From 97cc876f506d12911bda75ebe5bb57b7b69c3649 Mon Sep 17 00:00:00 2001 From: thomasthaddeus Date: Sat, 2 May 2026 22:39:04 -0500 Subject: [PATCH] moved notebook --- .github/workflows/ci.yml | 2 +- notebooks/practical_exercises.ipynb | 1171 +++++++++++++++++++++++++++ practical_exercises.ipynb | 375 --------- 3 files changed, 1172 insertions(+), 376 deletions(-) create mode 100644 notebooks/practical_exercises.ipynb delete mode 100644 practical_exercises.ipynb diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 49adbff..aad3b3e 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -55,7 +55,7 @@ jobs: - name: Set up Python uses: actions/setup-python@v5 with: - python-version: "latest" + python-version: "3.13" cache: "pip" - name: Install build tooling diff --git a/notebooks/practical_exercises.ipynb b/notebooks/practical_exercises.ipynb new file mode 100644 index 0000000..e410443 --- /dev/null +++ b/notebooks/practical_exercises.ipynb @@ -0,0 +1,1171 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Practical Exercises\n", + "\n", + "This notebook shows practical ways to use `stock-analysis-program` for stock research, charting, screening, comparison, and reporting. The examples use common tickers so you can run them as-is, then replace the symbols with your own watchlist.\n", + "\n", + "> These exercises are for educational analysis only and are not financial advice." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup\n", + "\n", + "Import the package classes used throughout the notebook. If you are running this from an installed PyPI package, use `pip install stock-analysis-program` first." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1ab62825", + "metadata": {}, + "outputs": [], + "source": [ + "from stock_analysis_program import (\n", + " CurrentPricesTickerDisplay,\n", + " FinancialMetricsFetcher,\n", + " FinancialMetricsPlotter,\n", + " RevenueGrowthFetcher,\n", + " RevenueGrowthPlotter,\n", + " StockDataFetcher,\n", + " StockExchangePerformancePlotter,\n", + " StockPricePlotter,\n", + " StockSummaryFetcher,\n", + " StockVolatilityPlotter,\n", + ")\n", + "\n", + "WATCHLIST = [\"AAPL\", \"MSFT\", \"GOOGL\"]\n", + "START_DATE = \"2023-01-01\"\n", + "END_DATE = \"2024-01-01\"\n" + ] + }, + { + "cell_type": "markdown", + "id": "0ae41d1d", + "metadata": {}, + "source": [ + "## 1. Quick Stock Price Charting\n", + "\n", + "Practical use: quickly visualize a stock's historical closing price to understand its general trend over a chosen period. This is useful as a first look before doing deeper fundamental or technical analysis." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "36882cdc", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\plotter\\stock_price_plotter.py:41: FutureWarning: YF.download() has changed argument auto_adjust default to True\n", + " data = yf.download(ticker, start=start_date, end=end_date)\n", + "[*********************100%***********************] 1 of 1 completed\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "price_plotter = StockPricePlotter(\"AAPL\")\n", + "price_plotter.plot_closing_prices(START_DATE, END_DATE)\n" + ] + }, + { + "cell_type": "markdown", + "id": "005f28c7", + "metadata": {}, + "source": [ + "## 2. Moving Average Analysis\n", + "\n", + "Practical use: moving averages smooth price action and help highlight trend direction. A short moving average can show recent momentum, while a longer one can show broader trend strength." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3c73f1fa", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\plotter\\stock_price_plotter.py:62: FutureWarning: YF.download() has changed argument auto_adjust default to True\n", + " data = yf.download(ticker, start=start_date, end=end_date)\n", + "[*********************100%***********************] 1 of 1 completed\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "price_plotter.plot_moving_averages(\n", + " START_DATE,\n", + " END_DATE,\n", + " window_sizes=[20, 50, 200],\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "id": "4d6239ef", + "metadata": {}, + "source": [ + "## 3. Basic Stock Screening\n", + "\n", + "Practical use: collect valuation and profitability metrics for a watchlist. This can help identify which companies deserve deeper research based on market cap, P/E ratio, price-to-book, and profit margins." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a5368b8e", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Ticker", + "rawType": "object", + "type": "string" + }, + { + "name": "Market Cap", + "rawType": "int64", + "type": "integer" + }, + { + "name": "PE Ratio", + "rawType": "float64", + "type": "float" + }, + { + "name": "Forward PE", + "rawType": "float64", + "type": "float" + }, + { + "name": "Price to Book", + "rawType": "float64", + "type": "float" + }, + { + "name": "Profit Margins", + "rawType": "float64", + "type": "float" + } + ], + "ref": "6d0e08c9-36f9-4893-b8b4-e6867634066b", + "rows": [ + [ + "0", + "AAPL", + "4109006274560", + "33.915257", + "29.386591", + "46.70557", + "0.27152002" + ], + [ + "1", + "MSFT", + "3078640631808", + "24.69845", + "21.452034", + "7.876841", + "0.39341998" + ], + [ + "2", + "GOOGL", + "4672805404672", + "29.419529", + "27.129019", + "11.227258", + "0.37919" + ] + ], + "shape": { + "columns": 6, + "rows": 3 + } + }, + "text/html": [ + "
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TickerMarket CapPE RatioForward PEPrice to BookProfit Margins
0AAPL410900627456033.91525729.38659146.7055700.27152
