA1+gSMZoaWGBob17VjsGbRi6fWt5e6F986Z4FhrObL9nh3blli8oKsYfN/5hlscMrP64oA1jaN/R/fsyya7PXf8b2z5fCicH+3LLHzl7gXndoUUz+Hl5VTsGTRlD+w7t1RMW5uYQSyTg8QU4eeUaZo4ZVW75m48DkKDyO/gxA/5b14fG0GbaoD5ZNQKhEGM/+hR3AhRJg7lcLg5vXIux7+n/eDe1Pmno9jWG+TMhhLBBLpeDVxyHgrxgFOa9fPP/EEglxUyZnkMCYGtX/vVwabySJOTnPEVhXgiKC6PAL0mCUJAJqYQHM445LCycYOfYAC5uHeBTeyzsHOrp40+rEl5xPFLif0dW2j8Q8FMhERfD0toD9o4N4FVzOLxrjQKXa2PoMBlZaf8gNfEcCnJfQMhPh5kZF1Y2XnDx6ATf2uPg4q7dPU76JBYVIDXhDDJSrqCk+DVEwhxYWjrDxq4WavgMhE/t8bC2YX9+Vp7C/DCkxJ9CTuY9CPnpkEr5sLL2hKNzU3j5jYRXzWEwMzPsvdBvyeVSpCdfRnrSeRTmh0MoyACXawMrGy+41egBX/8JcHQu//eDbBPwM5CacAqZqdfBL0mESJQPSys32NnXgafvEPjUHgsLS2dDh8nIy36ClIQzyMt6AiE/HXK5FFY2XnBybQ2fWmPg4c3uZ5YVkUr5SEs8j/TkSygufAWRIAvmFvawtvGBh3c/+PhPgJ19HUOHyaAxV39ozNUfUxtzCSGEsCMv+B9kPzmP4tdBEOVnwIzDhaWzFxwadoRHl3FwbGA895xIeAXIenQWuc+vQJD5GuKiXJjbOcPK3Q+urQfCo8s4WLoYzzyhJCkMWQ9OoyDiPkR5aZCJBbBw8oSdX1O4dRgOt/bDYMYxknmCTIqc55eRE3ARJUnhEBdkgGNhDUsXbzg16Q6PbuNh52c88wRRfgayHp5G7ovrEGYnQVKSDwsHV1jXqAPXdkPg0XkMzO2cDR0mo/BVALIenUFRdABE+emQy6SwdPaEfZ02cO80Ci4tjejaTMRHzpMLyHn2J/hpryAqyALXxh5Wrj5wbtEXHl3Hw8bTeK7NBJnxyHxwCvkhNyHMTYWUXwxLJw/YeDeAW/thcOs0ElxL47k2ozFXf2jM1R8acwkhhBBCCCGEEEIIIYQQQgghhBBCyFvlP1WGEAMTCISY89kXagmWNXHrwSO0HzwcTXr2x8IvV+O38xcRHB6JvIICSCQSFBQWIeZ1PE5euITpH3+KJr3648bde3r6KzQz7aMl8GjRDgMmTcPnGzbj1MXLiHkdzyQRNUbpmVkYPn0WRs6cg9/OX0TM63iU8HgoLCpGZEwsDp74HX3GTcbMT5ajqLi48g0awM37D8skWDYGYrEYn3+zGZ2GjsKuQ0cQGhmF3Px88AUCxCUm4cJfNzBt0RL0HDMB0XGvDRbnhb9uwK1ZG7QdOBSzl63Aj0d/xZOgF2qJLo1Jz9ET4N26I4a+/yFWf7sD569dV0uwzDYrK0u4OjsZbP+mwFTGxuCISPQcPQF1O/fE7KWf4+dTZ/DsZTBy8vIgFotRVFyC10nJ+OPqX1iwYiXqdemF385fNHTYAIBrt+6gVf/B+GTNetx5/AQp6RkQicRIz8rC48AgrNyyDS37DcIvZ84ZNE7/jt1Ru2M3jP5wHr7Z+T2u3LytlmC5KuYs/wKjP5yHDbt+wB9X/0JweCSyc/MgEokhFouRnZuHZy+DsfeXY+g3YSr6jp9s0DH3i01b4dq0NXqOmYBP1qzHr2f+QHj0KybBsjFJy8iET5uOaNCtNyYt+Ahb9/yEv+89UEuwXBWmdt4hhBBtONvZYUpv5cP8N538A/klJe8sK5ZIsPKo8sH6/Vo3R6Oa7D5Yf0LPrnB98wDGEoEQ646fKbdsQFQMztx/zCz/b9hAncSwQGU7jyKi1RL3lfb9xatIzFIkLbaysMCsQew+kNEY2rd/6xZo6OsNQPGAtxWHj5db9nV6Jvb+eZ1Znjd0AMzMzKodgzYM3b4cDgfzhwxglvf+eR3xGeXPP1ccPs5cpzSq6YO+rZpXOwZtGEP7zh7UD5bm5gCAxKxsfH/xWrll/3gQgMeRr5jl+UN1My5oyhjat7GfL/q0Ut5wuvLoSYglkneWzSsuwabf/2CWp/btUWFie30Y16MzvF1dACgS3K49drrcsnK5HKt+UX7e5uvmin6tW1Rr/8bQZtqgPqmd7MIircqv/uV3pOflM8tjulX/Rn5T65PG0L6q5+rT9x7jaXRsuWXXHjuNkjcPgHdzdMD4ntVP5kUIMT2Ozk4Y8f5YZvmnb75DYX7BO8uKxWLs+GIjs9ylf0/UaVxf7zGqGjJ5FJzdFPMffgkP36/+ttyywU8C8dcp5Wf+Uxd9qJMYpqhsJ+jBU/z9x5Vyy/668wBSE5IBAJZWVhg/Z5pOYjAlxtBm2lDd57XfLyI4IKjcst+v2gp+CQ8A4OLuiiGTRlV7/6bWJ42BodtMG/WaNERnlcShO77YCLFY/M6yhXn52PvNd8zyiPfHVZjwU1Om1ienfTSLuRaLCArFlZPnyy2bn5OHw9/uYZb7jRpU7TozhjYzJRwOB5P/9wGzfOKHw0h+nVhu+W+Xr2U+J6jbuD469++h7xD1TigQQFLOdWtpYrEYq2Z9ipIixW+3zMzMMHza2ErW0gyNjdoxtbGREKKwcNok5vXDwBdqiRlL2/XLcSSmpgEArCwtMXtC9cdbDoeDBVMmMMt7jp/E6+SUcssv37qDOe81rlsH/bqwm6RiQLcuaFTHH4Di8/HlW3eUWzYuKRl7jiu/F10wZaJOPh+fM2EcLC0sAACJqWnY9Uv5n9Gf/etvPAp6ySz/b+qkcsvqgzG0b5N6ddUSfH65YxfE4nI+Hy8oxIYf9zPL748cVmHiRn0whvZdOHUy8/rU1esICA4tt+zqXXtQwucDANxdnDFxyCCdxKApY2jfSUMHw+3Nb6VL+Hx8vXtPuWWfvAzB6WvK780WstwnFfs0bPs6OzpgmkpC0m9+PID8cr5LE4sl+HLHLma5f9fOaFTXv9oxmBpDt5k2qE9qTygSYfziZbj5OACA4tx5YP3XrLWdqfVJY2hfQ8+fCSFE3wpyX+CfC41x71p3BD/5H+Kj9yEv65FaguWqeHijP4KfLER89E/ITr+FkqIYSMSFkMslkEkFEAoykJt5H7ER3+HetR4IfbYUErHh79eNi9yD+3/1RmzEThTmh0AkzIFMJoSAl4zs9FsIffYpHlwfgPzc8j87ZotQkIln96bg+f1pSEs8B15xHKRSHiSSIpQUvUJy3DE8uTUKwQEfGUXdZqX9g/t/9ULEi5XIzXoIIT8NcpkIQkEm8nOeITpkI+5f64mU+FOGDhUymRiRL9fi4Y2BSHi1H8UFERCL8iCTCsAvSUBGylW8fDwfj28OR0lR+b8xY0tJUSwe3xyOl4/nISPlKvglCZBJBRCL8lBcEIGEV/vx8MZARL5cC5ns3d8jsCkl/hTu/9UT0SEbkZ/zDEJBpuJY4KchN+shIl6sxP2/eiMrrfx5F1sk4mIEB3yEJ7dGITnuGEqKXkEiKYJUygOvOA5piefw/P40PLs3BUJBpqHDRX5uEB5cH4DQZ58iO/0WBLxkyGRCiIQ5KMwPQWzETjz4qw/iIsufV7OJxlz9oTFXf0xtzCWEEKJ/ooJMRHw3DZG7piP78TkIMl5DJuRByi8CP+0VMu8cR9jm0Xh18GNI+YafJ+SF3MSLlX0Qf2IVCqMeQZSXDrlEBHFBJopjnyPx7Ca8WNUbmQ+MYJ4gESP+93UIXjsIaTcOgJccAUlJPmQiAYRZCcgNvIpX+/6H0I0jwU83/DyBnx6L0I0j8eqnBcgNvAphVgJkIgEkJfngJUcg7cYBBK8dhPjf10EmMfw8IevhabxY2RuJZzehOPY5xAWZkEtEEOWlozDqEeJPrMKLVX2RF3LT0KFCyi/Gq4MfI2zzaGTeOQ5+2itI+UWQCXkQZLxG9uNziNw1HRHfTYOowPDXZkVxQQheMxCxPy9FfugtCHOSIZcIISnKQUlCCFL+3IWXq/sh5eqPhg4VAJBy9Ue8WNUXKX/uQklCCCRFOZBLhBDmJCM/9BZif16K4DUDURRn+GszGnP1h8Zc/aIxlxBCCCGEEEIIIYQQQgghhBBCCCGEqKIky8Rordn+HV5VIZlhUGgYgsMj1d6r718bI98bgFmTJ2LyqBFoWK8u829JqWkYPmM2jp07X92Qqyw9M8vokoZWJL+gEIOmzsBfd+4y7zVt2ABTx4zChBFDUcevJvP+8XPnMW7O/yASiQwRarmKS0ow//OvDB1GGXK5HHOWf4HvDhxiEox7eXhgzJBBmD5+DNq1VCalefoiGAMnvW+wRMEFhYXgvXnQkClIy9T9Dw0XTJ+m8X9zSj14ZviA/nB0cNB5TJry8fTUKO4ZE8YZLEZTGRtfxb3G48AgtVj9fLwxtH9fzJw4HtPGjkarpk2Yf8vNz8eMxUux+Ye9hgiXce3WHYyZPZ/pG+bm5ujfoxtmThyPIX17w8baGgBQWFSM2Us/x+HfDPdD89SMDL1u39XZGV3atcXEEcMwZ+okfDBhHAb07A4nR2UfvR/wDL3HTkRY9KsKtqQ/mdnZRplQ+V2EIhGyc/N0vl1TO+8QQggAzNu9Hw6jp8Nh9HQ0m/tphWVXTh4L+zfn35ScXIxetw3J2TlqZXKLijFly24Ev0kYweVwsH56xQ843HjyHBODw+jp1fhrlJzsbPHlpNHM8v6rf2PDb+fKJCN8EB6FyZt3Qfrm2qZd/boY171zudu9FxqhFuu90Ihyy3Zp0hAju3RglufvPoCLj5+plZHJZDh07SbWqiSBnjekP2rX8Ch3uwmZWWoxHLt5r9yy2tBX+zab+ykT67zd+8stx+Vy8M0M5bauPXuBRXsOgScUqpWLSEzG6HXfolggAADUdHfFwmHvVRjD4JUbmRgGr9xYYVlN6at9tekPi0YMQk13VwBAEV+AUWu3IiIxWa0MTyjEoj2H8Ndz5cO5v5kxCVxu+R+5Hrt5Ty2GhMzyE8VqSl/tq01/8Pf0wLyhyiS4a4+fxqFrN8tc01149BT/++EgszyqSwd0btygwr9PNYaNJ89VWFZT+mpfbfrDNzMmgctRbOtlXAKmbNmN3CL1m5GTs3MwZv02pOYo5tcONtb4SmX8fRdtzj2asrWywtr3lQ/5//nGbXxx5AT4QvXP+/JLSjDru734OyiEeW/11HGwtDB/53apT1KfBICPfjyMiRu/w+WAQAjLSW4EAJFJKZi29Xv8qJKUum+r5ujfpmW56/xb+6S+2leb/jChZxe0q6/4nkUqk2HSpp14EB6lVkYskWDDb+dw4JryAY5fThwNR1sbzf5QQohJWDX7U7SyqoVWVrUwuGHXCsv+b/VS2NrbAQAyktPwv+HTkZ6k/h1XQW4+Pp0wF1EvwwAAXC4Xn2z6ssLt7l2/g4mhlVWtavw1Sg5Ojpi/8hNm+fefjuLHddvLJOILvP8ES8bPYT67bda+FQZNGFHudp/eeaQW69M7j8ot26ZrB/QfPZhZXjV7Kf65cE2tjEwmw6n9v+L71VuZ9yb/7wP4+vuVu92U+CS1GC78crrcssZANda968tPzqWvNgOAwQ27MjGsmq2b8/mQSaPQrH0rAIBUKsWScbMReP+JWhmxWIwf123H7/t+Yd6bv/IT2DuW//3iv7VP6suFX06rxZoSn1RuWX21mTbjgjY+2fwVuFwuACDyRSg+nTAXBbn5amXSk1LxvxEzkJmSDgCwc7DH/1ZXfIz/W/tkkzYtMHKG8rp3zbzluHTsTJly8VGxmDt4CrLTFXNlaxtrLFhVfgyzBkxgYp01YEK55QD9tZk244KhaTN+vL94Drz8fAAAJUXFWDDsfcSUuibh8/hYu+Az3LuqfIjWJ5uU9fwu2owLhvQ6KhbDm/bE0R37Kowx5OkLzOw7Dg+u32beGz5tLJq1a1XuOjQ2mubYSAjRn65tWmP0gL7M8pyVa3Hhn1tqZWQyGQ6cOoPVKkns/jdlIvx9fcrd7vof98G6RXvmv4osnj4VNb08AQBFJSUYPv8jhMeoP4CTxxdgwZpvcPXufea9TUsXV3je++X8JbUY4nXwO1Qul4tNSxczy1fu3MOCNd+AxxeolQuPicWIBR+jmMcDANT08sRH0yajPPEpqWqx/nL+Urll69T0xf+mTGSWV+/agwOnzpT5/PT83zcxb/U6ZnnMgH7o0rr8cyQAtRjW/7ivwrKa0lf7Dpg5l4l1wMy5Fcaguq0XEVGY+Mly5BYUqJVJSk/HyP99jJQ3vzV0sLPDqoXzKtzu7K/WMDE0fG94hWU1pa/21aY/TBo6CO2bNwWgmAON/3gp7j9Xf0CyWCzBuj37sO935ecuKxfMhaN9+QlS7zx9phbDnafPyi2rDX21r6b9wcnBHisXKI/Bn06exro9+8oklr3/PAgTFi9j5kDtmzfFhMEV/1ah4XvDmRhmf7WmwrKa0lf7atMfVi+cD3tbWwBASkYGRiz4CEnp6WplcgsKMPGT5XgZGQ1AMf5u/PTjCrerzbnH0KhPUp8EAJFYjMmffo4bDxTXhBwOB/vXr8aU4UOqve1/a5/UV/tq0x/0NX8mhBBjIZHwIBEX6nUf1jY+cKvRAz61x8Ov7nT41B4PZ7cOMDOzeFNCjuTXJxBwZxwkEp5eY6lIdMgmRId8A5lM8Zs4cwsnePoOhq//ZLi4dwJgBgDgFcfi6Z0JKMwPNVisYlEBnt6ZgOx05TnJ3rERfGqPg5ffKNjYKb+TSE04g8CHMyGTGe5e6Ky0fxD44AMIBYp76czMzOHm2RM160yBh3d/cLiK36NLJEUIeboYSXHHDRarXC5H6NNPEB/9EwDF/QJW1jXgWXMYfP0nwtFFeS1ekBuEgNvjwOcll7M1/ePzkhFweywKVJLQOrq0gq//RHjWHAYr6xpv3pUhPvonhD7TzXeRVZUUdwwhTxcz4w6Haw0P7wGoWWcK3Dx7wsxM8dtcoSADgQ8+QFa64RLLyGQiBD74AKkJyu9YbexqwctvFHxqj4O9YyPm/ez0W3h6ZyLEeh5PK1KYF4Knd8aDV/z2czgzuLh3gq//ZHj6Doa5hRMAQCYTIjrkG0SHbjZYrACNufpEY67+mNqYSwghRP8kvAKEb5uE/FDlPMHGpxHcu4yFW8eRsHJXzhOyH51F5A8fQiYx3DwhL+Qmor6fCXHBm3kC1xxOTXuiRo/JcG7ZDxxLxTxByi9C7OFPkHH3hMFilcvliD3yKdKu7wPkinmChVMNuLYbCo9uE2Dnr5wnFL8OQti3EyDMSTFUuBDmpCBs63gUv1bOE+z8W8Gj2wS4thsKC6c38wS5DGnX9yH256UGilQh485xxBxaAin/zbWZpTVcWvVHjR6T4dS0J8y4imszcUEGor6fibyQWxVtTq9kEhEif5iJ7Ednmfes3GvBreNIuHcZCxsf5bVZfugthG+fDAnPcNdmJQmhCN82EYKMOMUbZmZwaNAJHt0nwbXtYHBtFddmcokQiWc2IPHcFoPFCgCJ5zYj8cwGyCWKazOurRNc2w6GR/dJcGjQCTBTXJsJMuIQsX0SShINd21GY67+0JirXzTmEkIIIYQQQgghhBBCCCGEEEIIIYSQ0t6d3YAQAwsIeoFdh34GAEwdMwrHq5AAuVG9upg5cTwmjhwGXy+vMv/+9737mLNsBVLSMyCTyTDvsy/RvmULNK5fr5rRVw2Hw0GDOv5o17IF2rVsjnYtWmDFxi14HBhU+cosm/f5lwh/k2TSztYWh7ZvwZghg5h/l8lk2PfrCSxdtwESiQS3Hj7C6m93YPNXKwwVchlfbd6G+GTFzWFTRo/EiT8uGDgihb1Hj6nF8sVH/8PKxYtgYWHBvHfvSQAmLfgIWTm5SM3IwOT/fYT758/A7M2Pbdnm4eaKts2bo23L5mjXsgWi4+Lw5aZvDRJLZczNzdGkQX20a9Fc0c9atsDE+YuQlJpWpe3tWv+1xmUvXv8bB46fZJY/MGDyYgCoX6e2VvEbiimNjbV8fTB9/FhMGT0S9f1rl/n358Eh+PDTzxDxKgYAsPrbHejYuhX6dmf/YdZpGZmYumgxJG8SIbZv1RIn936PWioPJ8rJy8OHnyzH1Vt3AACLVn6Ndq1aqCWMZpOVlSVaNG7M9N+2LVug/aCqP3yxR8cOGNizO/p274YGdfzfWUYkEmH/8d+wYuMWiERiZOfmYeaSZQi4YrhzRh2/mmir0h/2HTuBc1euVb6iAdjZ2qJV0yaK9mrRAp4ebhgybWa1t2tK5x1CiGlZuOcQgmJeq71XIlB/2PPY9dthaa7+UcqQDm2wcsrYau/fy9UZPy9biEmbdkIileJZdCxaLliGXi2awtfNFZkFhbgTHAaeSkLL7+bNQIs6hklWM3dwfwRExeDUXcWDLDefOo+fb9xG16YNYWtlhcikFDx7FceU93Jxxq+fLdLpdcsPCz9EVHIqIpNSUCwQYOqW3WhaqyZa1a0NqUyGp1GxeJ2RyZTv2bwJvp46Xmf714YxtO/gDm2wdOxwbD+reOj40b/v4OLjZ+jRvAmc7e0Ql5aBB+FRzAOo7a2tcfKLJbCxstRZDNowdPvaWFnitxVLMHjlRhQLBIhNy0CnJV+hW9NGqOvtifziEtwLjUBecQmzzrKxwzGofWudxaANY2jfNVPH40VsPO6FRkAskWLJvp+x6/wVdGhUD1wOBy/jEhCukhS3iZ8vvl/4oc72rw1jaN+WdWpjx7wZWLz3CABFIt4mc5agV8tmqOHkiOTsHNx9U5cAYM7l4uelC+Hp4qyzGLQxuXc3BMW8xt7LigS3P1y8huM376FH8yZwc3RAWm4e7odGMgmDAcW5Ykqf7jrZvzG0mTaoT2pOLpfjytMgXHkaBGtLCzTx80UdrxpwtLWFXC5HXnEJwhKSEJuWobZe67r+OPzpAp3FYWp90tDta2Zmhl+WL0K/FeuQnpePzPwCDPpqA9o3qIvGfr7gCYV4GB6N9Lx8Zp1JvbpizuB+OouBEKK9NfM/Q/jzYLX3eCrnTgBYNHIGLCzVz0e9hg3Awq+r/6AMD29PbD22B0vGzYZEIkFIQBCGNumBjr27wsvPGzkZ2Xhy6wEEPD6zzlffb0Cjlk2rve+qmLRgBoKfBOLKyfMAgH0bduHc4d/QpltH2NjZIjY8GqFPXzDlPbxrYPtvP+n0uvfrn7YiLjIGcRGvwCsuwacT5qJ+s0Zo0qY5pBIpgp8EIvl1IlO+Q++u+Gjdcp3tXxuZqelYNPKDMu+nJSkfCBP2PBgTOgwqU+brn7ZUmOxRU8bQZpoyMzPDthN7Mb3XKGSlZSInIwsz+41H8w6tUa9pQ/BLeAh6EICsNOV179ApozFx/nSdxWBqffLU/l9x5kDFD6v9cd12HP/+kNp7Ht6e2HPxaLX3bwxtpo3GrZrhy93fYP3CLwAAd6/8g4H1OqFTn25w83RHWmIqnt55BMmbxJ7m5ubYemwP3L1qVLRZrZhSnwSAFd+tQ1zEKwQ/CYRQIMTKWZ/ip292omXndrC2sULCq9d48fAZk3yGy+Vizf5tqNukgU72bwxtpo09a7fjzp831N4Ti9QfsLZ2/mdMMve3mrZriTU/ba32/q1trLHz9AF82H8CeMUlSIx5jXFtB6Jdj07wq+ePwrwCPL3zEIV5ykRVsz9fhJ5DDHNNcvvSdfy4rmzy3cxU5bXu6QPHcevi9TJlTj1993fBqQnJ2PHFBuz4YgO8a/mifrNGcHF3haWVFQrzCxAZFIrE2Hi1dTr07oqVP2ys3h+jgsZG7Zna2EgIUdi7ZhUi4+IRERuHYh4PE5csR7P69dC6aWNIJFIEBIfgdbLy2qdXx/ZY+/H/dLZ/G2trnN61HQNmzkUxj4eYhES0GzMJ3du1Qb1afsgvLMSdgOfIK1Q+hPGzOTMxuKduPp/X1pBePbB89kx8e1DxWeuRs+dx/sZN9OrYDs6OjohNTML950HKz8dtbXFm93bYWFvrLIZ1ixciMDwCd58+h1giwUfrN2PHkV/RsWULmJtz8SI8EmEqiYyb1q+LH9es1Nn+tWEM7duqcSPs+upzLFqnmCdcuXMP9QcMRZ9OHVDDzQ1Jaem4E/AM4je/NTQ35+LYtxvh5e6usxi0Yej2NTMzw/HtW9B72kykZWUjIycH/T+Ygw4tmqFJvbrg8QV4EBiEtKxsZp3JwwZj3iTD/FbBGNp3/uQJePwyBL+/+Z3jxp8O4MjZP9CtbRvY2lgjIjYOT0PCmPLeHu44sWOrwT6zMXT7enu449i3GzFu8dI355lQNB08Cr07dUBNL09k5uTg1pOnagnsd69cgZaNGuosBm0cOHUGB06dq7DMuj0/4Ydjv6m95+3hjgt7d1d7/8bQZtqgPqm5td/vxZU795jlOjV98SwkDM9UYqvIommTUb929X93ZWp90hja19DzZ0IIYYO5hRMcXVrAyaUVnFxaQSoTICTg4ypvz6fWWLh4dIarR2eVhIPqRMIcRIdsQvJrxfdlhXkv8Sp0M5q0Xlfl/VZVZuoNxEUq53K+/pPRpM03MDe3Zd4rKohE0IOZ4JXEQyopRuD9Gegx+D64XBvW4w19thTFhVEAAC7XFi067oJXzWHMv8vlMiTGHkXki9WQyyXIzbyP6JDNaNxqNeuxCvgZePF4PuRyxXzQyaU1Wnc9ABvbmkwZkTAXIQEfIyv9HwBAeOAKOLm2hqNzM9bjTYw9gtREZRKRek2WoF7TT8HhKO+Fzs16hBeP5kAkzIFQkI4Xj+aic9/LrM8v5XI5XjycwyRStbRyR+su++Hq0YUpI5OJERu+A7EROwEoEsA6ubZF7frVvxdOW4X5oQgPVN6P7+HVDy06fQ9LSxfmPT4vGS8ezkFB3gvI5RK8eDQPPQc/KHcc0afokE3IzXoAQJGktknr9fCrNx1mZhymTHrynwgJWAyplIfiwkiEPluKNl0OsB6rVMpH4IMPIJUofjNla18HbboehoNTY6aMRMJDRNBKpMQrrmXjInbB2a09anj3Zz1eGnP1h8Zc/TG1MZcQQgg7Yn9eBn6qYp7AsbJF/Q93wq39UObf5TIZMm7/gviTX0MulaAw8gESz22B/4RVrMcqys/Aq58WQC5VzBPs6rRGowX7YeXmy5QRF+ci5uBi5IfcBAC8PvYF7Ou0gp0f+/OE9Js/I/ux8rsa32GLUXP4J+CYK+cJhVGPEbV3LiRFORDnpyN67zw0/+qSQeYJUXvnMolULRzd0XD+Pjg26syUkUnESL70HVL+3AVAkQDWoW5bePX9gNVYAaAkMRRxx75glp1b9EX92bthYa+8NhPmpCBq71yUvH4BuVSCVz/NR+uN92DpxP61WeLZzSiMfAhAkaTWf9JaePaeDjOO8tos59mfiDn8CWRCHvgpkYj9eRka/W8/67FKRXxE/jATMqHi2sy6hj8aLTwE25rKazOpkIfXJ1Yh677iWV0pl3fDoV47uLRi/9os7+UNpFz+nln26D4JdaasB9dKeW3GS45E5J5ZEGbGQyooRuT3M9F6w11wLdm/NqMxV39ozNUfGnMJIYQQQgghhBBCCCGEEEIIIYQQQsi7UJJlYnSEQiFmL1sBqVQKDzdXbFv9pVZJluvWroXje3Zh3NDBFf6wrH+P7rh+8hg6DR2F4pISiMVibPr+RxzdtV0Hf4V2dq9fAz8fbzjY26u9b2lpUc4ahvPw6XP8cfUvZnn/t5vUEiwDiqSoC2ZMQ1FJCVZu2QYA2HP0V8yfPg3+fjVhaHcfP8FPvypuKP9gwjh079jeKJIsFxYV4Ztdyh/Uzps2BWuXfVKmXI9OHXF634/oO2EKZDIZnr4Ixu8X/8SkkVVPNloVA3v1xKsHt1G7pq/a+7+cPlvOGoZ19uBPaFDHv8zD+DgqP0zUp6Mq9eLn443+Pbqxsl9TZipjo6eHO37ctB4zxo9VS4heWruWLfD374rzTnJaOgBg3Xe7DZJked13u1H0JnmGr5cnLv96GC5OTmpl3FxccHr/j+gyYixCIiIhkUjw5aatuPzrEdbjffLneTRv3LDC+tXWkjmVJxaytLTEopkzYGNtjQUrFA9afBEWjsfPg9C5XRudxaKJFYv+h29XfQlXZ2e194+d+4PVODTh6eGOwOuX0aR+PXC5XOb9+KTkCtaqnKmddwghpicuLQMh8YkVlolKTi3zni6T4L7XrhVOfrEEC/ccREZeAcQSKf4OCilTztHWBltmTcO0vj0q3eabZ1MDADgc3d18ZWZmhr2L5sDDyRF7L1+HTCZHel4+zj0IKFO2Xf262L9kHvw8dPuQZWc7O1xa8zkW/HCAqafwxGS1hIJvTezZFTvmzYClRcUfhanWFwBwdXi9oI/21daaaePhYGONTb+fh1AsRl5xCS4+flamXD1vTxxYMh+t6vpXuk25SqXpsr700b7aal3PHxfXfo45O39CbFoG5HI57odF4n5YpFo5KwsLfDFxFJaOrfy6XF7qINNlnemjfbVhaWGOk18swaf7juL3u4obA19nZKolw36rf5sW2LtoDpzt7Mr8myp91pc+2ldbHw7sA0tzc3x+6BgKeXzwhCJcfRpUppynixP2LJyNgRokntNXnwSALbOmwsPZEVtOXajwGLO2tMAXE0fj0zHD3rGVqqM+qR1T6ZPWKp/zCERiBMXGI6hUEihVlubmWDBsIL6YOBp21lbV3r8qU+qT+mhfbdWq4Y7L67/A3J378DwmDgDw7FUcnr2KUyvH4ZhhwdCBWD99IiWFIsTAkmLjERUcXmGZuMiYMu81aqW7hKo9BvfFzjMHsWb+cmSnZ0EiFuPhjTtlytk7OuCz7WswcnrliS5Ux1pdfudjZmaGdQe2wbWGO078cBgymQxZaZm4fubPMmWbtW+FjYd3wruW7zu2VHWOzk7Yf/UEVs9ZxtRTTFgUYsKiypQdMnk0vtr9TZkk2aWVPp9zuLqpM7FIXOnxxS/hvbMMr5inkxj01WZqx5jKZ97V5VO7Jg7+9Tu+/HAJwp69BACEPn2hllgRUBzXUxZ9iCUbv9D5udSU+mRORlalx1h6UirSk9Q/vysqKCyntPb00WZl5tg66pMAMG72VFhYWmLr0jUoLiyCgMfHnct/lynn7uWBNT99i+6D+uhs34Dp9UkbWxvsuXgUmxavYpKfJr9OVEtm/5a7lwfWHdiBbgN76Wz/gH7aTF99Mj0ppdI+mRSXUOY9B2dHncXQpE0L7Lt6Al/NXILEmNeQy+V4dvcxnt19rFbO0soK81ctwazlCyvdZtk+qZtjrCCvoNL6ysnIQk5GVpW2n5aYgrTElHL/3drGGh8snY85X3wMc3PdfoZKY6N2jGGOSQjRnrOjA64c+BFzV63FjQePAABhMbFqSVzfmjR0MHav/ByWOvyNEwC0adoYVw78iA+/XI2YhETI5XLcexaIe88C1cpZWVpi5YK5WD77g0q3qc/xdv3ihXC0s8M3e/dDKBIhr7AQ5/++VaZc/dq1cHjjOrRu0vgdW6k6SwsLnNm9HR9/swUnL18FALxOTlFL5vfWgG5dsH/913B2dKhwm2U/H9fdXFQf7aut2ePHwNLCAsu2bENhcQl4fAEu375XppyXuxt+WrsK72nw+1c59PX5uO7bV1u1fbzx16Gf8OGXq/EsVDHPexoSppa0ElDMgRZNnYQNn3yswRxIfVmXx5g+2lcbZmZmOPDN1/B0c8UPx09CJpMhLSsbZ/66UaZs++ZNcXjjOtTy9qp0u2rfwehwDNNH+2prUM/uOLNrO+Z/vR7p2TkQSyTMOUiVo70dtn2+DNNHafK9qPK1Tq8Ps3MQHBVdYZnk9Awkp2eovZdfVKSzGKhPasdU+mRGTq7acmxiEmITkzRef/TAfjpJsgyYVp/UV/tqwxjmz4QQoi+Ozk3RY9AD2NrXUZtP5GQ+rNZ2m7bdWGkZSys3NG+/DVIpD2mJivuIUl6fRKMWX4HD1e1vqCoil0sRFbyeWfbw6ocWHXaUKefg1Bjte/6GB9f7QSrlQcBPRXz0AdRrUvVk1FWRlx2AjJTLzHLzDt+pJfsEADMzDmrXnwmppBjRIYq2SIw5jFr1Z8LWzo/VeGPCvoVUUgwAsLLxRvuev8HC0lmtjKWVK9p0O4xHfw9GUUE45HIJooLXo0PPk6zGKhEXISZMeS++X70ZaND88zLlXD26oE3Xw3hyazQAGQpyg5CWdB4+tUazGC2QlvQHCvJeAADMzLho0+0IXNzaq5XhcCzQoPnnEAlzkBT3KwAgNnw7fGuPg7mFbj9bqExU8HrI5VIAgINTM7TpdhgcjvrvQWxsa6JdzxN48FdfCAXpkEqK8SrsWzRv9y2rsfJKEpEQc5hZbtB8BWrV/6BMOa+awyCXSfDyyQIAQEbyn8jLeVamHfQtPno/BHzF7wq45nZo3+M32NrXVitjbm6LFh12QChIR3a64nPN6OD18PDqAzMz3V0fVobGXP2iMVd/TG3MJYQQon+Fr54i9/kVZrnezO1qyT4BwIzDgVffDyAVFCPx7CYAQPo/R+DV9wNYu7M7T0i6sB1SgWKeYOnihaafHIe5nbNaGQt7VzRadAgh64eAlxwBuVSChNMb0PTTE6zGKuEXIfmico7o2Xs6ao3+rEw5x0ad0WjhIYRtGQPIZSh+HYScgAtw7zSKxWiB7CfnUfL6hWKBw0WjhYfgUL/UPMHcArVGfwZJUQ4y7hwDACRd3AH3LmNhbsPuPCHh9AZAprg2s/VrikaLDoFjrn5tZuXmiyZLjuHl1/0hzk+HVFCMpAvbUG/6VlZjFWQlIv2m8llAfqM/f2eSVLf2wyCXSvFq//8AALnPL6Mo5lmZdtC3tBsHIMpVXJtxrOzQ5NMTsPZQvzbjWtmi/sztEOdnID9UcW2WcGYDnFv0gZkOv7urjFwmVRwLbzi36Iv6M8s+n9C2ZmM0/eQ4Xq4ZAJmQB1FuKtJvHITv0I9YixWgMVefaMzVLxpzCSGEEEIIIYQQQgghhBBCCCGEEELIu1CSZWJ01u38HpFvHp6wY80quLm4aLX+qEEDNS7boI4/5k6dhB37DwEArtws+xAvNjRt2MAg+62K748cZV53bd8O44cNKbfs0nmzse/X40hKTYNQKML+479h44rlbIRZLh6fj3mffQm5XA4vDw9sWbkCl66XfVimIZz44yKyc/MAAHa2tlj/2dJyy3bt0A4Thg/FyQuXAAA/HDnKepJlrxoerO6vulrq+EF82sjMzsHVm7eZ5ffHjWEtubMpM5WxsXvHDujesYNGZT3c3LB8wTwsXr0WAPDoeSBy8vK0PtdVR35BIX49e45ZXrXk4zIJlt+ytLTElq8+x5BpMwEAN+7eR1RsHBrVq8tKrG+1adGM1f2V9v7Y0fjk6/UQCIUAgMCQUNaTLDeo48/q/qrDxtoazRs11Pl2Te28QwghVfVeu1Z4unszTt5+gIuPnyE2LQM5hUVwtrdDrRruGNqxLab26Q5vV83mD6qJoyf27KrTWC0tzLH5w6mY2qcHjt+6h1svw5CakwuBWAxPZye0qFMbY7t1wuiuHXX6QFtVXq7O+GP1cvz1/CVO3X2I56/ikJ6XD46ZGbxdXdClSUNM7tMd3Zo20mh7qvXlZGuLQe1b6zReXbdvVSwdOxyjunbE8Zv3cD3wJZKzc1HMF8DDyQGN/XwxqmtHTOjRBTZWFSfmAgCZTKaW9HhiL90eY7pu36ro0LAeHn23AafuPcL5hwGITEpBVkER7G2sUdPdFQPbtsLUvj1Qz9tTo+2Fqhxj3Zo2Qk13N53Gq8v2rQpHWxsc/GQ+PnyvD367/QAPw6OQlpsHmVwOLxdntGtQF+N7dNG4b6n2SXMuF2O7d9ZpvLpu36qY1rcH+rdugWO37uFyQCASM7ORX1wCN0cH1PP2xIjO7TGpdze42GuWHDU0XvlQYV33STMzMywfNwJju3XCb7cf4HrgSyRl5SC/pAROtrao6+2Jfq2bY+bAPnobx6hPascU+uThTxZg0fBBuB8WiaDY13iVko7k7BwUCwQwgxnsbazh6eyE5v5+6N6sMUZ17QhXB/tq77c8ptQndd2+VdHQ1xv/bF6N848CcOb+E4S8TkBGfgGsLSzg4+aKPq2aYUqf7mhZp3blGyOE/Gf0GNwXf7z4B5eOn8PNC9eQEPMa+dl5cHRxgk/tmugzfACGTxuHGj6aPdQ/OjiCeT10im4fCGlhaYnl367GiPfH4eIvp/H45n1kpKRBJBDCzbMGGrVqivfGD8fAsUN1loSxNA9vT+z981fcu3oTV06eR+jTF8hKzwSHw0ENHy+06dYew6eORdvunTTanmp9OTg5oteQfnqJ21B03WYFufnISE5jlodO1u0x5t+oHn69ex43zl3GtVOXEPUyHDkZmbC0toKnrzc69+2O4e+PQ+NW+vuexJT6pDHQdZtFqyRd9atbGy07t9NpvCOnj0fXAT1x8dfTuHXpBlITklGYVwBndxfUrl8