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" + ], + "text/plain": [ + " Ticker Market Cap PE Ratio Forward PE Price to Book Profit Margins\n", + "0 AAPL 4109006274560 33.915257 29.386591 46.705570 0.27152\n", + "1 MSFT 3078640631808 24.698450 21.452034 7.876841 0.39342\n", + "2 GOOGL 4672805404672 29.419529 27.129019 11.227258 0.37919" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "metrics_fetcher = FinancialMetricsFetcher(WATCHLIST)\n", + "financial_metrics = metrics_fetcher.fetch_financial_metrics()\n", + "financial_metrics\n" + ] + }, + { + "cell_type": "markdown", + "id": "82eff129", + "metadata": {}, + "source": [ + "## 4. Portfolio Comparison\n", + "\n", + "Practical use: compare multiple holdings or candidates visually over the same period. This can help you see which stock outperformed and when relative momentum changed." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bccdb7e0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\plotter\\stock_price_plotter.py:41: FutureWarning: YF.download() has changed argument auto_adjust default to True\n", + " data = yf.download(ticker, start=start_date, end=end_date)\n", + "[*********************100%***********************] 1 of 1 completed\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\plotter\\stock_price_plotter.py:41: FutureWarning: YF.download() has changed argument auto_adjust default to True\n", + " data = yf.download(ticker, start=start_date, end=end_date)\n", + "[*********************100%***********************] 1 of 1 completed\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\plotter\\stock_price_plotter.py:41: FutureWarning: YF.download() has changed argument auto_adjust default to True\n", + " data = yf.download(ticker, start=start_date, end=end_date)\n", + "[*********************100%***********************] 1 of 1 completed\n" + ] + }, + { + "data": { + "image/png": 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OUAEAAACAcRBIAQAAAAAAGAiBFAAAAAAAgIEQSIFs/fjjj2Jsm7WZPn065eXlmXs3AAAAAKARCKRkLDg4mD755BO6ePEilZWVUXp6Ou3evZtmzpwpuhFqGjJkCP3777+iEQFve/LkSdGtkJsn1DV58mTavn07FRYWirmSuN03X/zrcvPNN9OWLVvE65aWlorW299//z317t272YHDww8/TPv37xdzI/HzDx06RE8++WS9z2YukZGRYr4m6ZadnU0bNmzQ+uy6LF++nGJiYlptPwEAAADAcAikZCoqKoqOHTtGEyZMEHMa9enTRwRL77//Pk2ZMoWuueYa9bZTp06lHTt2iA5uY8aMoS5dutCnn34qOrv99ttvWq87e/Zs+vvvv2nPnj00aNAg6tWrl9jm66+/pg8++EBr23fffVcEBcePH6cbbriBOnfuTHfffbfoHDd//vxmfb6ff/5ZBIm8L7zPHJy89dZbdOONN4rPbEnGjRsnOuRde+215OHhQevWrSNvb2+d2zo4OIgJfTHHEwAAAIDlU9j6zdPTU8F4WfexyMhIxZIlS8RSus/J1cVkN2d3N8XAIUPEsqltDflM69atU1y5ckXh5ubW6Hb8eFZWlmLFihX1HpsyZYo4Lrfffrv4OSIiQlFRUaH48MMP6207e/Zsse3AgQPFz4MGDRI/z5kzp8l9nT59uiIvL0/vz3bbbbeJ177hhht0Pu7l5SWWP/74o+Kvv/66et6cnBSffvqpIiMjQ1FWVqbYtWuXon///urHfXx8FEuXLlVkZmYqSktLFRcuXFDcf//96sf58y9fvlzsa05OjmLVqlVa3wu+2dnZKfr16yeW/BiLjY1VPz5kyBBx34QJE9SP8/Hdvn272Cc+FrqOB5+LgwcPim34fP35559an+uDDz5QJCcnK4qLixX79+9XjBo1qsHjp+s7jVvz/p3AzbqPAc6t+c8BzrP5j4813/A7bP5zQDI7t/q+L+aRMpCTqwvNP7jN5NHsHXps89LAMVRZVt7kdjyPkZSJ4nK6xvB2AQEB9OGHH9Z7bM2aNXT+/Hm666676Pfff6dbb72VnJycdG77zTff0P/+9z+xLZf68ZJL7r788ksytWnTpokSwdWrV+t8nEsOdeFs3C233CJKCXmepxdeeEGU2kVHR4vSQM5odevWjSZNmiTK8Ph+qUyQM0W87b59+2jEiBGiHT5n7NavXy+yclVVVXrtO5dNMj6Ompm7Z599VmQQORvFmStN1113nRjrxZPo3nfffeK5fJ9k4cKFYr/vvPNOSk1NpZtuuknsV8+ePenSpUt67RcAAAAAGAaBlAxxAMBjmzgI0sTlYi4uLmL9iy++oBdffFE9Fufs2bM6X4sDFmkbXubn54uxVnVxIMEle5rb8s81NTXqbXjM1Ztvvqn+OTw8vMGgpzGdOnWq99ma4ubmRo899hjdf//9IsiQxliNHz+eHnroIREctmvXTgQzR44cEY9zsCW54447xDGdMWOG+r4HHnhAHI/Ro0fTpk2bmtwHLud77bXXRIDJwaYUpHGJYmNNMV555RVRPjlv3jz1fTyGjbVt21bsB+97WlqauO+jjz6iiRMnivv5uQAAAABgegikDMQZIc4MmUobOzuK7RVLJ06eIEVtbZPv3RwDBw4UwcCyZcvI2dlZ58TDLemHH34QWSQeW8X7YOx7GvO8jh07ikwOj+2ScFaJA5quXbuKn7/66itauXIl9e3blzZu3EirVq0SGSgWGxsrAlQOgjRxYMqv3VggtXfvXqqtrRXjo+Li4kRQlpmZKZpRsMOHDze67zz+69tvv9X5GGedOFt24cIFrfv5/Obk5DR5XAAAAABMycHJiTx8fcjeyYkcnZ3IwcmRHJycxbq9kyO1aWNH8UeOUUVJ41VT1sCsgRSXSD3//PPUr18/CgsLE00PuHmALnyRy93mnnrqKdEIQeLr60uff/45XX/99eJilS+EuXMbd5NrKc0NaDRxYFNTWUlVZeVi/02By7n4tbi5g6aEhASt8jImXYBzMCEFDZr4/jNnzqi39fHxodDQUHX2Q+Lo6CgCim3blGWP3Clw+PDh4iKfAxZWUFAgbhEREc36fLwf3BDD1DhTxcENl81xpoq7DXLmjr+jHARxporLCutqqjEEB058DDmw4c9fV1PfVc3zVRfvFx9f/h3SzP6x4uLiRl8XAAAAwJTcfX3ohVW/kIefb6PbHV27kZbNfd3qD75Zu/a5u7vTiRMnaNasWY1uxwHW4MGDKSUlpd5jnNno3r27uPDlbnQjR46kRYsWkS3jVuOcIeEOe1zS1hjOvPAFPo/RqYuDUy7R+/XXX8XPHKRWVlbq3JaDXL6ol7blpaenJz3++ONkar/88osIErkToC5eXl717uNMUEVFBQ0bNkx9Hwd5AwYMUAeKjMdGLVmyhO69914RtD/yyCPi/qNHj4qSQs4k8Wtp3poqT0xKShJljrqCKH1wGR93/tOFSxH5cwQFBdXbr4yMDKPeDwAAAMAYnYcOFEFUbU0NlReXUFFOLuWnZ1DW5SRKuxgnbixm8ABZHGCzZqQ4AyCNV2kIZ6o448QD8HmeI02cleDGAP3791ePa5kzZw6tXbuWnnvuuXpZEwmXeGmWtvEFv+aybrDHWSPpZmr29vZaS1PhIGrXrl2ibIzHJfHFOGepOHDg48aBAX8ebm7AY4c4OOEAlDMwHBjwhft7771HK1asEDfelgPZuXPnivFEHJQsXbpUjI3igIYbIfDYHH4/3pZL5vhnvrVv316MAeKAgrNZPM5Iyr5Jx5U/P7do18TvwWO06uL94bbqHKzx+3LQyFkhLnPjbCR/Bs5scgkg36TPKbVo53FNV65cEZkmDjR54l7ehscg8XE5ffq0+H5wIMljx/gxfi/enl+Xt+NW8Zy94sYO/JpSkK95PqXvS0PfnYYe17yfcRMM/owcjPHn5sCJv/f8vhww8R8TOPjj/ePAKjAwkMaOHUunTp0Svwu63pdv/N3W9Z0H3Rr7dwKsG86tbcB5li+cW8vReZAyQNq//E/auLD+sAR7Bwd6adMqEWxFdu1MucmpFnlu9X0/ix4jxRfBPF8QXzBqZg0kPC8Sd1uTgii2efNmcZHO43B4jIsuL730ktbAfYmujBdfgEvjaLgbXkvhzm+mxt3pHnzwQXH8eHJeziZxeR83LuDskhS48AU6Z5R4W56wlwNNDnoWL14sAgjNAIeDM75gv+eee0TGhi/I+fkcdP3zzz9a2/JzOcDhbn8cPPF4Is5+8cU+N0LgMUeMGyXwF5aDGE28Dxyo6MLBHL8vz0vF3fO4rI2DIw62ORPD+8Hni19X2icOQvg4cODBARQHSfwZeM4txt0LOfDj4J3PO89/xYGa9HwO0vnG3yt+Pn82/m7w8zkjVPd8ctDIOHDVFUg19DgfD83AkgNbbgzCx5CXXArIx5C/6+yzzz4T93HJK+8HB4ocRHGQVTc4ZXwMuEkF/95IzUdAf7r+nQB5wLm1DTjP8oVza34/XTxBuRVl9N6Lr9CK/32kc5vf4v+j1NJiWrtnF3XzDbTqc9tG1Qfd7BQKRb0xUnzRyJOtSu2gOQjgDmfSGCkOiDhYqDtehi+kX3/9dZGB0DcjxSeIu8jVbSbAF5zcRpy7rWl2cTMVvmDmi27OGNUd4wLWxxrOJ2fSOMvF7eo5WAX9NPbvBFg3nFvbgPMsXzi3lsHNx5teWPuHWH9v4i1UVqj7/5XjZz1Mw6bdRof/WkNrPvjMIs+t9L48XKSx97XYjBR3TuMyLV6aGmdm+FYXH6i6B4v/0s8ZLunWUviiuyVfH1qXJZ9P6bvM320EBIbT9e8EyAPOrW3AeZYvnFvzihygvGbncVCZKQ2X7F08dEQEUmHdOuv9/1NLPbdmbTbRVEc/LlPici0eh8M3HmvDpVdS9zmez6huSRVnBLikS9dcRwAAAAAAYHod+vcWy/gjxxvdLvHEf2IZ0qkjObs33hTN0llsIMVjo7hEiufQkW6cYuPxPlKpH7fr5vbnmlkrHmTP400OHDhgxr0HAAAAsG481+XMbz+nae/WH1cOUFeHfvoFUkXZOZSTnCqu19v17E7WzKylfdw1TGo4wHjQPk98yu27eewGLzVxVoozTdLcR9zRbd26dWKyUm6WwHMZLVy4UDRTaKhjHwAAAAA0LaBdBHUa3F+sr3znQyovwvyEoJuzuxuFd+4k1uOPnmjyMF0++R/5R4RR5yED6eL+Q1Z7WM2akeK25dwZjW9swYIFYp3bdeuLJ0jlgIonT+VWz9x1Tpr7x1RNMFqiPTmAuXD7dM3vNgAAgC5egQHq9eAO7XGQoEFBUe3Jzt6eCjKzqDAzq8kjdemgsuP2mAfvoUe+XkA+IcFWeXTNmpHasWOHaHGuL6lNtSZuf87BVEuRBrbxWCxutw1g7aQulzz5MAAAQEO8g6+2pg6Oak+XVWNbAOryC1dO6dLUvFCSQ6v+FcH5sLtupc7DBtOdb79KX8+YY3UH1mK79lkKnpOHM1633367KDXkSWJNietDeV4fbkltqV3eQB7nkzNRHETxd3n79u1UWlpq7l0CAAAL5q2ZkepY/4/ZABK/sBCxzEvTr9lbbU0Nrf7gMzqwcjU9u+Jn6jSoP7Xr1Z2unDxN1gSBVBO4/InHYPHErDzxa0tcePNcVTwmzNIuvEGe55ODqB9//NHcuwEAABbOK+hqRiqoQ6RZ9wUsm2+YKiOVYliPgoz4RDr8zzoadPP1dM2M6fTDEy+QNUEgpYesrCx6/PHHKSQkxORjpbjhxpEjR+ixxx4T8/qAdbPk88l/FOByPmSiAABAH94agVRwh6YzUo4uznTNw/fTqS07KPnMORxkG+Krykjlphre7G3rDz/TgKmTqfuYERQa05HSLsSRtUAgpafq6mpKTk5ukZmTXVxcRAbDEicaA8PgfAIAgBwDKb5Q5kCpqrzhIQ6j759G1zxyP0X26kFfP2x9413AeH6qjFSeEYFU9uUkOrlxK/WeeA2Nfeg+Wjb3das5FRY7jxQAAAAAWEbXPi5dD2rfcHmfnYM9Dbl1qlhHGaAtZ6TSjXr+lu+W0JVTZ+j4+s1kTRBIAQAAAIAW7qrsFRSgNe4luGPDLdC7jx6h7vLHmSxnNzccURvh7uOtPt/5aRlGvUbq+Yv06d0P0eltu8iaIJACAAAAAC1uPt7k4Ogo1i8eOCyWQY3MJTXszlvqTeYLttVooiAzi6orK8mWIJACAAAAAJ3jo4pycintwiX1XFK68HxA3L6aW1pnJynHkwdGtsURtbGyvjwjy/qsGZpNAAAAAIAWqayvICNLtKhubC6pEffcIZant++m8uJiCmgbQQEIpGyGXzMaTVg7ZKQAAAAAQGdGqjArmzLiE8Q6B0j2Dg71xsf0v36SWN/582+UlZgk1gMj2+l9RNvH9qS757+u1dwCrIdfuGoOKRvMSCGQAgAAAAAt3qqghse9cFaqvLiE7B0d6o19GnL7TaItetLpsxR/5DhlXVEGUgGR+o+RGv3ANOo3ZSL1GDsSZ8GaJ+NNRUYKAAAAAGycl6oDX2FmllhK5X2aDSfsHR1p2F23ivUdS34Ty6zEKwZnpHxDlWNsHJ2dSa48/Hxl24DDVxojperuaEuQkQIAAAAAsrO3p0lPzKTrn51DviEh6owUy0xQjZPSCKT6XjeevAL8KT8jk05s3CLuy1E1m+CSPzdvL72OqtQ2nTNecjXjy4/ouZVLyT8inGQ7RirN9kr75PuNBQAAALAgrl6eVFNVRZVl5WSJbv2/uTTo5uvFem1trVgWZGWLpa6GEyPvu0ssd//yB9VW14h1/mwcWPkEB4mGE1dOnm70PR2cnMjT30+s29UZfyUXzu5u1LZ7V7HefcwIMZZMLly9vMjFw12sY4wUAAAAABjFJyS4wc523FDh1Q1/0Wub/hbjgSzN5KcfVwdRzM5OWbTE46NYRlyiVgt0bnceFhNNFaVltH/F31qvlX1Z1XCiXVu9m1qwuo0s5ELzO9F1xBCSk0DVWDj+nlRXVJCtQWkfAAAAgAk89v1Cenr5j+TfVnssTHjXGJrx1cfiL/dc7sYd6m54/gmLOeaj759GYx+8V6wvf+0dOrZ2o/ox7tqnNUYqKpLa2NnRyPvuFD8fWrWGygqLtF4vSwqk2jc9TsonJEj2gVRodAf1eod+vcnJ1ZXkIrB9pFhmJl4mW4RACgAAAKCZRClbuwjRMKH/Dcp24FI24tFvPiVXTw+KO3KMNn79g7h/0C03WMQxHzh1Cl3/7Gyx/s9HC+ngqjW04u0PKOnMObq4/zCV5OWLx3JTUqmqokJ06Os8bBB1GzlMlP/tXPp7vdeUGk70uW58k/NJedtAIBWsEUhxKWP0wH4kF0FRkVrn3NYgkAIAAABoptDOndTrXLrXpk0bEVjN/PYzcvf1oSunztD3s56j3cuUgYeLu7to7mBO3G78tnkvivWtP/xM239aJtbLi4rpkzseoK8fnqPeVlFbq75YvunFZ8TyzPZd6uYSmo6t2yTGSfG8U0/+8p16fJAuPsHB6nU7B/Mej5bOSJXkF8iuvC9IlXXMTEBGCgAAAACMEN7laiDlHxFGfSdfSzO/+1xMMpt6/iItmvk0VZSUUllxsXo7Z3flIH1z6Ni/D93z/psimDuwcjX9u+DLJp8jlfdJbbyllud1cTkgB2KJJ06Rm5cXjZqubEphq6V90hipPb+tFMsuw+UTSAVKgRQyUgAAAABgjDBVRoqbLzAeB8XzI/Ff6r959EkqKywU93N3O2kbV0/zBVI3v/KcKEM8tWUHrXjrfb2eIwVSTJqAtyFFObm07QdlhssvPKzRkkg5B1Lc1U5qqLHntxWiPNIvPFRdEmfN2tjZqYPqLIyRAgAAAABjhHeJEcvtPy5V35eTnCrK44pz8rS2LVdlpVw9Pc1ysEXZoWrs0qp3F1BtjbJ1uSGBlD4tvPPS0rQmbG2o06FEjvNIhUQrs1G5KWniexB/+Jj4ueuIoWTtfMNCRDDOwWFeWgbZIoyRAgAAAGjmPEHSX+a5fOvSoaOicx0HUVL7cE3lxSViKc2/09rcfLzJwdFRNIsozFZ25dNH0n9nqLqqinKSU+jEhq1Nbp+vurjmSXu5yUJjk/HKNSMV0lE5Pio9Ll4sz+7eL5ZdmhgnxfNNte3RjaxhfFT2lWQxhs4Wye8bCwAAANCKQjtFi2V+eoZoKPDVg7NE1kehUOjcvqxI2S7cxdPDLOdJKjUrzs1TT6Srj7zUdFpwxwOik19NdXWT2/Ox4DJGZzdXMRaKL7g1OTg7k4efr/pnOU7IG9JJFUhdUgVSu/bS1LlPUYe+saINemWZssxTU0S3zvTgZ+9TXlo6vT3hJrL41ucJttlogiEjBQAAAGAAHuPSeeigeo0mUs5dVN/XUBDFyotKzFra5xUUIJaFmfpnoyTpF+OoKDtH7+05GGC+YaGNTsZrbRkpT38/GjB1coOZNkmIqtFE+qUE9WTF2UnJ4nmdBulugx577Tix5DF2Tq4uRu8jB+oDbryuxTKfQaqMlK22PmcIpAAAAAD0NOyuW+mFVb/SI998Qu16dddqNMHd+fQhjZEyV2mfd2CA1mS7LUkq7+OgoLGOfdYWSE2a8yjd+darNODGyQ1u4+zmRu16Kr8jqecvqO8/py7v0z1Oqtf4MTrHkBlqxLTb6c63X6OR9yonTza1QBvv2McQSAEAAAA0gduYP/zVArr55WfFpLRMmh8pTJ2Runqx3JiyomKLKO0ryKw/fsvU1Bmp0PoBQd0gwd6K5pGSgojwrsomI7r0GDdKZJS49C3tQpz6fi7vY91HDa/3fA7Kef4tUwRSnDVjIRoTAptSkKq0z1Y79jHrCf0BAAAAzIAzBLf+31xy9/GmqvIK0TiAg6jgDu3FPEyhnTqK7VLPX9Lr9XjCW+ZqpkDKSxVIFbZGIJUqlfaFNNj6nI8pB6fWNEbKW7XvQR0abmPeb8q1Ynnk3w1a98cdOkoVpaWi0cYzvy8W46eOrFlPR//dSL0mXM1GNRSA6ksqC/SLaLj9fLPaugcrv0fISAEAAABAvdIsLo2a/vH/RBCVfOY8Lbjjftq19Hf1RKuBkW1FC+jykhLKTU7R6whKk/K6epgpkFKV9hW0QmlfXrqUkdIOpLgZR4d+vcV6bmqaVZX28b5LQURwVHud23gG+FOnQf3F+rF/N2o9xoHjokeeouPrN4vW4ZwxmvzU4/TaplU0+r671fNwMR8dJZH64u+lNEG0qXUdMVgs0y7Gqf8wYItQ2gcAAACgw/XPzRGD9Xmepc3fLqbPps0QcyllxCsbB3BGKkw1f1Ta+UuNNpjQVG7m0j6p2URBK2akfOpkVibOeZS6DB9MNVXVdGLDFqsKpLjTILePl9Y5yK6rz6TxIluZePyUaBdfV+KJU/Tz86/RvNGTaflr79Clg0fE/ZyZ40Dr4F9rmp2RcnRRZqTcvLzI1cu0jU26jx4hlqe37SJbZh3fWAAAAAAD8UXuxNmP0MlN2yjtv7MGH7+uqrl+ls19nY6rLvY12z3zGJSYwQPEeoqejSa0MlJmHiNlTNc+owOpkGB1S/iBU6fQNQ9PF/f/8cZ8KspVTlhsZyUT8tYdtxQUFUkJx06qf3bz9hKNHhiX7DWG5xQ7uGqNuPHr9hw3SgTqUlv45oyRksbySVkpzqiaAge8nYcpM1Knt9t2IIWMFAAAAMgOz9Hz0Bcf0pDbptLd819X/3VeX3wByzeeL+nMzj1aj1WWlVNOcqpY5wtflqpnownN9ucuZijts3OwV1+kt0bXPn4PPoacwfEMDBDlbjzejG365kc69PdaqlXNSWUtGSlpfJQkqEN7reN730fviBb5nIk6Wmd8VGN4HrJdy36nC/sOUV4j3Q715aTxnfeLCCdT6dC/j/gjQGF2DiUZ8QcKOUEgBQAAALLSxs6O7vvobWrXo9vVOX9uvt6g14jq00vdiY8Dp7qk8j6pZErfRhOaE/KaIyPFx8LOzo6qq6rExLotjcsipRLCrsMHi/Fm9o4OdHTtRlq/cJG4n8v7rCmQqtu2nUs8JVPnPi2CRR4z9/3s50XGqTlt4/m9OJPXnDFSph4n1X30cLE8u2OP3uWscmUd31gAAAAAPXUZNpi6jhgqAqADf64WZVbDpt1GlTU1YiJU/7YR5BMcKBoGcJkbZxgcnJ1o8zc/iawAa68KpBKPndL5Hpnxl6nbyGHqYCHtUrze50c9j5QZAil1WV9WdqtdBHMLdL+wULrltRdEsBR/5LgYFySpqa6xrkBKlZHiIInnApMyUkNuu4mG3XkL1dbW0rK58ygjThlsG6MgK0t8r/j7yhlEqfmE8aV94aYfH7Xdtsv6mHV8YwEAAAD0JE2Uy13RVn/wGXUZPkR01/vm/BF6dbtyEL8uPMj/7/c+EetRvZWBVMLxq2NfNGleJPOYqeqKCr3PT1mh+Sbk9Qq8Gki1Fim7woFS1uUk+umpF6m6slL9OJf+SWVx1pSRunTwMPUYO0rMp9Sxfx+66aVnxP3rPvuGzuzY3az3qK2uEedIlJiGhpggkDJNRooDMi5b5IzmxQOHydahtA8AAABkJaJbZ7FMPnNO/FVfKiGrqq0Vy4rSMspKvCI6pR3+Zx39t3WHuL9tty7qtuehMcq5objrmi7pqtI+lmpAownNjBSXXnHGoTV5qzr2tUajCYk0nqwkv4C+e/wZsdRkrWOkeCyTFKRolixu/X6JSd5HGidVt5TQuDFSpgmkOvRXtqxPOnVGZ8mrrbGObywAAACAniK6qgKps+fVmani9Ezat28fdevQkbLSlJ3kNLuucWaBW5nz+KrI2O6idXVuSlqDk9Zmxieq11POGRZIVZSUivIvHqvk4ulOxTlXszOtNodUK7Q+lxxY8Td5BwbQ3t//ouwryfUer7GyQErqpJdy9oIYZ+bu6yNuV/47Q8v/738me598/p726WV0wwkHjTFS/Br8neY/LDSHNPdX3JHjzXoduUBGCgAAAGSDJ0LlYIEvGDUzRVyKF+DipnPwP5ebVZSWkrObqygBbK8q60tsoKyP8evw2B+pIYUheGxSRXHrdu7rOKAvTX76cQrr3Kn1S/syMun3efNFhlAXawqkxGS8qnFmPJ5OaoXPgemPT75oUIlnU/LTM3XOwaUv/j5L+Ngam9nSFUjxODdARgoAAABkJEJVnscT5/KYJ30oamsp9dxFiuobSxHdu1DnYYP0+qv7ijffo7Y9utElI8aK8FxS3PHP1dO0E6U25PpnZ1Pb7l3VPxe0YmlfU66OkbL8QMrD30+U8HGgzu2/9yz/UzQqWfnWBw1mL42Vp2p84mvEXFKaJaMFGVmisQqPb+Isq7G8ggIpoG2E+OyN/ZHBllj+NxYAAADAwPFRXHZlCC4D5ECKO5K1j+0p7juzvfGGAed27xc3Y0iZMVdPd7PMfVSQocx2WIJaqf25FUzIK3Xs4yCKA4pjazeKW0sQpX1GZqQ0501Lj4sXgZQYJ3XA+P3p0DdWnYHl8lRAaR8AAADISETXGLFsqIysIclnlOOpel87TiwTjp1s0fI3aS6p1ijt43FfHr4+Yn3zop9o3x+rKOHoCbK0jBRP2mvppPI4qU1+S5JK+4wZIyV17OM5uqQ5zrqNUrbrb3ZZnwV9d8wNY6QAAABAdqV9UqMJfdXd/tTm7dSSyoukjFTLB1Luvt7KRgO1tbThy+9ESaIUvFgCzX3h/bRkUmaPy+VamtQQhBtZGNoa3kkVSFWWl9PBv/4R691GDafA9u2aH0gdxvgoCQIpAAAAkAWeuJQ7qtWqxjwZIrPOmKpTW1o4kJIm5W2FjJSnv59Ycoe55nZta/FAysLHSUkd+1ojI8Xni+dr4u6OXgHKbouGlvZVVVSIhhint+0SrzPqvruM2hd3H28K7aScEiDhGDJSEgRSAAAAIAvBHdqLZU5SiujCZwjNLn9c5tecQfn6KCtSBVKtkJHy9PcXS2MmdW0NNdVXgzt7C5+UV2qtz50eWxp3d5Tm++IxTsaU9lWVK+d62vbTMrHsf8Mk8QcHQ/H4QZZ+KV4EeKCEQAoAAABkwV11gViYbdzYposHj4jlkX/XU0srVwVSrVHaJ2Wkii00kJIm5LX0FujcCa99H2UjkrhDR1vlPaXyPqnluqGT8UqT5vKYuMsnT4tJoIfddavB+4G257