HfUcOwvCpY+Do4qzT/b5lan3S0dkJm47uxoR57+PyiT/w/P4TZKVlQMgXwtndBQ2bN0HPIf0wcsYEWNtY63Tfb+m6zf7tfbJlxzY4/ewvXDl5HjfOXkZc5CvkZubAzsEOnjV90GNQH4x4fzxq1ffXaHuqfbJdj07w8vPRU+TV07BFE5x6eg0hAUEIDghCbHg08rNzUZCXD34xDzb2tnBxc0Xj1s3QrkdnDJk8Co7O7/5NgC7Q2KgdY5hjEkK05+3hjks/fY9rd+/jt8vX8Cw0DOlZ2eBwOPCp4YGubVtj6vCh6K7H3xN1bNkcT8+cwMkr13Du+j+IiI1DVm4eHOxsUdPLE+9174bpo4ajXi3NHnYaEv2Ked29XVv4eek2ud7y2R9gzMB++OX8Jfx1/wGS0zNQVMKDh6sLmtSrizED+2HSkEGwsdbPvMrR3h4/b16PORPG4vjFy3gQGITUzCzIZDJ4ebijffNmmDR0EAb37K7R9lQTiJqbczFhsOa/VdeErtu3KqaPGo4B3brg1wuX8OetO0hISUNeYSHcXZxRr5YfRvXviynDhsDFyVGj7YVEKY+xyRX81rwqdN2+VdGwjj/uHDuCczf+wemr1/EyKhoZ2TmwtrSEr2cN9O3cEdNGDkOrxhr+VkHlGKvrVxOdW7XQaby6bl9tWVpYYOtnn2LayGH49fwl3HwcgJSMTAhEIni6u6FVo4YYN2gAxg7sr9EcKLegACkZmcyyro8xXbdvVQzq2R1B50/jxJ9XcP7vm4hNTEJ2Xj5cHB1R29cbw/r0wrQRw+Cj4e8qVY+xycMG6ytsg6E+qR1T65PGwJT6pK7btyqMYf5MCCH6YGHpXCb5Itv86k5nkixLJEUoKX4NByf27pnMTr+NkqK313tmaNx6bbllbe39UbvBbMRF7gYAJMYcQd3GH6klqNa3hFcHmdfObh3g7Tei3LJ1Gv0PiTE/Q8BPhUwmRFLsL2jU8is2wgQAiEUFSEk4zSzXb7q03OONw7FEo1ar8ezuJABATsYdFBfFwN6hPhuhAgBSE85CLMoFAHC5tmjY/Ityy7q4d4R3rZHMsZvw6iDrCT8Tog8wr738RlaY2Ldhi6+QmnAGUikfImEOUhPPoVa9GWyECQAoLoxCTsZdZrlRq9VlEiy/ZWnpgvrNliLsueK+/ZT4U2jccjWrCUqTYo9CLhMBAKxtfVGn0fxyy3rXGoWEmMPIz3kKQHEssJlkWS6XIVElIXTtBrPLJFhW1bj1Oty/1hOAHMWF0cjOuAMPr74sRKpAY67+0JirX6Y05hJCCGFH+t/KeYJD/Q5w71D+PMFn0AKk3zoKUW4q5BIhMm7/itrjvmQjTACAhFeArIfKeULNEUvLJPt8i2NuidoTViNix2QAQEHYHfDTY2Djxd48IfvRWUiKFfMEjpUtao1dUW5ZxwYd4N5xJLKfKOYJaX8fZD3hZ5rKseDecWSFSSZrjfsSWY/OQibiQ1KUg+wnf8Cr93Q2wgQA8FKjURCuvDarPWFVmWSfb1nYu8BvxKeI+0WRbDXrwWnUHr+K1QSlGbd/gVyiuDazdPWFz3vzyi3r3mkk0m8eRlHMMwBA2t9lE6/qk1wmQ/o/yuSk3v1nlUmwrMp/8hq8WHkbkMvBT41GfthduLTow0KkCvmht8FPe3NtZmYG/0lryi1rXcMf3v1nIeXy9wCAtJs/w2fIIlavzWjM1R8ac/WHxlxCCCGEEEIIIYQQQgghhBBCCCGEEFIeM7lcLjd0EP8mgYGBaNeuHZ78ed7gCQFN0fPgEHQfNR5SqRRD+vXB+cP7AQCWtZWJNg9u24zp48fqbJ8Xr/+NcXMWMMvpL5/C1dlZZ9uvjv4Tp+Lu4wAAwPvjRuPQ9q0GjYcvEMCnTSeU8HgANGuLtTt2YcOuHwAA9f1rI/yOYRMaL137Db4/rEgUfXLv9xgzZBB+OX0Ws5cpf7QoSnhV3up69d7k6bj18BEAzdr79sPHGDj5fQCKJDcxD+/Az8db73FWxljqU1MNuvVGQnIKAGDlko+w+pOPdb6PHfsOYsXGLQAUbRV59x/U0ePD7sqj2jY9O3fE378fZz0GXTC2sVFbL8Mj0GGw8kfobM8Zjp07jw8/Udw4b2tjg9SgJ7C1sSm3vFwuR8PufZh+smbpEnz58UJWYq2MPucHpdVq3xXpWVkAgPWfLcXnC8u/4Z9Ns5Z+hl/PKH5Ub+z9Oj4pGQ27K29WuXHyGHp10SzxR0VM7bxjrIJCwtBp2Cg8f/4cbdu2NXQ4/zlvryPvbVuH1vX8DR0O+ReRSmWoPf1/KODxYGHOReAPW+HvSUnrK7J0/y/Yf1Vx3bpqylh8Nn6kgSMyboExcei1fA0AoIGvN57u2qS3hNr/Fh0//gIRSYq59V8bvkJXPSaI/jfYdf4KVh49CQCY3r8X9iycZeCIjFtWQSHqzfwIcrkcLvZ2CN23A4625V/vEeqT2qI+qR3qk8QYvYiNR49lq1m//n973Xvy8WU0aaPbRATkv00qlaKXdysUFRTC3MICF0JuoWadWoYOy6htXLwKv/+k+K504ZplmPuF7r8X+ze5ce4ylk1W/JagU59u2H/tNwNHZNyoT2pv0agPcO/qTQDAhiM7MWzKGANHZNyoT2onNysHff3aQi6Xw8nVGVeiHsDekb0HSJmiMW36IzZckeToyM0zaNuto4Ej+m+isZEYm4igEEzqPFRn19Jvr5Ef/X4MbZqylwCHkNLajp6A8Jg4AMA/Rw+iW9vWhg3IyH3386/4YvsuAMAHY0bip7WrDByRccvKzUOt3gMhl8vh6uSEyGsX4Ghvb+iwjNrohUtw9e59AMDhjeswZfi/L0GpLp27/jemLFX8ZrBPp464evBHA0dk3KRSKXx69ENBUTEszM0RfOks6tT0NXRYRo36pHaoT2qH+iQxZUHhkegycRr93twEvP38oUv/v+Dk0tLQ4fzr5WQ+xNM7yvuZeg4JgK2dfu4bLC6Kwf1rPZjlTn0vsZqgNOTpp0iJV3w/4+LRBZ16n6uwPK8kEXevKO8b6tTnPFzcq38fkSakUj5uXmgOqVRxL3TzDjtR039iheu8CvsWseE7AAC29nXQc/BDvcf5VkrCaYQEKL6/53Jt0HdEKLjmtuWWl8vluHOlIwS8ZABAg2afoV7TT1iJFQAC7oxHbqZizuxTewJadtxVYfmczAd4emfcmyUz9Br6FDa27MyB+Lxk3LncgVnu0Oss3Gp0rXCd4ICPkfomAatbjR7o0OuUXmNUFRO+AzFh3wIAbGz90HPIkwqTMUkkPNy82AwyqQAA0LLj9/CpPa7c8rp250pn8EsSAAD1mi5Fg2bLKiyf/PokQp8pjlWuuZ3iWOda6z1OAMjNeoyA28pks5qM109ujUZe9mMAQM06U9C8/Xa9xqiKxlz9oTFXf0xtzP0vKMgLxqO/36PrOPKf9vYaucXqa7CvTb9jZ5tUxMezJS0hEyrmCfVm7kCN7hXPE5LOb0Pype8AKBKWttn0QO9xvpX18AxiDi0GAHAsbdB+Zwi4VhU/iyXo884Q5ijmCX6jlqPm8CVshAoACPt2AgojFfXj0XU86s/aWWH5gsgHCP92gmLBzAxttz6BlSs78wRhTgoCP1P+Hq/p8tNwalzxPCHm0GJkPTwDAHBq0h1Nl/2u1xhVJV/6DknntwEArNz90GbzowqvzaRCHp4taQGZSHFtVn/2bnh00d/zb0oLXNEVwizFtVnNEZ/Cb+TSCstn3v8dsUc+BQBwrOzQYVcwOBbsXJsVRj9B2BblbwLbbHkMa/eKr81Ct4xFUbTi2qxGj8mo98E2vcaoKubIUmTdV9xP6dioC5p9dqbC8oKsRASt6MIsN1vxBxwbsPNbVBpz9YvGXP2hMZewoTghBCHrBtH1MSGEEEIIIYQQQgghhBBCCCGEEGJiKOsJMRoikQizl62AVCqFg70dftiwlpX9lv4xlUwmY2W/pigg6CWTYBkA+nSr+IdzANC3m/JHnzHxCYhPStZLbJp4+PQ59vz8KwBg5HsDMGbIIIPFUppIJML9p8+YZU3qtku7NrC2LPwb3gABAABJREFUsgKg+BHorQfs3UBItHP09Fnmde8unQ2SYJkYjzLnHTm75x3VsaJTm9YVJlgGFPH27tKZWb75HxxrsnJykJmTwyz7+9U0YDSEEEKI5gJjX6PgzTXcjP69KMGyBm4HhwEAPJwc8b9h7xk4GuN3Oziceb1y8hhKsFyJjLx8JpnrwLYtKZmrBu68OcasLCzwxcRRhg3GBNwNCYdcLgcAfDJmGCVzrQT1Se1Rn9QO9UlCCNG/sOfBKCooBACMmTmJkrlqIOCW4qEurjXcMe2jWQaOxvg9ual8SNBH6z83YCSmgfqkdiQSCQLvBwAA6jdrhCGTRhk2IBNAfVI7AbcfMNckM5cuoATLlchOz2QSLHd/rw8lWDYQGhsJIYQd6dnZTILl97p3pQTLGrj1+CkAwMrSEl8tmGPgaIzf7YCnzFx06YfTKcFyJSQSCe4/DwIANKtfD5OGGs/v243VrSdPmdfrFv/PgJGYhudhESgoKgYAzBw7ipK5VoL6pPaoT2qH+iQhhJDqKC6IUlu2tWP3+7iczHvMa7ca3Sstb2tXCzYqMWZn3KugtG7l5wQxyT4BzeJVLcMrfg1eSZJeYnuXnIz7zGsnt3YVJvsEFPf7qcabncle3cpkIuRlPWGW3Twrr1sXt/bgcN4mDpEjJ/N+heV1KSdT+R0jh2sNF/fKE5Or1m1u1mPIZGK9xPYuqnXjWqN7hQllAMDc3BbOru2YZTb7Ga8kiUmwDGjYz1SOF6mkBPk5gXqJ7V1U69bGrnalCZYBwM1Tmdg+O+OuXuIqD425+kNjrv6Y2phLCCFE/4rjgphknwDg1LTyc5lTE2UZQWY8BNnszRMKIpTnTfu6bStM9gko5gmOjbu9c319k0lEKHoVwCyr1lt5HOq1h9nbpI5yOQrC2YtXtW44ltZwqF/5PEH1byqMfgKZhL15QkGEcl7j2LhbpddmXCtb2NdVJmwsCGdvzijITmKSfQKaHQuqZWTCEhTFsndtpnosWHnUrjTBMqAeL5t1CwCFKvE6NelWQUkFa49asHJXXpuxGS+NufpDY65+0ZhLCCGEEEIIIYQQQgghhBBCCCGEEELKQ5lPiNHYsHsPwqIUD6vcuGI5anp7s7Lf4PAI5rWtjQ3cXFxY2a8pets+AODh5go/n8rbqG2L5mrL4dGvdB6XJvgCAeZ89gVkMhmcHR2xe/0ag8RRnujX8RCLlT8sbNu8WaXrWFlZoXljZfIXQ9UtqVhA0AtEvIphlmdMGGvAaJT4AgEu/3MTm77/EcvXbcSqrTuw+9AR3A94CqFQaOjw/tWCIyLVltk6370VFqUcK9q0qHysAYB2LVswr/9rY41MJsNn32yGTKZIhu1gb4f3evU0cFSEEEKIZm6/VCQMtrG0xOfjRxk2GBOQmpOL6JQ0AMDSscNgb2NdyRrkbVLqVnVrY3RXSjpSmbdJqc3MzLB66jgDR2P8RGIJHkYoHgg4670+qOnuZuCIjN+tN+O+l4sz5g8ZYOBojB/1Se1Qn9Qe9UlCCNG/JzcVD/6wtrHG3C8/NnA0xi8jJR2voxTfWc1a/j/Y2tsZOCLj9/YY6zN8IFp0aG3YYEwA9UnthAQEoeRNMpWFXy8Dh0M/4aoM9UntvK0vD+8amLxwpoGjMX5Pbike0GVmZoZF65YbOJr/LhobCSGEHW8TBpuZmWHtx5QIsTIisRgPAhXJNudMGAs/Ly8DR2T8bj5WPFjW28Md/5sy0cDRGL+AkFAUlZQAAL5etIDmQBp4e4wN79MLHUrdq0DKuvlYkYjHxtoKX8ybbeBojB/1Se1Rn9QO9UlCCCFVJRblIyZsG7Ps4t4JVtY1WNu/RFwMAS+ZWXZyaaXReqrligujKiipW8WFyvv3LK3cYGPrW+k6jqX+JkPF6+TSUqN11Oq2gL1YS4riIJcr74XWJF4O1woOTo2ZZTbjLS5Q1q2DY2NwOJaVruPkqqxbuVyMkqI4vcT2LqrxanwsuBqonxWo3yerSbw2tjVhaaX8/amh4q1KPxPwUiCRlOg8rnehMVe/aMzVH1MbcwkhhOgfL0V5HjJ3cIOVa+XzBDt/9fMdP4W9c5lqvPb+ms0TVMvxWIxVkB4HuVQ5Tyhdb+/CsbCCbU3lPIGXGl1Bad1SrRsb38bgmFc+T7DzV5knSMUQZLA3T+ClKOc19rVbVFBSyV4lXjbrlp+ifm1mV7vyY8HKzRfmDsprMz6rx0JV6lb5NwlzUyAVsHNtJuUXQ5ijvDbTpG4Bw40LNObqD425+kVjLiGEEEIIIYQQQgghhBBCCCGEEEIIKQ897YEYhaDQMHy7dz8AoHvH9pg7bQor+5VIJPj1zDlmuW/3rjAzM2Nl36YoMiaWeV27Zk2N1rGztYW7qzJxdVSsYW5sWrNtJ17FvQYAbP7yc3h7sncDuSZU6xYA/P00q99avj7KbRiobknFfj51hnnt7OiIMYMHGTAapacvgjH6w3n4ett32HXoCLbs2Ytl6zai7/gpqNm+C77YtBX5BYWGDvNf6cjJU8zrFk0aw9PDndX9q443/hqO5apjTXZuHnLy8nQelzERiURITEnF7xf/RJ9xk3H83HkAAIfDwXdrV8PZydGwARJCCCEaepsAd+6Q/vBydTZsMCbgbbLNmu6umD2on4GjMX5CsRiPI14BAFZNGUefp2jgbZ8c1aUDWtX1N2wwJiAgOgYlAiHsrK2wbOwIQ4djEu6EKMaxz8aPgI1V5Te9/tdRn9QO9UntUZ8khBD9e5sMcdKCGfDw9jRwNMYv4JYi2aaXnw8mzHvfwNEYv7TEFCTGxoPD4WDhWkq2qQnqk9p5W1/N2rdC35HvGTga40d9UntPbiqOsTkrPoa1jbWBozF+b/vkgDFD0KQ1JYQyFBobCSGEHbeeKBIhjhnQD62bNK6kNHnyMgQlfD7sbGzw2eyZhg7HJLxN5L1i7izYWNNctDJv66t986YY0a+3YYMxAYlp6YhNTAKHw8GajxYYOhyTcOuJ4hhbMHkCvFn+zbIpoj6pHeqT2qM+SQghRBtSKR/FhdFIeHUID270Z5JCmls4oWnbTazGUlIUo7ZsY6fZPWnWtspyJYUxFZTUrZLCV8xrG1s/jdYxN7eFhaWryjaMO15rlTYQi3IhEubqPK53UY0VqFq8pY8nfVKrWzsNYy31N5UUvSqnpG6JhNkQi5T3bWoer4HqVqVeLK3cwDW31Wg9Y4i3KnULyFmLl8Zc/aIxV39MacwlhBDCDn6acly3ctfs3MC1soW5vXKewE9n71ymFq+bZnMw1XKS4lyIi9mZJ6jGqohDs/pVTboqMFDdWlehbhXbYCdecVEOJMXKazNNj13VeNmKFQB4Kvsyd3AD18pGo/UMFa/qvqpSt5DLwU+PLb+wDpUefzSN11K1blmKFaAxV59ozNUfGnMJIYQQQgghhBBCCCGEEEIIIYQQQkhFzA0dACFisRhzlq+ARCKBlZUl9m7ewFpinh37DyEuMYlZXvTBdFb2a6py8vOZ19okBfX08EB2bl6ZbbDlSWAQdh06AgDo3aUzPpw8gfUYKpOrkrDUwd4Otjaa/XjOy8NDZRv5ug6LVBNfIMCpS5eZ5YkjhsHa2sqAEWmmoLAI2386gLN/XsXv+35Am+bNDB3Sv8bvF//EvTcPRgLYP+8IBELw+HxmWdOx3KuGh9pyTl4+3FxcdBqbIaVnZqFWh64VlvFwc8WBbzdjSL8+LEVFCCGEVN/l9V8YOgSTMqVPd0zp093QYZgMKwsLZP5+0NBhmJS9H83B3o/mGDoMk9G9WWMU/fGLocMwKSE/bTd0CCaF+qR2qE9qj/okIYTo38G/Tho6BJMyfNo4DJ82ztBhmAzvWr54KUw0dBgmhfqkduZ/tQTzv1pi6DBMBvVJ7V2JemDoEEzKuv3bsG7/NkOH8Z9HYyMhhLBj//qvsX/914YOw2T0aN8WgpBnhg7DpEReu2DoEEzKVwvm4KsF9J2Vpmp5e1Gf1NJfh34ydAgmhfqkdqhPao/6JCGEkIqkJZ7HyycLKizj4NwcrTvvg51DXZaiUhCJ1BOWWFrX0Gg9K5Vyqslj9U2ksi9NYwUU8Yrf/K1iETtJWqRSAaRS5f1+ltYeFZRWsipVTizKg6WVazmldUf1WOCa22ucWNeUjgVzc1twze0glZQAYC9ekVB9P1U5FqSSEshkInA4ljqN7V1U49W2n70lFrJ4LKjFW8V+xlK8NObqD425+mVKYy4hhBB2qCZNtHTU7LwLABZONSB5kzhTdRv6JBMLIBMp5wkWTpqdy0qXkxTnwcJe//MEcYmyXrjW9honebRUiVfMUt0CgEQlXk3rlmtlC46VHWTCkjLb0KfSx5zGx4LKMS4TlkAmEYFjrv9rM7V+pmGsirIeKHnzWsxS3QLq8VpoOC5YOKmXY2tcKN1HNI3XUiVetmItvS8ac3WLxlz9oTGXEEIIIYQQQgghhBBCCCGEEEIIIYRUhGPoAAjZ8uNPCA6PBAB89fEiNKrHzs29AUEvsH7nbmZ5+MD+6Nu94gSL/3UlJSXMa02TAAOAjbU187q4uKSCkronFAoxZ/kXkMlksLG2xo+bv2F1/5oqLuExr7WpW9WEvUUl7NYtqdzZK9dQWFTMLM+cNN6A0SjU8vXBJ3Nm4eLPBxH76C4KokJQFB2K6Pu3cHTXdnTr0J4pG5+cjOEzZiEukR5WrQtxiYlYvGots9ymeTNMHz+G1RiKeerjhKbjjbWVenLw4v/YeDNj/FhE3v2HEiwTQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQljF4VqjUcuv0bX/ddYTLAOAVMJTW+ZyNbsnjctV3lsskRRXUFK33iZqBACuueb366rHy879c9JS+9E0XtVYAfbqV/VY0PQ4UJRVqVuxgY6FKsdroGNB436mXo6t+tVJ3RpqXKjCGAYYpp8p4qAxV1dozNUvUxpzCSGEsEMqVI7rHEvNzw0cS+W5QSpgaZ4gUJ+DaRqvaqyK7bATr0wlXmOvW8W+dBEvS3MwYak5Y5WPBfbjLR1DRTgWyrIylmIFSsWrYaJajoV6ObbqVlb6WNA4XvaPW4DGXH2iMVd/aMwlhBBCCCGEEEIIIYQQQgghhBBCCCEVMTd0AOS/LSQyCpt/2AsAaNm0MZbNn8PKfpPT0jB+7kIIhSIAgK+XJ/Zt2cDKvk0ZXyBkXltaWGi8nrWVpco2BDqNqTLrdn6PyJhYAMDqTz5Gff/arO5fU6r1ol3dKhOfCliuW1K5X06dZV63aNIYbVs0N2A0wIiBAzBt7GhwOJwy/+bvVxP+fjUxedQI7Dp4BMvXbwQAZGbnYPHKtbj0yyG2w/1XKSwqwphZ85Gbnw8AsLezw7EfdoLL5bIah+o4Dmg+3qgmdFds59813tjZ2mDB9GnMcgmfh5S0dDx9GYzComIcPX0WV2/dxqolH2He+1MNGCkhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggh5N/G1qEuatWb+WZJDomkGCVFcSjMC4FMKkBU8FqkxJ9E07Yb4erRldXYpFK+2jKHY1lOSXUcrvKeNJmUvfvRpCr74nA0v1/XEPFKS+1H47rlqCfxYC9e5bGgVd1yTOxYUIuXX0FJ3anyscBVv/fTEMeusfczoHS8mtat4fsZQGOuLtGYq1+mNOYSQghhh0ykPDeYmWtxbjBXOTeI2TmXycSl5mAaxsuxKDUfN0C82tStmQX7dVt6X1odC6rxiliq21L70TTeMseCAeI142o2vwVKHQssxVp6XxwN4zVYPyt9LGgcr0oyVTb7GY25ekNjrv7QmEsIIYQQQgghhBBCCCGEEEIIIYQQQipCSZaJwUgkEsxZtgIikRhcLhf7tmyEubn+D8mcvDwMmz4LaZmZABSJLn//6Qe4u7rqfd+mzkYlyaZILNZ4PcGbZNaKbVhXUFK3ngeHYMe+gwCAti2aY8mcD1nbt7ZU60W7ulUmTLVmsW5J5V4nJuHO4yfM8gcTxhowGgVnJ0eNyi2ePRNpGRnYsV+RWPmvO3fxIiwcrZs11Wd4/1oCgRBjZy9AePQrAIC5uTl+3rkNDer4sx6LTalkyZqON4JSyZnZHMvZ4GBvj13rvy7zPl8gwOHfTmHVtzuQmZ2Dj1auQXh0zDvLEkIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEJIVTi5tISTS8sy7wsFWYiN2InEmMMoLozC0zsT0LLjD/CuNYq12LhcG7VlmUwELrfy+8tkUuU9aaWTleqTamwymeb36xoi3tL1KJOJyimpTiYrlSiUtXiVx4JWdSszsWNBLV6bCkrqTpWPBan6vZ+GOHaNvZ8BinilUp4iBo3r1vD9DKAxV5dozNUvUxpzCSGEsINjqTw3yCVanBskKucGC3bOZRyLUnMwDeOViUvNxw0QrzZ1KxezX7el96XVsaAaryVLdVtqP5rGW+ZYMEC8cqlm81ug1LHAUqxv9yUTvrk20zBeg/Wz0seCVAQzjgbXZioJblntZzTm6g2NufpDYy4hhBBCCCGEEEIIIYQQQgghhBBCCKkIx9ABkP+ubT8dQGBIKABg8awP0K5lC73vs6CwCEPf/5BJdGljbY1zB39Cxzat9b7vfwM7OzvmNY/P13g9vkD5w097e7sKSuqOSCTC7GUrIJVKYW5ujp+2bACXy2Vl31Vhb2fLvNamblUTnzrYsVO3RDNHT5+FXC4HAFhaWmDK6JEGjkg7X368EFZWlszy1Zu3DReMCROJRJg4fyGTcJvD4eDQ9i0YMbC/QeKxt1UfJzQdb1QTugOA/X9kvLGxtsbCmdNx6ehB5hyy95djOHv5qoEjI4QQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYT821lZe6Bpmw1o2OJLAIBcLkXos0/BL0liLQauua3aslSq2T1pUpUEpebm9jqNqSJcc+W9b1KJ5vfrqsfLzv1z3FL70TReaankr2zVr+qxoOlxoCirUrcWBjoWqhyvgY4FjfuZejm26lcndWuocaEKYxhgmH6miIPGXF2hMVe/TGnMJYQQwg6ulXJcl4k0PzfIRMpzA9eapXmCtfocTNN4VWNVbIedeDkq8Rp73Sr2pYt4WZqDWZWaM1b5WGA/3tIxVEQtETBLsQKl4hVqWLdi9XJs1S2n9LGgcbzsH7cAjbn6RGOu/tCYSwghhBBCCCGEEEIIIYQQQgghhBBCKkJJlolBvHodjw27fwAA1KtdC18vXaL3fRaXlGD4jFlMYmcrK0uc3v8jenftrPd9/1u4OTszrzOysjVeLyMr653b0Kete/chLCoaAPDpvNlo3awpK/utKlcXF+Z1UXGJxolP01Xq1tXFWddhkSqSyWQ4dvYPZnn4gP5wU2ljU+Do4IBOKgnoI17FGC4YEyWRSDB10RJcvXUHAGBmZoZ9WzZg8qgRBovJ2toKtjY2zLKmY3l6Zpbastt/bLzp1qE9po5RJkrfvu+gAaMhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhPyX1Gm0ELZ2/gAUiQsTY39mbd+Wlq5qyyJBpkbrCVXKWViyd3+lpcq+NI0VKB2vawUldYfLtQaXq7zfTyTIqqC0krBUObbqV/VYkEqKIZXwNFrPlI4FiYQHqaSEWWatbq3U91OVY4FrbgcOx1KncZVHNd4q9zMrFo8FtXir2M9YipfGXP2hMVe/TGnMJYQQwg5ze5VzQ6Fm510AEBcozyOq29AnjoU1OJbKeYJqDBUpXY6teC3slPuRCoo1Tv4qUonXgqVYAcBcJV5N61Yq5EEmVM4TVLehT6XbUONjQeUY51jZgWPOzrWZWj/TMFZFWWW8FizVLaAer1jDcUFcoF6OtX5W+ljQMF7VumUr1tL7ojFXt2jM1R8acwkhhBBCCCGEEEIIIYQQQgghhBBCSEXMDR0A+W8Kj34FoVAEABAIhRgwaZrG627cvQf7j/8GAHCws8PV40crXaeEx8PwGbPxODAIAGBhYYGTe7/HwF49qhD9f1fj+vWY1wnJyRqtU8LjITs3j1luVK+uzuN6l6DQcOb1X7fu4PbDR+WWzc7JVVvuPmoc83rC8KH4eNZM3QdYimrdAkB8UjKaNmxQ6XqJKanKbbBUt6RyNx88VGubDyaMq6C08fKuUYN5nZOXV0FJUppUKsX7H3+KC3/dYN77/ps1mGEEx0Lj+vUQGBIKAIjXcCxXPZ7dXV1MLmm4Lgzo2QO/nD4HAAgMCQVfIICNtbWBoyKEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE/NuZmXHg5tkDvLh4AEBu1hPW9m3nUF9tmV+SDHvHRpWuJ+Ap712zc6xfQUndsnNU3pvL5yVptI5EwoNYpLzXmO14C/OCAWger6BEWbcWlq6wtGInQalq3QKKeDU6FlTiLX086ZOdYwNkpf8DAOCXaFi3pdrAzqHye711wdLKHRaWLhCLFPfyah6vgepWpV5EwhxIJTxwzW0rXc+Q8RYXRgOoWt0CZqzFS2OuftGYqz+mNOYSQghhh423clwXZmt2bpAKeZAUK+cJNl7snctsvBugJEExTxDmaPYsFtVy5vausLBnZ56gWreKOJJg69Ow0vWEuSnMa2uW6zY/5CYAQFCFulVsg514LRzcYG7vAkmx4tpM02NXNV62YgUAW5V9SYpyIBXywbWyqWANBUPFa+NdH/xUxbVZVeoWZmaw8apXfmEdKj3+CLM162ci1bplKVaAxlx9ojFXf2jMJYQQQgghhBBCCCGEEEIIIYQQQgghFaEky8TgUtIzkJKeoXH5uMQkxCUqfgjl5OhQaXken4+RM+fgwdNnAABzc3Mc/2EnhvbrW7WA/8OaNVL+sC8rJxfJaWmo6e1d4TpvE3m+pUniYF17GR6hVfmAoJfM605tWus4mndrWMcfFhYWEIvFAIDA0LBK60ooFCI0MopZNkTdknf7+dQZ5rWfjzcG9OxuwGiqrpjHY17b2lT+Y06iIJVKMWPJUpy9fJV577s1qzB32hQDRqXUrFEDZmwOCgnTaJ3nwSHM6//qWOPq7MS8lslkyCsooCTLhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBWWFg6M6/fJmJlg7mFPaxtazIJPAvyXsLDu1+l6xXkKe/V1SQppK7YOzZmXouEORDwUmFt61PhOoUqsSq2wW68bxN+Frz5f2XU6taJvVjtHOrCzMwCcrn4TRzBldaVTCpEUUEks8xmvPZOymOhqDASMpkIHI5lhesU5Crr1szMAnYOdfUWX2n2To2Rl/VIEYemx0KugfqZSt0CinhdPTpXuA6flwyRMEe5DZbjzUi5DKBq/cza1hfm5nZ6ia00GnP1i8Zc/TG1MZcQQoj+2foqz0OSohwIc1Nh5VrxPKEkXv38bOPL3rnM1rcRk/CzOF6zeYJqOVsWY7X2qgszrgXkUsU8oSQ+uNKEnzKxELxk5TxBkwShuqJaN/yUSMgkInDMK54nlMSrzBO4FrD2ZG+eYOvbGIVRimuz4oSQSkorFKvEy2bd2viqX5uVJATDsWGnCtcR5qRAUqS8NrNh9VhojNznVwBoU7fKfmbl6guuNTvXZlwbe1i51WSSo5YkBMOlZeXXZoYaF2jM1R8ac/WLxlxCCCGEEEIIIYQQQgghhBBCCCGEEFIejqEDIESf+AIBRs2ci7uPAwAAXC4Xv+zegVGDBho4MtPUsU0r2NnaMss3HzyqdJ1bDx8zr+v714a/X029xGbqLC0t0b1De2b59sPK6/Zx4AsIhEIAgJmZGfp066q3+Ijm8goKcPGvv5nlaWNHg8MxzdPty7Bw5rWvl5cBIzEdMpkMH376GU5dvMy89+2qL7Fw5nQDRqVOdax4EvQCfIGgwvJyuRx3Hj1hlvv+R8eatMwstWVXJ2fDBEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEII+c8RCjKZ16oJl9ngVqMH8zo380Gl5XklSeCXJDLL7p49KiitW85ubcDlKu+Fzsm8X+k6OSp/k619Hdja+ekltndx8+zOvC7IeQ6plF9heblcrtYG7jXYq1sOxxIuHsrEIZocC3k5zyGTvb2H0QxuNbpXWF6X3Gp0Y17LpALk5zyrdB3VY8HVozM4HAu9xPYuqnWTm1V53UolPOTnPmeW2exntnZ+sLGrzSxrciyo1i3X3A7Obm31Etu7qNYtvyQB/JKkStdRHTvcPXvqJa7y0JirPzTm6o+pjbmEEEL0z75uG3CslPOEgojK5wkFkcpzg3UNf1i7szdPcGqiPG8WxwVCKqp8nlAY9fCd6+sbx9wSDg06Msuq9VaeotjnkIvfzBPMzODUlL14VetGJhKgKPZ5BaUVCiKUf5Njw07gmLM3T3BqopzXFEY+rKCkglTIR3FcoHL9puzNGa3d/WDlobw2U6238qj2RY6VHRzqsXdtpnosCLMSIMxOrnSdQpXjm826BQBHlXg1qVtBdhKE2cprMzbjpTFXf2jM1S8acwkhhBBCCCGEEEIIIYQQQgghhBBCSHnMDR0A+W8a+d4AiBJeaVzesnYD5vXBbZsxffzYStcRCIQYM2sebj9SJPnlcrk48t23GDd0sPYBEwCAjbU1BvXphbOXrwIAjpw8jenjxpRbXiqV4tcz55jlUYPf03uMb509sFfjsr+cPovZy1Ywy9ocm7o0evB7uPUmufLZy9ewffVKODk6lFv+8MlTzOsOrVvCz8db7zGSyp08f0kt+fWMCZWPV8bo2q07SE5LZ5Z7delUQWkCKBIsz162Ar+dv8i8t/GL5Vg8e6YBoyprWL++sLCwgFgsBo/Px8nzlzBz0vhyy9988BDxycqbEsYMGcRGmEbn0nVl8vS6tfxgbW1lwGgIIYTo21/PX+L03Ud49ioW6Xn54HI48HZ1QdemjTCpV1d0bdpIr/vnC0U4fe8Rzj98iqjkVGTkF8DBxho13d0wsF1LTOnTA/W8PfUagzbi0jJw/NY9XH8ejOTsHBTxBfB0dkKjmj4Y1bUDxvfoAhsrS73G8DA8CifvPMTD8Cik5eZBKpPBy8UZ7RvUw/ieXfBeu1Z63b82jKF903PzcfzWPVx5GoSEzCzkFZXA3ckB9by9MKJzO0zs1Q0u9nZ6jUEbhm5fqVSGC4+f4sy9xwiNT0J6Xj6sLS3g4+aK3i2bYmqfHmhRp5ZeY9BEIY+Pl3HxCIqNR1DMawTFvkZceibkcjkAYEqf7tj38VxWYjF0m2lCJJYgLDGJqa8XsfEIS0yCWCIFANTycEfY/h2sxGIM46g26DypmZzCIryIi0fgm+MrKPY1krJymH//YuIofDmp/M9WdcnQbaaN/JISnLz9ABcfP0dsWjqyC4rg4mCH2jU8MKRDG0zp0x3eri56jcHU+mRpjyKiMWjlBshkcua9vR/NwbS++rlZ3FT6JCFEO3K5HAmvXiMiKARhz4MRERSCiKBQlBQVM2WuRD2Ar7/+H6BSmF+AP4+fwz8XriEx5jXysnLh5OoEX/9a6DWsP4ZPHYsaPl56j0NTUcHhuPjrGTy5eR+ZqekQ8gVw96qBhi2b4r3xwzBgzFBwuVy9xnDv6k1c+f0CQp++QFZaBrhcLmr4eKJNt44YNnUM2nbrWPlG9EzAFyDqZRhzfIU9D0Z8VCykUsV8vH3Pzjh041QlW9ENY2gzTUmlUvz9xxVcO3UJ0cHhyE7PhJWNNWr4eKFT3+4Y8f44NGrZVK8xUJ/UHvVJ7RhDm2mK+qT2jKF9qU9qxxjarDqu/n4BK6Z/pPbeweu/o0OvLnrZn6n1SUKI9q7dvY+TV/7Cs9AwpGVmgcvlwKdGDXRr2xpThg9Ft7at9bp/vkCA36/+hXN//YPI16+RkZ0DR3s71PT0xHs9uuH9kcNQrxZ7DzutTGxSMn49fwl/3XuA5IwMFBaXwNPdDY3r1MGY9/ph4uD3YGNtrdcYHgS+wIlLl/Eg8AVSMzMhlcrgXcMD7Zs3w6Qh72FQT/YeYFoZY2jftKxsHLvwJy7fvov4lBTkFhTCw8UF9Wr7YVS/Ppg8bAhcnBz1GoM2DN2+UqkUf9y4idPXriM4Khrp2dmwsbKGTw0P9O3cEdNGDkPLRg31GoM2jKF9g6OicezCn7j5OACpmVngCwXwcndHy0YNMW7QAIwZ0M9o5pfG0L75hUU4cekyzv9zC7EJScjKy4OrkyP8fX0xtHdPTB0xFD41PPQagzaMoX0Nfa7WhjG0rzGcq7Vh6PY1hnN1ZQRCIe49D8KdgGcICo9A1Ot45OTnQyqVwcXREfVr10K3dq0xfeRw1K+t/986GfpcTQgh/0YyqRDZ6beZZXtHdn/35VVzKFLifwMA5GY9Qknxa9jZ1ym3fPLr48xrK2tPOLux9xk8l2sDD+9+SE++xMTi6z+h3PJyuRQp8b8zy56+Q/Ueo6oa3gNhZmYBuVwMqZSPtMQ/ULPOlHLL52TeA5+nTBDrWXMYG2EyvHyHIvdNEtX0pEto3HodLCzKv6ZUPRacXNvAxtZX7zG+ZWNbE04urVGQ90IRS9wJuHp0Lbe8WFyIjOQ/mWXPmuweC141hyIm7FsAAL8kETkZ9+BWQbLc1MQ/IJMqEvaYcSzh4TOQlTjf8qo5FK+jfgQAJMefRL2mn8DMjFNu+eQ45bHg4d0fXC571xwu7h1haeUBkTBLEcvrE2jQ/PNyy5cUxSEv6zGzbIhjgcZc/aAxV39MbcwlhBCif1xLG7i06IucZ4rxPvPeb6jRrYJ5gkyKrAfK30W5tmP33ODSegDMuBaQS8WQifjIfnIenj0ml1u+IOIehNnKeYJbe3bnCW7thjDJZ3Oe/Qn/SWthblv+PCHz3m/Ma/s6rWHlyt48wcrNF3Z1WqPk9QtFLHdPwKlR+b/hkvAKkfP8MrPs2p7dY8G13VAknd8GABBmJ6Ig/F6FSTyzn/wBmejNtZm5JVxaDWAlzrfc2g1B6jXFs9ayHvyOmsOXwIxT/rWZ6rHg0rIfOBbsXZs51O8AC0cPiAsV12YZ906g1ujPyi3Pz4hDYbTy2oztccGt3RBk3T8JACiMfgx+xmvYeJZ/bZZ59wTz2sLJEw71O+g9xrdozNUvGnP1h8ZcQgghhBBCCCGEEEIIIYQQQgghhBBSHkqyTP6VhEIhxs1dgH/uPwQAcDgcHNy2BZNGDjdwZKbvo5kzmCTLD54+w7kr18pNuLnzwGEkJKcAAKysLDF3avk/YiTA5FEjsHbHLuTk5aGEx8Pqb3dg1/qv31n2SWAQTl1S/jBx0cwZbIVJKnH09Fnmda/OnVC3luETbQFAcUkJ7O00S5KWmpGBRV+tZpY9PdwxsJd+krD8W8jlcsz//CscO/sH8976z5Zi2Xx2Ephpw9nJEe+PHc0kal+/czdGD34Pzu94OJ5YLMaKDVuY5QE9u6Nx/XqsxaovOXl5cHV2hpmZmUblz1+7jgt/3WCWxw4boq/QCCGEGFhGXj4WfH8QN4KCy/xbIY+PqORUHLl+C5N7d8P2udPhYGOj8xieRcdizq59iElNV3tfKBYj+02yxl3nr+KryWPwyWjDPzziuz8uY8Nv5yAUi9XeT8zKRmJWNm4EBeO7Py7jwOJ5aN9Q9/OIIj4fS/f/gt9uPyjzb7FpGYhNy8Dvdx9iQJuW2PvRbHi6OOs8Bm0YQ/ueuHUfnx08hgIeT+391Jw8pObk4V5oBLaf/RN7Fs7CQAMnwjWG9n2Vkoa5u/bh2as4tff5IhHyiksQlpCEvZevY+HwQVg7bTwszA3zcevM7T/i7IMnTEJlQzGGNtPEvis38OWR3yCSSAyyf1WGHke1QedJzfVbsQ4BUTEG2/9bxtBm2rj+/CUW7jmE9Lx8tfcz8gqQkVeAgKgY7Dj3J7bOmoapekoYbEp98l0EIhH+98NBtQTL+mQqfZIQop2w5y8xb/BUFBUUGjoU3L92C2vmL0dWWqba+9npWchOz8LLx89xeOuP+HzHGox4f7yBolQQi8XYvXILju0+CJlMpvZvya8Tkfw6ETcvXMOvHQ5iw+Gd8G9YV+cxZKdnYvWcZXhw/XaZfysuLEJcZAzOHjqBYVPH4Mtd38DOwV7nMWjiuy834tedB5hEkYZiDG2mjfjoOHz14RKEPn2h9r6AL0BBbj5ehUbixA+HMe3j2fj4m89hYWGh8xioT2qH+qR2jKHNtEF9UjvG0L7UJ7VjDG1WXTmZ2djy6bt/d6UPptQnCSHaS8/OxtyV63D9wcMy/1ZY/BqRca9x6MwfmDJ8CHZ99TkcNPydnjaehoTiwy9X41V8otr7WbkiZOXmISgiEt/9/CtWL5yHpR8a/vek2w8fxbo9+yAUidTeT0xNQ2JqGq4/eIjth4/i8MZ16NCiuc73X1RSgsUbtuDEpStl/i0mIRExCYk4efkqBnbriv3frIaXu7vOY9CGMbTvsYt/YunmbSgoKlZ7PyUzEymZmbj79Dm+PfQzflq7Cu/16KaXGDRlDO37Kj4BH365Gk9DwtTe5wuEyC0oQOirGPxw/CQ+fn8K1i9eBAsLw962Y+j2FYslWLXrB+z+9USZ+eXr5BS8Tk7BhX9uYXeLZji8cR0a+NfWeQzaMIb2/eveA8z/ej3SsrLV3k/PzkF6dg4evwzGt4eOYPuK5Xh/JLsPjy7NGNrXGM7V2jCG9jX0uVobxtC+xnCurszsr9bg/N83UVzqN2FvZeTkICMnBw8Cg/DtwZ/xwZiR2Lr8E73UlzGcqwkhxFSIhDmwtHLTuHxUyDcQCjKYZS8/du+XdvfqDTuH+igpigEgR+SLr9Gu+y/vLMsrTkDCq4PMcq36H2p8H5eu1G4wm0n4mZcdgPTkP+FVTmLM+Oh9EPCSAQAcjhX86k1nLU4AsLB0gq//eCS/ViTiiQnbDk/fobCwdCpTViYTIyp4PbPs5tkL9o4NWIsVALxrj8GrsK0Qi/IglfLwKmQzmrbd+M6y+TnPkZ50gVmu3WA2W2Gq7TM4YBEAIC3pPGrV/xDObm3fWfZVyCZIpYo5lYWlK3xqjWEtTkCRPN2tRk/kZN4FAEQFr0PnflfA4ZT9vlEsykdM+HZm2dd/QoWJV/XBr94MxL86CLlMBAEvGfHR+1Cn0YJ3lk1PuoT8nKfMcu36s9gKEwBgZsZB7QYf4lWo4n7Z+FcH4VtnMmzt3n0PeOTLrwEofotp59AA7p692AoVAI25+kRjrn6Z0phLCCGEHV79ZzMJP4teBSDn2WW4lZO8MfX6fghzFPMEM3MrePZ+n7U4AcDc1gkeXccj855inpB8YTvc2g2Bue075gkSMRJOfcMsOzXrBRvv+qzFCgDunccg6cI2SIrzIBPykPjHFtSduuGdZYtinyM7QDlP8O7P/jzBu/8sxBz4CACQHXABXv1mwqHuu+cJiec2QyZUzBPM7V3h3mk0a3ECgK1PQzg17YGC8HsAgITT36D5V3+CY1722kxSko/ki8prM49u4ytMvKoPnr2nI+3vQ5BLRBDmJCPt+n74DJr/zrI5Ty+hKEZ5bebd/0O2wgQAmHE48Oo3E0l/bAUApP99CDW6T4K1x7uvzeJPrgHe3Ddt490Azs16shUqAMC5eW/YeNcHPy0GkMuR8PsaNP746DvLCrISkPb3IWbZu99M1q/NaMzVHxpz9YfGXEIIIYQQQgghhBBCCCGEEEIIIYQQUh6OoQMgRNdEIhEmLvgI1+8ofjDF4XBwYNtmTB0zstrbvvPoCSxrN2D+u/PoSbW3qU/9J05lYu0/capOttm1QzuMHvweszx72Qqcv3ZdrYxMJsP+Yyew6tsdzHsLZ7wPf7+a5W43PilZrW5/UUlUa4zWfbdbLV5dcHJ0wKolHzHLe385hrU7dkFcKqHH/YCnGDf3f8wDVdu3aomJIyp+eE6Dbr2ZWGct/Uwn8erLL6fPqtVtfFKyoUPSWHBEJAJDQpnlGRPGVXlbum6zwydPoceo8Th27jzyy0mMIJPJcObyVXQZNgaJKanM+xs+XwY7W9tyt/1fHxvlcjkWfbUaP586w7y3ZukSfL7w3T9+1Ya+xsavP13MJN1OTkvHsBkfIik1Ta1Mbn4+xs9biJfhEQAALpeLjV9UfCzqY2zUh+PnzqPjkJE4cvI0cvLyyi2XmZ2DVVt3YOqiJcx7NdzdsGz+nHLXMbXz2aylnzGxNujW29DhEEKIQeWXlGD411vUkhA28fPF5N7dMK57Z/h7ejDv/3b7ASZv2gWRWLfJOV/GxWP411uYJHVmZmbo2rQR3u/XE8M7tYOznWJOJhSLsfqX37Hu+JmKNqd3a4+dxupffmeSEDrb2WJ4p3Z4v19PdG3aiLnxLyY1HSPWbEHw6wSd7l8klmDSxp1qyVz9PT0wrntnTO7dDU38fJn3bwQFY8SarSgoefdDJNlgDO175PotzNu9n0mwbGNpiUHtW2N6/17o26o5zLlcAEB6Xj4mbtqJG4Flk3KyxRjaNykrG0NWbVJLsNy2fh1M7dsDo7p0gKeL4kZNmUyO7y9cxcI9h8rblN6l5+UbPMGyMbSZpnIKi4wiwbKhx1Ft0HlSO+m5+Qbb91vG0GbauP78JSZu2skkWDbnctG3VXNM798L77VrBRtLSwCK5NDzvz+An2/c1nkMptQny7P+xNkyCY/1xZT6JCFEO7xintEkWF48dhaTpM7c3Byd+/XA6JmT0GNwX1jbWANQJEVcNXspzh3+zWCxyuVyfD13GX7ZuZ9JIuLu5YEBY4ZgxPTxaNauJVM29OkLzH5vItISU3QaQ2F+AeYOnqKWOLJe04YYNnUMBk0YAV9/P+b9P4+fw5JxsyEulTyDLbmZ2QZPHGkMbaaNtMQUzB44QS2Za7N2LTFi+ngMGDME7l6KuZ1MJsMvO/djzbzlOo+B+qR2qE9qxxjaTBvUJ7VjDO1LfVI7xtBmurBp8UrkZeeysi9T6pOEEO3lFxZhyJz/qSX1a1q/LqYMH4LxgwfC31f5/ceJS1cwfvEyiEr95rO6XkREYvDs/zFJ/czMzNCtbRvMGD0CI/v1gbODAwBAKBLhq+++x9e7f9Tp/rW1evcefPXd90zSRmcHB4zs1wczRo9At7ZtmM9aX8UnYsichXgZGaXT/YvEYoz7eKlaUj9/X1+MHzwQU4YPQdP6dZn3rz94iKFzFpZJPMsmY2jfQ2f+wOyv1jD1YGNthSG9euCDMSPRr0snmJsrvkdOy8rG2I8/xfX7ZZNcssUY2jcxLR0DP5ynloC3XbOmeH/kcIwZ0A9e7ooEaTKZDDuPHsO8r9fpdP/aMnT7yuVyzF29FjuPHmPml17ubhgzoB/eHzkc7Zo1Zco+DQnDe7PmIzGNne863sUY2vevew8w9uNPmQS85uZc9OvSCR+MGYnBPbvDxtoKAFBYXII5K9fg8NnzOo9BU8bQvsZwrtaGMbSvoc/V2jCG9jWGc7Um/rjxj1qCZVsba/Ro3xaThg7Gh2NHo3/XzrCzsQGg6LtHzp7HoFkLdH6eNIZzNSGEmJLQZ8sQ+OADZKb+BZlUWG654sIoBD2crZZA082zJzy8+pS7TnL877h22pv5j1eSVO14zcy4aNRyNbOclXYDoc+WQipR/y1oUUEUnt2bAqmkBABgbeMD/4bl34sFAE9uj2FifXJbNwkWXdw7wtNXmUQm5OkSZKRcUSsjl8uQGHsU0SGbmPdq1f8QtnZ+KA+vJEmtbpPjf9dJvPWbfQauueJ+PwE/Fc/uTQGfp/75u0iUh6CHs1CUr7iHVdEmqyrc7quwbWrx6oKFhSPqN1vGLCfGHsGrsG8hk6nPxXKzHiPwwUzI5YrvPpxcWsPbb1SF2759uQMTa3DAYp3E611rDJxcWgMA5HIpAh98gNysx2plZDIxXoV9i8TYn5n36jdbBnMLh3K3m5P5UK1uczJ1c03dqNUqmJkprtcL80MR9HAWRCL1eyD5vBQ8uzcVQr7inlCuuT0aNKv4e8nggMVMrLcvd9BJrLZ2tVC7vjI5THTIJiTGHi3zu/b05MsIefYJs+xZcxhc3CuOQbVuX4Vt00m8/g3nwdrGBwAglRTj2d3JKCpQv+aRSngIfbYUWWl/M+81arWaaZN3oTGXxty3aMzV35hLCCHEdDk26ADXdkOY5ZjDnyAn8KpaGblMhvTbvyDp3GbmPa9+M2HtXv48QZCdhEezfJn/Mu/rZp7gN2oZOFaKeYIoLw0R302FMFd9niAuzkP0j7PBS3rzfRKHi9rjv6pwu0kXtqvFqwvmto6oOWIps5xx82cknd8GmUR9nlAY/QRRP8wCZIp5gl2d1nDrWPFz2AI/68TEGnNoiU7ide80GnZ1WisWZFJEff8hCqPVn08kk4iRdH4bMm4pk9j6jVwKc5vy5wkFkQ/V6rYgUjfXZrXHrwQ4iuuAksRQRP84G+Ji9WszYW4KInZOgyhP8f0X19oefiOXldmWqphDS5hYAz/rpJNYrT1qwavvTGY58dxmpN/+pcy1Wc7zK4g5ojxmXNsNhUP9iq/NVOs26cL2CstqynvgXFi6vrk2ExQj4rsp4KWUujYT8hH783LkB//DvFd7/EqYccq/Nsu8/7tavIJsHVybcbiKY+GNvJd/I/bn5ZAK+WrleClRiPhuKmRCxbWZpasPvAZUnFg3bOs4JtawrVV/RpkqGnMVaMylMfctUxtzCSGEEEIIIYQQQgghhBBCCCGEEEKIOnNDB0CIrn29fSeu/HOLWa5byw/PXgTj2QvNEgMt+nAGGtTx11N07/Y8OATzPv+yzPuxbx7CAQB/3riJ9oOHlylz8eeD8PH01Gt8pe3bshGRMbGIeBWD4pISTJi3EM0aNUSb5s0gkUgQEPQCcYnKH5n27tIZ65Z/ymqMpmrBjGl4HBiEkxcuAQA27PoBh387hW4d28POxgbhr17hqcqx7F2jBk7u/Z55kA3bRsyYjdTMDLX38vIL1JbfddzOnToZc6dN0WtspV268Q/W7thZ5v3UjEzm9YHjv+Hi9Rtlyjy7ekmjfRxVSbLr5OiAMUPeq6A0+54EvcCToBfgcrloWLcOGtWrCxcnJ3A4HKRnZSEg6AWyctQfMPvZwvmYPn6sQeI1lbFx/7ETOHD8JLPs6eGOjKxsLF61VqP1p44ZiY5tWuspunfz9qyB4z/sxNg5C96M2y/RuGc/9OnaGTW9vZGRnY1bDx6Bx1f+qP+HDWvRqmkTVuN8a/+xE9h/vOKHDK/dsQu7D/+s9p5PDU9cPHrwneVfhkdg3udfYsEXK1G/jj8a168HVycnWFiYo7CoGNFxrxEcEan2AGtXZ2dcOHIALk5O1f6btJWakYERH5S9gSIpRZkc+3lw6Dv7w74tG9GuZQu9xlfamu078eff/6i9JxKp3xgw//MvYWennsC9XYsW2Ld1Y7nbNaXzDiHE9CzacxgRSYqbruysrbDv47kY2UV5k4pMJsPBazfx+eHjkEiluBMSjrXHT2PDB5N1sn++UIRJm3aiWCAAANTz9sSJzxejae2aTJkSgRDLD/6KX/+5CwD49sxFdGxUH4Pat9ZJDNq4+jQI284q58nv9+uJb2e/D7s3D/oEgPCEZEzevBNx6Zko4gswceN3CPxhK2ysLHUSw5rjp3E3NAKAIhHj1llTMeu9vuBwOEyZ8w8DMP/7AygRCBGemIxFew7h188+0sn+tWEM7Rv8OgGf7FPe5DawXSscWDwPrg72zHtJWdl4f+sPeB4TB4lUihnbfkDQnq3wdHHWSQzaMHT7yuVyvL/1BybZp4eTI35ZvgjdmzVmyoglEmw+dR5bT18EoEhS2r5BPcwd0l8nMWiLwzFDfW8vtK1fB23q1UGb+nWw8uhJBETFsLJ/Q7dZVfi4uaBNvTpMnf0dFIwf/7zOyr6NYRzVBp0ntWfO5aKxn4/aMTZt624ks5Tcx9Btpo303Hx8sH0PJG+uwdvVr4tfP1sEPw93pkxOYRHm7t6P689fAgA+2XcU7erXRYs6tXQSg6n1yXd5Gh2LPZf+AgBM7t1NLem9rplinySEaM/B2RFNWjdH03Yt0axdSwgFQqz88JPKV9SBrLQMfDZtISQSCQCgWftW2P7bT/CupXy4SX5OHlZ++AnuXbsJANjw0Vdo1r4VGrVs+s5t6tPJvUdx+cQfzPKcLz7GvK8Ww8LCgnnv+b0nWDp5PvKycpCVmoFlUxbg2L0LOvuOb+38zxAbHg0AsLGzxTeHdqD/aOXDcWQyGU7t+xXfLlur+F7g9kN8v/pbfLq54ofL6JOvvx+atWuJpm1bomm7lji9/1fcOHel8hV1wBjaTFNyuRxLJ89nkja61nDHthN70a6H8gEvYrEY+zbswoFNuwEoEoS26NAGkxbM0EkM1Ce1R31SO8bQZpqiPqk9Y2hf6pPaMYY2q64b5y4z9TVs6hj8efyc3vZlan2SEKK9BWvWIzwmDgBgZ2ODgxvWYPSAfsy/y2Qy7P/9DJZt3Q6JRIrbT57i690/YtNS3SQj4AsEGPfxUiZhXr1afji181s0a1CfKVPC4+PTzd/i6B+K76y2HDiMzq1bYnDP7jqJQRtX7tzD1gNHmOUZo0dgx4rlsLO1Yd4LexWD8YuXIS4pGUUlJRj70acIuXQWNtbWOolh9a49uBPwDIAiceX2z5dhzoSxat9Znbv+N+asXIsSPh9hMbFY8PV6nNixRSf714YxtO/LyCh8/I3ywbmDenTD4U3r4KryG7nEtHRM+fQzPAsNh0QixdRlXyDkz7Pwcnd/1yb1ytDtK5fLMeXTz5jkqDVcXXF8+2b0aN+WKSMWS7DhpwPYvP8QAEXSz44tmmP+5Ak6iUEbxtC+P/12Cr/9qXxo84q5s/DV/DmwsFDeynTvWSCmLP0cWbl5SM3MwtSln+Pu8Z8Ncs1n6PZNy8rGtOVfQiJRfG/WvnlTnNixFbW8vZgyOfn5mPXl17h2T/Fd0MffbEL75k3RslFDncSgDWNoX0Ofq7VhDO1rDOdqbRi6fY3hXK0NK0tLjOrfF9NHDUfP9u3U+iIA5BUUYtWuH3DwtOI6+XlYOJZs3IIjm9brLAZDn6sJIUTfQp8tRUHuS7X33ia1fOv5vangcNR/T1TDZyAaNP/sHVuUIzP1L2Sm/gUOxxr2Tg1ha+f/JsGgHGJRPooKIsArfq22lqNzC7TqtFcXf5LWavgMQN3GHyEu8nsAQPLrE8hIvgLXGl1hYemMkuLXyMt6DECRUIJrboe23X4Gl2tTwVb1p3n77SgpeoXiwmhIJSUIejgL9o6N4ejSAnK5BPk5geCXJDDlXT26oWGLFQaJ1drGE60770Pggw8gl0tQkBuIu1e6wK1GN1jb+kAoyEZu5j1Ipcr7/Zq23QxH52YGibdWvZnIz3mGtETFdwqx4TuQHHccLu6dwDW3RXFhFApyg5jyVtaeaN31gEG+SzAzM0PrLvvx+OZwCAUZEAmzEHB7NJxc28DesRGkEh7ysp9AKFDes+ZTayxq1fuA9VgBwNG5OZq23YSw54pxIyvtBu782Q6uNXrAytodfF4KcjMfQi5X3KtnZmaO1p1/gpV1DYPE27DFFyjMC0ZuliKm8MAVeB21F85ubWFmZo7CvBAUF0Yy5e0dG6F5O90kTdYWl2uDNt2OIOD2GEglJeAVx+HB9T5w8egMO/s6EIvykZv5EGJxPrNO3cYfo4a3Ye4PoDFXf2jM1R9TG3MJIYSwo94H28BPiwE/NRoyYQmi98yGjW9j2NduDrlUiqK4QAizlPMEx8ZdUWvM5waJ1dLZEw3n70XUDx9CLpWgOC4IQSu6wbFJN1i5+EBcmIWCiPuQiZTzhLrTNsHOzzDzBK++H6A49jmynyjmCcmXvkPG3RNwbNgRHEtb8FOjUfxaOU+wcPJEowX7DTZPaDR/H0I2joC4IAPiwiyEbRkD+zptYOPTEDIRD4XRARAXKOcJ7p3HwLOPbn57qS27Ws1Rd9pGxP2iOBbzXv6NwOUd4NSkOywcPSDMTUFh5EPIpW+uzbjmaDB/LyydDHNtVmvsCpQkBKMw6hHkUjFe//oFUq/9hP+zd9/xUZN/HMA/vfa69y4tZe+99wbZG9k/FGWITFFRERFRceLeeyFDZS9Rluy9N2WUlu69b/X3x0HurqXXpLdS/bxfL18m5UnyaZ48yaV3l69PzZZwcnZG7u3zKIg33Jt5VKmHWo++45Cszq4eqDfrO1x4ayR0RXkoTLqJMy/3gm/d9nAPrQ5NXhayLh+ENj9TWCZy4GwENHPMvVlAsz6IHDAL8Vs/AQAk7/sVaSe2wq9+R7h4+aEw+Rayrx4G7hVYVbh5of6s7+Hs6ph7M55zbYfnXNvhOZeIiIiIiIiIiIiIiIiIiIiIHoRFlulfJzk11WT++q3buH7rdhmtSxsxoF+ZRZaL732Q8T5nZ8UD20mVm5ePsxcvm22TkZWFjKysUj8vWbDQmHFeZ4VzxQOW4O/ni+0rfsTUZ5/Hjr37AAAXrlzFhStXS7UdN2wIPn5tCVxdzReaKLlvFc7Wy2sLxnmNH/ZhKScnJ3zz7psICw7Gx9//CJ1Oh4TkZPy+ufSDUls3a4rv338H0ZFVJOW15rFw6fp13I6LN9vmQcd2YkrqA1rqlR5n1smbkZlZ7jhLSklFkpls5qhUKqxcv1GYHzNkkEUPErJVnwGAVqvFpWvXcela2YW2IkJDsXzJIowa2L/c9f3Xz41JqWmm8ymp+PynX0Qv36pp4zKLLNvy3Ni/Z3f88fXnmL5gIRJTUqBWq4VzujFfH2+89/IiUcW2bXVuTExJLfdYuHM3AXfuJpj8LCs754Ft3YyuSTqdDldjbuBqzA2z6x/Stw+WL34R1aIizbazVZ+pVOpy90Fe/oPHTG5efpnLGMd1tmKf3bl7t9y8MbdjS/3M39fX7DK2uO4QEQHAoUtXseHQMWH+s1lTTIoQAvpr27QBvZFTUIAlv/wGAPhy69+YNqA3qoWGWJzhk03bhaKL3u7uWLf4WdQIN/1Sj5e7Gz6bNQWJ6Zn469RZAMBLP61GnxZNrfYaTAytVoeXflotzD/Uqhk+mzWlVLuG1aKwbvGz6Dh/EfIKixCXmo5PN/+JZ0YOtjjDraQUfLnlL2F+8YRRmNq/9Jcjh3VsC41Wh8nvfQYAWH/oGI5cvoZ29etYnEEKOfTvSz+uhlanAwA0qR6Nlc/NhWuJB2lWDQnG2sXPoP28F5GQnoGcgkK8vmodPpox2eLtSyGH/v1t3yGcuPeQVmeFAiufn1tqvUoXF7w0fhRSs3Lw3Y7dAIA3Vq/D2O6d4Otp3y+/vj/9EUQGB8LHw3S7ri72+fOvHPpMiok9u+Lxvj1LFRA/dtU+BanlcB6VgtdJ6VYvnIdaEeGliu8qnOyTQw59JsXrq9Yip0BfrLdKUADWvfwsAry9TNoE+fpg5XNz0W3Byzh/6w40Wi1e+mkV1r/8oIePSlPZxuSDFKnVmPHx19DqdAj29cEbk8fbtMhyZRuTRCRNvaYNsPH8XkTXrm7yII9jew/ZLcPnS99DXk4uACA0MhxfbP4ZviVeu/kHBeD9377C+I6DcfXcJWg0Grz/wjJ8sUX83+etITc7B1++/oEwP3ra/zBryTOl2rXq0g7vr/kKj/V6GDqdDuePncb2NRvRf8xQizOcOngMf68zFDJ55at3TApHAvpr/9gZjyAvNxcfLdIXKlj52Q8Y88QkRFavanEGKaY8NxvPvL0YfoH+Jj/fvOIPu2xfDn0mxbbVG3DhuP5B7c7Ozvjgt6/RrH0rkzZKpRKzljyDjJQ0/P7NCgDAF69/gEETRsDb18fiDByT0nBMSiOHPpOCY1IaOfQvx6Q0cugzS2WkpmPZ3JcAADXr18bU52bbtMhyZRqTRCTdwVOnse6vXcL8l0sXmxT1A/TXkSfGjUZOXj5e+lD/MNXPfl2N6WMfRnURn+0sz0c//4q4RP3DLL09PbHpi49Rs2qUSRsvTw98uXQxEpJTsePAQQDAwvc+wkOdOljt85diaLVaLHzvI2G+X5dO+HLp4lLtGtWpjU1ffoK2I8chr6AAcYlJ+PiXlVgwxfL3JG/GxeOzXw1/731l9pOYPvbhUu1GPNQbGq0Wkxa8CABY+9dOHD59Fu2bN7U4gxRy6N+F730ErVZf7LNpvbpY8+G7cFUqTdpER4Rj4xcfo/WIsbibnIKcvDy8+umX+PTlFy3evhRy6N/VW//E8fMXAejvCdZ8+G6p9SqVLlgyewZSMzKEIpavf/E1xg8eAF9vb4szSOHo/s3OzcXrX3wtzE8bMwpLZs8o1a5L65ZY/cE76P3oNOh0Ohw7dwFrtv2JMQP6WZxBCjn076uffomcPH2RvsjQUGz64hME+Jl+rjLI3x9rPnwXncZOwrmr16DR6M+/m7/8xOLtSyGH/pXDtVoKR/evHK7VUsihf+VwrRZr6uiRmDVxHKLCw8psE+Dni08WL0RxcTG+/V3/8PeVm7fhxSemona1aIszyOFaTURka3m5N5GTdcF8m5xrpX7mU0ZBRoWz4buHOl0hsjPOIjvjbJnrdlK4onqdKajV8Gm4uHiaD1vi+01OVvzsWt0mC+Gi9MH1C8uh0xVBrc5EUnzp7796etdE07YfwzegSfkrNcrr5GS9a6jS1Q+tu67B+WPzkJq0BwCQm33ZpODrfRHRI9Co5ZulimQ/IKzJnDX3bUhEL7Ts9APOH5+PosJkFBerhdzGXFx8UL/Fq4iqPkbEWo3zWve70E3afABXtxDcvvYNAB2KCpOQGLexVFu/gOZo0u5jeHhGlV5RKbY5Fjy8qqJN999x7shsZGWcBgBkpZ8yKUqqp0C1OlNQr+kiEQVwbHcsVK35PzgpXHH51EvQaHKg1RYgJWFHqXZu7qFo3Po9hET0esBaSrLNvlUoXNGy0w+4cPJ5JMTq75UL8m6bFNO9LzisOxq3+QBKVz/zSW14DvMLaIo2Xdfg7NHZyM+9AaAYGSmHkJFi+tkohcINtRs9jZr1Z5e/Up5zAfCcq8dzLmCrcy4REVVmLp5+aPj0Klz/fj6yzu8BABTEXzYpPnhfcPsRqDFxGRQu5bxOKPkazIrP5Qlo2gv1Zn2HmB+egTorGcVatZDbmLOHD6qPfQWhnUW8TjDOa8XXNE5OTqj12HtQ+gYj4e9vgWId1FlJSDu2qVRbrxrNUWfKh3ALMv/MFH1co7xW3LduwVFotGANrn0zF3k3TwMAcm+eMilKCgBwUiCi9+OIHvWi9HszK+YN6zYRTs5K3Fr1MrQFOdCpCpBx5q9S7ZR+oaj16LsIaNJTxFpts28VLq6oN/t73PxlIVIP6+/NilJumxTTvc+vcXfUnvweXDwl3ptZ8Zk03tWaoOEzq3D9mzkoTLoJFBcj+8ohZF8xvTdzcnFD1aHzETlgluRtWDNv9MgX4Ozhgzsb3kOxpgja/Eyknyx9b+YeVgO1p3wEr2qNy11nsY3OCzzngufce3jOBSrTOZeIiIiIiIiIiIiIiIiIiIiISuNTzIkkOHvpkjBdq1o02rds4cA05ul0Oly4YvhC9vjhQ6y6/oiwUGz+6Tts+P5rjB06GLWrV4OXpyd8vL1Qr1ZNPDZ2NHb99it+/HA5fH3Kf0js2UuGD2H6+fpgYK8eVs1rbcZ5xw+37gNCXV1d8c7ihTiyZT3mPP4oGtWrC39fX7i7uaF6VBSG9O2Dnz9+H/vWrUG9WjXLXV96ZibiEhJtltfajPdtl3ZtULVKhAPTiLf5711ITc8Q5h8dParC67JFn02bMB67fvsVby58DiMG9EOzhg0QHVkFXp6eUCqVCA4MQJMG9TF5zMP49bOPcP3gHlEFlgGeG23J1ufG/j2748zObXhvySJ0bd8WVcLC4OqqRFhIMNq2aIZXFzyNszu3iyqwXDKvnM810/83AZf++RufLluKR0ePQtsWzRAeEgJ3Nze4uLjA39cXNaOrYmDvnlj67Hxc+udv/P7VZ+UWWAYq4/XMMH7HybjPiIhs7fPNhofNtK9fByM6tSuz7bxhAxEVHAhAX8zu2+27ymwrlk6nw5dbDV/wmTHooVJF6oy9+fgE4QtKl+/EY9eZ8xZnkOLv0+dwJe4uAP2Xwd6cPL7MtjUjwjBj4EPC/Fdb/y71pcqK+Gb7Tqg0GgBA1ZAgzBlS9mvXUV3amxRw/XxL6YcL2ZIc+rfkel5/dGypAsv3Bfp444Uxw4T5Fbv2ITu/wOIMUsihfz/bZFjPqM7tzRYBfmXSaHjeK6Samp2D3/6xX/G5++pXjSxVYNme5NBnUkSHBpcqsGxPcjiPSsHrpHSNq0eXKrBsT47uMyky8/Lw6+79wvwLY4aXKrB8n6vSBa8/Mk6Y33n6PK7GJ1icobKNyQdZtmqd8Du8M+V/CLJC4bayVMYxSUTS+Ab4o1qdGg57aGF2ZhY2/mIoIjhj0VOlitTdp3R1xfw3DcVeDv39D25dibF1RBNbfl2HjHuF5z28PDH71QVltm3RsQ36jTa8L7Hik++skuFXo/U079gafUcNLrPto/OfQHhVfWEJVVERfvva/oX9qtWpUapwpD3Joc+k+OXjb4XpvqOHlCrmamzu68/D3VN/b5iRkoatq9ZbvH2OSek4JqWRQ59JwTEpjRz6l2NSGjn0maXefGox0pNToVAo8PIXb0Npw7/RVLYxSUTSffrLKmG6Q4tmGNWvT5lt50/+n1DQrkilwjdr/iizrVg6nQ6fGxWpmzlhbKmifsbefW6+cD9/KeYGdh46YnEGKf46cAiXb9wEoP9b6zsL5pfZtlbVKMycOFaY/2LlGqv8rfXrNb9DpVYDAKpGhGPeIxPLbDu6f1+TQn6frlhp8falkEP/llzPG0/PLVWA975APz+8OGOaMP/zhs3Izs21OIMUcujfT375VZh+uN9DZotBvjZvNjw99AXTUtIzsHrrdqtkEEsO/bty8zakZmQCALw8PLB0zswy23Zs0RwP9zO8B/PpilVltrUVR/dvZnYOftm4WZh/8clppQrw3ueqVOKNp+cK838fPIyrN29ZnEEKOfSvo6/VUsihf+VwrZbC0f0rh2u1FG8+M89sgWVjr82bDaWL4bNjW/fus0oGOVyriYgqm2btPkP7XltRr+lLCI8aAh+/RlC6BsDJSQknhSuUrgHw9q2HiKrD0bDlW+gx+DTqNX2p/ALLgEkx6IDg9vDwLP87UVLUrD8bnfruRs0Gc+Hr3xhK10AoFG5w96iiL6Laejk6PfQ3/INalruu4mIdcrOvCPNVosV9j00sd48wtO66Eq06/4KI6OHw9K4BZ2dPOLt4w8unNqJqjEfb7uvQrN2ncFGW/7mrnEzDvnVR+iI0ouzXKRUREtELnfvuRf3mryIgpAPc3MPhpHCFq1sI/AJbok7jF9C53z8ii32a5q1Szbr7VqFwRYPmr6Bjnx2oVmcqvH3rw0XpB4XCHR6eVRFapR+atfsc7XtthrdP7XLXp1JloDDf8JlAa+f19qmN9r02o1n7LxBapR88PKtCoXCHi9IP3r71Ua3OVHTs8ycaNH8FCsWD76GNGe9bT6/q8A9qbdW8UdXHoHO/fajT+AX4BbaEq1sInBSucHMPR0BIB9Rv/io6990rssAykJN5UZi29r51UfqgWbtP0a7HekTVmAAvn9pwdvGGs7MnPL1rICJ6OFp2/hmtu66Eu0f5r1uNz2FOTi6IqDrMqnn9g1qi00N/o3Hr5QgO6w53jypQKNygdA2Er39j1GwwV3+OE1NgGTznGuM5l+fc+6x9ziUiosrP1T8MDZ9agfpzf0Jwu+FwD60OhZsnnN294RFRG6FdxqPRc2tRZ+rHcPEo/3VC/h3D61tnD18ENOtt1bwBTXuh+au7UX3cUvjW6wClfzicXFyh9A2Bd80WiB7xPJq/ukdcsU8AeUZ5QzqMsGpWhYsrqo9dgqYvb0dEnynwiKwPZ08/OCnd4RZcFQEt+qHOtM/QZOFGeISX/zpBnZsBVYbhdYK183qE10aThRtRZ/pnCGjRD27BVeGkdIezpx88Iusjos8UNF28DdXHLoHCpfzXCcbHgltodfjUKvtznRUR2nkMmr+2F9Ejnod3zRZQ+obojwX/cPjW64Dq45ai+au7EdBU3L2ZybHQ3rr71sXDB3WmfoxGz69DaNcJ8IioDWd3byjcPOEeWh3B7Yaj/pwf0fCpFXD1L//eLP+O0b2ZswuC2lr3mTQ+NVui6ZK/UPPRd+HXuDtcA6vAycUNLt6B8IpujMiBc9Bs6U7RBZbzjPL61G0Pt0Dr3ptFDpilzzNwDryiG8PFOxBOLm5wDawCv8bdUfPRd9F0yV/wqSni3kynMyl6HNLBuq/Hec7lOfc+nnMrzzmXiIiIiIiIiIiIiIiIiIiIiEp7cDUVIplR3b5WfqN7vl3+Nr5d/rZNcuzaf1CYXjRvDlxcrDOEunVoJ+l3FOPU+QtIz8wEANStVRMTRw636vrv69+zO/r37G7xeoz37VNTH0eAn5/F6xRr0sMjRRcQBQCtVot/DusfeKJUKvHSPHFfkpSqWcMGaLb4xfIblmP3gUPQ6XQAgJ6dOqJ7x/YWr/O+awf2WG1d9+00OhaWPlv2g3ukktrPUo0Y0M9q49gWfebu7obObdugc9s2Fq+rpP/6uXHxU3Ow+Kk5Fq/nQexxbgzw88OsyY9g1uRHLFqPLc+NttjHtapVQ61q1TB1wrjyG0tgqz6rXjXK6uMhJS0N5y7pvxAf6O+Pp6Y+ZrV12+r1mC2uO0REBUUq7Dh5Rph/pE93s+2dnRWY2LMr3lyzHgCw8fBxLJ0k7gtZZTl0+RqSMrKMMnQz275uZAQ6NqiLAxf15/H1h46hT8uyH+xqbRsOHROmOzWshzqREWbbP9KnO979YxMAICE9A4cuXUXHhvUsyrDx0HFhemLPLnB2VpjP0LsbjlzWX0v/PH4GhSoV3F3tU/xSDv1r3GfVQoPRvWkjs+1Hd+2I575dgQKVCiqNBluPnsTY7p0syiCFo/v3TkoqTly/YVh/OX3m7+WFoR3aYOWeAwCA9YeO4vF+PSu8/crI0X1W2cjhPCoWr5OVjxz6TIptx04LRdo93VwxumsHs+17NGuE6JBgxKakAgDWHzyKBQ9b9oCGyjQmH+Tk9Rv4cP1WAEC/1s0xqov1/v77IByTRGRre7f8DbVKBQBw9/RA/7HDzLZv36sLqlSLwt3bcQCAHWu3YNoLtvmb/YP8vW6rMN1nxAD4+pv/m/DwyWOFIpvnj51G4p27QjHHiigsKMS+7buF+RGTzf/N29nZGUMnPYwvX/8QALBz3TbMe/2FCm+/MnJ0n0mREBuPC8cNr+1GTB5rpjXg6++HPiMGYNO9Yo9/r92K0dP+Z1EGjklpOCalc3SfScExKZ2j+5djUjpH95mldm34E9vXbAQAjJ4+Cc07tEb8rTs2215lG5NEJE1BYSG27zsgzE8eMcxse2dnZ0waNgTLvvgaALDu71147SnLPj918NQZJKamGTKMNJ+hbo3q6NSyBfafOAkAWPvXTjzUuaNFGaRY9/cuYbpzqxaoU72a2faTRwzD219/DwC4m5yCg6fOoFPL5pZl+MuQYdKwwXB2di43w+HTZwEA2/45gMKiIri7uVmUQSw59K/x/qoWWQU927c1237sgH545q13UVBYBJVajc27/8H4wQMsyiCFo/s3NiERx88bHr46eaT59yf8fX0wvE8vrNi4BQCwdscuTB09qsLbl0oO/Wt8Xhjepxf8fc0/nHnyyGFCseJj5y7gTmIiqoaHW5RBLDn075a9/wjFST093DF2QD+z7Xt1aIfoKhGIvat/4PIfO/7GC9OnWJRBCkf3rxyu1VLIoX/lcK0WSw79K4drta0E+PmiYe2aOHP5KgDgVvxdq6zX0ddqIiJ7aNd9rVXX5+SkgH9gC/gHtrDqegEgLWmfMF23yfNWXz8AeHnXQN3Gz6NuY8vWn51xFmpVhn6dPrUQWf1ha8QrJSSil+hitOYY79sadZ+A0tXf4nWWpHT1R/U6U1C9jmWvAYuLtUhPOQQAcHJSonajZ6wRrxRf/0bwbb7U4vWkJx8AoP9ebVBoFwSFWv/z605OzoioOhQRVS0vDJWWbDgWajd6GgqF9R/b4e4RhloN5qBWA8veT1AVpSInS3/fq3QNQI26T1gjXikBwe0QENzO4vUYj7PI6qPh5VPT4nWW5Ozsgaga4xFVY7zF6+I5tzSec3nOBax7ziUion+PgKa9RBdGNCfzkuF1QpW+0+Hi5W/xOkty8fJHRO/HEdH7cYvWU6zTIvvKvdcJzkpEDXnaGvFK8araCF5jX7F4PdmXDwDF+tcJfg06w6++DV4nKJwR3HYogq1QtDfzouFYqDpkPpycrX9v5uofhsiBsxE50LL3HtQ5aciPuwTg3vHVd7o14pXiW6ctfOuYf39YjKyL+4XpkI4PwyPMBvdmrh4I6zIOYV0sf/aPcd7oEc9ZvL4H8QirgegRz1m8/rzYc9DkZQIA3MNrIaSjbT5LwHMuz7kAz7lA5TjnEhEREREREREREREREREREVFp5qtdEJFAo9Fg31F9sYVG9epi3LDBDk5k3q4DhiKPL8+fW+7DKRztft7Q4CDMefxRx4Ypx4mz55CVnQMAeGzMw6gRXdXBiczbffCQMP3qAusVLbaFxOQUXLyqL7LUr3s3dGrT2sGJHKMy9RnPjbbFc2PlU5n6bPfBwyguLgYAPDNjKnx9zD/gjojo3+r4tRjkFRYJ892bNix3mW5GbWISknA7OcWiDHvPXhCma4SFolpoSLnLGBfJ3XPmgpmW1rf3rOGhsmL2V/WwEFQPM/xOe85alvd2cgpuJiUL893KKRgMmObMLSzEsasxFmWQQg79u8eoz7o2aQgnJyez7b3c3dCmbi1hfreFfSaFHPp377lLwrSHqyva1asjIoMh54GLV6C+VzD0v0AOfVbZOPo8KgWvk5WPHPpMCuPjuU3d2vAs54HJTk5O6NqkgTC/2wr9W5nGZEkqtQYzPv4GWp0OPh7u+GD6ozbfJsckEdna0d2GoglN27aAh6eH2fZOTk5o091QpODIrv1mWluXWqXCyQPHhPm2Pcp/mEnzDq3g5q6/3hUXF+OI0e9bEeeOnkJBXr4w305EhnY9OgvTsTG3bFp4UG7k0GdSHN1jeF/L3cMdzTu0KncZ42PgxP6jUN8r3FLhDByTknBMSiOHPpOCY1IaOfQvx6Q0cugzS2RnZOL1OQsBABHRkZj7mm0ekmisMo1JIpLu6LnzyCsoEOZ7tG9T7jI92hnaxMTesbhY3e4jR4XpGlGRqB5ZfiF74wy7Dh8109L6dh8xXEd6tCv/wZH63ylSmN91+IhF278Vfxc34+IlZehhVHQ2Nz8fR86esyiDFHLoX+MM3du2Lv99ZE8PtG3axKoZxJJD/+4xOsY93N3QoXmz8jMY9dn+EyehVtvvfWRH969KrcaBE6eEeTHn0Q7NmwrFNYuLi7H78LFylrAeOfSv8e/btmkTeHq4m23v5OSE7m0Nn7W355iUQ//K4VothRz619HXaink0L9yuFbbkvF1QafTWbw+OVyriYjIoKgwGbnZVwAAweE9rVLw1JbSkg1/K63daAGcnOT9fb/7hXVd3YJRre40B6cxLyv9DDTqbABAVM3x8PSKdnAi84yLqdZp8oIDk5RPp9MgPeUwAMDbtz4iokc4OJF5ackHAOi/R1ij3ky4KOX9PcL740yhcEOthvL+jjXPubbFc67tVKZzLhER0YNkX9K/rlH6BiOiz1QHpzEv99YZaAv0rxNCu4yDe4i8XydkXTK8Zqw64nkHJilfsVaDnKv69y88IusjuN1wBycyL+vSfuDeM16q9J8JFw9535vdPxacXNwQNeQpB6cxT5WVjIK7+nsz/yY9ZV/w1LggdNVhz8BJIe97M55zbYfnXNupbOdcIiIiIiIiIiIiIiIiIiIiIiqNRZaJRDp66gxycvMAAEuengeFQt7DZ9d+/cNdmzdqiFED+zs4jXnxiYm4EnMDALDgyenw9vJycCLzdt7btx7u7lg4Z6aD05Tv/rEw+KHeaCPigU+OdL84qZOTE155Vt4frralytRnPDfaDs+NlU9l67P74yEiNBQzH53k4DRERI5zMTZOmA729UFUcFC5y7SoVcNk/lJsfBktxWYwLN+8VnVRy7SobchwJzUNuQWFFmUQK6egALEpqcJ88xL7oizG+8zi/XU7zmS+hYh9VjUkGMG+hi8+WZpBCjn0r/FxLmZ/lcxw+Y4d95cM+td4fzWMjoKr0qXcZVoa7S+1RovrdxMtylCZyKHPKhM5nEel4HWy8pFDn0lxySiv2P41PudesvAaVdnGZElv/bZe6POlk8YgMjjQ5tvkmCQiW7t+4Yow3bBlEzMtDRq1bCpMx1y8avVMZbl17SY0RsUyxeR1dXND7cb1hXlL8xrvr4CQIIRXLb/IQ4MSOe25zxxNDn0mhXH/1mpUD0pX13KXadjKMB40ajVuX7thtQwck+XjmJRGDn0mBcekNHLoX45JaeTQZ5Z4c/7LSE1MAQC8+NHr8PS2/fv1lWlMEpF0F6/FCNMhgQGoGh5e7jItGzYwmb8UY9m1/+J1Q4aS6y5Lq0aGdncSEpGbn29RBrFy8vIQezdBmG/ZsL6Z1gbGeS9dt97+0mcof59FR4QjJDDAahmkkEP/WprB0mNcCjn0r3GGRrVrwVWpLHeZVo0aCtNqjQbXbt+2KIMUju7fa7duQ60xFB0Wk8HN1RWN69SyWgYp5NC/pn0m9jxqyGDP/SWH/pXDtVoKR/evHK7VUsihf+VwrbaVgsJCXLsVK8xHhYdZvE45XKuJiMjAUDTRCXUby7swB2DI6+vfGOFRgx2cxrzCggTk5VwHANSsPxsuLvL+7lha8j8AAIWzO2o1kP/3de8XUw2t0hf+gS0cnMa8rPST0GpyAQB1Gi+Ak5O8v1eblqQ/Ftzcw1CtzmMOTmOeTqdCRoq+YE/VWv+Dh2ekgxOZx3Ou7fCca1uV6ZxLRERUUlFGAgoS9K8TIgfMgrO7vF8nZF3UX3cVru6IGjzPsWFEuJ83oHlf+NSU9+uEnBunoC3U35tFD3sWTjJ/5tH9wrpKvzCE95rs4DTm6TQqZF/T35uFdZ8It0B535sJhWqdnBA9/DnHhhEh65J+nHlFN0ZQa3nfm/Gca1s859pOZTrnEhEREREREREREREREREREdGDyfsTKkQysuugvhBh62ZNMbRvHwenMa+oqAgHj58EALzyzFNwcnJycCLzdh04BACoWiUC0yeOd3Ca8u2+l3fGIxMRERbq4DTmxcbfxfVbt6FQKPDKM/L/Qt79fTtiQD+0aNzIwWkco7L1Gc+NtsNzY+VT+fpMP35fmP0kPNzdHZyGiMhxrty5K0xXCw0RtYyXuxuCjIqDXo1PMNNaRIY4Q4bo0GBRy0SHGAomFhcX49pdyzKIdTXOdDvVROatapTXmvsr2NcHnm5uopYz3rdX4++aaWldju7flKxspOfkGmUQd5xHhxjtrzj7HF+APPq3In1WNcS0naXHeWUihz6rTORwHpWC18nKRw59JoVx/4ofD4Z2adk5SMvOqfD2K9uYNHbmxi28t3YLAKBjw3p4vG9Pu2yXY5KIbO3G5evCdJVqVUUtExFteGBPRmo6MtMyrJ7rQW5evmYyLzZvFaO8N69cN9NSTAbj/RUlahlPL08EBAcaZYgx0/rfRQ59JoVx/0aK7N+IaNN2tyzsX45JqRk4JqWQQ59JwTEpjRz6l2NSGjn0WUXt3fI3tvy6DgAwYNxwdOlvn3vkyjQmiUi6yzduCdPVqkSIWsbL0wPBAf7C/JWbt8psKzlDpLgM0UZZi4uLcfWmfQq6lvxdq0VWEbWccV7L99dNYTokMACeHuI+DxUdYb0MUji6f1PSM5CWmWXIIPI4d9z+cnz/GmeoVkXkMR5hul/ttc/k0L/Gx7g+g/R95qhjzFH9e/lmBTIY9W1qRibSMjMtyiCWHPpXDtdqKRzdv3K4Vkshh/519LXallZv+xN5BQXCfO+O7S1epxyu1UREZJCWrC8eER41CL4BTRycxjydtggZaUcBAHUaPy/77/vdL07q7lEF0bUecXCa8qUl6Y+FarUfg7tHmIPTmFeQH4f83JsAFKhTGQrV3htnfgHNERbZ38Fpync/b60G8+Ds7OHgNOZlpp2AVpsPZ2dP1Kw/19FxysVzru3wnGs7le2cS0REVFL2vWKqroFVENZ9koPTlO9+8dfwnpPh6i/v1wlFafEoTL4FOCkQPXyBo+OU6/6+9arRHIEt+zk4Tfnu540aNAfOrvK+N8uNOQldUT4Ubp6IGjjH0XHKdb+YalCrgfCq1tjBaczTqYuQc/0YAKDq8AWyvzfjOdd2eM61rcp0ziUiIiIiIiIiIiIiIiIiIiKiB3NxdACiymLR3NlYNHe2o2OI4ubmhqwr5xwdQ7T/jRyO/40c7ugYou1Y9bOjI4gWHVkFqtvXym8oE1+/+ya+fvdNR8dwqMrWZzw32g7PjZVPZeuzK/t3OzoCEZEspOcais+GBviJXi7M308o6GdcwLZCGYyWD/MXlyG0RDtLM4hVcjslc5QlzOgBllbdX0brLY9xVnvtr5LbckT/llxWbIYwo/GQW1gIlVoDV6Xt/5Qoh/41zSBuf3m5u8Hb3R25hYUAgDQ7HmOOJoc+q0zkcB6VgtfJykcOfSZWoUqF/CKVMC9+PJTuX+Mi0VJUtjF5n1qjwYyPv4FGq4WbUomPn3zMbg9U4JgkIlsqKixEYb7hof5B4SGilgsu0S4zLQP+QQFWzfYgxgXxvHy84eEp7qEbQWGhwnRWeqZlGdINGYLDxO0vfYYQZKSm38vw3ynsJ4c+k8K4f4NE9q+nlyc8vb2Qn5unX4cFhRs5JiuQgWNSEjn0mRQck9LIoX85JqWRQ59VRHZmFl6d9QIAICA4EAvefdku261sY5KIpEvPyhSmw4KDRC8XFhSE1Az9ssYFTiuUwWj5sCBxGUpmTcuyLINY6SV+V7H7zLhduoVZK7K/SmawtM+kcHT/lu6zYMkZcvPzoVKr4apUVjiHWHLoX+NjVOwx7uXpAW9PT+Tm51slg1hy6F/j86iPl5foYpsm5wV7jkkH929hURHyCwolZyg5HtIzsxDk71/hHGLJoX/lcK0WSw79K4drtRRy6F9HX6ttJTM7B0s++kyY79SyBZo3qG/xeuVwrSYiIoMmbd5HkzbvOzqGKApnNzw04qajY4gWWX00IquPdnQM0dp2/93REUTz8IxCv4cTHB1DtNoN56N2w/mOjiFatwFHHB1BtMCQDpXqWOA513Z4zrWdynbOJSIiKimk48MI6fiwo2OI1ujZ3xwdQTS3oEh0+Dbe0TFEqzrkKVQd8pSjY4jW8q1Djo4gmm+99pXqWKj92Huo/dh7jo4hikLphnafxzg6hmg859oOz7m2VZnOuURERERERERERERERERERET0YApHByAiIiIiIiIicpRcowdYerq5il7Ow9XQNregwEzL8uUVGmdwE7f9ElmNfw9bMs4KiN9nHq6Gh+5amjWvsMiw3gr2WY6d9hfg+P4t2Wdi95m7q2m7HAuPc7Hk0L95Rst7uIrP4G7F47wykUOfVSZyOI9Kwetk5SOHPhMr1+j8AUjo3xLn5txC610n5T4m71v+x2acuxULAHhu9FDUjYyw27Y5JonIlvJz803mPTzEFfZzK1HAIz/XPsXcC4zyuossQggA7h6G82eehYXn7xftlJrBeJ/l5eSZafnvIoc+k8LR/csxKZ2j+6yykUOfSeHo/uWYlM7RfVbZyKHPKuLdBa8i5W4SAGDB8iUICA60y3Yr25gkIulyjQqpe7qLKxwJAB7uhvNibp5l15H7RTsBiC5e6eFm2s7SDGIZZwXE7zMPo78x5uTlm2kpLYPY/VUyQ8nfw5Yc3b+5BZb3GQDkOOAYc1T/mmSo6HnBTseYHPrXGudRex1fgOP713h/SclgvH3A8nOpWHLoXzlcq8WSQ//K4VothRz619HXalsoLi7G9MVLkZiaBgBwcXHG2wus8yB0OVyriYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI6N+BRZaJiIiIiIiI6D+rUKUWpl1dXEQv52ZUWK/AaB0VUaBSCdNKF2dRy7grlSbzBUWqMlpaV8nfVew+c1Ma7y/LshovL6XPjAvgFlqYQQpH929F+6xkhkILj3Ox5NC/FT0vOOoYczQ59FllIofzqBS8TlY+cugzsUqO/YqMB8Ax10lHjUkAuHD7Dt75fSMAoEn1aDw1fKBdt88xSUS2VFSiCLuLq7KMlqbcShR/KbRTMfdCo8LzSpFZAcDVqCBEyd9ZKuPlpWRwMyo0UVRon/0lB3LoMylM+9dV9HLW6l+OSek4JqWRQ59JwTEpjRz6l2NSGjn0mVQHduzFhh/XAAC69OuJAWOH2W3blW1MEpF0BUVFwrRSKeE64moY58brsFcGdzfT1ykFhZZlEKvk7+oqMq+bUV6r7i8XCX1mnMFO+wtwfP+WXFapFPn38RLXMkccY47qX+PlpZ0XjDPY59ovh/413V9S3rOy3nlUCkf3b0GR6bJiM7iVuD+11z6TQ//K4Votlhz6Vw7Xaink0L+OvlbbwtJPv8SGnbuF+ZdnzkCrRg2tsm45XKuJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjo34FFlomIiIiIiIjoP8u4yKdKoxG9XJFRQT4PCcUGHsTD6IGYao1W1DKFatOCgB5u4ot6WKLk7yp2nxWpjfeXZVmNl5fSZ8ZFJ90tzCCFo/u3on1WMoO7hce5WHLo34qeFxx1jDmaHPqsMpHDeVQKXicrHzn0mVglx35FxgPgmOuko8akRqvFjI+/hkqjgbNCgU9mPgYXZ3GFjq2FY5KIbMnNw91kXqNSl9HSVFGJQgnuJdZjK+5GBQXVIrMCgMqo2ErJ31kq4+WlZCgyKlTg5m6f/SUHcugzKUz7VyV6OWv1L8ekdByT0sihz6TgmJRGDv3LMSmNHPpMitzsHCx98jkAgJePNxZ9ssxu2wYq35gkIuk8jAqNqtUSriMqwzj3KFGs1B4ZCotMX6d4uFuWQaySv6tKZN4io7xW3V8aCX1mnMFO+wtwfP+WXFatFvn38RLXMkccY47qX+PlpZ0XjDPY59ovh/413V9S3rOy3nlUCkf3r4eb6bJiMxSVuD+11z6TQ//K4Votlhz6Vw7Xaink0L+OvlZb29drfscbX34jzI/q2wfPPP6I1dYvh2s1ERERERERERERERERERERERERERERERERERERERER/TuwyDIRERERERER/Wd5Gz28Pr9IfGGMAqOHWHp7eFiUwcvdOEORmZZG2y+R1dtOD+H3KvFAWLH7rMCouIClWb2MHqZYcj+Yz2Bo62PHogWO7t+SfSZ2nxWWeFCrj4XHuVhy6F8vo+ULJBTMKbTicV6ZyKHPKhM5nEel4HWy8pFDn4nlXeIByaL7t8S52duCB9ZXtjH5/rotOBVzCwAwc3BftKxd027bvo9jkohsydPb02S+oKBA1HJFBYUm857e3lbLZI6HUd7CfHFZAaCwwHD+9PKxLKunt1eFMhjvMy8fLzMt/13k0GdSOLp/OSalc3SfVTZy6DMpHN2/HJPSObrPKhs59JkU7z33GhLv3AUAzHn1OYRXrWK3bQOVb0wSkXTenoa/k+YXFpppaaqg0HBe9Pay7Dri7Wk41+QXiMtQUGTaztIMYhlnBcTvswKjvzH6eHmaaSktg9j9VTJDyd/Dlhzdv94elvcZAPg44BhzVP+aZKjoecFOx5gc+tca51F7HV+A4/vXeH9JyWC8fcDyc6lYcuhfOVyrxZJD/8rhWi2FHPrX0ddqa1qxaQvmvPaWMD+wexd8/8arcHJysto25HCtJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIion8HFlkmIiIiIiIiov+sQKOH1ydnZIleLinT0DbQwqIBxssbr9ec5BLtLM0gVsntlMxRlqSMzDLXYUkG4/WWJ9mKfSaFo/u35LJiMyQZjQdvd3e4Kl0qnEEKOfSvaQZx+yuvsAi5Rg91DbLjMeZocuizykQO51EpeJ2sfOTQZ2K5u7rC081VmBc/Hmx3nZTzmLx+NxFvrdkAAKgZHopF40baZbslcUwSkS25ubvD3ahwQlpiiqjlUku08w8KsGqushhvJy8nFwUiixGmJSUL036B/pZlCDRkSE0St7/0GQxt/QLts7/kQA59JoVx/6aJ7N/8vHzk5+YZ1mHBeOCYrEAGjklJ5NBnUnBMSiOH/uWYlEYOfSbW8X8O44/vVgIAmndsjTFPTLLLdo1VtjFJRNIF+vkL00mpaaKXS0oztA3y97Msg9Hyxus1u/0SWYP8LMsgVmCJ31XsPjNuF2hh1orsr5IZLO0zKRzdv6X7LFVyBm9PT7gqlRXOIIUc+tf4GBV7jOflFyA3P99qGcSSQ/8an0dz8vJEF9w0OS/Yc0w6uH/d3dzg6eEuOUPJ8WCvfSaH/pXDtVosOfSvHK7VUsihfx19rbaW37bvwLSXlqK4uBgA0KdTB/y6/C0orfxZMDlcq4mIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiOjfwT7VUYiIiIiIiIiIZKhe1SrC9O1kcQ/AzyssQlp2jjBfNzLCsgxRVXD5TjwAIDZZ3INtY1MMDxd0cnJCnSqWZRCrbpTpdm4np6J+1chyl7tjlNca++u+1Owc5BcVwdPNrdzljPdt3cgqZlpal6P7N8TPF4E+3kjPyb2XQdxxHptitL+i7HN8AfLo33pRVbDjxJlS6zXnToppO0uP88pEDn1WmcjhPCoFr5OVjxz6TIp6UVVwKuYWAP14EMP4nBvk64MgX58Kb78yjclLd+JRpFYDAArVagxY/IboZd9eswHf/rkLAODj4Y6NS56rcA6OSSKytZr1a+PiyXMAgLu374haJiE2XpgOCA60W6G6GvXrmMzfvX0HtRrULXe5u0Z5a9SrbWEGw/J3b8eJWiY/Lx8ZqelGGWpZlKEykUOfSVGjfm3s266/hseL7N+EWNN21S3sX45JqRk4JqWQQ59JwTEpjRz6l2NSGjn0mViXT58XplMTkvG/rsPKbKsqUpnML5vzIrzu/S2hWp0aeP27DyqcozKNSSKSrn7N6sL07bsJopbJyy9AakamMF+vRvUy24rNcCnmhj5DvLgMsUZZnZycULdGNYsyiFXyd70dfxcNatUsdznjvJbvrxrCdEp6BvILCk0KWpaZIcF6GaRwdP+GBAYgyN8PaZlZ+gwij3PH7S/H92/9mjWwfd8BAMDtu3dFLWO8fWtkEEsO/Wt8HtVnEHlecOAx5uj+rV+jBk5evCQtg1HfBgf4I8jf36IMYsmhf+VwrZbC0f0rh2u1FHLoX0dfq61h3V87MfmFl6DVagEA3du1wZoP3oGbq6vVtyWHazURERERERERERERERERERERERERERERERERERERERH9OygcHYCIiIiIiIiIyFEaRkcJ06nZOYg3Kp5QllMxN03mG0SXX4jPfAbD8qfvFRksN8N1Q4aqwUHwFvFAQmvw8fBAdEiwMH+6xL4oi/E+s3h/VYsymT8lYp/dSUlFqlHxSEszSCGH/jU+zsXsr5IZxBSbtBY59K/x/roYGweVWlPuMieN9pfSxRm1q4RblKEykUOfVSZyOI9Kwetk5SOHPpOigVFesf1rfM5tYOE1qrKNyfvupmXg+NUYs/8Zu5mULPz85DVxv2NZOCaJyNZqN6onTN8vWFeeCyfPCtO1GpZfCNBaqtepARelUpgXk1dVVITr5y8L85bmNd5fGSlpSIorv9DDpRI57bnPHE0OfSaFcf/GXLgCtUplprXexROG8eCiVKJanfILpYjNwDFZPo5JaeTQZ1JwTEojh/7lmJRGDn1WEXE3Y3Hu6Kky/7ty5oJJ+xuXrwv/du3c5TLWKk5lGpNEJF3DOrWE6ZT0DMQlJpW7zP3CifeJKVxoNkNtQ4aS6y7LiQuGdlUjwuHt6WlRBrF8vLwQXSVCmD95Udw51jhvg9rW21/6DOXvs9iERKSkZ1gtgxRy6F9LM1h6jEshh/41znDhegxUanW5y5y4cFGYVrq4oE41+xXbdHT/1qleDUoXF0kZilQqnL9meI/DUceYo/rXtM/EnkcNGey5v+TQv3K4Vkvh6P6Vw7VaCjn0rxyu1ZbYuHMPJi14ERqNvsByp5Yt8MdH78HD3Tbv1crhWk1ERERERERERERERERERERERERERERERERERERERET/DiyyTERERERERET/Wa3r1IKXu5swv+fsBTOt9f45Z3iAZa2IMFQLDbEoQ7emjYTpm0nJiE1OLXeZvUYZujdrZKal9XVr2tAoR/kPQ7ydnIJbSSnCfPemluWtFhqCGmGhwrxxf5TFOKe3uzva1K1lprV1yaF/uxv12b7z5fdZflERjhkVZ+xhYZ9JIYf+7dakgTBdoFLh6JXrIjIYcnZqWM/kYcL/dnLos8rG0edRKXidrHzk0GdSGB/Px65eR0GR+SJlxcXFJteyHlbo38o0JuWAY5KIbK1tj07C9Nmjp1BYUGi2fXFxMY7tOSTMt+vZ2WbZSlK6uqJlpzbC/NE9B8td5szhkygqLAIAODk5oZ3R71sRTdq2gIeXoUjDkd37y13m6J4DwnR0reqIrF7VogyViRz6TIq23TsK04UFhThz+GS5yxj/Tq06t4XSqFhmhTJwTErCMSmNHPpMCo5JaeTQvxyT0sihzyqbyjQmiUi6tk0aw8vDQ5jffeRYucvsOWpoUyu6KqpHVrEoQ492bYXpm3HxuH03QVKGnu3bmmlpfT3aGa4jxjnKciv+Lm7FxwvzPdu3s2j71SOroEZUpKQMe4z61dvTE+2aNrEogxRy6F/jDHuPnii3fX5BIY6ePWfVDGLJoX+7Gx3jBYVFOHz6rIgMx4Xpzq1aQqm03/vIju5fV6USnVq1EOaN90VZDp85i8Iiw+vLHu3blLOE9cihf41/36Nnz6GgsPzXl3uPGfrWnmNSDv0rh2u1FHLoX0dfq6WQQ//K4VpdUVv2/IMJzzwPtUYDAGjfvCk2fP4hvDw9ylmy4uRwrSYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqJ/BxZZJiIiIiJRHn96AVyr1Xngf0vf/8jR8YiIiCrEw80VD7VsJsz/+Pdes+21Wh1W7DIUYhjSvrXFGTrUr4NQfz+jDHvMtr9+NxEHLl4R5od1sN9DZQFgqNH29l+4jJiEJLPtf/zLsE/DA/zRoUFdizMM6WDY77/s3AedTldOhj3CdN/WzeDu6mpxBrHk0L/GfXYrKaXcgptr/jmEApW+yKWriwv6t2lhtr21Obp/q4YEo1Xtmob1l9NnWXn52HDI8NDPYR0c95BUR3F0n1U2cjiPisXrZOUjhz6Ton+b5lC6OAMA8otUWLPvkNn2e85ewG2jor5DrXydlPOYHNyuFXLW/ST6P2Ofz54q/DxuxRcW5eCYJCJb6zawN1zuFaAszC/A1lXrzbY/sms/7t6+I8z3GT7AlvFK6W20vb/+2IKcrGyz7dd+v0qYbtymOcKrWlbkwd3DHV369Xjg+h9Eq9Vi48+/C/O9hve3aPuVkaP7TIqI6Eg0am14bbf2+5Vm2+dkZeOvtVuF+d4jLB8PHJPScExK5+g+k4JjUjpH9y/HpHSO7jOxJs6ZgjNFsaL+23rlgMmy3+xYLfzbmmPbLcpR2cYkEUnj4e6Ofl0MxdS/X7vebHutVoufN2wW5of37mlxho4tmiEsKMiQ4Q/zGa7fjsX+E6eE+RF9elmcQQrj33nf8ZOIib1jprXp7xMREoyOLZqV3Vhshj6GDD+t31Tue1bG/dq/aye4u7lZnEEsOfSv8f66FR+PXYePmm2/aut2FBTqC6S6KpUY2L2rxRmkcHT/RkeEo3Xjhg9c/4Nk5eRi3V87hfkRD1l+XpBCDv1rfF5Yu+NvZOXkmm3//R8bhOk2TRqhani4xRnEkkP/DuzWFUoXfaHm/IJCrNpq/vXqrsNHcTv+riFDn94WZ5DC0f0rh2u1FHLoXzlcq8WSQ//K4VpdEdv+2Y9x858TCiy3bdoYGz//CN6enjbftqOv1URERERE/3Znj87F9t8iHvjftQvvOjoeERERERERkV1c/3YeDj0e+cD/7mxY7uh4RERERERERERERERERERERERkJSyyTEQkUszt23j7sy/R8+FxqN2xG3zqNkJ4szZo2qsfhj46BW9/9iWOnDxV/opsJDsnB3sPHcH7X32LibPnoWH3PnCrXlcogPr40wskra+wsAj7jx7D8i++xmPzF6DzsFGo3rYz/Oo1gUfN+ght0grNevfHI3Ofxu9btqGoqMhGv5l4Mbdv4+sVK/HI3KfRuv9ghDVtDc9aDRDSpCUadu+DSXPmY9WGTVDdKxbmSBqNBvuOHMXS9z/C0EenoF7nHgho0AxetRsismU7dBo6Es8sfR2nzpsvfmZMrVbj2Okz+OT7HzF9wUJ0HzkWtTp0hX/9pvCoWV/YD2NnzMaPa35HTq75h1nZQ3FxMa7euIlVGzZhwatvoPeYCQhq1NykeO+tO3GS16tSqXDy3Hl88+sqzHh+EdoNHAav2g2Fddbp1L3CmdVqNdZt+xOPzH0aTXr2RUiTlsL+bdyzLybMmodVGzahsNDxY6IsMbdvw79+UxZJJiIiumfGoIeE6UOXrpoUSy3p443bEJuiL+znplTi8X6WP5BRoVDgiQF9hPnPN+/AraSUMts//90KFBcXAwDqRVVBz2aNLc4gRe/mTVA3MgKA/vXc89+tKLPtzcRkfL55hzA/fWAfODk5WZxhSr9ecL334NHYlFR8vLHsB4+uO3AUhy9fE+afGPhQmW1tQQ79W79qJHo0ayTML/pxlfAgzZIycvPwxup1wvyEnl3g52X7h2wak0P/Gp8Xftt3GMeuxpTZ9pVffkPevdf/Qb4+eLhrB6tkqEzk0GeViRzOo1LwOln5OLrPpPD38sL47p2F+TdWrUNmXt4D26o1Giz60VC8qVfzxqgXZXnxpso2Jh2NY5KIbM3X3w9D/jdSmP/itfeRnZn1wLZqtRrvvbBMmO/Quytq1K9t84zGBowbBv+gAABAQV4+Pl78Tpltzx45iT/XbBTmJ8x6zCoZxhut59SBY/h73dYy2/78wde4e1v/vourmxsenjrRKhkqEzn0mRTG29y+eiPOHi37/eiPX3obBXn5AICA4EAMGDvM4u1zTErHMSmNHPpMCo5JaeTQvxyT0sihzyqTyjYmiUi6mRPHCtMHT542KaZZ0oc/rUDs3QQAgJurK6aMHllmW7EUCgVmjB8tzH+6YhVuxsWX2f7Zt98T/hZXv2YN9OrQzuIMUvTp1AH1alQHoP9b67Nvv1dm2xt34vDpCsPfe2eMH2OVv7VOHT0KrkolACD2bgI+/Knsv/f+8effOHTqjDD/5ISxZba1BTn0b4NaNdGzfVthfuF7H0KtLuN95KxsvP7ZV8L8/4YOgp+Pt8UZpJBD/86cME6YXrNtB46ePV9m28Uffoq8ggIAQHCAP8YM6GeVDGLJoX/HDuyPIH8/AEBeQQFe/ujTMtseOXMOv203vAcz085jUr9Nx/avv68PJg4dJMy/9tnXyMzOeWBbtVqDhe99KMz37tge9WpWtziDFHLoX0dfq6WQQ//K4VothaP7Vw7Xaqn+OnAIY59aAJVaDQBo3bghNn3xCXy97XPNlsO1moiIiKRLSdiJM0dm4p9tnfDX2lr4e11d7NveFedPPIuM1COOjmdCrcrC7Wvf4uiekdi9uSX+/KMadm9qhsO7BuPG5Y9RWJDo6IgmsjMv4NLpl7F/R0/s3NAQO9bWwN6t7XHq4GNIuLMBxcVaR0cUFBdrkXBnI04dfAx7t7bHjrU1sHNDQ+zf0ROXTr+M7Ezx33O2h8KCJNy4/DEO7xqM3Zua6Y+FzS1xdM9I3L72LdSqTEdHNJGRegTnTzyLfdu74u91dfHX2lr4Z1snnDkyEykJZd/rEBERERGR/WSc3YlrX8/GqYWdceTJOjg6qz5OL+qOmJ8WIPvaUUfHM6HJz0LCzu9w4e1ROPFMKxyeXgPH57fAuWVDEL/1E6gy5HV/nHfnAm6tWoIzL/fGsTmNcGRGLZx8viOufDoFqUc3oFgno/tjnRapxzbiyqdTcPL5jjgyoxaOzWmEMy/3xq1VS5B3R173x6rMJMRv/QTnlg3B8fktcHh6DZx4phUuvD0KCTu/gyYv09ERTWRfO4qYnxbg9KLuODqrPo48WQenFnbGta9nI+Ms74+JiIiIiIiIiIiIiIiIiIiIiMgUiywTEZUjJzcXzy5dhiY9+2HRW+9i/9HjiI2/i6IiFdIzM3H5egy27d6LRW+9iy7DR0NTRqEqW5o4ex5CmrRCn7ET8dzrb2LNxi24fvOW8JCWivhqxa/o+fB4vPDG2/jlj3U4euoM7iYloaCwEFqtFpnZ2bh07TpWrt+I8U/OQZOe/fDnnn+s+FuJt/vAIbTuPxgNuvbGzIWLsXL9Rpy9eBkZWVnQaDTIys7B9Zu3sGrDJkyaMx8NuvXGX//sc0hWAFj09nJUbd0RvUZPwGsffIxtu/fi5p045OXnQ61WIyUtHcdOn8VH3/6AdgOHYeTUGUi6V+zGnK279qDT0FGYv+Q1fL/6Nxw8fgJ37iYgv6AAWq1W2A9rt27H1GdfQL0uPfHL2vW2/4XLcOLsOYQ2bYXGPR7CpDnz8cE33+Gfw0eRk/vgQjpiffbDzwhs1BztBw3Hky+8hG9Xrsap8xegvvewIEscO30GrfoNxpgnZmHl+o24EnMDWdk5wv69GnMDv23agklz5qNpr37YfeCQxdu0tuLiYkxfsBD59x7uJkXPTp0wY9JE4b96tWraICEREZH9dWhQF0M7tBHmn/joa2w8fNykjU6nw7fbd+GVFb8LP5s+oDeqhYaUud5lq9bCZ/gk4T9zZg3ph6jgQABATkEhhr3yNi7Fxpm0yS8qwqxPv8WfJwwPF3ztkbFwdi77zzu/7NpnkuF2ctkF8MRydlbgtUcMDzXcfvw0Zn36LfKLikzaXYqNw/Cl7yC3sBAAEBUciJmD+pa53tvJKSZZf9lV9mv26mEhmD7QUNzvlRW/4dvtu0rdA204dAxPfvKNMD+sQxu0r1/H7O9nnGHZqrVm24plq/7tv2iZkLX/omVlthPWpdCv68yN2xj/1kdIz8k1aROXmoYRr76Lu2kZAAAfD3e8OHa42fVO/+grIUOjafPNthXLVv0rZTyM7toBrWrrX+9qdTqMfeMDHLh4xaSNWqPB6yvX4uvthi9uLhwzHL6eHmWud9/5SyYZ9p2/VGZbR/s3j0lbaTRtvpB1+kdfldnOVudRQNp5QSxeJ+VByvnDVn0m5bwgxaJxI+Ht7g4AiE9Lx/Cl7yIuNc2kTXpOLsa/9RHO3owFADgrFHh1kvmHLP9bx6StyGFMEtG/20tT5qOZWzSauUWjf92OZts+ufhpeHp7AQCS4hLw5OBJSLxz16RNVnom5o+ehitn9A+pcXZ2xlNvLDS73s9ffU/I0Mwt2oLfxsDHzxdPLHpKmF/9xY/4bOnyUu9JnNx/BPMengqtVv8AoEatm6Hf6CFlrvfY3kMmWY/tLfv9hhYd26D38P7C/EtTnsbODdtN2uh0Oqz56md8vPht4WfjnnwUkdWrlrne+Ft3TDJs+Om3MtvKgXHWz18tuziIrfoMAPrX7ShkeGmKde6RB4wdhkatmwEAtFot5o2agpP7TR9krVar8dnS5Vj95U/Cz55Y9BS8fX3KXC/HJMekrXFMckwCHJNy8m8dk7YihzFJRPLQsUVzDO/TU5ifuugVbNi526SNTqfD12t+x2KjwpJPjh+D6pFVylzvq599CfcmrYX/zJk7aQKiwsMAADl5eRj8xGxcvB5j0ia/oBAzlryGbf/sF372xtNz4ezsXOZ6f1q/ySTDrfi7ZbYVy9nZGW88PVeY37p3H2YseQ35BYUm7S5ej8GQGXOQm58PAIgKD8PsieNQllvxd02y/rR+U5lta0RF4snxY4T5xR9+iq/X/F7qPav1f+/C9MVLhfkRfXqhQ/NmZn8/4wyvfval2bZi2ap/+0yeJmTtM3ma2QzG6zp96QrGPPUs0rOyTNrcSUzE0CfnID45GQDg4+WFl2ZON7veKS8uETLU7TvYbFuxbNW/UsbD2IH90LpxQwD6e4KH5zyN/SdOmbRRqzVY+umX+HK14TXiohnTzBa43HvsuEmGvceOl9lWClv1r9jx4OfjjUUzDMfgF6t+w9JPvyxV7Hn/iVMYPfcZ4fVl68YNMbq/+fdg6vYdLGSY8uISs23FslX/ShkPi2c+AW9PTwBAfFIShsyYjTuJpg9BT8/KwpinnsWZy1cB6M+/y+bPMbteKdcesWzVv1LGg62u1VKuPVLYqn/FjgdbXasBadcesfhaTJrdR45h9LxnUKRSAQBaNmyAzV9+Cj8fywosy+W1GBEREVlfUWEyju8bjxP7JyIhdi3yc29Aq82HRpODvJxriLvxC47sHoazR2dDo84tf4U2lpKwE/v/7IZLpxchPeUgigoSUKxToagwGZlpx3H13DLs394V8bfWODoqdDo1Lp95BQf/egi3r32F3KxLUKsyoNMWoiDvNpLit+HM4SdweNdg5OXElL9CG8vLicHhXYNx5vB0JMVvQ0Hebei0hVCrMpCbdQm3r32Fg389hMtnXoFOZ/l3dC0Vf2sN9v/ZFVfPLUNm2nEUFSbrj4WCBKSnHMSl04uw/8/usiherFHn4uzR2TiyexjibvyCvJxr0GhyoNXmIz/3BhJi1+LE/ok4vm88igqTy11fcFgXRNeaLPzn5VPbDr8FEREREdG/myorGZfen4jLH05C6uG1KEy6CV1RPrQFOShIuIbkvStw4c3huPbNHGgLHH9/nHFuF04v6oFbv76E7CuHoMpIRLFGBXVWMnJjTiD2jzdw+qXuSD4gg/tjjRq3Vi/F2Vf6IeGvr5EfdwmavEzoVIUoSrmN9JPbcO3LJ3F+2VAUJDr+/rggMQbnlw3FtS9mIP3kNhSl3IZOVQhNXiby4y4h4a+vcfaVfri1eil0GsffH6cc/A2nF3VH7B9vIDfmBNRZySjWqKDKSET2lUO49etLOP1ST2Sc2+XoqNAW5OLaN3Nw4c3hSN67AgUJ16AtyIGuKB+FSTeRengtLn84CZfenwhVVvn3x34NuyCs56PCfx4RvD8mIiIiIiIiIiIiIiIiIiIiIvo3cnF0ACIiOUvLyED/CY/i9IWLws/CQoLRpnkzhAYFQavVIiklFeevXEFcQqKZNdlWYnKKRQWVy+Pu5oYGdWqjetUoBPj5wcnJCSnp6Th17jzu3E0AANyKi8Owx6bhu/fexrhh5h+cam2nzl/A2YuXTX5Wu3o1NKpXF8GBgcgvKMCJc+dxNeYGAODO3QQMfmQKvln+FiaOGGbXrACw+a+dSMvIEOZdXZVo1aQJqkZGwMfLGwnJyTh47AQys7MBAJt2/I3zly5j52+/IioiQtQ2lEol6tWqiZrVohHo5wel0gVpGZk4e+kyrt+8BQBITc/AY089i4SkJDw7w/wD0WwhNy8fWdk5Vl9vakYGVCrrfxj9yMlT6DfhUeTde2AUAFSLikTDOrURHhqKxORkXLh6DbH3HnJ0Ky4Ogx99HGu/+RIPdeti9TwV9cVPK/DP4aMVWnbCiKGYMGKoMP/40wtw5d64IiIiquw+mfkYrsTdxeU78cgtLMSEtz5Cw+goNKtZDVqdDseuxOBmkuFLWV0bN8DLEx622vY93Fyx8vl56L9oGXILCxGTkIR2815Ep4b1UDMiDJm5edh3/hIycvOEZZ4ZORj9Wje3WgYp+rdpgadHDsbyP/QPTfzx773YePg4ujRuAH9vL9xISMKBi1eE+xRvd3esemEePNxcrZZhyYSHcTrmFvadvwS1Rot5X/6AD9dvRZt6teCsUODMjdu4aFTsr0HVSHw88zGrbV8KOfRv0xrV8N70RzD38+8B6AtINpg6D92aNkKony/iUtPwz719CQAuzs744emZCAvwt1oGKRzdv05OTvjp2Vno9fxSJGZkIjkzC/1efB2t69RE/aqRyC8qwsGLV5GYkSksM7ZbR0zt38tqGaQ4ef0GZn36Xamf30hMEqa3HTuFjk8tKtXmj5eeRkRggMUZHN1nUj1oXyRlGh4onpCR8cA2L44bgYFtW1q8fTmcR6XgdVKaLUdP4vWVpYuCJxj9PejbP3dj85GTpdocfP81q2RwdJ9JER7ojx+emYmxb3wAjVaL41dj0HTGM+jWpCEigwKRnJWNvWcvIL9IJSzz/vRH0KSGdYp+AZVvTDpaZRuTRCTdkicW4OKJsyY/yzca0wAwa+gjULqange7DeqDmS8/bfH2QyLC8PYvn2LeqCnQaDQ4d/QUBjbogrbdOyK8agTSklJxZPcBFOYXCMu8+PHrqNe0ocXbroixMx7B2SMnsXXVegDAl69/iLXfrUSLTm3h4eWJmItXcf7YaaF9SEQolq/8Ak5OTlbL8PIXb+PG5eu4ceka8nPzMH/0NNRuVA8NWjSGVqPF2SMnEXczVmjfpntHzF76rNW2L0Xy3UTMGvpoqZ8n3IkXpi+cOIvRbfqVavPyF2+hUSvLCy3Ioc/EcnJywru/fo5J3YYhJSEZaUkpmNzrYTRu0xy1GtZFQV4+Th04ipQEw2u7geOHY8wTk6yWgWNSOo5JaeTQZ2JxTEonh/7lmJRGDn1WmVS2MUlE0n2+5CVcvnELl2JuIDc/H2PmPYtGtWuhecP60Gi0OHr2HG7GGc7T3dq2xitznrTa9j3c3fHbh8vRZ/I05Obn4/rtWLQaMRadW7VAreiqyMzOxt6jJ5Bx77OGALBg6mT079rZahmkGNCtC56dMhnvfKN/T/L7P9Zj/V+70K1tK/j7+iIm9g72nzhl+Furpyd+/2g5PNzdrZZh6dyZOHnxEv45dgJqjQazX30T733/M9o2bQIXF2ecvngZF4yKIzasXROfLSn9npA9yKF/m9Wvhw9ffA6zli4DoC+4WbvPQPRo1wahQUG4k5CIvUePQ63RF011cXHGL+8sQ3hwsNUySOHo/nVycsKK5W+h+8TJSEhJRVJaGno/OhVtmjRCg1o1kV9QiAMnTyEhJVVYZtyg/pg+1jHvwcihf58YNxqHz5zD6q3bAQDLvvga3/+xDp1atoCnhzsuxdzAsXMXhPYRIcH49b23HXbP5+j+jQgJxi/vLMOouU/fu86cR8P+w9C9XRtEhYchOS0Nu48cMymK+9Gi59G0Xl2rZZBCDv3r6Gu1FHLoXzlcq6VwdP/K4VotRmpGJkbOfgoFhUXCz+pUr4YlH38mavna1aIxq5xC2mI5+lpNRERE4qhVWTi2dzRys68IP/P2rQffgCbQ6TTISj+Jgjz9eyd3b/+OwoJEtO6yAgqFYz4vl5KwEycPPIriYv39q5OTCwJDO8LDMwpFhclIS94PnbYQGk0Ozh2bC51Ojao1Jzgka3FxMc4fewp3Y/8QfubmHgr/4LZwcfFCTtZlZGecAQBkpZ/C0T2j0L7XJnh4Rjkkb0F+HI7uGYmiQsNnzn0DmsHHrz40mjxkph69V/xXh1tXv4CqKBVN237skKwAcOfGL7hwwvA+nsLZHUGhXeDmHoKC/DikJx9EcbEGRYVJOHngUbTs/CNCwns6JKtOp8LJA48iPeWA8DMPr2j4BbaEQuGC7IxzwhhMTdyNY3vHoF3PDVAqfctcZ5Vqo1Cl2ihh/uzRucjLuW67X4KIiIiI6F9Ok5+Fi++ORcFdw/2xR5V68KrWGMVaDXJvnEJRqv7+OPXQH1BlJKLBU79A4eKY++OMc7tw5ePJKNbeuz92doFvvY5wC4qEKisZ2ZcPQKcqhLYgBzHfPYVirQZhXcc7JGtxcTFivp+P1MOG71gq/ULhU7sNnN29kB9/BXm39PfHuTdP4cI7o9Fk4Ua4BUU6JG9RWjwuvP0w1FmG+2Ov6s3gGVkP2sI85Fw/BnVWMlCsQ8KOL6HOSUWdKR85JCsAJO1dgRs/LRDmFa7u8GvQGUrfEBSlxSP7ykEUazVQZyXhyseTUW/2Dwho0sMhWXUaFS5/MhnZlw8KP3MLjoZ3zRZwcnZB3u3zwhjMPL8bF5ePQ+Pn18HFs+z745AOIxHSYaQwf/3beShI4P0xEREREREREREREREREREREdG/DYssExGVobCwCH3HTxKK99arVRPvvLQQfbt3feCDfa7euInVGzdDoVDYOyoAQKFQoE6N6mjVtAlaNW2MVk2a4Pllb+HwyVMVWl/NatF45Zmn0KdrZzRr2ABKpfKB7bbv3osZz7+I+MQkaLVazFy4GF3bt0VkeLglv06F1KtVE5PHPIwxQwc9cPt/79uPqc88j/jEJOh0OkxfsBCtmzZB/dq17J5VoVBgQK8eeOThkXioW5dSDx7KLyjAO59/hWUffYri4mLcvBOHSXPmY9dvK8tcZ3hIMJ6bOQN9u3dB66ZN4e7u9sB2h0+cwvTnFuLSNf2Hgxe/8z56d+6MFk0aWe8XlMDf1xctGjdCy6aN0appExQWFeGxpyx/YHFkeBhaNm2CVk30692x9x98/N2PFVqXTqfDlGeeFwos+/v64qPXlmD04IEmY16r1eLX9Rsxb/EryMnNg0qlxrRnX8DV/bvg6ur4oju37sThxbfeBQB0adcGt+PihaLQRERE/3X+Xl7YtOQ5zPjka/x96hwA4GJsnElB0PvGdO2I96Y/Aleldf+s0rxWdWx85TlM/eALxCQkobi4GPsvXMb+C5dN2rkplXhhzDA8PXJwueu8/8DL+5yteL+yZOLD8PFwxxur16NIrUZGbh42Hj5eql2tiDB8Pe8JNKtZ3WrbBgBXpQtWvTAP87/8Eav/0X+x7mZSsknByPt6t2iCz2dNhb+Xl9l12nJ/2aJ/pXrsoR5wdXHBc9/+guz8AuQXqbDtWOl7xrAAP3w6cwoeElGQw3ifWXN/2aJ/pYoODcaWV1/AtA++xInrNwAAx6/dwPFrN0zaKRROmDHwIbw6aUy5DwIueYxZ628IeYVFOHcr1mybjNw8k2KX96nuPTDbUpVtTJa3v9Qa7QPbPGgfVpQtzqO2GpO8TkqTkZtX7jGWnJmFZKPC3tZmiz4rsbuseoz1bdUMq16Yh5mffoOkjCyoNVohtzFfTw+89fhETOzZxWrbvq8yjUk5kMNrGyKynTsxt3Dl7EWzbW5cLv0AknrNrFcorkv/nvjg92+w5IlnkZqYAo1ajYN/7S3VztvXBwuWL8HQSeUXMjE+L1vz/TwnJycs/fpdBIYG49dPvoNOp0NKQjJ2/L65VNtGrZth2XcfICLaug//8fX3w1fbfsXiqc8I++n6hSu4fuFKqbYDxg3Hix+9VqpIdkml7l+crbPP1Cp1ucdXQV7+A9vk5+ZbJYOt+szkGHN2tkpWAKhSLQrf/LkaCx+bhwvH9Q+TOn/stEmBS0B/XI+f9RjmLXvB6oWIOCal4ZiUhmNSOo5JaTgmpalsY1IObDEmiUg+/H19sPXrzzDtpVfw14FDAIAL12NMCsPdN3Zgf3y06Dm4lvFZy4pq0bA+tn79GR5buBjXb8eiuLgY+46fxL7jJ03aubm6YtGMaXh2yqPlrrPU38etdC0DgFfnzoSvlxde+/wrFKlUyMjOxvq/d5dqV7taNL5bthTNG9S32rYBwFWpxO8fLcec197Cqi3bAAA34+JNCjDe16dTB3z16svw9/Uxu87S7ydY71pmi/6VasrDI+CqVOKZt95Fdm4e8gsKsWXPvlLtwoOD8MUrL6Fvl07lrrMYtnof2fr9K1W1KhH489sv8NjCxTh+Xv+67Ni5CyaFZAH96+pZE8bi9afmiHgf2XTemseYLfpXCicnJ3z92ssICwrEJytWQafTISElFb//+Veptq0bN8R3y5YiOqL8z6CbvAdjxXOYLfpXqn5dO+P3D5fjiZdfRWJqGtQajXANMubr7YV3n3sGk4aJeV/UMG3tez5b9K8UtrhW2/I6aYv+lcoW12rjXeZsxXs+vhYTJzc/36Q4NwCh+LkYXVq3tFqRZTlcq4mIiKh8548/LRR3dXb2RJO2HyI8apDw78XFOsTG/IjLpxejuFiD9OT9uHruTdRvttjuWQsLknD68BNCgWW/gOZo3vFrk6LEqqJ0nDs6BymJOwEAF08+D7/A5vD1t//3ZWNjvjcpsFyrwTzUajgfCoXhdWp6yiGcPjQVqqI0FBUm4vShaWjfc4vV7y/LU1xcjNMHpwoFll3dgtG8w1cIDOkgtNHp1Ii5+B5iLn0AQF902y+wJarVnmzXrACQnXkeF08+L8yHhPdCk3Yfw9U1QPhZQX4cTh+ciqyM0ygu1uD0oeno2v8A3NxD7Z736rk3hALLTk4uaND8VVStNQlOTobX/4lxm3Hu6FxotfnIzb6M88efRosOX9s9KxERERHRf1XMD88IxV0Vbp6o/dgHCGo9UPj3Yp0OSXt+wq1VL6NYq0H25QOIXfsWqo9+ye5ZVZlJuPbFDKHAsleN5qg34yuTosTq3HRc/2YuMs/tAgDc/OUFeNdoBq+q9r8/Ttz1g0mB5chBcxE1+CkoXAz3x9lXDuPK59OgyUmDOjMRVz+fjsYvbnLI/fGVz6cJBZaVvsGo+8SX8K3XXmij06gRt+l9xG/+EIC+6LZPzZYI7/moXbMCQF7sedz45QVh3r9JT9Se8hGU3ob746K0eFz5fBrybp5GsVaDa188gebL9sHVz/73x7F/vCkUWHZydkH1sa8grPskOBm9b512fDOuf/cUdEX5KIi/jJgfnkG9J7+ye1YiIiIiIiIiIiIiIiIiIiIiIpIXFlkmIirDkuXvCwWW2zRvii0/fQ9/P98y29etWQMvzZttr3gmPnp1CapWiYCPt7fJz11dK/6AmEG9e2FQ717ltuvXoxu2/Pw92gwYCrVajdy8PPzyx3o8N/OJCm9bqprVorHi0w8xamB/sx+U7t2lM3as+gXtBg5Dbl4e1Go13vj4M/z44XK7ZQWAEQP6YfTggWaLO3t6eODl+XPh7uaGl97W59t/9Dh27j+AXp0f/ACzdi1boF3LFuVuv32rFvhr1S9o0rMvMrKyoNVq8fWvK/HZG69V7BeqoKYN6+PCnr9Qu3o1k37be+iIRet95OGRmDZhHMJDQ0x+fuTU6Qqv88Cx47gSYyik9uXbyzC8f99S7ZydnfG/kcPh7uaGCTPnAgDuJiXh730HMKBXjwpv3xqKi4vxxHMvIjcvD+5ubvj8zdcx8H/2/zI7ERGRnIUH+mPd4mfx54kzWPPPQZy4dgOJGZlQODkhIjAAHRrUxbgendGpYT2bZWhTtxYOvf861uw7hPUHj+LynXikZOXA28MdUcGBeKhlM0zo2QW1IsJEre+8UYHHTg3rISo4yKp5nx45GMM6tsWKXfuw4+QZxKWmI7egECF+PqhfNRLDOrbF6C4d4OFmviBFRfl6euCbp57AY317YOWeAzh48QoS0jOgKy5GeIA/WtWpiYe7dEC/1s1Frc+4IKaLszNGdm5vprV01u7fipjYswt6N2+CX3bvw5ajJxGbnIrM3DwE+fqgVkQYhrRvjbHdOyHAW1zB4vO37gjTY7p1tGpWa/dvRdSNjMDONxdj/aGj+H3/EZy7eRtJmVlwVypRJSgQPZo1wvgendG0RjVR6zM+xmqGh6Jdvdq2iu4QlW1MyoE1z6M6nc6kgK61xySvk5WPtfvMeEz6eXpa/fzbt1UzHPvoTazacwAbDx9HTEIS0rJz4O/thejQYAxs2xITenRGRGBA+SuroMo0JuVADq9tiOjfrUv/nlh3eic2rViLXRu24/b1m8hMzYBvgB+qVItCj8F9MHjiKIRWEVeU4+rZS8L0wPHDrZpV6eqKZ99ZjCH/G4WNP/2Gw7v2Iyk+AarCIgSFhaJes4bo+/BgPDRyoFULTBgLiQjD55t/xr5tu7B11XqcP3YaKYnJUCgUCK0SjhadWmPwhJFo2bmdqPUZ7y8fP190G1D++4aVibX7LCs9E0lxCcL8wHHWPcaq16uFn/9Zj7/WbsH2NZtw5cxFpCUlw9XdDWGREWjfszMG/28U6jez3UOwOCal4ZiUhmNSOo5JaTgmpalsY1IOrD0miUheIkKCsemLj7H9n/1YuWU7jp+/gMSUVCgUClQJDUHHls0xYfBAdG5V/mf3Kqpt08Y49vuvWLV1O9bu2IlLMTeQkp4BHy9PRIWHoW/nTpg0bDBqRVcVtb5zV68J051btUTVcOuen56d8ihGPNQLP63fhD/3H0BcYhJy8vIREhiABrVqYsRDvTB2QD94uLtbdbv3+Xp744c3X8XU0SOxYuMWHDh5CneTU6DT6RAeEozWjRth7MB+6N+1s6j1nb1yVZh2cXHG6P4PWTWvtfu3IiYNG4w+nTrg5w2bsHn3XtyOT0BGdjaCA/xRK7oqhvXuifGDBiDAzOeojZ27YjjGxg0aYNWs1u7fiqhbozr2/vI91v61E79t24EzV64iKTUN7q6uiAwLRc/2bTFx6CA0qy/yPRijY6xm1Si0b9bEqnmt3b9SuSqVeHvBfEwcOgg/r9+EXYePIj4pGYUqFcKCg9CsXl2M6tcHIx/qLer1ZXpWFuKTkoV5ax9j1u7fiujXtTNOrf8Nv27eivV/70JM7B2kZmQiwNcX1SIjMKhHN0wcMghVSnxWuizGx9i4Qf2tmtXa/VsR1r5WG5/D/Hy8MaBrF6vmtXb/VoQ1r9U6nQ4XjYoejxto3WOMr8UqHzlcq4mIiKhsGalHkRS/RZhv3OZ9kwLLAODkpEC12pOh1eTi6rllAIDY698huvZkeHrZ7u8TD3L9wjvQanIBAG4eEWjddSWUrv4mbVzdAtGi03c49Hd/5GRdRHGxBlfOvoo2XVfZNatGnYPrFwzfVa5a6xHUafxcqXaBIR3QouN3OLJ7OAAdstJPIeHOelSJtu/7Jwl31iEr4zQAwMnJGS06fY+AoNYmbRQKJeo0fg6qojTcufEzACDm4nJEVhsFF6WPXfNeOfsqiou1AAAfv0Zo0ek7KBSmn+X08IxCq66/4sCfPVFUmAitJhfXLryDxq3esWvW/LxY3L7+nTBfp/HziK79aKl24VGDUKzT4MyRGQCApLjNyEg7XqofiIiIiIjI+rKvHUP6ia3CfK3Jy00KLAOAk0KB8J6PQluYi9g/3gAAJO78HuE9H4V7sH3vj+9sWA5tof7+2DUgHA2fWgEXL3+TNkrvQNSb9S3OvToA+XGXUKzV4PZvr6Ph/F/tmlVTkIO4je8J82HdJyF6+IJS7XzrtUe9md/iwlsjgGIdcm+eQtrRDQhuN8yOaYHUI+uRd/O0fkbhjHozv4VP7RL3xy5KRA9fAE1OGpL2/gIAuLPxPQR3GAkXD/veH9/+7XVAp78/9qzaEPVmfQuFi+n9sVtQJBrM+wVnXu4NdWYitIW5uLPhXdSa9LZdsxamxCJx1/fCfNXhzz2wMHVQ60Eo1mpx7asnAQDpJ7Yg5/rxUv1ARERERERERERERERERERERET/LU7FxcXFjg7xb3Ly5Em0atUKRzavR4smtntQJhHZ1tUbN9G0Vz/odDp4enjg5I7NqBkd7ehYkvUeMwH/HD4KAPjfqOH4drntPujad9wk7D54CAAwvH9frP7iE5tty1LPv/4m3vvqWwCAn68PUs6ddHCismk0GtRs3xWJKSkAgFmTJ+G9JS9ZZd3Tnn0BP6z5HQDQskljHN68zirrtdTeQ0fQZ+xEYf7q/t2oXjXK4vUuff8jvPbBxwCAalGRuHZgj+hlP/n+R8xfoi9C7eXpidTzJ80+6Eur1SKoUQvkFxQAAN568Xk8Ne3xioe3gq9XrMTMhYsBAK899wwWPDkddTp1x+24eADAonmzsfipOZLW+fjTC/Dz7+sqvDwRycepcxfQbtAwnDhxAi1btnR0nP+c+/eR+95diua1qjs6Dv3LtJ3zAi7d0V/v/3z9RXS0YeHLf4MP12/Foh/1D1Oa1LsbPp3p2NdwcpeSlY1ak2ejuLgYAd5eOP/le/D19HB0LFkb9dpy/HniDADg67nTMbZ7JwcnkjeOSWlOXr+Bbs8uAQDUiYzAsQ/fgLOzwrGhZI7XSWme/uonfLXtbwDAS+NHYsHDQx2cSN44JkmOTsfcQpdnFtv9/v/+fe+qw1vQoIV1i4MQiaXVatEtohlysrLholRiw7ndiKpR+d77s6dlc1/C6i9+BADMXPIMpr3A9wDM+WvtFjwzTv/Q23Y9OuGr7SsdnEjeOCal45iUhmNSGo5J6TgmpeGYpMrs0qlzGNt+oNXupe/fIx9a/QtaNKxvhYREFdNy+GhcvH4DALDzx2/QqWVzxwaSufd/+BkvLP8QAPDoiKH44hXrfIbz3yolPQPR3R9CcXExAv38cHn7Bvh6ezs6lqwNnzkP2/7ZDwD4btlSjB9s3aLB/zZrd/yN8U8/DwDo0a4ttn3zmYMTyZtWq0WVLr2QlZMLpYsLzm76AzWiIh0dS9bmvf4Wvlj1GwDg5VlP4IXpUxycSN5OXLiITmMnAQDqVq+GU+vX2Kyg9r8FX4tRZXXq4mV0GDORnzevBO7//aFD7z/hF9DU0XGISGZOH5qGxLhNAAD/oDZo33NjmW2Li7XYu6UtCgvuAgBq1JuFek1ftEtOAFCrsrBrU1MU61QAgEat3kXVmhPKbJ+atBfH/xkrzHfutw/ePrVtnvO+2Os/4OKpFwAAzs6e6D7oJJSufmW2P3PkSSTE6r+b6RfYEh16bSmzrS0c+ru/UGQ5InoEmrX7tMy2alUW9mxuAa1W/33Zhi3fRHStR+wREwCQm30F+//sLsy37roawWFdy2x/58YvuHDiWQCAk8IVvYact2tR6CtnX8XNK/q/V7h7RqLbgCNwcir7PunwriHITDsGAAivOhTN238hajtnj87F3dtrAAC1Gj6NOo2esTA5Ef3bZGWcxaG/+/I+jv7T7t8jN1m8Hd7V+Dl2IjK4+vl0pB3fDADwqd0GjV9YX2bbYp0WJ59rD1W6/v64Sv+ZqDZqoT1iAgA0+Vk4/lRzFGv098c1H3kHYV3Hl9k+88I/uPTeOGG++et74RFuv/vjxF0/4OYK/d8PFG6eaPXucbh4ln1/fO2rWUg9or8/9q7ZAk1e3GyXnPedfW2gUGQ5uP0I1Jn6cZltNflZOPF0K+hU+vvjGv97A+HdJ9kjJgAg/+5VnHmphzDf4OmV8G9Y9v1x0t4VuPGTvsC1k4srWn9w1q5FoW//9hrubv8cAOAaGImWbx2Ck6Ls++PzbwxFzvXjAICgNkNQ94nPRW3n+rfzkHJQ//5u1JD5qDr0aQuTE9G/Te7tczi3tB/vj4mIiIiIiIiIiIiIiIiIiCoZPs2diOgBvvx5BXQ6HQBgzJBBlbLAsr2FBAcK07l5eQ5MUr6ObVoL01nZOUjPzHRcmHK4uLigrdFDc27eibPaukOCg4TpHJn3maPl5uUL077e3uU++MnZ2dnkoYDFxcU2yybGnbsJeH7ZWwCAZg0bYL6DCz4TERGRfSRlZAqFIx9q2ZSFI0XYe/YiAMBNqcQLY4Y5Nkwl8M+5i8Jr3adGDGKB5XJotFocvHgFANAwOgqju3ZwcCL545iUZs+9/QUAi8aNYDHXcvA6Kd2esxcAACF+vnhyUF8Hp5E/jkkiInm5cOIscrKyAQAjJo9l4UgRju4+AAAIDA3GxNl8X6E8R3YdEKZnv/qcA5NUDhyT0nFMSsMxKQ3HpHQck9JwTBIRyUtiaqpQ1K9v544s6ifC7sP6Aidurq54ccZUB6eRvz1HjwnvIz/92CQWWC6HRqPB/hOnAACNatfC2IH9HJxI/nYfOSZML537pAOTVA4nLlxCVk4uAGDyyGEssCzC/WMsNDAQs/9X9gPqSW/34aPC9OKZT7DAcjn4WoyIiIgcSastQErCTmE+ykzBYgBwcnJGZA1D0eKkePsWAU5O2CEUWHZ29kCV6OFm2weFdoW7Z5Qwn3Rnk03zlZRotH/CogaZLbAMAFE1DPs/K/0UCvLjbZatpIL8OKHAcsksD6J09UNY1CBhPinOvsdCotH2PDyrIii0i9n2EdEjoHB2BwAU61RIvvunTfOVZJw3svpYswWWASCqhuHeMyXhb2i1hTbLRkREREREgFZVgIxzu4T50C7jzLQGnBTOCO00RphPP2Hfe6KM038JBZYVrh4Ibmf+/tivYRe4BRnuj9OO2bdocdqJrcJ0UKuBZgssA0BoV8P+z715GkXp9rs/LkqLFwosA+UfCy6efghqPVCYTz9u32PB+NhzC64Kvwbm74+D2w+HwvXe/bFGhYzTO2yaryTjYyG08xizBZYBILSL4f444+xO6NS8PyYiIiIiIiIiIiIiIiIiIiIi+i/jE92JiEooLi7GirUbhPlRg/o7ME3lcfHqdWG6etUoMy0dz8nJyWT+fkFtuTJOW2zFrBevXhOma8i8zxwtOrKKMJ2UmoqUtDSz7ZNSUpFs1KZZowY2yybGjOdfRE5uHpydnfHV22/AxcXFoXmIiIjIPu4X9nNycsLiCaMcnEb+VGoNDl7SF8B9vG8PRAUHOTiR/O0+oy+2GR7gjycG9HFwGvk7djUGOQX6L3QuGj8SCgX/NGsOx6R09wvgNqtZDcM7tnVwGvnjdVKau2npuBqfAAB4euQgeHu4OziR/HFMEhHJy5Fd+wEA7h7umLZwjoPTyF9SfCJuXtG/9/f4s0/C09vLwYnk7/4x1mPwQ2jSprljw1QCHJPScExKxzEpDcekNByT0nFMEhHJy/2CwU5OTnhlDouTlkelVuPASX0B3KmjR6JqeLiDE8nfrnvFNiNCgvHk+DHltKaj584jJy8PAPDyrBl8H1mE+8fY4B7d0KZJYwenkb9dh48AADzc3fDC9CkOTiN/8UnJuHLzFgDg2SmPwtvT07GBKoH7Y7J5g3oY2be3g9PIH1+LERERkSNlpp2CVpsvzAeFdi53GeM2+bk3kZ93xybZHiQtab8w7RfUCs4u5l+fOzk5meRNTd5ns2wl6XQqZKQcEeaDwsrftwFBraFQ3P8sZjHSkvebbW9NackHhGmFszsCgluXu4zxvk1POQydTm2TbA9ivG8CQzuX+o54SS4unvAPbCXMpybZ71jIz7uDgrzbwryocWZ0vGg1echMO2mTbEREREREpJd74xR0RYb7Y7+G5b9u92tgaFOYfAuFqfa7P866ZLgn8q7ZEs5uHmbbOzk5wbd+pwcub2s6jQo5144K88b7rSw+tVrDSXnv/ri4GFkX7ZfXeN8oXN3hU7v8+2Pj3yn76hHoNPa7P866ZLif963fqdz7Y2c3T3jXbGlY/qL97o8LU++gKMVwfyzmWDBuoyvKQ04M74+JiIiIiIiIiIiIiIiIiIiIiP7L+AQWIqISLl67jvTMTGG+5b2HL23duRtjnpiF2h27wbtOQ0Q0b4t2A4fhhTfeRszt22Ws7b/hu5VrcP7yFWF+1MABDkxTvrMXLwnTnh4eCAoIcGCa8hnv26gqEVZZ5469+7Bt1x5hftRAFhM3p2/3rvBw138gX6fT4cU33y2zbXFxMZ5f9pZQvLth3Tro0bGDXXI+yPerfsOOvfoPuc+b+hhaNGnksCxERERkX/cL+w3r0AbNalZ3bJhK4OjV68grLIKXuxueGTnE0XEqhb3n9AVKFzw8BB5urg5OI3977xV0bVW7Jga3a1VOa+KYlKZIrcbhS9cAAC+NH1Xul6OJ10mp7heljgoOxJR+vRycRv44JomI5OfIbv3DZMbOeAQhEWEOTiN/R3frHxYUXrUKRk//n4PTyF9CbDxiY25BoVBg5ivPOjpOpcAxKQ3HpDQck9JxTErDMSkNxyQRkfzsPqJ/mO2IPr3QvEF9B6eRvyNnziGvoABeHh5YMGWyo+NUCveLRz4/7XHhc5dUtvv7q3XjhhjSq7tjw1QCsQmJiIm9A4VCgSWzZzg6TqWw+4j+GJsxbjQiQoIdnEb+7l8no8LDMG3MKAenkb8ilQqHTp8BACyZNYPvi4rA12JERETkSLnZl4VpV7cgeHhGlruMb0CzEuu4UkZL6zPO6xfQVNQyfkZ5c7PslzUv5waKiw1FlcTkVTi7wcfP8JrQnnlzswz71se3PhSK8r8L4Bdo2LfFxWrk5dywSbYHMc4r+lgwymvX49YoKyAur4dnFFzdggzrsGNeIiIiIqL/ovx4w2tuF58guAWWf3/sVd30tX1BvP1etxvn9a4u7p7IuF2+HbMWJt5AsdZwf1xyvz2IQukGzyjD/XH+3as2yfYgxvvGI7I+FC7l3x97VTe6P9aqUZhkv/vj/HjDPad3tSailvE2ymvPfVsQb3p/7FWt/GPBLSgSLj6G++MCO+YlIiIiIiIiIiIiIiIiIiIiIiL5cXF0ACIiuTl+7yEvAODl6QmliwtGTXsSG//8y6RdmioDaRkZOHX+Aj769gc888RULHl63n/iwTBarRbpmZk4c/ESfv59HVZt2CT826OjR6FHJ8cVlC2PRqPBz7+vFeZ7du4o6z7bfeAQYm7HCvO9u3Su0Hp0Oh2ycnJw4cpVrNm4Bd+uWiMUAe7dpRP+N2qEVfL+WwUFBGDps/Px7KvLAAA/rPkdV2Ju4JkZ09Ckfj2Eh4QgMSUFZy5ewjuff4mjp/TnkRpVo7Dys4+gUCgckjs+MRELXn8DAFC7ejUsfmqOQ3IQERGRY3w+eyo+nz3V0TEqjc6N6iNn3U+OjlGpnPtiuaMjVCrPjxmG58cMc3SMSoNjUho3pRLJq79xdIxKhddJacb36IzxPSr2d6n/Io5JIiL5+ebPVY6OUKkMnjgKgyeygIhYEdGROFMUW35DEnBMSsMxKQ3HpHQck9JwTErDMUlEJD9fvfoyvnr1ZUfHqDS6tG6JwnPHHR2jUrm8fYOjI1QqL86Yihdn8D0rsaIjwjkmJfrz2y8cHaFSmThkECYOGeToGJWGm6srMo4dcHSMSoWvxYiIiMiR8rKvCdMenlVFLePi4gmlayDUqvR767gORPS2Sb6SKpLX3StKmFar0qEqSoerW6DVs5VknBWQljcr47R+HTnXrR2rTCb71ktk1hK/U17ONfj41bNqrgdRFaVCrcoQ5sXnNRwLdt23OYZ96+oWBGcXT1HLuXtGQVWUdm8d9stLRERERPRfVJBgeN3uFizuHsPZzRMu3oHQ5OrvjwsSryOgmX3uj03yBkWZaWlg3E6Tmw51bjqU3ra/PzbOqs8hbv+6BUYi7+ZpAEBhov3uiYzzuldg3+rXcR2ekba/P1bnpEGTa7g/FnvsGuctSLDfvs032paLTxCc3TxELecWFAVNjv7+2J55iYiIiIiIiIiIiIiIiIiIiIhIflhkmYiohNi7CcK0p4c7xjwxCzv3HwQARISGolPb1vD19kZsfDz2HT2GoiIV1Go13vj4MySnpuHzN19zVHSbatyzL67G3Cjz393cXPHCrCfxwuwn7ZhKuve++hY3Yu8I87MeneTANOap1WrMf8VwPNWMrooBPbuLXn7QpMewY+++Mv/d2dkZ0yaMw7uLF8LZ2dmSqP8Jc6dMho+XF+YsXgKVSo1DJ05i5JQnHtg2wM8PowcPxCvPPoVAf3/7BjXy5POLkJWdAycnJ3z+5uvwcHd3WBYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKyP5VRoVpX91DRy7m5hwpFlu//39a02kJotQXCvKt7iKjl3Eq0U6sy7FJkWWW0X5xdvEUX1nUz6gfjQsK2VpFjwcXFE84uXtBq8gDYL6+qyHQ7FTkWtJo86HQqKBSuVs32IMZ5pY6z+9RF9jsWiIiIiIj+i4wL1br6irvHAAClX6hQZNl4HbakUxdCpzLcHyv9xN1nlGynyc2wS5FldZ5hvzi7e4surOtqlFdtp30LABqjvGL3rbObJxRuXtAV5ZVahy2VPOZEHwtGx7iuKA86jQoKF9vfH5uMM5FZ9W1DkHdvWm2nfUtERERERERERERERERERERERPLEIstERCVkZmUJ0ylp6di5/yCcnJzw6oKnMX/a43BxMZw64xIS8NhTC7Dn0GEAwLcrV6Nbh3YYO3Sw3XM7UvuWLfDte2+jTo3qjo5i1tFTp/HqBx8J84Mf6o2enTs6MJF5zy97CxeuXBXm31r0AlxdrfMh5QZ1auPb5W+hdbOmVlnff8Vj40ZjUJ9eeP3DT/DFzytQXFxcqo2TkxMe6tYF44YNcWiB5Z//WIdtu/cCAB4bOxrdOrRzWBYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJyjPvFcQHA2UVckSMAcHZ2F6Y1RuuwJW2J7YjNa5wVADSaXKtlMkeryTfKUMF9q7ZPVqDEsSAx7/1lNWoHHQsi85Zsp1Hn2qXgtiX79j57HbdERERERP9V2iLD63aFq/jX7QpXw+t2baGd7okK803mxeY1zqpfj33y6ozyyn3f6rdV8bz3iyxrC+30t4eiEvfHFT4WcqGwQ8Ft03HmbqalKYXS0FZnp31LRERERERERERERERERERERETyxCLLREQl5Obll/rZy/PnYsGT00v9PCoiAht/+AbtBg3DpWvXAQCvfvAxRg8eCIVCYfOs9jR+2BAkpaQCAFRqNZJSU3Hy7HncTUrC4ZOn0KrvIEydMBZLn50PL09PB6ctLS4hAQ9Pm4miIhUAIDI8DF++9bqDU5Xth9W/4ePvfhTmp04Yi6F9+0hax6DevVCrWjUAgFqjRlpGJk6fv4Cbd+Jw6dp1dBk+GmOGDMK7ixciOND2H37+Nzhy8hReeONt7D96HABQu3o1tGraBL4+3kjLyMSRk6cQn5iE1Rs3Y/XGzZg4cjg+f+NVuLm52TVnYnIKnnlFf3xXCQvDmwufs+v2iYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiISB602kJhWqFQil5O4Wz4bqTOaB22pC2xHYXCVdRyCoVp0R775S0wyiBh3yrsv28BC44Fk7wFZlpaT4WPBWfT7/Q64tiV+zgjIiIiIvqv0qkMr7mdXCS8bncxet2uts/rdp3a9N5LITKvQlninsgBeaXsWyel/fdtyW1JOhaM86rstG9LbEds3lLHggPyOjmLu5cHShwLdspKRERERERERERERERERERERETyxCLLREQluJcohhoWEoxnZ0wru727G1577hmMnPIEAODajZs4ee48WjdratOc9rZwzsxSPysuLsb23Xsxb/EruHknDh9/9yOOnDqNP3/9SVaFltMyMjBo0uNISE4GAHh7eWH1F5/ItrDwlp278OTCxcJ857atsXzxIsnreWLShAf+/OCxE5i7+BWcuXgJv67bgKOnTmPXbysRHhpS4cz/BT+s/g0zXngJWq0WEaGh+OqdN9C3e1eTNjqdDivWbcC8xa8gJzcPv/yxDgWFhVj52Ud2zTrzxcXIyMoCAHz46svw8/Wx6/aJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhIHpydDQWIdTq16OV02iJhWuHsbqal9TiX2I5OpxK1nE5XoiCv3fJ6GGWQsG919t+3gAXHgkleDzMtrafCx4LRcQs45tiV+zgjIiIiIvqvUrgaXnMXayS8btcYvW5X2ud1u0Jpeu+lE5lXpy5xT+SAvFL2bbHa/vu25LYkHQvGeV3ttG9LbEds3lLHggPyFmvF3csDJY4FO2UlIiIiIiIiIiIiIiIiIiIiIiJ5Ujg6ABGR3Hh7e5nMD+zVE0ql0uwy/bp3NSnOfODYCZtkkxsnJyf079kd/6z7DdGRVQAAR0+dwcI33nFwMoOs7BwM/N9juHj1GgDAw90da7/5Am1bNHdssDLs2n8Q42bMgUajAQC0btYU67/7Cu7ubuUsKV7HNq2w549VaNG4EQDg+q3beOK5hVZb/7/RsdNn8OTCxdBqtXBzc8XWFT+UKrAMAAqFAv8bORwrP/tY+NkfW7Zhw59/2S3ryvUbsWnH3wCAEQP6YWjfPnbbNhEREREREREREREREREREREREREREREREREREcmLs4vhu9NaTYHo5bRaQ+FiFxcvMy2tx7nEdsTmNc4KAC4u3lbLZI6zi6dRhgruW6V9sgIljoUK53XQsSAyb8l29tq/Vtm3djpuiYiIiIj+q5zdDK/bdSrxr9t1KsPrdmd3O90TuXuazIvNa5xVvx775FUY5ZX7vtVvyxp57XS/6Vbi/rjCx4L985bMYI5ObWirsFNWIiIiIiIiIiIiIiIiIiIiIiKSJxZZJiIqIcjf32S+Yd3a5S6jVCpRp2YNYT4+IdHasWQtLCQYi+fPFea/XbUamVnZDkykl5uXh8GPPI6T584DANzcXPHbV5+he8f2Dk72YPuOHMWIKU+gsKgIANCsYQNs+fk7+Pr4WH1bXp6eeOelF4T5rbv2CIWoqbTXPvhYKHw9ccRwNKpbx2z7h7p1Qc9OHYX571autmm++9IzMzF/yWsAgAA/P3zwymK7bJeIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjkydU1QJhWFSaLXq7IqK3SNdCqmcri7OwOZ2cPYV5VmCJquaIS7ZRGv7MtuRrtF60mF1pNvqjlTPetfbICFTsWNJp8aDV5wrzd9q2b6XYqciw4u3hBoXC1aq6yGOet8Dhzs9+xQERERET0X+TibfS6PVvcPQYAqLMMr9uN12FLCqU7FK6G+2PjDOaUbGevvEovw3a0hbnQFokrBKwyyqu0U1YAcDHKK3bfaovyoSsy3B8br8OWSvah6GPB6BhXuHlB4WKf+2OTcSYyq76tIa/STvuWiIiIiIiIiIiIiIiIiIiIiIjkycXRAYiI5KZBHdOiyt6eXqKW8/EytMvJyzPT8t/poa5dhGmVSo2jp8/goW5dzCxhW3n5+Rj8yBQcPnkKgL4Q9qrPP3ZoJnMOHjuBoZOnIb9A/+HwRvXqYtuKHxDg52ezbXZu2waeHh7CNg8cO46G5RQP/i9Sq9XYdfCQMC+2SHePTh2w68BBAMDxs+dskq2k2Pi7SMvIAAA4OyswatoMs+0Tkg0fQv9+1Rrs2PuPML99xY/w9hJ3/iMiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJ58vI1fHe0IP+OqGU0mnyoVelG66htprV1efnWQXbGWQDi8xbmxQnTStdAuLrZpyi08b4F9Hm9feuVu5xxXi8f++7blMSdAICCPJH7tkQfePnY57vIrm7BULoGQK3Sf29WfF4H7Vuj/aIqSoNWkw9nF89yl3NUXiIiIiKi/yKPCMPr9qJUcfcY2qJ8aHIN98ce4fZ73e4RUQd5t/X3x0VpceW0Rql2Lt6BUHrb5/7YeN/qc9yBZ5W65S5XlB4vTLvbed9mntsFACiswL7Vr8M+eZU+QXDxDoAmV39/LPbYNc5rr6wA4Gm0LU1OGrRFBXB28zCzhJ6j8hIRERERERERERERERERERERkfywyDIRUQmN65t+cTU3X1zBZOPCyn4+3lbNVBkE+psWA75f6NUR8gsKMHTyVBw4dhwA4OLighWffICBvXo6LJM5R06ewuBHH0fuvWOofu1a+PPXnxAcaNsPqCsUCvj5+AhFltMyMm26vcoqJT0dRUUqYT4owF/UcsGBAcJ0ZnaOtWOVKzU9A6np4sdhfGIS4hOThHmNRmuLWERERERERERERERERERERERERERERERERERERGRH3r71hWlVURoK8+/C3bOK2WWyM86UWEf5hYOtxdu3vlBkOeve/8uTZZTX289+Wb18asLJSYniYvW9HGfL3Vc6bRFysi4L8/bM6+1nOBZysi9Dp1NBoXA1u0xWumHfOjkp4eVT02b5SvL2q4+MlEP6HGKPBaO8dj1ujfYtoM8bGNLe7DIF+XFQFaUZ1mHHvERERERE/0WekYbX3JqcNBSl34VboPn747xbpvciHpH2e93uGVlPKLKce0vcPZFxO087ZnUPrwknZyWKtfr747xbZ8stsqxTFyE/znB/LKYos7UY75uC+MvQaVRQuJi/P867ZXR/7KyEe5j97o89I+sj+4r+/jj39jlRy+Qa5bXnvvWINL0/zrt9Fr5125ldpigtHpocw/2xhx3zEhERERERERERERERERERERGR/CgcHYCISG6qVolAvVqGD69evHq93GU0Gg2u3bgpzEdHRtokm5wlJKeYzAf6+zskR0FhIYZNnoZ/Dh8FADg7O+Onj97DsH4POSRPeY6dPoOBkx5DTq6+wHKdmjWwY+XPCA0Osvm21Wo10jINRXhLFsomPU93D5N5scWojQsc+/v6WDMSERERERERERFVQtM/+go+wyc98L9lq9Y6Oh4RERERERGR3fSv2xHN3KIf+N+xvYccHY+IiIiIiIjILvpMngb3Jq0f+N9P6zc5Oh4RERH9y/gHtYCzs6cwn5a8v9xl0pIPCNOe3jXg6VXVJtkeJCisszCdlXYCWm2B2fbFxcVIN8obHNrFZtlKUihcERBiKBRknKMsGWknoNMV3ptzQlBoZ7PtrSkotJMwrdMWIjPteLnLGB8LgSHtoVAobZLtQYz3TXpK+ftWq8lHZvoJYT44zH7HgqdXVXh4VRPmxRwLxvvW2cUL/kEtbZKNiIiIiIj0vGu2gMLNcH+cdan8++Osy4bX7e6h1eEebL/7Y78Ghnui3BsnoVWVf3+cfeXgA5e3NYWLK3zqtBXmjfdbWXJiTqBYfe/+2MkJfg3tl9d43+hUhciJOWGmtV7WJcPv5Fu3HRQu9rs/9mtguJ/PvnzQTEs9bVEBcm+cNCzf0H73x+7BVeEWYrg/Nt5vZTEeiwo3L/jU4v0xEREREREREREREREREREREdF/mYujAxARydHIgf2x7KNPAQBbd+6GWq2GUln2B1q37d6LwqIiYb5rh3Zltv232vTX3ybzDerUtnuGwsIijHh8OvYcOgxAX2D5+/ffwaiB/e2eRYwTZ89h4P8eQ3ZOLgCgdvVq+GvVzwgPDbHL9rfv+QcqlVqYb1i3jl22W9n4+/nCz9cHWdk5AIA9Bw9jzJBB5S63+4Dhob+1q1e3VTwTzRs1hOr2NdHt63Tqjttx8QCARfNmY/FTc2wVjYiIiGTqzxNn8Ns/h3D8WgwSMzLhrFAgIjAAHRvWw9huHdGxYT2bbr+gSIXf9h3C+oPHcCXuLpIys+Dj4Y6o4CA81KopxvfogloRYTbNUJ5ClQoHLl7BP+cu4XTMLVyNv4u07FxodTr4e3uhdpVwdGxQFxN6dkHtKuE2z3Pw4hWs2nsQBy9eQUJ6BrQ6HcID/NG6Ti083LUD+rZqZvMM5VGpNbgQewenYm7h1PWbOB1zCxdi70Ct0QIAokOCceGr9+yS5UZCElbs3ocdJ84iLjUNOQWFCPP3Q72oKhjWsQ0e7tIBHm6udskiBsekNHLo38owJs15949NeOWX30x+dv7L5ahmo79NJKZnYsXufdh67BRuJ6cgIycPwX4+qBURjiHtW2FMt04I8Payybat4UZCEjo89SLyi1TCz14YMwwLx44oc5nbySloPP1pi7abs+4ni5YvSavVYcPhY/h932Gcv3UHiRmZcHdVokpQILo3bYgJPbqgSY1oq26zIrLzC3Dmxi3henIq5iZuJCajuLgYADC+R2d8OWeaXbJU9rFORETi7Nu2C1tXb8D5Y6eRkpAEZ2dnhFYJQ4tObTFowgi07NS2/JVYoLCgENtWb8Bff2zBzSvXkZqYAi9fb4RHRaBzv54YMnEUomtXt2kGc9RqNS6fvoCzR07i2vnLuHnlOhLv3EVmWgbURSp4enshICQI9Zo2QOd+PdFnxAB4+XjbNNPJA0execVanDpwFMl3k6DVahESEYbGbZpjwJih6NK/p023L4ZapcK185dx8eQ5XDxxFhdPncO181egUevfo6tSLQrbrpb/gCNruBNzCxt+/h37t+9CYlwC8rJzERweghr1aqPPyIHoP2Yo3D3c7ZJFDI5JaeTQv5VhTJZ05vAJ/L1uG47tPYiUhCRkpmXCL9AfwWEhqFG/Nlp1aYf2PbvYpK/l0GfmZKVn4vSh47hw4gxiLl7FnZjbSL6biNzsXBQXF8PHzwdVqldF49bN0XfUILTqIv5zMlqtFjcuX9efF0+ew8WTZ3H17EUUFhQKbc4Uxdri1yolJSEJG3/5HXs3/434W7HISs9CQEggomvXQK+h/TBo/HD4BvjbJcuD5OXk4uyRkzh//AyuX7iC2Os3kRiXgNysHOi02nvnpSpo2Kopeg3th44PdYOzs7PN8mi1Wvy9biu2r9mEq2cvIjUxGW4e7gitEo52PTtjyP9GoV7ThjbbPhER2cf2f/Zj1dY/cfz8BSQkp8DZWYEqoaHo1LI5xg8eiE4tm9t0+wWFhVi97U+s/XMnLt+8iaTUNPh6eyEqLAx9u3TC/4YOQq1o+z2suCxpmZk4efEyTl64iFMXL+HEhUu4k5Ao/PuLM6bipSen2yWLo/tMiszsHPy6aQvW79yNmNt3kJKRgUA/X1SPjMTA7l0xYchAVLHxZ2hj7sTh5/Wb8Oe+A4hLSkJ2bh7CgoNQv0YNjOjbC2P694WHu3zujx3dv5VlTN4nh/49cPI0ft20BQdOnsbd5GRotTpEhIagdeNGGDugL/p1td9DwR/kVvxdHD59FqcvXcbF6zdw++5dJKamIq+gAEoXF/j7+KBezRro0LwZxg/qjzrVq5W/UgskpKTilw2bsWXPP7gVH4/0rGyEBASgVrWqGNarB8YNGoAAP1+bZihPakYmdh85in3HT+Lslau4ERuHzJwcKF1cEODniyZ166Bn+7aYMGQgAv38KrydmDtxWPvn39i+7wBiExKQnJYOLw8PhAYFonpkFXRq2QJd27RCu2ZNrPjb6cnh/CzF2StX8cuGzdh1+CjuJqegoKgQ4cHBaFqvLkb164MRfXrZ9P4YcPz5mYiIiKginJ09EBLRC4lxmwAAcTdXILL66DLbFxdrEX9rtTAfFjnQ5hmNhUY8BCcnJYqL1dBqC5AQuw5RNcaX2T4teR8K8u8I82FR5X8H1JrCIwci/V7h6sQ7m1C/+VIolWXfz8TdXCFM+wW2gIdnpM0z3ufhGQW/gObIyjitz3LjVwSGdCyzvVqdjaS4zcJ8WJR9j4XwqIG4fuEdAEBBXizSkvYhyEzh5Lux66DT6t97dFK4IqTKQ3bJeV941EDcvPIZACDu1irUavgUnJwUZbaPu2E4FkIiesPZWT5/myIiIiIi+jdydvVAQJOeSDuuv89J3rcSoZ3M3B/rtEg5sEaYD2xl33uigOZ94OSsRLFWDZ2qAKlH1iOsy7gy22dd2oeiVMP9cVBr+94fB7UagOx7xZXTjm9G9bGvwMWz7Pvj5H0rhWnvGs3hFmi/+2O3oEh41WiOvJun9Vn++RV+9TqU2V6Tn420E1uE+cDW9j0WAlsNxJ317wIAilJjkXVxn9nCyalH1kGnund/7OKKgGZ97JLzvqBWA3B3++cAgJQDqxE1eB6cFGXfHxsfCwFNe0Gh5P0xEREREREREREREREREREREdF/GYssExE9wNQJY/HB198hv6AAiSkpWP7lN3h+1owHti0qKsLL774vzLdp3hSN69W1V1SbyMvPh0KhEP0Qqeu3buP1Dz8V5tu1aI7oyCq2ivdARUVFGDVtBnbu1z+EXKFQ4Jt338LYoYPtmkOsU+cvYMDEycjMzgYA1Iyuih2rfkaVsIoVq9JoNMjNy4e/yIdIpaSl4bnX3xTmq4SFoWPrVhXa9n9B7y6d8ceWbQCAFWvXY9Zjj6CRmaLUO/buw64Dhgfi9+vRzeYZiYiIiKRIysjEjI+/wV+nzpb6t+z8AlyJu4vvd+zGuO6dsHzaJPh4eFg9w/GrMZj64Ze4fjfR5OdFajVSs3Nw+sYtfLh+G14cNwJPDbfvlwzvm/7RV9h46DhyCwsf+O/JmVlIzszCwYtXsHztZkzq1RVvPDbeJvsrp6AAT3/1E1buOVDq32ISkhCTkITV/xxEnxZN8fnsKQhzUOGPL7f+hYXfr4RKo3HI9o29v24LXl+5FkX3ClfdF5uSitiUVPx16izeX7cFX8+djtZ1azkopR7HpHSO7t/KMibNuXwnHm+uXm+37f26ez8WfPMLsvLzTX5+Ny0Dd9MysO/8JSz/YzM+nfk4HpJhwdri4mLM/PRbkwLL9hAWUPGHcD/ItfgETPvwSxy/dsPk5wUqFTJy83Dh9h18vmUHZg7uh1cmPgyli2PeRpq8/DP8ceCIUFDZUaw91ns0bQRvo7+57jl7AVfjE6wdm4iIJEpNTMbiqc/gwI49pf4tNzsHNy5fxx/f/opBE0Zg4Yev2aRw8Lljp/Hi5Hm4XeIarUopQkZKGi6dOo8f3/sSTy6ej8nPPPg9S1vbt3UXnho9tcx/z8nKRk5WNmKv38Rfa7fig4XL8PTbL2HwhJFWz5KXk4tlcxdh84q1pf4t9vpNxF6/ia0r16HTQ92x9Ot3ERweavUMYqz87Acsf+41qFX2fQ35IN+/+zk+W/oeVEVFJj+/ezsOd2/H4cCOPfj+3c/x+vcfoEmb5o4JeQ/HpHSO7t/KMiaNxd24jTefehn7tu8q9W9pSSlIS0rBlbMXsX3NRjTv2Bo/7i79u1nC0X0mxsvTnsHuTTvK/PeM1HRkpKbjwvEzWP3Fj2jZuS1e/vxtVK9b0+x6d234Ey88OgeF+QXWjizZpl9+x1vzlyAnK9vk58nxiUiOT8TxvYfw3TufYskX76Bzvx4Oyfjpknex4pPvyvz3rPRMZKVn4srZi1j3/SrUaVwfL3/xtk2Om1tXb+DFx+bh/LHTJj8vLChEVnomrp2/jF8/+Q4T50zBnNeeg1KpNLu+wRNHIjMtU5jfvOIP5OXkWj03ERGJl5iaimmLlmKH0efe7svOvYnLN27i29/XYfzgAfjwxefg4+Vl9QzHzp3HYwsX49qtWJOfp6SrkJKegVOXLuP9H37G4pnT8fRjj1h9+2J1n/gYDp8p/b6evcmhz6T4c98BPPHyq0hISTX5eWJqGhJT03D4zFm88+33WP78s/jfUNs85Hn5dz9i6adfoqjEvXrs3QTE3k3AjgMHsfy7H/HdsqVo06SxTTKIJYf+rSxj8j5H929OXh7mvv4Wft20tdS/Xb8di+u3Y7FqyzY81KkjvnptMcKDg62eQYx2D49HVhmvvTUaLQoKi5CQkoo9R47hza++xSPDh+CdBfNtcoz9snEznn7z3VJ54pOTEZ+cjH+OncA73/6AL155CX27dLL69ssTn5SMqYuWYO+xE9BqtaX+XaVWI6+gAHGJ/2fvvqOjqNo4jv/SewESIJRQQu+9IygdFBGQDooUQVBRwIYiiBUVO4rYERt2FH0VqdJ7772ThBDS+/tHYLJJSLLLbrIb+X7O4Zy5y507z869dzJ3N5nngv5Y9a+efWeuZj74gCYOGywnJyezjxMTF6dZ783T3K+/VWpq9uMkJSfrUnS09h89pj9XZ35nGbttvVxt+D2uI1yfzZWSkqpn3npXby/4Sunp6dn+79jpMzp2+ox++We53q5fV5+8+FyhJAm39fX5zk63qm61rN9r+XXZCp29GG7zuAEAAK6pVH20kWQ5KmKjzp/+TWXzSEZ8/OA8JcafliQ5O3uoYtiIIotTktzcA1S+8t06fewrSdLhPa+rTPlecnPP/XuV6ekpOrBzllEuVaaDfP3z/vvPwhBSqa8O7ZmtlOQopaXF69Cul1WnyYvXrXs5covOn/rFKFeqPrqowsx2zJ0bJ0qSzp36WaHV7lNgqSbXrXto10tKS8v8/V8395IqF9q3yOKUJF//mipV+hZFXlwlSTqw8zm16rREzs65v49KSb6sw3tfN8rlKw/IN9l1YagYdo+OH/pIGenJSow/reMH56lKzev/bsH5U4t1OXKTUa5UbVRRhQkAAADc1Mp2Hm0kWY45tFGRm39XqTwS5p7960MlRWauj51cPVSm4/Aii1OSXL0DFNzmbl1cnbk+Pv3L6yrVtKdcva+zPk5N0YnvnjfKAXU7yCukWpHFKklBrfrq1C+vKTU2SulJ8Tr50yuqOvSF69aNObJFERuz1schnYt+fRzSeZQOz39QkhSx8ReV7TRSflWvvz4++ePLSk/KXB+7+pZUUMu7iixOSfIuV0MBddoreu9qSdKJRc+r3rTf5Oyae32cGndZp3/NWh8Ht70732TXhaFMxxE6t/RjZaQmKynytM799aHKdR933bqRmxYr5nDW+jik831FFSYAAAAAAAAAAAAAAAAAB0WSZQC4jvJly2rq+LGaOectSdKM19+Uu5ubHh49Ui4uLka9sxcu6L5HHtPu/QckZSb2feHxqXm2u3LdBnUZNMwo//3Nl+rQumUhvYsbd+jYcfW+Z7QeuHe47r6jp8IqXf/hMgmJifr2l8Wa9sprioyKkiQ5OTnplWlP5Nt+9bYddeL0GUnS8P536ePXZ1sVb3JysgaOf1B/rcz8BWBnZ2fNf+1lDe17p1XtSoXTZ7v2H1DPYSMVFR0tSapSsYL++uZLVQgJueE2Y+PiVb1dR40dNkQDe9+uBrVrXbdeamqqfv1rqZ588RUdO3XaeP2lpx6Ts7Nznu13HjhUq9ZvlCTd0qqFln678IZjLY4eHTtKPy75UxkZGUpMSlLPoffqw1dfUreOt2Srl56eroU//aJJ02carwX4++n+4UPybHvU5Me04PufJEmVKpTXoTUrCuU9AAAAXHM5Lk53PPuK9p06Y7xWu2J5NQqrrJTUNG0+dETHL2Q+qPHrFWt0NjJKPz4zRe5utvsYacfR47rj2VeM5MVOTk5qXbuGwkLK6HJsnFbv3qfLcfFKSknR9C++VUx8gqYP7W+z45vrl3WbFJeYlejE28NdTapVVflSJeXl4a5T4RFav/+Q4hKTlJGRoc+XrtSu4yf164zHFeDjbbM4klNSNejFN7Vq9z7jtcplgtWsepjcXF20/chxoz//3rZTvWfM1l8vPm3TGMwVeSXGIRIsz/xykV77YbFRDvTxVvt6tRXo66Mj5y5o3b6DysjI0OGz59V7xiv684VpalDF9g9WNQdz0nL27t/iNCfzkpaWrvHvfpQrSXVh+fSv5Xro/U+Nspe7uzo0qKPSgQE6HR6pVbv3KTUtTeejLmvgS2/qu6ceUZcmDYokNnPN/+Mf/btnv8X7+Xl5aWyPzmbXvxwXp+9WrTPKgzu2s/iYeTkVHqGez7yk81GXjdeaVKui2qEVFJeQqHX7D+pCVLTS0zP0zi9/KCL6ij58+H6bHd8S56Mu2z3BcmHM9UEd22pQx6wHwN//9ockWQYAO7tyOVpjewzRkb0HjdfC6tRQ7cb1lJqSql0bt+nM8VOSpN8W/qiLZ85r7uIv5ObubrMY9m3frbHdBys+Nk5S5v1447bNFVqtiq5ERWvTyrWKuXxFyUlJenPaS4qLidXEmXl/H1kUXN3cVKVmmCpUraSAkoFydXVV9KUoHdi5TycPH5OUmXzz6fseUfi5C7pvygM2O3ZKcrIe7j9am1ZkJbAoX7mi6rdoLFc3V+3bttvozzV/rdD9PYfqs+U/yC+gaB8IJEmXIy85RILld6bP1kevvGuU/QL91bxDG/mXCNDJw8e0bc0mZWRk6MSho7q/xxB98s8i1WpY1y6xMictZ+/+LU5z8po9W3ZoXK9huhIVbbxWuUaYqterKf8SgUpOStK5k2d0YOdexVy+kk9LN8befXYjAkoGqkrNMIWEVpCPn69SU1N14fQ57d603UhQvPXfjbr31r766O9vVa1OzTzbiom+4hAJln/4+Cs990DW77Z4enmqxa1tVapMsM6dPKPNK9cpNTVV4ecu6uF+o/T2j5+obbeO9gtYko+fr6rUqqZylSrIL8BfGRnpijgfrt2bd+jSxcxEWId279foLgP0zs+fqUXHNjY79rmTZzS66wCFn7tovFa3aQOF1a2phNg4bVu7SRHnw5Wenq4v3vxQl8Ij9MInb+bb5gPTJ2crr/7jH5IsA4AdXb4So55jHtDew0eN1+pUq6pGtWspJTVVm3bu0fEzmZ+HfrV4ic5eDNev778td7fcD2m9Udv37VeP0Q8oNj7zYbROTk5q07iRqlWqqMtXYrRy42ZdjolRUnKypr3xjq7ExmnmQ7Zbb1ribLj9Ex86Qp9Z4n+r16jfQ48ayUNdXV3UoXkzVQwpqwsRkVqxcZMSEpN0JTZOY56eoZTUVN3Xr49NY5j+9nuaPT/r+6pAPz91aNFMgf5+OnzilNZu266MjAwdOn5SPcdM0NLPPlTDWnnf2xYmR+jf4jQnJfv3b3JKivo/NFkrN242XqtcvryaN6grN1dXbd+33+jPv9asVa8xE7Tsi48V4OdrsxhuRIWyZVS9UiWVKxMsb09PxScm6uip09q8a49SUlOVkZGhz378RbsOHNJfn8yTj7eXzY798fc/acLMrIepe3l66NaWLVS6VEmdOndeKzdtVmpqms6FR6jfQ4/qx3feUNd2tlvnmON8RISWXf39+WuCS5ZQ07p1VLpUSWVkSIeOn9DGXbuVnp6u+IRETZ09R/uOHNN7zz5lVqLlyMuX1WvsBG3fd8B4rUypUmpev66CS5VUWlqaLkREavehIzpz4YLN36MjXJ/NlZGRobHTZ+rr3/4wXisbVEptGjeSj7e39h4+oi179kqSNu3ao26jxmnFl58qNKSszWIojOvzxGGDs5X3HD5CkmUAAFCoSgS1UJnyvXThzO+SpF2bJsnJyVllyvc06mRkpOvU0QU6uOsl47XQavfJ26dinu3Gx53SqiUtjHK95m+qQuWBVsdbre5jOnfqF6Wlxikx4aw2rx6iRq0/lJd3eaNOcnKUdm18WDGXd0uSnJxcVLPBM/m2e2jPazpikoi3+93W/x6fm5u/qtWdon3bpkmSTh75VG4eJRRWe1K2ZMCXwtdr+7qxysjIvA8PKNFIIRX75Nv2it+bGwmvy1UaoAYt3rI63pDQvjpx6CNFR21XRkaatq65V41af6iSwa2MOunpKTqy702dPPKZ8Vq1ulPk6uaXZ7uRF9dq08p+Rrl5hx9UqrT167maDZ/RuqXdlZGRpiuXd2vb2lGq3+ItubuXMOokxJ/R9nVjlZSQ2Z8urr6qXjf/7/N3bnxYZ098J0ny9K6gjr025VvfHN4+oapU7T4dP/iBJOngrpfk4uqtilVHZFsrnj/9u3ZtfsQol6lwu0oENbf6+AAAAAAK5l+9uUo27alLW5ZIkg5/8ojk7KxSTXoYdTLS03Vh1Zc69ePLxmtlO42UZ1De6+PEiFPa9njWuips5ByVbmf9+rhinymK2PiL0pPilBx1TvveGKoa4+fJo2TW+jglNkpHPpmk+FN7Ml9wdlGlu6fl2+6pX17X6V/nGOXWH5/Jp7Z5XL39VaH3ZB3/6mlJ0oVln8nNp4TK3/5wtmTAVw5u0MH375fSM9fHPlUaqVSL/J8VtvWxlkbC6+A2d6vaqDetjjeo5V06t/RjxR3bLqWn6cA796nG+Hnyr5H1fLH01BSd+e0tXVj+ufFaxTsny9Ur7/Vx9P612vvq3Ua5ztRFCqhl/fq40t1Pa+esnlJ6muJO7tbBuaMVdt+bcvPNWh8nXTqjg+/fr+So85IkF09fVbxzSr7tHv54ksLXLpIkeZSqoCazN1gdq2dwqMreNlLn/ponKTNJtbOnt8p0GJ5tfRy5ZYkOf5r1O6Ulm/aSXzXWxwAAAAAAAAAAAAAAAMDNjiTLAJCHJx98QNv37NUv//tb6enpeuLFV/T2x5+pbYtm8vf11ckzZ7Rqw0YlJWU9GPuFx6eoY5tW+bRaOLbs3KX7H38q1+tHjp80tn/7e5ma9bgjV51fP/tI5cqUyfX6+fBwTX91jqa/Okfly5ZRvZo1FRxUSt5enopPSNSJ06e1bfdexcbFGfs4Oztr7ouz1KZ5Uxu9M/M8+/qbWvLPcqNcNbSiNm/fqc3bd5q1/8T77lH1KpULKbrcegy9x0hKLUl1atbQ6x/MN2vfkiUC9eyjD1/3/6KvxOjVufP06tx5Ci5VUvVr1VLZ0sHy9fFWQmKizpy7oG279xjJna956qEJGtyn942/ISvc/9hT2rJrV7bX4uLis5V73zta7u7ZHyx0e+dOmjF5Up7tXm+sXwiPMLbPXrh43TrPPjpJd3TplOv15o0aavojDxmJ189dvKg77hmlapUrqWmD+vL381Vk1GVt2LpNZ85nPcDKxcVFn77xqkoGBuYZKwAAQFGb+N4nRkJAH08PzXtorO5snfWHZunp6froz2V6/JOFSk1L08pdezVz4SK9cO/gvJq0SEJSsga99KaRzDUspIy+evxh1alUwagTl5ikqR8t0IJ/VkmSXv3+V7WoWU3dmzWySQyW8HBz052tm2nYbe3Vrm4tublm/zgtKjZOMxZ8p0/+ylyTbD18TFPmf6H5k8bZLIYZCxcZCR5dXVw0e9RQjep2m5ydnY06P6/dqHHvzFdcYpL2njytie99rAWPPWizGCxVrlQJNQ6roibVqqhxWBUt3bZTc3/7q0iO/cembdkS8A7vdIteHT1cPp4exmt7T5zW4Jff1NHzFxWTkKiBL76hre/OlpeH7ZIymYs5aRlH6N/iOCdzenfxn9p88IgkaXDHtvp6xZpCO9bOYyf0yLysPx7v2rSh5j98v0qaPDD8VHiEhs9+V1sOH1VqWpruee1dbXtvtsqUCCy0uCxx4mK4nl2Q+QC1tnVq6mR4hE6FR5q1b0k/X70+doTZx5q7+H/ZkiwP73SLZcHmISMjQ8Nnv2skWA4O8NcXUyeqXd1aRp2U1FS9/N3Pmr3oV0mZid2bVQ/T2J7mJ4m2JWdnJ1ULKWv8LGlcrYqe/vwbbTxwuEiO/1+Y6wCAgs0c95iR/NPLx1vPfzxHne/KenBwenq6vpu3QK9OmanU1FRtXLFW70x/VY++nP/DhsyVmJCoSf1HG8lcQ8Mqa86i+apeNyvBS3xcvF559Fn9/Nm3kqT5L7+jBi2b6Jaeub/PKExBZYM1+vGJatu1g+o2aygPT8/r1tuxfotmjHtMR/cdkiS9O/1Vte7UXrUb17dJHG8/M9tI5urq6qrHXp+hu8cOy/Yz+u8ff9czoycrIS5eh/cc0Mxxj+m1rz+wyfFvROnyZVW3SQPVadpAdZs00Jq/Vmjhu58UybFX/r40WzLXPvcO1ONzZsrbx9t47dCeA3qk/2idOnpCcTGxerjfKP2ya4U8va7fx4WJOWkZR+jf4jYnj+0/rPt7DDUSA7ft2lGPvjLtukmB09LStGvjNh3Ysddmx3eEPjNXk3Yt1aZLB7W8rZ0qVa9y3Topycn67sMv9caTLyolOVlREZc0beQj+nbDkgLbLxFcSnUa1zeujccPHtGb014qcD9b2L9jj154MOu60b77bXrh0zcVUDLQeO3cyTOaPHic9mzeodTUVE0d+oB+3b1CQWVLF0mM19RsWFeTX3lGrTu3V1idGtnm1jVpaWn636LFeuHBaYq9EqPEhERNu2+Sft29Ul42SICWkZGhyYPHGQmWS5YO0mtfva+m7bMeIJiSkqJ5L7yl+S+9LUn6beGPqt+8sQaNv8fq4wMAisb4GbOMZIE+Xl766IUZusvk9+jS09P14bffa8rs15WamqYVGzbp2bfn6qXJ1/9dRkslJCaq/0OTjWSuYaEV9d2br6pu9WpGnbj4BD368qv6/KfMz7Bfmf+JWjVqoB63tLNJDJZydXVR7apV1aRubTWtW0dN6tbWoEce0+nztk+AeT327jNLnAuP0LCpTxkJPJvVq6Ov5szOlvQy8vJljXrqWf25OvM7q4eef0nN6tVRg5o1bBLDkpWrsyXgveeu3przxNRsCWP3HDqsux+eoqOnTismLk79HnxUuxb/IK88PgMpTPbu3+I2Jx2hf6e/9Z6RYNnV1UWvPz5FYwb0y3YP/+NfSzXm6ZmKS0jQnsNHNP7ZWfpqzis2Ob4lBvfqoXZNm6hds8YqGxR03ToRUZc1/a339MkPP0mStuzZqxnvzNWrj0++bn1L7dh/QA89n/Uw+u7t2+qTl