ohkAIAAABZcPP2EsvS/EKjnr/pmx/pywdn0a6fl1NLa+nSPi5BGzh1ipj3iOfWkjrNWSLNckNLDqQiY3uIQISDG2n+qJYmNTyRJlLWF++nVNon2a7KSg278xZ1xsrQjBTmj9Jmud9WAAAAAAO4e3uLZWmBcYEUT6baWpkGqbSvpdqf3/r6XOo6fAhVlpVpZKTyyFLxWCDu2mfJgVSnQf3F8pIqc9kapKYWBpf2uarGSGmN+9tBOckpYj6pATdOpr3L/9TrtZzd3NQljfFH0WhCEzJSAAAAIAtuPlJGqoAsnVTa59ICE/Jyh7cOfZUd1kI7dyLPAGUgVWShGSmpTTezs+C5pKIH9hPLSwdaMZAysrRPnZHSCKR44ukdS34T69x0gtvi66N9756imyIHYa3RrdCaIJACAAAAeZX2FRqXkWpNZdKEvC1Q2hfeOYac3VzFemBkW3VGylKbTWiOk7LUjBRnZdr16CbWLx483Grv2+wxUqpmE5JDq9ZQSX4BBbSLoB5jR+r1Whgf1TAEUgAAACCr0j6+ULR06gl5W6DZhDSehfG8QdIYqaIcC85IWXggFdW3F9k7OoisTF5qequ9b6GxGSnVGCguV9XEzSekkr4x90/T67Uwf1TDEEgBAACAvDJSRo6Rak3SPkr7bEpciiUJbNeWvNSBlOVmpCw9kOo4oK9YXjrYOmPo6makvIIMnUfKWatrn6bdv/4hmlBw84yoPr2a7FTYrqcyExd3BOOj6kIgBQAAALLg5qNqNmEFGamSvAJ1+3NTBw+aGSm+oHb39RHrRdmWH0hZ6oS8oTHRYpn031mzBFJcWuji4W74PFJ1MlJS05HD/6wT66Pvv7vR1+EgioMp3o+cpGQD917+EEgBAACALFjTGKnyoiJ1228pADQF/7YRIgNVXVlJOcmp6vv5vSy55LFWNSmvpWakQjpGiWV6XHyrvi83i5C+z4aU90ljpKQJeevaqWo60W30CFH+2RCMj2ocAikAAACQBTcvZSBVYuQ8Uq1JoVCoAxspY2QKHfr2UmdO0i/Gqe8vzs0TXdssv7TPniyNs7sb+YaGiPX0Swmt/v7GtECXuvZVanTt08TzYJ3ZsYfs7Oyo//WTGnwdBFKNQyAFAAAAVo8vdrkZgLWMkWLqQMqEGamoPsqyvoRjJyjrcpL6fkseH6UVSFlg+/NgVTaKy9vKzJDtlCblNSQj5ajOSOkOpNjRfzeIZey14xpsoy+Nt4s/esKgfbYVCKQAAADA6knBCA+ur9upzFKV5OebPCMljY9KOHaKsi5fUd9vyeOjLH2MVEjHDmKZEdf62SithhOBBpT2uTZe2sc4I8WBFrfID+vcqd7j4V06i7FZ/IeJjEutW9JoLRBIAQAAyJyrlxd17N+Hht99K3UeNpjk3bHPcscBNdRwwlQZKQ7IgqIixXri8ZOUlXjFajJStaoJeS1xjFRIdJTZyvq05pIyorSvsYxURWkpnd21t8GsVMd+ykmd448eF6WoUJ/lfVsBAACgWUKiO1DfyddSaExH8Zdmn+Agrb/8v3nNDaJzl5y4qeaQspayvpbISEllWOmX4sVx0C7ts9w5pCyh/Tl3pht0yw0Uf+Q4pV24pLvRxKWrY87MMkbKgBbo6vbnjWSk2IkNW6jX+DHU+9pxdGHvAXFf3OFjYhnVT5ndjD+MtucNQSAFAAAgM/d+8JYIpjRxBzc3L09y9fKk9rE96b+tO0lOpKyOJXema+mM1NXxUSfVY2s468DlWZaekTJ3IBU7YSzd/PKzYj+2//QLbfz6B3WJaLDqdyndTKV90hgpnxBlw4vmtj/XdGbnXlEOG9Augh7/8Utx36JHnxLfoeiB/cTPHFyCbijtAwAAkBnfsFCx/PeTr+jzex+lV4ZcQ/+bdAud2LhV3B/ZqztZi+ufm0N3vv2qrCbjrZuR8jAiI8UXyt1HD1dfMLMoVce+BI3GAFmJSVYxRqrWzGOkOJCQArlxM+6j51YsER3rXDw91Bldc42RSj13USzDunRSdw9sbvtzSWVZGR386x+xXl5SIpbD775NZKhc3N1FVjPpdOvOnWVNEEgBAADICF9YO7u5ivU9v60QY2XKi5UXSJdP/CeWkbHKEjBLZ+/oSKOn300Dbpzc5AWkejJeawqkmpGRGnXfXfTg5x/Q6PuniZ8dnJ0polsXsZ5wXJmRYpu++YGOb9iiHgtjqWrMPI+UtypYOrt7nxiTxHMrzfrpK7r3/bfE/fnpGerfo9aWl5ZOF/cfFq3KB9x4ncnGSEn+mv8xze03ihbc8YD4ucuIITTmwXvE+oE/Vzdr3+UOgRQAAICMePj6iiVPyFpRUqr12OWTykCqbfeuZGdvefP11KUZYHg1MT5EmkPKGjNSbkZkpMK7dtbKLrbr0ZUcHB1FEJCrMREvl3D+/NyrVF5UTJbM3KV9PqpGDsfXbab3p95N+1asEj93GT7YrI0mJAdUWaMBU6dQmzZtmtzeUdW1r6kxUhL+9yL7chJd2H9IBGzctITPyeG/1zZzz+UNgRQAAICMSI0LivOUF+l1J+EsKywSrZG5EYWlc/fVCKQC/Bvd1s1HFUjZyBgpblnNQjt11Dk+ytpcnUfK3qwZqYKMTBF0rnjjPfrywVmUfSVZ648Q5nJqyw7xu+sXHkrRg/qbNCOlae/yP7Xao1v62DpzQyAFAAAgw0CqJLd+IMUtjK+cOi3WI3v1IGvJrjGvJiYjteYxUu4+hmWkOCMR0FY5pscnJFg0ENE1PsqatPYYKR77dN9H71DviddoBVL5GZnqbeIOHaUPb7lHNF/Y+sNSMidufHF07UaxPvCmKQaMkTIskDq9fZf6GOxf+bdR+2pLEEgBAADIiNS4QLpIr+vySesJpLRK+5rISLmr2p+XWNU8UspzxGPaNJtGNIUv+jW3D4uJFp0YWcIx6wykWru0b8AN14lOfdc+PoOc3d3I1dNDq9W4hAOR83sPWMQkz4dXK8vsuo0c1uhx4kBb3/bnddVW19C3M5+mJc+9Sud27WvmHssfAikAAAAZcfdruLSPJaobTugfSPW8ZrQYV9XaNOdXanKMlBVmpHgMW3VVlVYgaEhZn6TPdRNEVopbnaddMM9cR81V08oT8nYbNUws/duGk39EuFgvLSwUXewsVdJ/Z0UrdBcPd+rQv0+D2zk4O6nXDc1ISfOQ8fxSYOGB1IgRI2j16tWUkpIiyg1uvPFGrcdff/11Onv2LBUXF1Nubi5t2rSJBg4cqLWNr68vLV26lAoKCigvL4++++47cnd3b+VPAgAAYFnlcMW5uifcTfrvjPpiXJ8sSNcRQ+n+BfPpqd9+oBlffkQBdS7iWy8jFaBf1z4rGiOlmZUyZFLeuueg7+QJ6q6MtTXK7nfWpjUzUjyvlhSI8Pt1HNBXZzbK0vC18tmde7UCwcbGR+kzjxRYcSDFAc+JEydo1qxZOh+/cOECzZ49m3r27EnDhw+nxMRE2rhxIwVo/GO6bNky6t69O40fP56mTJlCI0eOpEWLFrXipwAAALDAiWkbyEhxxoY7dNUdg9SQ6EHKSTmloGrqi0/rncV6cc3vFNFN2V2uJTNSXMrEGRlry0hpTiCs2VhD34yUNJaFAwNrHh+lGUi1xhipmCEDRIdDzZ/rjo+yVGd27hFLnkOsqfFR/HuuqK1ttX2zRWYNpNavX0+vvfYarVqlbDFZ16+//kpbtmyhhIQEOnPmDD3zzDPk7e1NvXopB1R26dKFJk2aRDNmzKCDBw/Snj17aM6cOXTnnXdSaKhyMkIAAABb4tFEaZ/mY/pkQdr3Vo69OaRqgxzcoX2Tz+HW6jc8/4S44O87ZSK19BgpF09P0bLZKgOpvKYbToR06kgOTlfLtQLaKQOpU5u3a21nrR37pLE5rZWR6jZKOwjpqMpOFaRbfiB1Yd8hkWXicsSGfhcNbX0OxjNPs34jODo60iOPPEL5+fkii8WGDBkiyvmOHDmi3m7z5s1UW1tLgwYNajBAc3JyImeNtKenp6fWsjWZ873B9HA+5QvnVr7kdm6lErja8ooGP1NZQSH5BAdRYHgYFSSlNPhaDk6OFKGar+j46nViMlC/sFDy9fdXZ7V06Tp6uNiOhcdEG31sNcv5PPx8ycfXV5250MQtoaUxR26uysmIreU8V6omefULCda5b+NnPUzDpt1G+377kzZ89rW4LzgqUiwTDx+jIbdNFUEWByK5CZct7vPpy141N5Krm6vBn8GQc8vZS6ksLu7gEeo4sJ86o1eWX2AVxy/x6EnqNGQA9ZkwlvYs+0Prs0X1660OoGoqqqzi8zTGXL+3+r4ff2sVZCF1n1OnTqW//9ZutTh58mT67bffyM3NjdLS0sQ2hw8fFo+99NJLNH36dJGZ0pSRkSHGV339tfIfnLr4sXnz5rXgpwEAADCPHy4cp/zKcro9qhtFuCsbMNS1MuEsXS4poInhHambb8NtxVNLi+i3+NPkZu9Ij3bpS1+eO0wVNTV0b3QvCnRRXnzqsjz+NKWUFol1DwcneqSLcgyKoX6+dJKyyq9OKjwjpg95OdUf13U0J422p10mHycXejCmN1mTLakJdCI3gwYHhtPQYO2xT0ey02hH+mWxHuHmSbd36E61CgV9dvog1ZJCHI+/r5wXxyjYxZ2mRSuzh9Zob0YS7c9KoVi/YBoXFtVi7yN9p53s7GlCeAdak3RR/dj4sA7U00/ZBt2SHc9Jp61piRTu5kl3dFBOyMz+y8ukjSnxFOzqThllJeTt5EwPxTTclAKa5uXlRUVFyn/LrDIjtW3bNurdu7cYF/Xwww/T77//LrJNWVnGDwicP38+ffzxx1pRJze8CA8Pb/RgtQRzvjeYHs6nfOHcypfczu3c9SvI1cuLRg4eQtmXk3Ruc/PrL1Kva8fS03NfoH2/rWzwtYbedStNmPMIHdm6nbwHjaEZiz6liB5dacrtt9LZ7bt1PiesSyd65IcvROaIy7SKqyspMDREZIsM9fRfy8g7+GqgN2jkCEo5c05rG+66NnPxV+To4kK/zP+Qnlq52qrO85gZ99GoB++hz77+iiZ+tFB9f8/xY+iWN15S/3z87Bma0XsI+YaH0pN/LBblXW0Dg+jGl5+l3pMn0N+Lf6bHPtX9B2RrMPL+u2nsI/fTDz/+SDe994lBzzXk3E56+nEadNtUOrxuE334/RJ64vef1I/dd8cdFHfgapWTpfIOCaKn/1xKSUX5FBwRLibqZVNeeJL6T50sgih24cxZ8uo/iqyZp5l+b6X3bYrFB1KlpaUUFxcnbgcOHBANKB566CF69913KT09nYKCtP9yYG9vT35+fuKxhlRWVopbXXyCzPWPqznfG0wP51O+cG7lSw7n1s7BXgRRLDM5hUoa+Dz5mco/Rjq4uTb6mUO6xojlpcPHxHbp8YkikPIICmzweX1Vk4UeX7+Zogf0E4GQe3AgZavarhtCamnOLZ+9AgPIwd1N6315LNYDLz8rgqgL+w/R1sW/iAoXazrPuaoGB04an42bH9z46nNi/dSWHdRz3CjyCPATj4f5KzMQ2VeSqbCwkNZ+8a04zxu//p6KLehzGaq0RHnxX6OoNfr8NHVu+fej29iRYv3Aqn8o6cIlUaIqjT9LS7hsUd+NhvA+pp6/SGGdO1FE7x509F/lRL0+qhJXSXlpmVV8Hn1Y2u+t1c4jxYNJpfFN+/btE+3P+/a9WjIwduxYsQ0HXQAAALZEmouIxwqXqv5KrYs0Wa80eW9TjSYSj58Sy6zLV8QysL3uFugc7PSeeI1Y3/nzckqPixfrwR0ML9VycnVRt2dPu3BJ9fraDSfGPHCPmA+L/yK//NW3mwyiLLprn6rZRHjXGJq+YL7oKnds3Sb69eU3xf0u7u5iLE9gZIT4OUuVbcxJSqY/3/mQinN0t7u3Fq3R/jxm8ADy9Pejopxc0bSBW8VLx5EVWEHXPsmZHXvqNc6oO79YFZpNyL/9eWxsrLixqKgosd62bVsxJuqdd94RZXzt2rUTwdL3338vUnt//KEcWHfu3Dlat24dffvttzRgwAAaOnQoLVy4UIyp4vFUAAAAtsTdz1c9l1JjbY/VXftUHf508YsIE53yeMLYZFU5nXTRGRjZTudzht5xswgAuA03PycjLlHcHxJteCAlBRY8oWi2qiGGZgv00JhomvD4Q2L9r3cXWEXr6sa69nFJZO9rx9HDXy0QQdPF/Yfp11feEpPslhUVqz+/f4QykMq5kkxyUtsKgVTfydeqs6XSfFsZ8crvaHlJCZWrGn9YA6kNepdhg0WmzdndjbyDtMc7Yg6plmfW0r7+/fvT9u1XW3cuWLBALH/66SeaOXOmaCLBzSR4fFROTg4dOnRITOLLrdAl06ZNE8ETt0nnv8CtXLmSnnjiCbN8HgAAAHOS2oU31vqclagm621sHikpG8UBkdShLytRlZHSMSkvl0dxBzm2c+lysWxORkqaV4mzZwWqUkSpi5+9oyPdPf91EbRx6duRf9aRtUo4doIyEy5TUFQk3fvh2+K+lHMX6Men5lJNVZW6tNHV00Nk/PwjwsR9OcmpJCc1VTUtOo8UZ/N6jFWOFzqyZoP6/oy4BKuYjLeuK6fOiMwaZ9ii+sRShao0kq+FpakAKsvQ/lzWgdSOHTtEq8aG3HLLLU2+Brc/52AKAADA1nGL8MYm4zVkHqn2sdplfdK4HOl9eAJcaZA763vdBHF/bmoa/bd1p7gv41JCszNSJXkFVJSVo5WRmjhrBoXFRIsLyRVvvkfWjDNun979EN36f3Opz6TxIkD69rFntJpzFGZmizmDvIMCRKaQ5abILJBq4YzUdU/OJGc3VxG0Jv139Q/ySf+d1cpMWQvOOJ/bvY8G3DhZtHNPPq3MGl85eVp8V/j3Exmplmd1Y6QAAABAN2nMU1OBlHoSWFXWp7FA6rJGk4jKsjJ1CZ00KaxkxL13iOWeX1aoy6bS45WBlE9IsCg9kjJXAe2U5Wl6Z6SyssU6lxryfo2+X/kH1BVvvk/FquyaNeOSsqUv/J8IqBbccT8VZSsDR0mBqlMxl275hUsZqaY7ilmTlgykOg7oS8Pvvk2s/zX/I63Hzu7aS9/Neo5Wvv0+WZvTqs6Z3UcNp8D27dQZtkuHjqqDdGhZCKQAAABkQsowNVXaJwUfbl5eYnyFrjKo0JiO9TJSWuV9Gg0nogf2ExmiitIyOvDXP+r7y4uK1SVTwR2VWanbXn+RXvr3D2rfu5eeGal8UdomBW/3ffyO6NZ36O+19N/WHSQnXK6lmeWTSJ8/rEuMyKpw+VZeWgbJSUuNkeLv8h1vviLW9y7/UzSZqOvszj1W2azjwr6DYgwjB1HdRg9XN4Q59Pe/ohw3/uhxc++i7CGQAgAAkFkg1VRGii/WpayRFLBoatezmwhWclPS1BfxEqnhRO8J42jMA9NE04eR9yizUYdXr60XCGSoslKh0R3EsvOwQWIZ0S1Gv8+SX6DeBw4iOCvDJYar3lOOq7YFXNqnOW6Nu8tJ46fklpGyc6wf2DfHlGdmiXFlXDK55uMvSE64/DNOlX1q262LWGYmXqHT23bRSwPH0lGNsWDQMix+HikAAAAwrLSvqXI3bhPOAQoPVPfw86lXShYptT0/oZ2N0myB3n3MCHGb8sxs9WO7lv1eb3tuVhEzZCBFxvYUcz3xe7K6HcYaapzBQSHfOJvADRmO/ruBjq3bLMoMbYVU2ugXFirLRhMtVdrH83FxJ0m2/P/eER0Q5YbboHceqvzjhGbGWPpDCbQsBFIAAAA2lpGSthGBlI7OfXXnj9J0bO0m6jxkECn4v9pa6jJ8iOgSxu2YpYs4TfFHTtDYh4g69I2ldj2Vk8kyr8BAvTNSbOXbH5CtkjJSErk1mmiJQMrFw51uf+Nlsb77lz/UmRu54d+7m156Rh085aimCoDWgUAKAADAynHQMf7RByiqTy+9xkhpbiNlfiTcTbd9rx5iPfH4yXrP4+zVt489rf6Zxz71GDOSDq5ao/N9Eo6fFGN6eBxHd9U4DkMzUrauIFN7jiw5ZqRMPUbqhueeIN/QEFEG+u8nX5Jc5SanUvqleAqJ7iBKcaWAFFoHAikAAAArd9c7r1HXEUPFOpfPXdZRktdg5z5Vy3QJl89x62RuHJF2Ia7J1+EuYdJcPLpww4n0i3EU1pknnL1Gfb93sGEZKVtWqGr/LuuMVJVqjJQJAqkuwwfToFtuEAH8b6+9Lfv5lDgrxYFUZuJlc++KzUEgBQAAYOW4vTj74833aP8fq/R6jjSOShpXVbesj+faMdU4i/ijJ0QgZe949bJDmhOquR0IbQE3luDAVzomuUkyDKSqa0ySkeLnc2dItmvpcko4eoLkbsfiX8knOIj2/LrS3Ltic9C1DwAAwMo5ujiLZdqFS3o/5+pcUnUDqV4Njo8yVsKRq22YOdPFXNzd1XNL1RUQ2VbMGcVlSvnp8mrz3dyGEyxHjhkpE5X2BXVoL/6wwN0j1372DdkC/qPIshfn6WwOAy0LgRQAAICVc3R2NngCTp7olnnUKe1rrNFEczJSkisnT6tbpDc0TqrflInqeXJ0zatkyw0n+BzX7bIoB6YaIxXcob1YpsclUHUFJqSFloVACgAAQCYZqSoDLhyLc+tnpLjBA4+RYpdP/mey/eN5oLKTkpWve+q0OrvScCB1rVge+We9yfbB2klzackxG6U1j5SOCaINIX1/M+MTTbJfAI1BIAUAAGDlnFxcxLLKgEH16tI+H2+yd3SkNnZ21E7VrS8jPpFKCwpNuo8H/1wjsiknN26lwswscZ+XjkCKOw/6R4RTeXEJ/bdtp0n3wZoVZGWpu7TJkbq0T2McXXMyUvwdBmhpaDYBAABgxTgAcnByMjwjlZen/gv+/w5sEeOrEo6eNHlZn2TLd4vFjRWoAildGal+108Sy5ObtxlUqih3lw4codHT76azu/aSHJlyjBTLSEAgBS0PgRQAAIAMxkcZGkgVZGSJltNSBqBt967i1lKBVN331tUCPTK2B/W/QRlIoaxP26WDR+jlweOoVtXdTm5qq5ofSPEfFQIj24p1lPZBa0AgBQAAIIPxUcyQDA6X7v3w5Auiw1l5YRFNe+8NsrNXjk/RZx4qU4z30cxI+YWH0gOfvicCQy7p48ABtMk1iNIeI2X8pSlPwMvfH/49yEtDt0doeQikAAAA5NCxr6KCFAqFQc89t2ufet0vIpwmP/WYGDuVmdCyE3vWLe1z8XCnhxZ+SJ7+fpR85jwtmzuvRd8fLDiQsrMTmSVFba3BrxHQvp1Y8sS0xjwfwFAIpAAAAKyYk6uq0UQzWz1v++FnKisqEkGUoQGZsaV9PCkvd2m776N3KCS6g7j/+znPU2WZcq4psL1ASirvq66sNPg1AtujrA9aFwIpAAAAOWSkypoXSHHwtO/3v6g1SBkpzkDd/PJz1HnoIDFR7/dznlN39APbUqNRtmhsICVlpDJaOKMKIEH7cwAAAJmU9lmL4tw8qq2pERfMQ26bSrW1tbTsxdcp5ewFc+8amHlC3uaMkwqMVAVSaH0OrQSBFAAAgBVzNFFpX2viIKooO1f985qPFtLpbbvMuk9g/u+ExN7R3qiMqnqMFAIpaCUIpAAAwGg8mWvva8eJCV3BvBmpSgMm47UEWVeSxHLfilW0Y8mv5t4dsADVVVVGt0DPrywXTUu4JDDrsvK7BdDSMEYKAACMNuWZ2TTwpin06ytv0eHVa3Ekzdj+3JoyUmzlW+9T+9iedHjNOnPvClgIntfMwdHRqEAquaRILC+fOk01qoAMoKUhkAIAAKO1791TLH1CgnAUzcTJSgMp7g7Y0m3WwTrHSRkzRiq5pFAs4w8fN/l+ATQEpX0AAGAUZ3c3CoqKVK+DeTiou/ZZV2kfQEMt0I3JSCWpAqm4Q0dxYKHVIJACAACjhHftrF53cXfHUTQTJxfrazYBYMpAyjcshIqrK0VJX+KJUzi40GoQSAEAgFEiumkEUh4IpMw+RqocgRTYZiAV2aeXWHL7fPweQGtCIAUAAEaJ0MhIOSMjZf6ufeUo7QPrVqualNfQQKp9n1ixTDx2okX2C6AhCKQAAMAoEd26qNcxRsr880hVo7QPZJKRsnM0NJBSNr25fAxlfdC6EEgBAIDBnN3cKFA1+SXDGCnzZ6RQ0gS2WNrH/xb5hIaI9eTTZ1ts3wB0QSAFAAAGC+scTXZ2V/8XgjFSllDahzFSIJdAyl7v53gHB4qlk509VZSUtti+AeiCQAoAAIwu68tJThFLlPaZj5OqtA9d+8Da1VYZnpHyDlbOYefp6NRi+wXQEARSAABgkDZt2lCfSePF+qUDR8QSpX0WUNqHeaRALmOkDAikfFQZKQ8EUmAGCKQAAMAgfSZPoMjYHlReUkI7fv5N3YLbmEk0wYSBFJpNgA2OkZIyUh4OyEhB60MgBQAAenNydaUpT80S61u+XUxZl6+oH0N5n3k4uiKQAnmobUYghdI+MAcEUgAAoLexD90rBnfz2KidPy8X875UqkrKEEg1rqUydupmEyjtAytXrRoj5eDkqPdzfKSMFEr7wAwQSAEAgF58w0Jo9P13i/XVH3xO1ZWVYr2iVNkpC537GuYfEU5v7lpPM776WJRBmhJK+0AuSgsKxdLN28vgrn3ISIE5IJACAAC9XP/sHHHRfnH/Yfpv6w71/eXFJWKJhhONjyvjQLPr8CH00MIP1Z32TNq1D+3PwcqV5OeLpbuPj97P8Q6Smk2Y9g8UAPpAIAUAIBMefr7k6e/XIq/doX8fip0wlmpramjV+59oPcZNJ5izh7vRr99t1HDqPmYEyVW3EUPV650G9TdpMHV1Ql5liSWAtSrJKxBLd1/9AikHJyfx7x5DRgrMAYEUAIAM8AXFU7/9QM+u/NnkpWNt7Oxo6tynxPq+P1ZR+sU4rccrpIyUm5tRr+/i6UHTF/yPpn/0P3L18iS54YvCtj27ifWfnn5JZPCiB/ajh774yCTBlKML5pECeSgtUAVSPt4GZaP4jwjOdvpP4gtgKgikAABkoMvwweQbGiIyUrw0pUE3X0/hXWKotLCQNnzxbb3HK0pKm5WRCouJJgdHR7J3dKCQjlEkN12GDyE7OztKOXuBTm3eTt88+iSVFRVT9IC+NOPLj0UnxOZAaR/IRUmesrTPTd9AKkTZaKIwM1vMbwfQ2hBIAQDIQOy14+r9ldYUOFs0ac6jYn3DF99RSb7yL8a6SvuMHSMVGhOtXg+WYSDVbaSyrO/Mrj1ieeXkaVqkCqY69u9DM776yOhgijORkkqU9oGVk/590TcjJU3GW5iV3aL7BdAQBFIAAFaOS/m6jx6u/tlLRyDF28xe8g1Ne+8Ng8rJhtw2VYxBSI9LoL2//6lzG6nZhLHtzzkjJQnuIK9Ays7BnjoPHSTWz+7cq77/yqkzV4Opfn3o+mdnN6usj2FCXpBLRkrfMVLSH40KM7NadL8AGoJACgBABqVjzhrjk7yDAuptEz2gH0X16UV9r5tAj377Gbl6een92mzvbyvFnFG6VEgZKY/mZ6RCouUVSIV3jhHjvvgv7Rw8aeKfl704T6z3vGa0UaVJ0ni4murqBs8PgLVlpPh3xs6+4TFPo+67i+58+1UKjGynLu0DMAcEUgAAVq73xGvEUprXSVdpX/s+va6ux/ak2Yu/Us+/0hAuN2vfu6dYP7fnQIPblReXGl3ax40sQqI7yDYjJc2Hk5+WQYra2nqPn9+7X2T0eGxbRLcuzejYV2GCvQWwjHmkeExhQ41nOFs1+enHacCNk2nA1MniPpT2gbkgkAIAsGJcptdt5DCxfvTfjWLpFVg/IyUFRNsX/0L5GZkieJnz8yIKiops8LV5/A43gchJTqWcpOQGt6soNb79uX/bcHJ2c70aBAYHinFZcuHk5qo1aXFdnEU6v1cZpHYdMcTw13dVBVIVCKTA+vH0CtzUprFxUj3HjSJ7BwexLmWtUNoH5oJACgDAinEQxcFUdlIynd6+W2dGisfptOuhbL99YOVq+vyeRygz4bLo7jd78dfUTtWau66YIQPF8sK+g43ug5SRMmaMlDQ+KvX8JcpPzxDrITLKSkkllxVlZQ1uc27XPrHsojHXlL6QkQLZziXVQCDV+1plBr4wO0d9H0r7wFwQSAEAyKBb34kNW6lANeDaq84YKR6nw8EWjz/ISrwiApaF9z1Kl0+eFmUyM79bqG6IoClmqL6BlPFd+8I6dxLL1PMXKSMuQawHd2xPcsHZNlZZ2kggtWe/WLbt0VU9uaihgRQ69oFclOQ33HDCw9+XOg7oI9a5WUtGfCIV5eQ2mjEHaEkIpAAArDjb0VWVxTi+fvPVQCogQKtxgVTWd/nEf6RQKMQ6B1Vfz5hD53bvFxf7Dy38kPpcN0H9HC6x4zmdamtr6eKBI43uh6HNJgLaRdCcpYvo5XUrRZMFlnbxkugMKLcW6FKHxMpGMlI8viP5zHkxLqTzsMEGvb6j6vVR2gdyUZrfcGlfr2vGiHI+btSSdiGOPr79fnpn4s1UWVZuhj0FQCAFAGC1uo0eLrq2cZaJMzrFOblijAFPbOvu51Ov0UTCsZNaz+eL+x/mPE9H124Uz7nnvTeo/w3XaZX1Jf13lspUYxYaUi5NyKvRObAhHDg9/ftPouGFf0SYegJeLu2TMlJympTXSSrtayQjxc7uVrZG7zSov1EZqWo0mwAbyEhJGXj+wxGrrqhAoxUwK2SkAACsVO+JqouKDVvEkoMoLnOpO04qqrcykEo8carea3Db7F9enEe7f/lD/DzhsYfEUmpgcV5VdmaKjBRnuabNnydKAC8dOkqbv11M1VVVYkLflHMXKCMuUWwX1iVGXfInn9I+3c0mJClnL4hlUHtlO2dD25+jtA/kN0ZKO5DyDPCnDv16i/UTG7eaZd8A6lK2PQEAAKvCQUsXVRmYFEhJZWIcRHkFBoqLc56clwMYDpiS/tOex0jC5X5rFnxBA2+6XmSJImN7UOdhyjFTp7fvanJf9J2Qd+LsR8SFf9yRY6KskNuB712+UnTgqigppbRLcaJEjVuBP7tiicig7fltJZ3ctI1qqqrIurv2NZ6RyrqcJJaBUYYFUk6qCXlR2gdyy0i5+WjPdRc7YYwof008fkrdmAbA3JCRAgCwQt3HjCQHJycxrij9Yly97lXSHFG+ocFimZ+e2WgJDD92breye9yNLzwlyvQKMrLE2B19AykOiKQMSV2hMR3VZYP/fLhQPacSv0duSppY52Bq4X0z6di6TVRTVS0mEOZyw9c2raJJcx4ln+AgsjZSuWNTYziyrygHy7t5eeksaWoIuvaB3JTk5evMSMVO0M7AA1gCBFIAAFaot7pbn/ZFhdRwwls1l5Q0p1SRRqvghpzcvF0sI3t1F8vTO5Tt1JvCY624KUVjWakpT88Wf03msQ0NZcZY8plztPSF/6O3Jkyl9V98KwItzlBd88j99MqGP+n+T96lUFXLdJ5vasZXH1OfSePJ0ptNNDSPlITHeuSmKgPKwEj9s1KOUkYKY6RAJkqkZhO+V5tN8B+GUNYHlgiBFACAlXH18lS3JpcGXUsKsrK1xkhJgZQUYDXm7M49YsySRJ+yPglnkxpqgR4zZAB1GT5YvPbaT7/W6/U48Nv09Q/09sSb6KenX6KLBw6Lbl08Gecdb70itukxZiR1HT6Ern92jlaXQkvi7KrKSDVR2seypfK+9m31fn0pA4jSPpBdswmNjFSv8WPFMv7IcUy+CxYFgRQAgJXgCXR7TRhLg2+9kRwcHSn1wiUxsa6mwgztuaQMyUhxiZ40ZxSP6bnURNtzfRpOcIDD2Si297c/KSc5hQxRW11DpzZvF2Oq+Mb8w8O0Phv/tZrnYLLmMVJa46QMyUipuvYhIwWyK+3TyEhJjXVObERZH1gWNJsAALAS0957Q4wbktQt69OdkfJX3q8aO9WUo2s2iI59p7ftpOrKSr337WrDCe1Aqu/kaym8awyVFRXT5kU/UnMknT4rlm7eXuTg7Kz+bFJbdZ5bxmK79jUyj5RECooDI9saPk9VOebRAXngOe6k8YKcheZ/y3i6BC4fPrFxm7l3D0ALAikAACuh2RKcx9wc/XdDvW3Uk/JK2RrVkrv56YMbPeRnZIp5qQxxtbTv6hgpboYx6YlHxfrW75eoL5CMxcEaZ3Y4OOEgSvqMrOe40fTvgi/J0ji5GpGRMqAFOjJSIDdlhUUiaOIxlfxHk9gJV8v69MmsA7QmBFIAAFbAw99XBBB8gfHGmClizqjSgvoT5RaqAikPP19l1kaVmdI3kGIJR08YvH88FxRz87lajjNi2m2iHJFbFe9c+juZAl9IObeLEAGiZiDFWZyQ6A6UfimerHEeKZZ1+YpYBrSLECWR3Ja+KY7OTmKJMVIgF/xvW3lRsQii3H28603CC2BJMEYKAMAK+KnGBXGgVJybpzOIYnx/aWGh+oLcK8Df4EDKGNyGnY2bMV1kYfgiiNfZus8Xia50plCQJY0B47myVNk21V+pe4wbRdY8RiovNV005OAsk0+Ism19UxxVpX1VKO0DGY6Tatezm7hxcHVqi7KrKIAlQSAFAGAFpAYLOSmpeo+1CescrZ6TqKUDKe6wl5eWLjJDPPfT9I//J7oLcongkTXrTfY+6nmyRCClDBIP/vmPujugJbFzsFeX3ukzRorn1pLmk9K3vA+lfSBHUhkwz2nHLh06SsU5eWbeK4D6EEgBAFhRRio3WTnXkD6BVMd+fcSSm0Y0lMEy5biGX15+U5Qedh8zgqIH9qOa6mpa/cFn6sl3TUEKCIM7tFcHEf9t3SmW4Z1jLKoNujQ+St+MFMtWlffpE0i1sbMTx4GVFDRv/BmAJdn3xyrxO8N/jGmosQ6AJcAYKQAAK+AXHiqWuXpkpLISlRfj0YP6iWVhVusM0I4/fEwEToNuvp7O7zlAh/9ZS2kX4kz6HlJGKqJbF7HkADHl/AUxRohbr/tFhFNOkjKrYymBVE1VNdVozM/VmKzEJHVZZlM6DeovSgC5lNOQVvUAlu7w6rX037adNODGyWJC7kN/rzX3LgHohEAKAMAK+EWoSvuS9S/tC2gb0SplfZp2LV0ubi1Fau8e2qmj8ufMLDHXFAdsPJYioltnkwdS3GKcs1+Gdh2UGk1UlDXdaELCHRM129c3ZuDUyWJ5bO0mg1rVA1gDbjjRkv+WAJgCSvsAAKyAvyqQ0icjVXeSXqkluhxIXQntHZV/B5TaIaecuyCW4V1iTP6eM776mF5et1L8Zdy4OaT0n+OpOCdX3aWxMVzyJDXXOPjXGoP2CwAATAOBFACAheNJKaUubvoEUtlJyaKcTCKnuVekjJREKltMPnteLCO6xpi8pJLHmnHZYGRsD4Oe6+SmnFOrUs/xUaxQFUh5+jUetPWeeI3IkqVdjKPkM+cM2i8AADANBFIAABbOOziQ7B0cRPmWNEaoMVzqlpOcov65QI/nWIuiOuO9ClXt0FPOKjNSYSbOSHUeOli9HhQVaXBJoDR5sqEZqcayX9xkYvjdt4n1g6uQjQIAsMlAasSIEbR69WpKSUkREw/eeOON6sccHBzo3XffpZMnT1JxcbHYZvHixRQaqhxwLfH19aWlS5dSQUEB5eXl0XfffUfu7u5m+DQAAC3bsY/nGdJnklaWmXi1vK8oWz6BFAcl0uS/mhkpzsxwl0AOQDjwNJXOwwYZHUg5qzJS+nbs05wTi0v3HJyUk+3W1ee68RTSMUo02pBavwMAgI0FUhzwnDhxgmbNmlXvMTc3N+rbty+99dZbYnnzzTdT586dReCladmyZdS9e3caP348TZkyhUaOHEmLFi1qxU8BANA6c0jpU9ana5yUnDJSTDMrJ5X68YS/0mcO79LZZPNAcWc8SVB7AwMpVdc+feaQ0hxgLzWO0JWV4jLPCTMfEuvbf/qFyouvBpUAAGBDXfvWr18vbroUFhbShAkTtO6bPXs2HTp0iNq2bUtJSUnUpUsXmjRpEvXv35+OHFG2fp0zZw6tXbuWnnvuOUpLa3q+FQAAS+fXVv+OfboCKSnLIRfchVDKDhVpjJlKPnNedPPjcVJnduxu9vtE9uohxkZxpotLKw0u7ZOaTRiQkWJFObnkGxpCHv5+YpJjTf2vnyQmPS7OzaNdy3436HUBAMCG2597e3uLyR7z8/PFz0OGDBHlfFIQxTZv3iy2GTRoEK1atUrn6zg5OZGzaiJH5unpqbVsTeZ8bzA9nE/5Mue5DY5UXsCXZOfo/f4lGVcDjNrSMln9G1Oad7UNeU1Zufqz5aiCx8ie3Q36vA2d215jR4rl+V37qMvIoaLcLrR9pHocU1O8fH3Esraq2qD9Kc3LF4FUcNtwyr+snFeKcTB37ePKbNSeZb+Ts4MDOcvovLY0/PssXzi38uVppv/36vt+PAW8fgX3LYzr/qdOnUp///23zsc58NmzZw+dO3eO7rnnHnHfSy+9RNOnTxeZKU0ZGRn0+uuv09dff63ztfixefPmtcCnAAAwvV/j/qO0smKa0rYTxXj76/WcippqWnT+KDnZ2dMjnftSmzb8z7087Ei/TEeylRUHc7oNIEc7e7GeXFJIvyecIU9HJ3q4c99mv8+yS6coo7yEJoZ3pH1ZyVRQWUG3tu9K7Ty89Xr+7owrdDArlfr4h9CY0PZ6v++qy+coviifrgmLol5+ym6N7ERuBm1JTSB3B0d6MKa3+nMDAEDL8PLyoqKiIuvOSHHjid9//11cCDz22GPNfr358+fTxx9/rBV1cjOL8PDwRg9WSzDne4Pp4XzKl7nOLXdoe2njX6JMbNKIUZSVeMWgSXyrK6voeRnNI8UG33EzTXxyphhP5O/jq9Xc4aXNq6ioqpJC2kaIZgzGnlt3Xx96/l9l6dw1ffrTDS89TTHDBtP9sx6jw3rO2zTxqcdo8O030WcfL6Abv/lR7893w4tPU98bJtHL816nnT/9Iu5zcHKkJ37/ibyCAumP9z+h51fo/qMjGHaeQR5wbuXL00y/t9L7NsXBWoKoyMhIGjt2rNZBTE9Pp6CgIK3t7e3tyc/PTzzWkMrKSnGri1/bXP+4mvO9wfRwPuWrtc8tj8vhIIondU04fZYUtbV6P7dINbeS3GQlJYtlfmaW1rng9azLSWIMkXfbMMrQaAFv6LntNHKIuq162uUrlHIhTgRSXqHBep//Ng6qSYPzCwz6zuSo/v/l5Omhfh63O+cgKj89g3Ys+13dkAIMh3+f5QvnVr6KLPQ62c4agqhOnTrRNddcQ7m52nXp+/btE+3PuaufhIMtOzs7OnDggBn2GADAtMJV8yKlnr9oUBAlZ3GHj4nM3NF/N9R7LOXcBa3j1tz5o87v3a/VvCO4g/4les6qZhOGzCOlay4pRxdnGvfwdLG+adFPCKIAACyEg7nbn0dHR6t/joqKotjYWBEwcce9FStWiCCJ25pzpik4WFkrzo9XVVWJ8VLr1q2jb7/9lmbOnEmOjo60cOFC+u2339CxDwBkIbxrZ60AAZRd7d69/g6dhyLl7Hnqfe049XHTxM0agjtGiaC0MVxGHjN0oFg/t+eAViBlSOc+J1dju/bliaWHv7Jscdgdt5BXgL/o2nhIz7JCAACQeUaK25YfP35c3NiCBQvE+ptvvilqIXmCXm51znNNcamedBs6dKj6NaZNmyYCqi1btoi257t376ZHHnnEjJ8KAMB0wrvGqFt7Q9O4FK+hjNSo6XfTsyuW0KCbr2/0NUJjokXgwpmkxGMnxX2ZCYliyd30pABJ7/bnBswjxYpU7eq9/P3FuK8xDyobLG365gfRih0AACyDWTNSO3bsaLSTlD5dprj9OQdTAAByFCFlpGQ63snUpMwdZ444CNEsq+vQL1Ysu48ZSQf+/KfB1+gyXFnWd+nAEXXgwo0reHyST0gwdR42iE5t3m5AaZ/h80gxnkdqyO03kYefryhlPPKP7nkXAQDAPCx6jBQAgC3zDQshN28vqq6qovRL8ebeHavAE9XmZ2SK9bDOV0vHWUDbCLGM6ttL6w919o6OlFRSSKMfupdm/fQVTZylrGo4v1d7rO3h1evEcugdN+u1LxzIsYoy4wIpV08PGjB1sljf9tMyqq2pMeh1AACgZSGQAgCwUOFdlNmo9IvxKOkyQIqqDFJznJSdvT35hoeKdTcvLwrp1IFCojvQI998Qi9u/JP+SDgjAqkO/XqTvaMDpccl0ImNW7Ved//Kv8WE7zGDB1BAZFv9S/sMbDbBbd2rKirEekjHKBFA/bd1p0GvAQAALc/i258DANiqiG5oNGFseV/3MSPU48uYT0gQOTg6qn/u0Lc3Db5tKoXFKLNWbg6OdGDtBjq7Zz9dPHCYclOUE/5qyktNp3O79lG3UcNoyG1T6Z8PP290P5xcXcSSW9cbirNSfmHKwC/h2Ekqycs3+DUAAKBlISMFAGChwjp3Ekt07DNMsmo8mTS+jAW0U5b1SUbed6cIonj80lf3PkqPdu5LK+e9K8ZO6QqiJHuX/ymWA6dOIQcnp0b3w9lVVdpnYEaKFas697FTW3YY/HwAAGh5CKQAACyUT7BywvHsK8oJaMGwzn3BHaLUwY5/hDKQkjI70nipw6vXUkZcgl7Njdi5PfupMCtbjF2LjO3R4HY87opLBI1pNqHZuY+d3oayPgAAS4RACgDAQnG3NlZcZzJyaBx31+OAiQMZHgelmZE6sWmbaN4h2fPrCoMOJ0+KfOnQUbEePbBfkx37jGl/rtlwgrORjWXIAADAfBBIAQBYfCB1tcwL9COVQ0rjpALahYtl+sU4Sj59Tt2VLyNeOT+UIS4dOCyW0QP6NriNNNdUdWUl1VYb3m0v8bhy/qr9K/42+LkAANA60GwCAMACuXp5qkvDinPRaMCYcVIxQwaKcVLcxNxfVcrHZZK7f11BngH+tH7hIqPOzaWDyoxUu17dRUMJXc0kjJ1DSrPV+oX9h6ggI8uo5wMAQMtDIAUAYMHZqLLCIqrRKEUDw8ZJhXeJEeOf/COUGanspBTK2XuAjq3daPShzElOoby0dPINDaH2vXvRhX0H623jrnH+jKFQKBBEAQBYOJT2AQBYIJT1maZzH3c+9AkJFpmjmupqykszzXijSwePNDpOKlA1JguNQgAA5AuBFACABUIg1Tw5V5KpvKSEHF2cqevIoep5oIwZr9RYeV9DgZQ0YW/2lSSTvB8AAFgeBFIAABYcSBWh0YTRpXGp5y6K9QE3ThbLnCTTtZGXMlI8abKzu3K+KE0B7ZSBVNZlBFIAAHKFQAoAwAJ5omOfycr72vXsph4fZcoW61y2Z+/gQB369q73eCAyUgAAsodmEwAAFsjD308s0frceHuX/ynmj3L38aHamho6sHI1mRJnpfj1ubzv7K696vu5uYU04W/WZUymDAAgVwikAAAsEMZINV9W4hX6ftZz1FJ4Yt7Bt95Yb5yUd1CgGJtVU1VNeamYTBcAQK5Q2gcAYIE8/DEZr6WTxkmFdelErl5e9RpN5KakikwYAADIEwIpAAAL5OmnKu3LyTX3rkADirJzKCM+kezs7Khj/6vjpLjcj2WbsLkFAABYHgRSAAAWCKV91kHXfFLo2AcAYBsQSAEAmEmfSePp7T0bqd+UiVr3cyc4N29lqRiaTVhfIBUYicl4AQBsAQIpAAAzGXzbVHL18qTb5r1I4V1j1Pe7+/qIJY+vKS0oxPmxYHGHlBPzhnbqqM4iShmpbMwhBQAgawikAADMwNnNjaJ69xLrjs7ONP3j+eqGBeqyvrx8MbEsWK6S/AJKPa+c+LfjgL6i9bl/23Dxc9YVTMYLACBnCKQAAMyAL7rtHR0oNzVNNCXwjwiju//3f+JCHOOjrMulg8qsVPSAvuQXES4C4+qqKspPyzD3rgEAQAtCIAUAYAadhw4Uy7M799Lip1+mqvIK6jZqGI2dcR9an1uZS4eujpPqPXGcWE88dhKtzwEAZA6BFACAGcQMUQZSF/YdFKVhK9/5QPw8cdbD1Pvaa8Q6Gk1Yh7jDx0TQFBQVScPuvEXcd3j1WnPvFgAAtDAEUgAArcw3LERcdNdUV6u7vh1a9S/tX/E32dnbU/fRw8V9xTl5ODdWoLyomFLOXRDr3kGBVFFaSic2bjP3bgEAQAtDIAUAYKZs1JWTp6m8uER9/1/zP6akM+fUPyMjZX3jpNjJTduosqzMrPsDAAAtD4EUAEArC+7QXiwvnzytdX91ZSUteeZlKi1UtjwvyMzCubESlw4eVq8f+htlfQAAtsDB3DsAAGBrXNzdxVLXHFG5KWm06JGnqNeEMSKzAdYh/shxyr6SLLKI8YePmXt3AACgFSCQAgBoZc4eykCqovRqWZ+mpNNnxQ2sR2VZOc2ffJtoX4+5vwAAbANK+wAAWpmzu5tYlheX4tjLDIIoAADbgUAKAMBMpX2ajSYAAADAuiCQAgBoZS7q0j5kpAAAAKwVAikAgFbm7CaV9iEjBQAAYJOBlKOjI8XExJC9vb3p9ggAwFYyUiUIpAAAAGwqkHJ1daXvvvuOSktL6fTp09SuXTtx/2effUZz58419T4CAMiz2UQJSvsAAABsKpCaP38+xcbG0ujRo6m8vFx9/+bNm+mOO+4w5f4BAMiKg7Mz2TsoZ56oQGkfAACAbc0jNXXqVBEwHThwQKvVK2enOnbsaMr9AwCQFRcPZTaqtraWKsvKzL07AAAA0JoZqcDAQMrMzKx3v7u7O+bQAADQo/V5ZWkZ/r0EAACwtUDq8OHDNHnyZPXPUlZqxowZtG/fPtPtHQCATBtNlKPRBAAAgO2V9r388su0bt066tatGzk4ONCTTz4p1ocOHUqjRo0y/V4CAMgEWp8DAADYcEZqz5491Lt3bxFEnTp1iiZMmCBK/YYMGUJHjx41/V4CAMiu9Tk69gEAANhcRorFx8fTI488Ytq9AQCQOWfMIQUAAGC7GalJkyaJLFRdfN/EiRNNsV8AALKE0j4AAAAbDqTeffddsre3r3d/mzZtxGMAANBEaV8pSvsAAABsLpDq1KkTnTlzpt79586do+joaFPsFwCArNufl2MyXgAAANsLpAoKCqhDhw717ucgqgQtfQEAGuTsrpyQF+3PAQAAbDCQ+vvvv+mTTz7RCqY6duxIH330Ea1evdqU+wcAICvo2gcAAGDDgdQLL7wgMk9cysfd+/h29uxZysnJoeeee870ewkAIBPOKO0DAACw3fbnhYWFYvLd8ePHU2xsLJWVldHJkydp165dpt9DAAAZcVGV9lWgDBoAAMA255FimzZtEjcAADAsI4UJeQEAAGwkkJozZw4tWrSIKioqxHpjPv/8c1PsGwCAbMdIoWsfAACAjQRSTz/9NC1btkwEUrzeEIVCgUAKAKCp9uco7QMAALCNQEqzQ5+u1ucAAKB/+3OU9gEAANhY1z4HBwe6dOkSdenSpWX2CABAptq0aXO1tA8ZKQAAANsKpKqrq8nFxaVl9gYAQMac3FzV6+XFpWbdFwAAADDDPFJffPEFzZ07l+zt7Zv59gAAttexr6a6mqorKsy9OwAAANDa7c8HDBhA48aNowkTJtCpU6fE5LyabrnllubsEwCAzOeQQjYKAADAJgOp/Px8Wrlypen3BgBAxtD6HAAAwEYDKR4o/fzzz1NMTAw5OTnR1q1bad68eVReXt5yewgAILPSPjSaAAAAsLExUq+88gr973//o+LiYkpJSaEnnnhCjJcCAICmobQPAADARgOp++67jx5//HGaOHEi3XTTTXT99dfTtGnTRKYKAAAah9bnAAAANhpItWvXjtauXav+ecuWLaRQKCgsLKwl9g0AQJ6T8RZrN+gBAAAAmQdSPBlv3fFQVVVV5OjoaOr9AgCQ7RgpdO0DAACwwWYTP/30E1VozH/Ck/N+/fXXWi3Q0f4cAKA+Vw8PsUSzCQAAABsLpBYvXlzvvqVLl5pyfwAAZMvFUxVIFRWbe1cAAACgNQOpBx98kExpxIgRop16v379xDirqVOn0t9//61+nBtazJw5Uzzu7+9PvXv3phMnTmi9hrOzM3300Ud05513ivUNGzaIhhiZmZkm3VcAAFM1myjDGCkAAADbGiNlau7u7iIwmjVrVoOP7969m+bOndvgayxYsEB0D7ztttto1KhRIiD7888/W3CvAQCamZEqRkYKAADApjJSprZ+/Xpxa4hUNhgZGanzcS8vL3rooYfo7rvvpm3bton7HnjgATp37hwNGjSIDhw40EJ7DgDQjDFSKO0DAACwemYNpJqLS/6cnJxo8+bN6vvOnz9Ply9fpiFDhjQYSPFzuAxQ4unpqbVsTeZ8bzA9nE/5MsW5dfNSPrdNTS1+5y0Ifm9tA86zfOHcypenma6T9X0/qw6kQkJCRAfBgoICrfszMjLEYw156aWXaN68efXuT0lJIXMx53uD6eF8yldzzu2ic0epuLqSNqxdSyGuyuwUWA783toGnGf5wrmVrxQLvU626kDKWPPnz6ePP/5YK+rkExQeHk5FRUWtui/mfG8wPZxP+TLFuX1p0yoxKe/gfv0pNznV5PsIxsHvrW3AeZYvnFv58jTTdbL0vrIOpNLT00WJnre3t1ZWKjg4WDzWkMrKSnGri0+QuYIZc743mB7Op3wZe27b2NmJIIrlZGRSMX7fLQ5+b20DzrN84dzKV5GFXiebtWtfcx05ckQEROPGjVPfFxMTI5pT7Nu3z6z7BgCgq/U5K0OzCQAAAKtn1owUtzePjo5W/xwVFUWxsbGUm5tLSUlJ5OvrS+3atRMtzVnnzp3FkrNNPA6qsLCQvv/+e1Gmx8/hnz///HPau3cvOvYBgEUGUlUVFVRTVWXu3QEAAABrzkj179+fjh8/Lm7SnFC8/uabb4qfb7jhBvHz2rVrxc/Lly8XP/MkvZKnn36a1qxZQytXrqSdO3eKIOvmm2820ycCANDNRWp9jsl4AQAAZMGsGakdO3ZQmzZtGnx88eLF4tYY7to3e/ZscQMAsFSu0mS8KOsDAACQBaseIwUAYG0ZqbLiYnPvCgAAAJgAAikAgFbg4qkcI4XSPgAAAHlAIAUA0ApcpTFSKO0DAACQBQRSAACtAM0mAAAA5AWBFABAK5b2YYwUAACAPCCQAgBozYwUSvsAAABkAYEUAEArcFVNyItmEwAAAPKAQAoALF73MSPI3deHrJkL5pECAACQFQRSAGDRel4zmh787H267fUXyZphHikAAAB5QSAFABatfe+eYtl56CCyd3Qka+WC0j4AAABZQSAFABYtLCZaLJ1cXah9bA+yVq4o7QMAAJAVBFIA0OJmfPUxzV78NTk4ORn83FBVIMU6DRlA1gqlfQAAAPKCQAoAWpSrlyd1HT6EovrG0pDbphr0XA9/X/L091P/HDN4IFmjNnZ2GqV9xebeHQAAADABBFIA0OKBlGTcw9PJydVV7+eGdlJmo0ryC8SybfcuWq9nLZzd3dTr5UUlZt0XAAAAMA0EUgDQKmODGGeXRky7Xe/nhsZ0FMtLB49QRnwi2dnbU8f+fcnauKom462urBQ3AAAAsH4IpACgRbl5eYllbW2tWI5+4G69s0pSo4m0i3F0Yd9BsR5jZeOkRFmfp7Ksr6wIZX0AAABygUAKzMLdx5tmfvs59ZsyscltrbnlNVwt7bty8rQIiDiwGj39boNK+9IuXKKL+w+J9ZjB1hNIte/di949vJ1ufP4p8XN5Mcr6AAAA5AKBFJhF9KD+1Glwfxp+922Nbhd77Tj634EtYgnWXdrH45zWL1wk1kfcczt5+Pk2+jwu4wvu2F6sp12Io7jDx6imupoC27cj39AQk+/ngKmT6frn5pCji7PJXnP43beSg6Oj+K4zNJoAAACQDwRSYBZOqovVpi6mO/SNFReikVY8f5Ctc1WV9pUVFtF/W3fSlVNnyNnNjcbOuK/R5wW0iyBHZ2eqKC2l3JRUkc1J+u+seKzTIGVgYko3PP+EyJQ9tPBDgxpiNIQ/Y/fRI7TuQ6MJAAAA+UAgBWbh4KxfIOXsrhxb4mjE/ENgWaV9pYWFYrnu82/EctgdN5NPcFCDzwvuGCWW6ZcSSKFQiPWWGidl52CvHsvFQdpTv/1AN738LA2+9UZq17ObmAzYUN3HjhDPy01JE0EkK0PrcwAAANlwMPcOgG2Syqf4QpP/cs9ZB12kuXccnBFIWXtpnxRMcDDEZXod+/eha2Y+QCveeE/n87yDAsQyPz1Dfd+F/YdowmMPidLQNm3aqAOs5u/j1eYXHPAFd2gvbhJulJGXkkYHs1L0fs2+100Qy0Or1lB+eibd9sZL6owaAAAAWD8EUmAWXLIl4axUg4EUMlJWz02VkdLsWLfus69p9pJvaODUKbTth2WUk5Rc73keqol4i3Jy1fdxwwr+rnAb9ZBOHUUTClNmzXgf37/hLuo0ZACFdYqmsM7RFBoTTV6BAeTfNpz2ZCSRg1PTzU/cfX0oZohy8uCj6zZR9uUkOr1jN5Xk5ZtkfwEAAMD8UNoHZqE5oN/Dv+HyPmcPN61SQLDuMVKShGMn6eyuvWTv4EATZ83Q+Twvf3+xLMrOUd/HzSY4m2Xq7n3qYK+wSARuR9dsoDULvqBFM5+mN8ZeT6+Puo4qSkqI818+ejS6iJ0wVny2K/+dEUEUQxAFAAAgLwikwOwZKc4uNETKSKG0z3qpsz2qMVISaaxU70njKSS6Q73neQbUD6TYhX2qNuiqjE9LBXuainPzKC8lXaz7hYfpXdZ3bO0mk+0jAAAAWBYEUmARpX0NkcZIodmEDMZI1ZmMNuXsBTqxcSvZ2dnRxNmP1HuelKksysnTul+aT6pDv94mm2PMrU5DDF24cyDzjQht9LV8w0Ioqm+sGFd1fP1mk+wfAAAAWB4EUmD+0r5GAilnd6m