55TyYAA47WT585ryKOPafPuvUpNTdPQKU9q128/5BlzYQoqEahhvW/X0Dt6qX7N6rn+//CJkxrzzEyt27ZDkvTJDz+peYO6Gtm3T77tJiYlqcfoB7TzQObnYTWrVNbsqY+oa7s2103QfOj4CX37x/+uuza8EY5wfbbEB19/ly3B8hNjR2nauDFyc8v6Xa7Vm7dqyOTHFX4pSmcvhmvo5Me1auFnZiW8Noe9r88AAAC2Uq/Z64qLOaTYKweVlhqnbWtHyde/lvxL1FdGRqouR25VQtwJo37J4LaqUf8Ju8Tq6VVGjVrN09Y19yojI1XRl7Zq1ZLWKlW6rTy9yykpMUKXLq5WWlqCsU+dJi/LP7CuXeINDRupy5Gbde5k5nrqyN45On10oUoEtZSLq7dirxxQ9KVtRn0PzzJq1Ga+ze5ZLeHk5KRGrT/U+mV3KCnxgpKTwrVxxV0KKNlYvv41lZYar6iIDUpKzPq8q1xoP4WG3VvksUqSf2A91WnykvZseUySFH7ub638ralKlm4vD88gJcSf0aWLa5WRkSJJcnJyVaNWH8jDs2i/37umRv0ndSVqpy6FZ8a0d+sTOnbgfQWWaiInJ1ddidql2Cv7jfq+/jVVr+lrdokVAAAAuFmF3fuaEs4dVsLZg0pPitPB90bLq3wt+Vaqp4y0NMUc3aqk8Kz1sX+tNgrt+7hdYnUPLKMa497XgXfvU0ZaqmKPbtO2J9rKv3ZbeZQop5Qr4Yre96/Sk7PWx1WHvSSfivZZH5e97V7FHtmiiA2Z6+PTi9/QhVVfyb9GCzm7eyvh7EHFHstaH7sFlFHN8R/abX1cc9w87Xqxt1KiLyjlSrj2vNJXvlUay6tcDaUnx+vKwY1Kic5aHwe16qsyt9rn9yN9Quup6rAXdfSLzLEYtWOptk5troDa7eTmH6ykS2d0Zf9aZaRdXR+7uKr6uPflHmCf9XFovycUd2KnrhxYp4y0FB1b8KTO/vmB/Ko2kZOLi2JP7FbCmaz1sVe5mgq791W7xAoAAAAAAAAAAAAAAADAsZBkGQDy4OzsrC/feUNPvfyq3vtsgdLT03X2wgUtWvx7rroB/n6aM+MZDe93V75tZmRkZCu7uNjmATexcfHauXd/vnWioqNzJdeVpOTklFyvubm5ydnZWenp6ZKkM+cvZEscez31a9fSW89NV7sWzfOtJ2U/Dy7OLgXWL8jFiIhs5cPHT+jw8RN51M6tb8/ueSZZLow+uxiRPQnP70uXmb1vpQrlr5tk2dnZSW5ubkpJyezP8MhLWrZmbb5tValYQa9On6beXQtOlGPrPrvmyIkTBY7d/YeP5HqtYZ3a+e5TUJspKSnXrRN1+XKe+0x7eKLKlg7W4y+8rCsxsZLyH2uh5ctp/qsv69a2rfONxXSIudjooVcAAAB5WbfvoH5Zt8koz504OlsyVylzLTS2Z2fFJCRoxpeLJEnzlizV2J6dVal0sNUxvLv4T52OuCRJ8vX01E/Tp6pKjsQUPp4emjtxtM5fuqy/t+2UJD3zxbfq0riBzdZR5riv222acHs3lQ8qmWedEr4+emv8SGVI+vRqouVvVq7V4wP6qFq5snnuZ67jF8I17/e/jfL0of01pkfue/g+bVooNS1dI+fMlST9vG6TNuw/pJa1cj/ctTANu+0Wjep2W67EqJsOFk1CzLS0dD3zxbdGuWvThpo7cXSuenUqVdBP06eqzaNPKy4xSacjLum93/6nKf3uKJI4r2FOWsYR+re4zcnrOXTmnJ7/+gdJUscGdTS80y2FmmT5mc+/VdrVz5jqVw7V148/LHe37F9NVAwO0o/Tp6jVpGk6dylKMQmJeuGbn/T2+JGFFpe5MjIyNPG9jxWbmChPdze988B96jOz8P5I+8tlq43tVrWqq0b5EJu0u2j1Om25+rBnF2dnff3Ew7nGo5urq54Z0l8R0TH65OrPtJe+/UmDOraVvw2SMlnijfvvUfmgkvLzyn5cd9ei+VrrvzDXAQAF27Z2k5b+lJWQYeaHr2ZL5ipl3o8PGn+P4mJj9fbTmQlPvp77mQaOG6HylStaHcOXb3+k86fOSpK8fX30/m8LVKFqpWx1vH28NXPeqwo/e0Fr/lohSXrjqRfVtltHubjY7jubgjRo2UQNWjYpsF7DVk310V/fqk+DW3UlKlppaWlaNH+hps99ucB9C3L62El9Pfczozxx5lQNHDciV70ufXspNTVNTwyfKEn6+8cl2rF+ixq2amp1DJa4c8QA3T1mWK6EnDs3bi2S46elpenNp140yu2736aZ83Lfy1avW1Pv/7ZAdzfvroS4eJ0/dVYL3/lIox6bWCRxXsOctIwj9G9xm5NpaWl6ZsxkI8Fy/9FD9fS7L+b5QDYXFxc1at1MjVo3s9nx7d1nlhgxaUyBddzc3TV04n3y9PLUcw9kPlh///bd+fZv264d9MfBtSpXqUK213/5YpH1QZvpjSdfVFpaZgKpmg3q6I1FH8rN3T1bnZDQ8np/8QL1a9pF4WcvKC4mVnOfm2OTn2eWuHPE3QXWcXFxUc9BfVQiqKTG9RomSbp45rxWLP5LPQbeaXUMf3z7i/Zs3mEc681F83P1r5ubmybOmKKo8Eh9/9FCSdIHL7yp24f2la+/n9UxAAAK19pt2/XT31m/wzjvuenZkgVKmffi4wYPUExcvJ55611J0tyvvtX9g+5W5fLlrI7h7QVfGcmJfb29tfiDd1S1Yvb7BR9vL817brrOXYzQX1d/N/KpOW+ra9vWRXovLkk/vD1H1SpVzJWc1VZJLwviCH1miVnvzVNMXJwkqXzp0lr8wbsqEeCfrU6pwEB999ZrajtohHYdPKTU1DQ9Nedt/TbvXauPn5aW2dY13du31bznpueqV7d6NS2e965a9BusuIQEnT5/Qe98+bUeG12031c5Qv8WpznpCP177PQZzf0q63vsmQ8+oPsH5b6X79u1s1LT0jTisWmSpB///kfrt+9Uq0YNrI7BEm9OK/jB70ElAjV3xjTFJSTo2yV/SpI+//lXPf/Ig/LIsX66EU/NedtYlzWoWUPfvfWa3N3cstUJDSmrXz94R836DtLZi+GKiYvTrPfm6b1np1l9fHP5eXvrhUce1LhBA7Il7c6pWqVQLfnwPXUcfp927M9MmPz83Pm69647830Q/Mx3PzASLDevX1eLP3hXgfmsoapXrqSnx4+9wXeTm72vz5a4EhurFz6Yb5THDuyvGQ+Oz1WvfbMm+vbNV9X53rFKT0/Xpl179N0f/9PAnt2tjsERrs8AAAC24uYeoGa3fKfdmyYp4sIKSVLslf3ZEr5eExLaV3WbvCxn54LWAtn/DtfJyXafkwSHdFKTtp9p9+ZHlZR4URkZKUbcplxd/VSr8SxVqDzQjFZN47VdrE5OTqrf/E25ewTrxKGPJKUrKfGCzp/+NVfdgBKNVL/lO/LyrpC7oVyy4nVyst2628unopp3/F67Njyo6KjtkqToS9uyJYLO5KxK1UerZoOnzUh4VXhjoWLV4XJydtf+bc8oNTVGaWkJCj/3V656Hp6lVa/ZHAWHdLpOKzkVzrl1dnZXk7afac/WJ3Tu5I+SpIS4E9kSmF8TVKaj6jV/U27uATY7PgAAAICCuXoHqM7kb3T400cVvXuFJCnhzP5sCV+vCWrVV1WGvShn1wLWxzmeU+Vkw2c0lWjQSTUnfqIjn01RSvRFZaSlGHGbcvHyU+VBM1W6nRnrY9N4bbh+c3JyUth9c+TmH6RzSz+WMtKVEn1BkZsW56rrU6WRqo9+Sx6lypsRrkm8Njy3HkEVVPex73Too4cVd2y7JCn22LZsiaAlSU7OCuk8SqH9p1m+PrZhvGU6DJOTi5uOf/Os0hJilJ6coKgdf+eq5xZQWmH3vqYS9W8zo9XCObfOru6q+eCnOvblU4pYn7k+Tgo/kS2B+TUB9Tqq2sg5cvVmfQwAAAAAAAAAAAAAAADAln/1BQD/QR4eHnr92ae1cckvemTMKNWvXUulSpSQm5ubygYHq2PrVnrxyak6+O/yAhMsS9LOffuM7bBKoWrVpHFhhn/D6taortNb1unLd9/UQ6PuVcfWrVSpQnl5e3nJ2dlZvj4+qhBSVh1bt9KjY0dp5Q/fasufi81KsHzp8mWdPnfeKA+5y/oHuham4tJn/n5+Or99o76f/74mjxujzu3bKqxSqHx9fOTs7CxvLy+FlC6tNs2aasK9w7Xky0+1b9U/ZiVYTk9P154Dh4zykLt6F+ZbcWijBg/UkbWr9M7zM3Rnty6qGlpRfr4+cnFxUYC/n2qEVdXgPr214J03tG/l0gITLEvZx9hgB58PAACg+Hv/t6wHyLSqVV1927bMs+6kPr1U4Wpy4aSUFH3857I865orPT1d85Zk/ZHe+Nu75krmaurlUUONPzLcf+qMlu3YbXUMlnjx3sH5Jlg2NXP4ALm5Zv3R4J+bt9skho/+/EfJqamSpIrBpfRQ7x551u3fvlW2pI7v/577gUGFLbR0UK4Ey0Vp6fZdOnA6MxmSk5OTXh45JM+6VUPKaHyvrkb5wyVLs/+BbRFgTlrGEfq3uM3JnNLT0zX+3Y+UmJwibw93vT3+vkI9Xs5x8sK9g3IlWL6mpJ+vnhzYxygvXLZaV+ITCjU+c3z613Kt2LlXkvTEgD6qbqOkx9ez/chx7Tp+0igP73SLzdqeuzhr/PVv1yrfJMAzRwyQt0fmAx8irsRo0ap1NovDXLUqls+VYLkoFfe5DgAwz1fvfmJsN2rTTN3635Fn3XsfHaeyFTMTICQnJWnR/C+tPn56erq+nvupUR468b5cyVxNPfbas8b9+NF9h7R+6WqrYygspUoH6bY7s5JW7Nu2yybtLvpwgVKSkyVlJr8c8UjeCUV6DOitRq2zEkAuNOnvolKuUoVcCZaL0tq/Vuro/sOSMtdQU17NnWDomophlTV0Ytb64Ov3Py/yNTJz0jKO0L/FbU7+8sUi7dqY+bCz6vVq6Yk3nzPjAWe24wh9Vlh6D+8vD08Po7x3a97X/aCypXMlWC5KR/Yd1Pp/subroy9Py5Vg+ZqAkoEa//QjRvnXBd8r9kpMocd4o1p3vkUVqoQa5fz6wRJfvvOxsd1tQO98E6Q//MIT8ryaeCwqPFJLvvnZJjEAAArXe19+Y2y3btxQ/bt3ybPuoyOHq0LZMpKkpORkffTdD1YfPz09Xe+bJCedMHRQrmSupl57/FHjPm7fkaP6Z90Gq2OwVP2a1XMlWC5K9u4zS1y+EqMvf/3NKE97YGyuBJ7XuLu56aXJDxvlpWvX6+Cx41bH8Peaddp/9JikzHvxVx97NM+6YRUraMKwQUb5g6+/K/J7cXv3b3Gbk47Qv/O/+17JKSmSpIohZTXpnmF51h3Qo1u2pMrvLfza6uMXpjED+hnbV2LjdPjEyXxqmyfnOHlp8sO5EixfUzIgQNNMkgov+OU3XYmNtToGc9WoUlmT77sn3wTL13h5emrGgw8Y5TMXLmjH/gN51j90/ITe+mKhJMnby1Ofv/JCvgmWbc0Rrs+W+Pq3PxQRdVmS5OPlpecempBn3TaNG+nu7lm/L/Lewm/yrGsJe1+fAQAAbM3Tq4ya3fK1mrb7UiGhd8nbt4pcXLzl4uorH79qqlBliFp0/EkNW74nV7eC71VjLu8xtl3d/FU6JO/7pRsRHNJJ7bqtVK1Gs1QiuLU8PMvKydld7h7BCijZRNXrPal23VeZmWA5e7zlKvXLp6blnJ3dVbvRTLXp8pcqVR8jX/9acnULkLOzp7y8K6p0ue5q2PJ9ter0m3z9qhXYXnJylBLjzxVavL5+1dSq029q2OoDlS7XXV7eFeXs7ClXtwD5+tdSpepj1KbL/1S70Uw5O19//WbK9Nx6+1RWYKlmNo23QuWBatd9tarXe1IBJZvI3SNYTs7u8vAsqxLBrVWr0Sy167bSzATLUszlvca2rc+tq5ufGrZ8Ty1v/VkVqgyVj181ubj6ysXFW96+VRQSepeatFugZrd8LU+vMjY9NgAAAADzuAeWUZ1HFqrWw18oqOVd8ixdWc4e3nLx9JVXSDWVbj9EdR//UdXHvCNXr4LXx/GnstYYLl7+KtGw4Oc6WaJEg05qNGu5Kg9+Tv41W8stsKycXN3l5h8s36qNFdr3CTWatcK8BMuS4kziDW7d16axOru6q/KgGWrw7J8K6TJaXuVrycU7QE5unvIIqqgSjbur+ti5qv/Ur/IqW/D6OCU2SslRWetjW8frVbaa6j/1q6rfP1clGneXR1BFObl5ysU7QF7laymky2g1mP6HKg+aIWfXgtfHpmPBo3Rl+YXl/buXN6J0u4Fq9PxKhfZ9Qr5VG8vNPzhzLASWlX/N1qo8+Dk1mrVcJRqYtz7ONhZa2fbcunr5qfqYd1T3iZ9U+pah8gqpJhdPXzl7eMuzdGUFtbxLtR76XHUeWSj3QNbHAAAAAAAAAAAAAAAAADJdP5sBACCbBrVrqcHTT1jdzrJ/1xrbT096SK6utrkMd2jdUsknDhVc0QJBJUtqwB29NOCOXjZtd/madUpPT5ck3da2jTq2aWV1mx+/Plsfvz7b6naupzD6zNZ9dY2fr696d+1sVuJkS2zbvUeXLl+WJNUIq6phZiQUN9fSbxfarC1ThXWOJSnA30/3Dx+q+4cPtbqt8MhI7dqX+QCtkoGBemRM4Sa3yunQmhVFejwAAGBfCUnJ+mvrDqN8T5eO+dZ3cXHWsNtu0cvf/SxJ+nX9Zj03wrw/qszLuv2HdCEq2iSGDvnWr1E+RG1q19CavZn3TD+v26QuTRrku4+9lPD1Ue2K5bXzWOYDZU9cDLdJu7+u22xsD7utvVxcnPOtf0/nDtqwP/N++H+bdygxOVmeeSQJ+S/6Zd0mY7ttnZoFJkO9p0tHvfbDYknSuUtRWrfvoNrUqVmoMV7DnLScI/RvcZ+T7//+lxHPtMH9VKVsaZ2OiCy045n2WaXSQerYoG6+9Qfc0kaPf7xQCcnJSk5N1ZKNWzWoY9tCi68gpyMi9fTnmQ9KblAlVA/36Vmox1vwzypj29fTM9/E65Y4FR6hLYePGuWC5nqgj4/ubN1cX69YI0n6ed1Gjep+m01iKS6K+1wHABQsMSFRq/9cbpT7jhycb30XFxfdOeJuzXvhLUnSPz/9oUkvPGlVDNvXblLE+ay1410jB+VTW6pcM0xN2rXQltWZCUj+/mmJ2nbraFUMhalkcCljOy4mziZtLv3pD2P7zhF3y8XFJd/6d40crO3rtkiSVv+xTEmJifKwYxKsorb056zz1bR9S1WuUTXf+neNHKSPXnlXkhR+9oK2rd2kJm1bFGqM1zAnLecI/Vvc5uQ3739ubN87eZzc8kjgVFgcoc8Ki5u7u/wC/ZV0dQ7FF2HCK0uZjttylSqq5W3t8q3fY1AfzZ48Q4kJiUpJTtaK3/7W7UNs+/A4WypZOkinr35GHRdjfT+cO3lGezZnfYbZt4Bro39ggLr07anFX2Ymj1r64xINGDvc6jgAAIUnITFRf65eY5RH9u2Tb30XFxeN6NNbL34wX5L009Jlev6RB62KYe22HTpv8l3FyH75x1CjSmW1bdJY/27ZKkn68e9/1LVdG6tiKE4coc8s8fvKVUbyWW8vTw3q2T3f+p1at1RouRCdPJv5YOQf/lqqJ+8fbVUMPy1dZmy3a9pY1StXyrf+yL59NHv+p5KksxfDtXbbDrVt0siqGMzlCP1b3OakI/TvT39nxTCizx0Fro9H9u2j9dt3SpL+WLVGiUlJ8vTwsCqGwlK6ZIls5Zi4eKvbND1flcqX022t8l/rDurZXVNeeU0JiUlKTknRb8tXacgdhfu97Y1q07hRtvLxM2fVqHat69ad9+33xt9UDOjRLd9k5oXBEa7PljCd63d16VRgQuqR/fro2yV/SpI27dqjU+fPq2LZsjd8fEe4PgMAABSW4JBOZiejzU/khdXGdpUa4+TmHmh1mzm5uQeqcvXRqlzdunvRjIw0XQpfJ0lycnJTtbpTbBFeLv6BdeXf6Dmr27l0cY2kzPVDqdLtVaq07X+v1snJRSEV71RIxTutbivyYtZYqFZ3spydbf84E0+vMgqr/ZDCaj9kVTvJSRGKic5MIuXmXkJVaoyzRXi5lAhqqRJBtvmdYAAAAACFo0SDTmYno83P5X1Za6Jy3e6Xq0+g1W3m5OoTqJDOoxTSeZRV7WSkp+nKgavrYxc3Veg92Rbh5eJTsa58Bs20up0r+9dIGZnr44Da7RRQqxDWx84uCmpxp4JaWL8+vrw3ayxU7P2onFxsvz52Dyyj8r0eVPle1n0PlRITqfjT+yRdHV/d7rdFeLn4V28h/+qO+bvQAAAAAAAAAAAAAAAAABxP/k+FBwDYTGpqqlZvzEwsU7dmDQ3uc4edI7KP5WvXGduzHnvUjpEUjD7LtGxNVqLpZx99uMCHf8F8y9euV0ZGhiRpyvgx8vfL/4FPAAAA1th86IjiEpOMcscGdQrcp4NJnSPnLlidOHjlzj3GdpUypVWpdHCB+5gm5FyxY08+Ne3PycnJ2E5Pz7C6vRMXw3XswkWj3KGA5KRS9n6NTUzUpoNHrI6jOFm5c6+xbc4Yr1wmWJXLZI3DFTuLbowxJy1n7/4t7nPy6LkLem7h95KkJtWqaMLt3Qr9mCtM+uyW+nWyXSevx8fTQ81rhBnl5UU4J6/nwbmfKCYhUS7Oznpvwmi5FuJnIkkpKVq0Outzs7vatpCvl22Sja3ctc/Y9nJ3V8ua1Qvcx3Sur9l7QCmpqTaJpTgo7nMdAGCeXRu3KcEkIUjLWwt+wE7LW7OSMJ48clxnjp+yKoYNy7MSMlSoEqrylSsWuE8Lkzg3LPvXquMXtiN7Dxrb5ry3gpw5fspIGimZ22dZdeJj47Rzwzar4yhONpqMsRZmnK+c47Aoxxhz0nL27t/iNicP7NyrA1c/x3BxcVGnPj2K7NjX2LvPCtOl8EhdupiVhK1c5VA7RpO/7P3QpsDPKrx9vFW/ZROj7Mj9kJqaqhOHjhrl8lWs//m7cUX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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Y=LabelEncoder().fit_transform(data_features[\"country\"])\n", "X=data_features.drop(columns=[\"cheese\",\"country\",\"region\",\"vegetarian\",\"location\",\"latitude\",\"longitude\"])\n", "data_train, data_test, target_train, target_test = train_test_split(\n", " X, Y)\n", "c=tree.DecisionTreeClassifier(max_depth=4)\n", "c=c.fit(data_train,target_train)\n", "plt.figure(figsize=(100,150))\n", "ax=plt.subplot()\n", "\n", "tree.plot_tree(c,ax=ax,filled=True,feature_names=X.columns);\n" ] }, { "cell_type": "markdown", "id": "30bf1cd5-9b95-4300-a172-f36d870c49f6", "metadata": {}, "source": [ "### Linear regression: find location depending on the cheese characteristics" ] }, { "cell_type": "code", "execution_count": 81, "id": "73488360-5ba3-4361-aa1a-7c8764b14acd", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1140 rows × 166 columns

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" ], "text/plain": [ " latitude longitude blue-grey Mozzarella lemony grassy \\\n", "0 46.798562 8.231974 False False False False \n", "1 47.686790 7.392763 False False False False \n", "2 46.603354 1.888334 False False False False \n", "3 47.278087 4.222486 False False False False \n", "4 45.494895 6.384660 False False False False \n", "... ... ... ... ... ... ... \n", "1182 59.674971 14.520858 False False False False \n", "1183 -30.534367 135.630121 False False False False \n", "1184 54.382993 -1.984136 False False False False \n", "1185 46.798562 8.231974 False False False False \n", "1186 39.783730 -100.445882 False False False False \n", "\n", " pink and white sticky red mellow ... brittle spicy hard \\\n", "0 False False False False ... False False False \n", "1 False False False False ... False False False \n", "2 False False False False ... False False False \n", "3 False False False False ... False False False \n", "4 False False False False ... 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False False True \n", "\n", " pungent smooth tangy garlicky pleasant cloth wrapped Camembert \n", "0 False False False False False False False \n", "1 False False False False False False False \n", "2 False False False False False False False \n", "3 False True False False False False False \n", "4 True True False False False False False \n", "... ... ... ... ... ... ... ... \n", "1182 False False False False False False False \n", "1183 False False False False False False False \n", "1184 False True False False False False False \n", "1185 False False False False False False False \n", "1186 False False False False False False False \n", "\n", "[1140 rows x 166 columns]" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for col in [\"cheese\",\"country\",\"region\",\"location\",\"vegetarian\",\"vegan\"]:\n", " try: \n", " del data_features[col]\n", " except:\n", " pass\n", "data_features" ] }, { "cell_type": "code", "execution_count": 82, "id": "05a6fae7-7dae-41f2-add0-86017116ea11", "metadata": {}, "outputs": [], "source": [ "X=data_features.copy()\n", "del X[\"latitude\"]\n", "del X[\"longitude\"]\n", "y=data_features[[\"longitude\",\"latitude\"]]\n" ] }, { "cell_type": "code", "execution_count": 83, "id": "3a0bb4d6-dd0b-451a-b698-3cb6d0b4241d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.2947526424854028\n", "0.29135778443220006\n", "0.06917042278771135\n", "0.035105198387606784\n" ] } ], "source": [ "for model in LinearRegression(), Ridge(), Lasso(), ElasticNet(): \n", " model.fit(X,y)\n", " print(model.score(X,y))" ] }, { "cell_type": "markdown", "id": "731e3935-c913-4b1c-b7ca-94392d64ccca", "metadata": {}, "source": [ "Not good, even quite bad. \n", "In short, it seems that we cannot find the region a cheese originates from given its characteristic. " ] }, { "cell_type": "markdown", "id": "038cd38e-3890-4f73-91a7-c30294b3bc5b", "metadata": {}, "source": [ "## Pattern Mining" ] }, { "cell_type": "code", "execution_count": 84, "id": "2e6b0dc1-030c-4239-803f-52736a41bcb5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "164" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "unused_columns = {\"vegetarian\", \"vegan\", \"cheese\", \"region\", \"color\", \"location\", \"latitude\", \"longitude\", \"country\"}\n", "data_features_only=data_features.drop(columns=list(unused_columns.intersection(data_features.columns)))\n", "data_features_only.shape[1]" ] }, { "cell_type": "markdown", "id": "b76e8b2f-2efc-43f7-9aa7-fffb960313ad", "metadata": {}, "source": [ "We have $164$ features in our data, that is very big compared to the number of rows of our data. So, we choose a min_support of $0.1$ during the apriori algorithm for pattern mining. 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supportitemsets
00.203509(nutty)
10.229825(white)
20.328947(soft)
30.655263(cow)
40.135088(rich)
50.371053(natural)
60.228947(semi-soft)
70.126316(fresh)
80.195614(semi-hard)
90.136842(strong)
100.160526(sheep)
110.221053(firm)
120.198246(mild)
130.560526(creamy)
140.224561(goat)
150.108772(washed)
160.203509(buttery)
170.227193(pale yellow)
180.541228(artisan)
190.108772(soft-ripened)
200.100877(milky)
210.123684(ivory)
220.254386(sweet)
230.188596(crumbly)
240.135088(spicy)
250.188596(hard)
260.298246(smooth)
270.135965(tangy)
280.142105(cow, nutty)
290.100000(creamy, nutty)
300.121053(artisan, nutty)
310.111404(soft, white)
320.149123(creamy, white)
330.104386(goat, white)
340.132456(artisan, white)
350.200000(soft, cow)
360.228070(soft, creamy)
370.100877(goat, soft)
380.153509(artisan, soft)
390.124561(soft, smooth)
400.109649(rich, cow)
410.250000(natural, cow)
420.153509(cow, semi-soft)
430.143860(cow, semi-hard)
440.143860(cow, firm)
450.126316(mild, cow)
460.378070(creamy, cow)
470.163158(buttery, cow)
480.178070(cow, pale yellow)
490.331579(artisan, cow)
500.160526(sweet, cow)
510.124561(cow, crumbly)
520.103509(cow, spicy)
530.142982(cow, hard)
540.187719(smooth, cow)
550.110526(natural, semi-hard)
560.184211(natural, creamy)
570.106140(natural, pale yellow)
580.238596(artisan, natural)
590.100877(natural, sweet)
600.101754(natural, crumbly)
610.103509(natural, hard)
620.103509(natural, smooth)
630.151754(creamy, semi-soft)
640.126316(artisan, semi-soft)
650.122807(artisan, semi-hard)
660.104386(artisan, sheep)
670.135965(artisan, firm)
680.130702(mild, creamy)
690.106140(artisan, mild)
700.133333(goat, creamy)
710.131579(buttery, creamy)
720.124561(creamy, pale yellow)
730.306140(artisan, creamy)
740.140351(sweet, creamy)
750.193860(smooth, creamy)
760.128070(goat, artisan)
770.103509(artisan, buttery)
780.142982(artisan, pale yellow)
790.151754(artisan, sweet)
800.122807(artisan, crumbly)
810.110526(artisan, hard)
820.169298(artisan, smooth)
830.145614(soft, creamy, cow)
840.106140(artisan, soft, creamy)
850.135088(natural, creamy, cow)
860.151754(artisan, cow, natural)
870.104386(creamy, cow, semi-soft)
880.107895(buttery, creamy, cow)
890.100000(creamy, cow, pale yellow)
900.192982(artisan, creamy, cow)
910.130702(smooth, creamy, cow)
920.110526(artisan, cow, pale yellow)
930.121053(artisan, creamy, natural)
940.108772(artisan, smooth, creamy)
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antecedentsconsequentsantecedent supportconsequent supportsupportconfidenceliftrepresentativityleverageconvictionzhangs_metricjaccardcertaintykulczynski
0(nutty)(cow)0.2035090.6552630.1421050.6982761.0656421.00.0087531.1425560.0773370.1982860.1247700.457572
1(nutty)(artisan)0.2035090.5412280.1210530.5948281.0990331.00.0109081.1322880.1131330.1940930.1168330.409245
2(white)(creamy)0.2298250.5605260.1491230.6488551.1575821.00.0203001.2515450.1767520.2325580.2009870.457448
3(white)(artisan)0.2298250.5412280.1324560.5763361.0648671.00.0080691.0828670.0790930.2074180.0765260.410534
4(soft)(cow)0.3289470.6552630.2000000.6080000.9278711.0-0.0155470.879431-0.1038150.255034-0.1370990.456610
5(soft)(creamy)0.3289470.5605260.2280700.6933331.2369331.00.0436871.4330660.2854450.3448280.3021960.550110
6(rich)(cow)0.1350880.6552630.1096490.8116881.2387211.00.0211311.8306720.2228150.1610820.4537520.489512
7(natural)(cow)0.3710530.6552630.2500000.6737591.0282261.00.0068631.0566930.0436470.3220340.0536520.527642
8(semi-soft)(cow)0.2289470.6552630.1535090.6704981.0232501.00.0034881.0462360.0294690.2100840.0441930.452384
9(semi-hard)(cow)0.1956140.6552630.1438600.7354261.1223371.00.0156811.3029880.1355090.2034740.2325330.477485
10(firm)(cow)0.2210530.6552630.1438600.6507940.9931791.0-0.0009880.987201-0.0087400.196407-0.0129650.435169
11(mild)(cow)0.1982460.6552630.1263160.6371680.9723851.0-0.0035870.950128-0.0342090.173703-0.0524890.414970
12(creamy)(cow)0.5605260.6552630.3780700.6744911.0293441.00.0107781.0590710.0648680.4513090.0557770.625733
13(cow)(creamy)0.6552630.5605260.3780700.5769751.0293441.00.0107781.0388820.0826940.4513090.0374270.625733
14(buttery)(cow)0.2035090.6552630.1631580.8017241.2235151.00.0298061.7386730.2293590.2345520.4248490.525360
15(pale yellow)(cow)0.2271930.6552630.1780700.7837841.1961361.00.0291991.5944080.2121810.2528020.3728080.527769
16(artisan)(cow)0.5412280.6552630.3315790.6126420.9349551.0-0.0230680.889969-0.1316760.383367-0.1236340.559333
17(cow)(artisan)0.6552630.5412280.3315790.5060240.9349551.0-0.0230680.928733-0.1679190.383367-0.0767350.559333
18(sweet)(cow)0.2543860.6552630.1605260.6310340.9630251.0-0.0061630.934333-0.0489730.214286-0.0702820.438007
19(crumbly)(cow)0.1885960.6552630.1245610.6604651.0079391.00.0009811.0153210.0097070.1731710.0150900.425279
20(spicy)(cow)0.1350880.6552630.1035090.7662341.1693531.00.0149911.4747080.1674460.1507020.3218990.462099
21(hard)(cow)0.1885960.6552630.1429820.7581401.1570001.00.0194021.4253540.1672360.2040050.2984200.488173
22(smooth)(cow)0.2982460.6552630.1877190.6294120.9605481.0-0.0077100.930242-0.0552920.245132-0.0749890.457946
23(semi-hard)(natural)0.1956140.3710530.1105260.5650221.5227551.00.0379431.4459310.4267800.2423080.3084040.431447
24(natural)(artisan)0.3710530.5412280.2385960.6430261.1880871.00.0377721.2851690.2517070.3541670.2218920.541934
25(crumbly)(natural)0.1885960.3710530.1017540.5395351.4540661.00.0317751.3658960.3848560.2222220.2678800.406883
26(hard)(natural)0.1885960.3710530.1035090.5488371.4791361.00.0335301.3940590.3992210.2269230.2826700.413899
27(semi-soft)(creamy)0.2289470.5605260.1517540.6628351.1825231.00.0234231.3034390.2001810.2379640.2327990.466785
28(semi-soft)(artisan)0.2289470.5412280.1263160.5517241.0193931.00.0024031.0234140.0246730.1961850.0228790.392556
29(semi-hard)(artisan)0.1956140.5412280.1228070.6278031.1599601.00.0169351.2326040.1714360.2000000.1887090.427354
30(sheep)(artisan)0.1605260.5412280.1043860.6502731.2014771.00.0175051.3118010.1997580.1747430.2376890.421571
31(firm)(artisan)0.2210530.5412280.1359650.6150791.1364511.00.0163251.1918610.1541410.2170870.1609760.433147
32(mild)(creamy)0.1982460.5605260.1307020.6592921.1762021.00.0195801.2898840.1868470.2081010.2247360.446234
33(mild)(artisan)0.1982460.5412280.1061400.5353980.9892281.0-0.0011560.987452-0.0133990.167590-0.0127070.365754
34(goat)(creamy)0.2245610.5605260.1333330.5937501.0592721.00.0074611.0817810.0721600.2045760.0755990.415811
35(buttery)(creamy)0.2035090.5605260.1315790.6465521.1534731.00.0175071.2433890.1670480.2080440.1957460.440647
36(pale yellow)(creamy)0.2271930.5605260.1245610.5482630.9781211.0-0.0027860.972852-0.0281300.187831-0.0279060.385242
37(artisan)(creamy)0.5412280.5605260.3061400.5656401.0091231.00.0027681.0117730.0197070.3847850.0116360.555903
38(creamy)(artisan)0.5605260.5412280.3061400.5461661.0091231.00.0027681.0108800.0205720.3847850.0107630.555903
39(sweet)(creamy)0.2543860.5605260.1403510.5517240.9842971.0-0.0022390.980364-0.0209490.208062-0.0200290.401058
40(smooth)(creamy)0.2982460.5605260.1938600.6500001.1596241.00.0266851.2556390.1961540.2915570.2035930.497926
41(goat)(artisan)0.2245610.5412280.1280700.5703121.0537381.00.0065311.0676870.0657660.2008250.0633960.403471
42(buttery)(artisan)0.2035090.5412280.1035090.5086210.9397531.0-0.0066360.933641-0.0744940.161423-0.0710750.349934
43(pale yellow)(artisan)0.2271930.5412280.1429820.6293441.1628071.00.0200191.2377280.1811730.2286120.1920680.446763
44(sweet)(artisan)0.2543860.5412280.1517540.5965521.1022191.00.0140741.1371270.1243790.2356950.1205910.438470
45(crumbly)(artisan)0.1885960.5412280.1228070.6511631.2031211.00.0207331.3151460.2080690.2023120.2396280.439034
46(hard)(artisan)0.1885960.5412280.1105260.5860471.0828091.00.0084531.1082690.0942510.1784700.0976920.395130
47(smooth)(artisan)0.2982460.5412280.1692980.5676471.0488131.00.0078791.0611050.0663210.2526180.0575860.440225
48(soft, creamy)(cow)0.2280700.6552630.1456140.6384620.9743591.0-0.0038320.953527-0.0329670.197384-0.0487380.430342
49(soft, cow)(creamy)0.2000000.5605260.1456140.7280701.2989051.00.0335091.6161290.2876510.2368050.3812380.493926
50(artisan, soft)(creamy)0.1535090.5605260.1061400.6914291.2335351.00.0200951.4242200.2236540.1746030.2978610.440393
51(natural, creamy)(cow)0.1842110.6552630.1350880.7333331.1191431.00.0143811.2927630.1304990.1917810.2264630.469746
52(natural, cow)(creamy)0.2500000.5605260.1350880.5403510.9640061.0-0.0050440.956107-0.0474230.200000-0.0459080.390676
53(artisan, natural)(cow)0.2385960.6552630.1517540.6360290.9706471.0-0.0045890.947156-0.0381990.204492-0.0557930.433811
54(natural, cow)(artisan)0.2500000.5412280.1517540.6070181.1215561.00.0164471.1674110.1445090.2373110.1434030.443703
55(creamy, semi-soft)(cow)0.1517540.6552630.1043860.6878611.0497481.00.0049471.1044350.0558690.1485640.0945590.423583
56(cow, semi-soft)(creamy)0.1535090.5605260.1043860.6800001.2131461.00.0183401.3733550.2075590.1712230.2718560.433114
57(buttery, creamy)(cow)0.1315790.6552630.1078950.8200001.2514061.00.0216761.9152050.2313380.1589150.4778630.492329
58(buttery, cow)(creamy)0.1631580.5605260.1078950.6612901.1797671.00.0164401.2974940.1820830.1752140.2292830.426889
59(buttery)(creamy, cow)0.2035090.3780700.1078950.5301721.4023121.00.0309541.3237410.3601950.2277780.2445650.407778
60(creamy, pale yellow)(cow)0.1245610.6552630.1000000.8028171.2251821.00.0183801.7483080.2099460.1470970.4280180.477714
61(cow, pale yellow)(creamy)0.1780700.5605260.1000000.5615761.0018731.00.0001871.0023950.0022750.1565930.0023890.369990
62(artisan, creamy)(cow)0.3061400.6552630.1929820.6303720.9620141.0-0.0076200.932660-0.0538430.251142-0.0722020.462442
63(artisan, cow)(creamy)0.3315790.5605260.1929820.5820111.0383291.00.0071241.0513990.0552250.2760350.0488860.463149
64(creamy, cow)(artisan)0.3780700.5412280.1929820.5104410.9431161.0-0.0116400.937112-0.0884070.265700-0.0671080.433502
65(smooth, creamy)(cow)0.1938600.6552630.1307020.6742081.0289121.00.0036731.0581510.0348570.1819290.0549550.436836
66(smooth, cow)(creamy)0.1877190.5605260.1307020.6962621.2421571.00.0254801.4468830.2400020.2116480.3088590.464719
67(artisan, pale yellow)(cow)0.1429820.6552630.1105260.7730061.1796881.00.0168351.5187060.1777310.1607140.3415450.470840
68(cow, pale yellow)(artisan)0.1780700.5412280.1105260.6206901.1468171.00.0141501.2094900.1557570.1815560.1732050.412452
69(artisan, natural)(creamy)0.2385960.5605260.1210530.5073530.9051371.0-0.0126870.892066-0.1209930.178525-0.1209930.361658
70(natural, creamy)(artisan)0.1842110.5412280.1210530.6571431.2141701.00.0213531.3380850.2162230.2002900.2526630.440403
71(artisan, smooth)(creamy)0.1692980.5605260.1087720.6424871.1462211.00.0138761.2292520.1535660.1751410.1864970.418270
72(smooth, creamy)(artisan)0.1938600.5412280.1087720.5610861.0366901.00.0038501.0452430.0439030.1736690.0432850.381029
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "assoc_rules = association_rules(frequent_itemsets, min_threshold=.5)\n", "\n", "display(HTML(assoc_rules.to_html()))" ] }, { "cell_type": "code", "execution_count": 103, "id": "a3a2a838-bc56-4de8-ac5d-f1c3327f5447", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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antecedentsconsequentsantecedent supportconsequent supportsupportconfidenceliftrepresentativityleverageconvictionzhangs_metricjaccardcertaintykulczynski
0(nutty)(cow)0.2035090.6552630.1421050.6982761.0656421.00.0087531.1425560.0773370.1982860.1247700.457572
4(soft)(cow)0.3289470.6552630.2000000.6080000.9278711.0-0.0155470.879431-0.1038150.255034-0.1370990.456610
6(rich)(cow)0.1350880.6552630.1096490.8116881.2387211.00.0211311.8306720.2228150.1610820.4537520.489512
7(natural)(cow)0.3710530.6552630.2500000.6737591.0282261.00.0068631.0566930.0436470.3220340.0536520.527642
8(semi-soft)(cow)0.2289470.6552630.1535090.6704981.0232501.00.0034881.0462360.0294690.2100840.0441930.452384
9(semi-hard)(cow)0.1956140.6552630.1438600.7354261.1223371.00.0156811.3029880.1355090.2034740.2325330.477485
10(firm)(cow)0.2210530.6552630.1438600.6507940.9931791.0-0.0009880.987201-0.0087400.196407-0.0129650.435169
11(mild)(cow)0.1982460.6552630.1263160.6371680.9723851.0-0.0035870.950128-0.0342090.173703-0.0524890.414970
12(creamy)(cow)0.5605260.6552630.3780700.6744911.0293441.00.0107781.0590710.0648680.4513090.0557770.625733
14(buttery)(cow)0.2035090.6552630.1631580.8017241.2235151.00.0298061.7386730.2293590.2345520.4248490.525360
15(pale yellow)(cow)0.2271930.6552630.1780700.7837841.1961361.00.0291991.5944080.2121810.2528020.3728080.527769
16(artisan)(cow)0.5412280.6552630.3315790.6126420.9349551.0-0.0230680.889969-0.1316760.383367-0.1236340.559333
18(sweet)(cow)0.2543860.6552630.1605260.6310340.9630251.0-0.0061630.934333-0.0489730.214286-0.0702820.438007
19(crumbly)(cow)0.1885960.6552630.1245610.6604651.0079391.00.0009811.0153210.0097070.1731710.0150900.425279
20(spicy)(cow)0.1350880.6552630.1035090.7662341.1693531.00.0149911.4747080.1674460.1507020.3218990.462099
21(hard)(cow)0.1885960.6552630.1429820.7581401.1570001.00.0194021.4253540.1672360.2040050.2984200.488173
22(smooth)(cow)0.2982460.6552630.1877190.6294120.9605481.0-0.0077100.930242-0.0552920.245132-0.0749890.457946
48(soft, creamy)(cow)0.2280700.6552630.1456140.6384620.9743591.0-0.0038320.953527-0.0329670.197384-0.0487380.430342
51(natural, creamy)(cow)0.1842110.6552630.1350880.7333331.1191431.00.0143811.2927630.1304990.1917810.2264630.469746
53(artisan, natural)(cow)0.2385960.6552630.1517540.6360290.9706471.0-0.0045890.947156-0.0381990.204492-0.0557930.433811
55(creamy, semi-soft)(cow)0.1517540.6552630.1043860.6878611.0497481.00.0049471.1044350.0558690.1485640.0945590.423583
57(buttery, creamy)(cow)0.1315790.6552630.1078950.8200001.2514061.00.0216761.9152050.2313380.1589150.4778630.492329
59(buttery)(creamy, cow)0.2035090.3780700.1078950.5301721.4023121.00.0309541.3237410.3601950.2277780.2445650.407778
60(creamy, pale yellow)(cow)0.1245610.6552630.1000000.8028171.2251821.00.0183801.7483080.2099460.1470970.4280180.477714
62(artisan, creamy)(cow)0.3061400.6552630.1929820.6303720.9620141.0-0.0076200.932660-0.0538430.251142-0.0722020.462442
65(smooth, creamy)(cow)0.1938600.6552630.1307020.6742081.0289121.00.0036731.0581510.0348570.1819290.0549550.436836
67(artisan, pale yellow)(cow)0.1429820.6552630.1105260.7730061.1796881.00.0168351.5187060.1777310.1607140.3415450.470840
\n", "
" ], "text/plain": [ " antecedents consequents antecedent support \\\n", "0 (nutty) (cow) 0.203509 \n", "4 (soft) (cow) 0.328947 \n", "6 (rich) (cow) 0.135088 \n", "7 (natural) (cow) 0.371053 \n", "8 (semi-soft) (cow) 0.228947 \n", "9 (semi-hard) (cow) 0.195614 \n", "10 (firm) (cow) 0.221053 \n", "11 (mild) (cow) 0.198246 \n", "12 (creamy) (cow) 0.560526 \n", "14 (buttery) (cow) 0.203509 \n", "15 (pale yellow) (cow) 0.227193 \n", "16 (artisan) (cow) 0.541228 \n", "18 (sweet) (cow) 0.254386 \n", "19 (crumbly) (cow) 0.188596 \n", "20 (spicy) (cow) 0.135088 \n", "21 (hard) (cow) 0.188596 \n", "22 (smooth) (cow) 0.298246 \n", "48 (soft, creamy) (cow) 0.228070 \n", "51 (natural, creamy) (cow) 0.184211 \n", "53 (artisan, natural) (cow) 0.238596 \n", "55 (creamy, semi-soft) (cow) 0.151754 \n", "57 (buttery, creamy) (cow) 0.131579 \n", "59 (buttery) (creamy, cow) 0.203509 \n", "60 (creamy, pale yellow) (cow) 0.124561 \n", "62 (artisan, creamy) (cow) 0.306140 \n", "65 (smooth, creamy) (cow) 0.193860 \n", "67 (artisan, pale yellow) (cow) 0.142982 \n", "\n", " consequent support support confidence lift representativity \\\n", "0 0.655263 0.142105 0.698276 1.065642 1.0 \n", "4 0.655263 0.200000 0.608000 0.927871 1.0 \n", "6 0.655263 0.109649 0.811688 1.238721 1.0 \n", "7 0.655263 0.250000 0.673759 1.028226 1.0 \n", "8 0.655263 0.153509 0.670498 1.023250 1.0 \n", "9 0.655263 0.143860 0.735426 1.122337 1.0 \n", "10 0.655263 0.143860 0.650794 0.993179 1.0 \n", "11 0.655263 0.126316 0.637168 0.972385 1.0 \n", "12 0.655263 0.378070 0.674491 1.029344 1.0 \n", "14 0.655263 0.163158 0.801724 1.223515 1.0 \n", "15 0.655263 0.178070 0.783784 1.196136 1.0 \n", "16 0.655263 0.331579 0.612642 0.934955 1.0 \n", "18 0.655263 0.160526 0.631034 0.963025 1.0 \n", "19 0.655263 0.124561 0.660465 1.007939 1.0 \n", "20 0.655263 0.103509 0.766234 1.169353 1.0 \n", "21 0.655263 0.142982 0.758140 1.157000 1.0 \n", "22 0.655263 0.187719 0.629412 0.960548 1.0 \n", "48 0.655263 0.145614 0.638462 0.974359 1.0 \n", "51 0.655263 0.135088 0.733333 1.119143 1.0 \n", "53 0.655263 0.151754 0.636029 0.970647 1.0 \n", "55 0.655263 0.104386 0.687861 1.049748 1.0 \n", "57 0.655263 0.107895 0.820000 1.251406 1.0 \n", "59 0.378070 0.107895 0.530172 1.402312 1.0 \n", "60 0.655263 0.100000 0.802817 1.225182 1.0 \n", "62 0.655263 0.192982 0.630372 0.962014 1.0 \n", "65 0.655263 0.130702 0.674208 1.028912 1.0 \n", "67 0.655263 0.110526 0.773006 1.179688 1.0 \n", "\n", " leverage conviction zhangs_metric jaccard certainty kulczynski \n", "0 0.008753 1.142556 0.077337 0.198286 0.124770 0.457572 \n", "4 -0.015547 0.879431 -0.103815 0.255034 -0.137099 0.456610 \n", "6 0.021131 1.830672 0.222815 0.161082 0.453752 0.489512 \n", "7 0.006863 1.056693 0.043647 0.322034 0.053652 0.527642 \n", "8 0.003488 1.046236 0.029469 0.210084 0.044193 0.452384 \n", "9 0.015681 1.302988 0.135509 0.203474 0.232533 0.477485 \n", "10 -0.000988 0.987201 -0.008740 0.196407 -0.012965 0.435169 \n", "11 -0.003587 0.950128 -0.034209 0.173703 -0.052489 0.414970 \n", "12 0.010778 1.059071 0.064868 0.451309 0.055777 0.625733 \n", "14 0.029806 1.738673 0.229359 0.234552 0.424849 0.525360 \n", "15 0.029199 1.594408 0.212181 0.252802 0.372808 0.527769 \n", "16 -0.023068 0.889969 -0.131676 0.383367 -0.123634 0.559333 \n", "18 -0.006163 0.934333 -0.048973 0.214286 -0.070282 0.438007 \n", "19 0.000981 1.015321 0.009707 0.173171 0.015090 0.425279 \n", "20 0.014991 1.474708 0.167446 0.150702 0.321899 0.462099 \n", "21 0.019402 1.425354 0.167236 0.204005 0.298420 0.488173 \n", "22 -0.007710 0.930242 -0.055292 0.245132 -0.074989 0.457946 \n", "48 -0.003832 0.953527 -0.032967 0.197384 -0.048738 0.430342 \n", "51 0.014381 1.292763 0.130499 0.191781 0.226463 0.469746 \n", "53 -0.004589 0.947156 -0.038199 0.204492 -0.055793 0.433811 \n", "55 0.004947 1.104435 0.055869 0.148564 0.094559 0.423583 \n", "57 0.021676 1.915205 0.231338 0.158915 0.477863 0.492329 \n", "59 0.030954 1.323741 0.360195 0.227778 0.244565 0.407778 \n", "60 0.018380 1.748308 0.209946 0.147097 0.428018 0.477714 \n", "62 -0.007620 0.932660 -0.053843 0.251142 -0.072202 0.462442 \n", "65 0.003673 1.058151 0.034857 0.181929 0.054955 0.436836 \n", "67 0.016835 1.518706 0.177731 0.160714 0.341545 0.470840 " ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ "assoc_rules[assoc_rules[\"consequents\"].astype(str).str.contains(\"cow\")]" ] }, { "cell_type": "code", "execution_count": null, "id": "78ef08e7-1436-440f-b035-8b480af1cc7b", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "d640609a-1779-47ea-8a5c-17f2daea8700", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "fc73b5c6-1c6a-4dd7-9e94-94ca8a01627f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "fbac311f-c5c5-4951-a7ee-98d5e1f26707", "metadata": {}, "outputs": [], "source": [] }, { 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