0D80mrL9rX/1sD88rVVtTQz3HjaK2PbppPebVQEYq/VI8FWZli0Yl7U3UFv9q1kx3RkozkGoqI9Vn0nixjDt4VOwnAAAAyBMCKbDY0r42dnaio5/Y3gljpKyV1Fa8bmkfy0y4TEfWbBDr1z7+kPp+7sinbjZRJ5CSuvcxbgph6mYTDeGufcw3vPGMVB9VWd/RtRtNsm8AAABgmRBIgcVmpKRsFENGyjpx1sjeUdkctKxQd5Cy5bvFYhkzeKD6e8GBDU/EzIpytUv72MX9h9XPMW2w10hGKrnpjBR3EgyLiabqyko6tWW7SfYNAAAALBMCKbDYMVJSownmgAl5rZKU6ampqqbKsjKd22QlXqH8jEwRcLXr2V0rS1laUEg1VVX1nnPxgDIj1bZ7F/V7mGI/GxsjJWWkfEKDRba0sbK+s7v2NRqUAQAAgPVDIAWWG0ipGk0ot8cYKWskdcNrLEBhCUdPiCU3adDs2Feoo6yPFWRkUUZ8ItnZ21PH/n0N2if/iHDqOnKYwWOkCjKzyK5NGxHUewcFNtqtD2V9AAAA8odACsxe2tfQGCmtjBQCKevu2NdEdkYKpDrUCaSKNSbjrUvq3hc9UP9AashtN9Hzfy2jGV98SO1je+qcR6ohitpa8nJUfm95ct66+PX8wkOpvKSEzuzYo/c+AQAAgHVCIAVmz0i5+/qIzEJdzpoZKTSbsEpuejRxYPGqQCoytof4Lng20mhCcuW/s2IZGhOtV2Zs+oL5dOv/vaAO4oOjo/TqLKjJR/U9DNARSPWZrMxGndq8g6orKprcJwAAALBuCKTA7Bkp5u7j3XhpX53toXk4cJg45xExF1NLamqiW82W5rwNZyHDOkeTZ4AykCpsJCOVfjFOLEM7dWz0tTv070PPrVxCva4ZTdVVVaJToDTfU1OTBtfl7eQilv5tI7Tut3Owp9gJY8X6MXTrAwAAsAkIpMDsGSkmtbrW5KLRtY+ZavJVIOo3ZSKNf+QBmvXTV3Tn269qdUhsmdK+xgMULptLOH5SrEf1iSVP/6ZL+3iMVE11tQjCvQID6j3Oma1rZz1Mj32/kHxCgkUA9dm0GXRw1RrxuG9oSL2ufU1npKRAKpxcPD3U38noAX1FFq0oJ5cuHlB2FAQAAAB5QyAFZg2kqlQlUJ7+vo2W9imfg4YTpsINFyQDbpxM1z0xk1qCPvMzSRKOqgKpvrF6lfZxi/HsK8n1slIcQPFYqLmrf6MJMx8kOzs7OvjXGlpwxwOUcvYC5aWmi+38wkLV20vZzzI9S/t6jBlB7+zdRI8u+lT8LDWvOL1tl5hgGAAAAOQPgRSYhaOr8i/70kWtrs59ms0mGBpOmI5PSJBYXjp4RCy7jhxKLUHfsUcs/vAxsYwZPEA0bWCF2Q1npFiajvK+8Y8+IMZCBbSLoJK8fPr5+ddo+f+9o26/npeWrlXaJ2XNWFlR4/vp5+yq1Y6/Y/8+YoxWN1UgdXbX3iY/JwAAAMgDAilodTwHjzTZqnRRq7O0r25GCg0nTIbnQmIH/lwt5njiDJUUvJiSPhPdSi6f/E98Hzj4CoqKbLK0TzOQ4olwJT2vGS2WW79fQm9fexMdX79Z6zm5qvmguIU5j22Sgj3utldb3Xg2ydfZlVa98yGteu8TOrd7v7hv4uyHRdDGGbIL+5SdBAEAAED+EEiBWcdHSRkpT2SkWjx4jb12HPkEKzNRPGaIZcQl0pVTp8V69MD+ZhsjxRQKBR39d6PWfQ3NI9VQwwkOiqT1HUt+o8qy8nrP4eCMgx4u6eNgSt+GGJLj/26kXUuX074/Vomfe4wZKZZxh481OOkwAAAAyA8CKWh1mh341BkpP78mx0hJ5VRguM5DB9J9H75Nt7z2gmiQ4KWapyk/PYMuqsr7Og3qZ9YxUuzIP+vU67W1taI0rzFpF5SBVHDH9iJY5PbpLCvxChXn5jUYsOWlZYh137BQveaQ0oXL+DQnGj67E2V9AAAAtgSBFJgtI8VZgcLMbLEeGNm23nZ1O8mh2YTxOGBgEd27qLNSnK0pyS+gS6ouc9EDTRNIcUBz+xsv08xvP1eXC+obpHAnvqQz58Q6B1FNNW7ITUmlitIy8Z3i8jru+McSjikbVzREPU4qNMSgcVyaaqqq6MTGreqfzyCQAgAAsCkIpMBsGamq8grRKpovlrlTW2D7dk00m8BcUsZy81aWr3EmKqxLJ3U2iiWe+E+cC24hHtyhPTXX6PvvpkE3X0+dBvdXlxBqZm6acuSf9U127NPMLmXEJYh1LumL6ttLv0BK6twXHqoxh5RhgRQ7tOpfsUw5d4FykpQdBAEAAMA2IJACs7Y+58zA2V37xM9Dbr+piWYTKO1rbiDFugwbrBVIcWYl4dgJsR49qHnjpCK6daFJsx8V65ztkuhb2scOrPyb9q1YResXLtJre6nhBE+I2657N7EufR59MlKGNMSo6/KJ/+jTaTPo+9nPGfxcAAAAsG4IpMB8GSnVHFJ7l68UywE3Xqc1fkoq7eOucgztz00USA1XBlLSOCEmTSLbqRmBVES3zvTAZ++RvaODKHn78OZ7RJkeBzpS0KYPLjlc8cZ7dHr7br22P7x6rchq9p54jfj+8NgoHiPVGKlzH7dAv1rap3/WTNOVk6epICPLqOcCAACA9UIgBebLSJUrA6nzew5QTnKKyAzwxXDdjFRxnrJpADJSxpMaKjCp3C5flZVhFw8oG050HNBHjHEyVJ9J42n24m/E+Cse5/THG+9RYVY2fXLHA/TRLfc22Va8OeKPHKe1n36l/jnxeONlffUzUsaX9gEAAIDtQiAFZi3tk8a5SK2kh95xc70xUlL3NYyRMp6rRkZKkp+eqV5POXtelN9xMBveJUbv1+Wga/JTj9E9778pskFndu6hz6bN0Gp3zue3pW37cRkd/XeDWD+zY0+T2+elqjJSocHqY4NACgAAAAyBQArM2mxCcvCvNaKLX7se3cQ4GydXFzHPj3YghTFSxpLGAWnK0yi349K4uMNHDWqDzhnDBz9/n8Y+dJ/4ect3S+iHOS9QeXEJmcMvL71B7994l/guNaUgM0t8Zm6pLzXYMLRrHwAAANg2BFJg9oyU1OpaaiXNWSlnVTaKL3ZLC5TZDZT2mWaMlKTuuKVLqvI+fcZJ+beNoCd/+Z66jRwmxjQtfeH/RHmdoraWzEV08ItP1CsDxqWG+RnKjJwUSOkzaTAAAACABIEUmDEjVa51/97lf6nH23ATAFZRUqoOuJCRan4gxVm/hgIpqeFEVN/eZO/g0OjrTZ37FAVFRYrXWDj9UTq2bhNZm63f/ayVFZUCdgAAAAB9IJACszeb0GwSkHrhkijrG37XreK+8pISqq5QXvwjI2Xk8XZxVh/zpP/Oqssl6x7/9EvxVJSTK45/ZGyPRl9TmvPrl5ffpJSzF8ga7fvjL5o/5Tba+/tfIhtqrZ8DAAAAzAOBFJix/fnV7Ihk729/iqXUvY/H21SpsihoNmEcV9X4qJrqarp86nS9RhOaLh1UlvdFD2x8nJRngJ96rJE147blK996n5Y8+4o4PgAAAAD6QiAFFjFGSsKd1zgLJZWWcWmflJFCaV/zyvq4dO3KqTNiPT0uXue2UnlfdCMNJzgQljoqFmXnGLlXAAAAANYNgRRYTGkfqygtpSP/rFf/zBmpalXAhdK+5gVS3N775KZt9MOc52n1+5/q3FZqOBHZq4co8dPF099Pff440AUAAACwRQikwIylffUDKcZjViScnbpa2of2581pfc4ZKe6qd3r7birJL9C5LU+MnJuSRg6OjhTVJ1bnNh6qQIrHUwEAAADYKgRSYFEZKZZ+MY7ijxyvV9qHjFTzS/v0IY2TaqgNuleAv1gikAIAAABbhkAKLC4jxdZ+9jVlX0mmk5u3odmEqQIpPedJuniw8XFSUkaqGBkpAAAAsGEIpKDVOTSRkWIJR0/Q/Mm30bld+642m3BybLV9lBNXL0/DMlKqcVLhXTurO/7pGiNVmINGEwAAAGC7EEiBRWakNEnNJhycMEaqWc0m9AykCrOyKSM+kezs7Khj/z4NBlLFOXlG7Q8AAACAHCCQAotqf66L1GxCeh60bGkfizt0VCzb9+7ZYCCFMVIAAABgyxBIgcU1m6jramkfMlKt0WyCpZy7IJahnTrWewyBFAAAAAACKbCC0j60Pzdd+3N9pV64JJZhnaMbbn+OyXgBAADAhiEjBVaQkVJNyIt5pFotI5V+MV4svQIDyMPPV+sxzwCU9gEAAAAgkAIzZqTK9dq+CqV9JhojVaT3cyrLykT7+brlfXzuXNzdxTranwMAAIAtQyAFlp+RQrMJvUR060wh0R207rNzsCcXD3eDuvZJUs9fFMvQmOh646O4LLO8uMSg1wMAAACQEwRSYPFd+9Bsoml+EWE0Z+m39Pxfy2j6gvnqgMrVUzmHFCsrKjboPKWpxkmFxnTUMT4q16DXAgAAAJAbB3PvANgeJ1cXA5tNqOaRwhipBkX17kUOjsoJi3tdM5p6jB1Jx9dtoqNrN4n7ygqLqLamxqDzlHohTizDYjpR2+5dqc9149XBFVqfAwAAgK1DIAWt+4XTaGFuaPtzniDW3sGBaqqrW2z/rFVEty5ieXLzdhEw9b52HPWdfK24GTqHlEQKmkKio+ihLz4UZX1SAIXxUQAAAGDrzFraN2LECFq9ejWlpKSQQqGgG2+8sd42b7zxBqWmplJpaSlt2rSJoqO12zH7+vrS0qVLqaCggPLy8ui7774jd9VgeLDcRhMGlfZVVqnXkZVqeHwU+2/rTvr5uVfpo1vvo9Pbd6sfL8krMPhc5aakUnlJiQh+pbFRmEMKAAAAwAICKQ54Tpw4QbNmzdL5+AsvvEBPPPEEzZw5kwYNGkQlJSW0YcMGclaNsWHLli2j7t270/jx42nKlCk0cuRIWrRoUSt+CjBmfBRnlWqrawxqNqH5fLiqjZ0dhXeNEespZ8+rG0X8MOd5+nTaDDq8eh1tXvSjwYeM/7ghtUHn7GHKWeUkvQylfQAAAGDrzFrat379enFryFNPPUVvv/22yFqx++67jzIyMmjq1Km0fPly6tKlC02aNIn69+9PR44cEdvMmTOH1q5dS8899xylpaW12meBlmk0IeHt+bmapYGgFBjZlpzd3KiyrJwyEy5rHZYrJ0+Lm7HO7t5H7Xp1p7/e/ZjSL8XTE0u/FfcjkAIAAABbZ7FjpKKioig0NJQ2b96svq+wsJAOHDhAQ4YMEYEUL7mcTwqiGG9fW1srMlirVq3S+dpOTk5aWS1PVWczadmazPne5uCjKhGrqawy6DPz9hxI+fj5Uk1JKVkqc5zP6L69xTLjUhy5u7mZ9LUP/LKCTq7ZIJpVsNNbdlD3caMoJy7RZr6ztvq7aktwbm0DzrN84dzKl6eZ/t+r7/tZbCAVEhIilpyB0sQ/S4/xMjMzU+vxmpoays3NVW+jy0svvUTz5s2rdz+P1TIXc753a0ovLaZf4v+jkKAgERjr6+tzR6i0uooOHjlMgS6WPwauNc/n9rREOpqTTtePGksLjGgqYYhahYKKqyrpmQOHyFbZyu+qLcK5tQ04z/KFcytfKRb6/16LDaRa0vz58+njjz/Wijr5BIWHh1NRkfIv763FnO9tDpG9e9IDX35ECZfiyGvAaL2f99TKJeQTGkIjR41WjwOyROY4n/d/8SG179OL5j3zHE1VtTsH07O131VbgnNrG3Ce5QvnVr48zfT/Xul9rTaQSk9PF8vg4GD1uvTz8ePH1dsEBQVpPc/e3p78/Py0nlNXZWWluNXFJ8hcF0jmfO/WVE0KsawoLTPo81aqWqVX1lRbxXFqrfPZpk0bCumknDD34tETVnFsrJ2t/K7aIpxb24DzLF84t/JVZKH/7zVr177GJCQkiGYR48aN04oOeezTvn37xM+85Pbnffv2VW8zduxYMd8Qj6UCyxPQNkIsc1MNawQiNadAswltPiHB5OLhLjobZsYnmuw8AQAAAIAFZ6S4/bnmvFDcYCI2NlaMcUpKSqJPPvmEXn31Vbp48aIIrN566y0xp5TUROLcuXO0bt06+vbbb0WLdEdHR1q4cCH99ttv6NhnoYI7tBfLjLgEg54nTcrr6IyufZrcvL3U80TxRLwAAAAAYAOBFLct3759u/rnBQsWiOVPP/1EDzzwAL3//vsi2OJ5oXx8fGj37t00ceJEqtBonT1t2jQRPG3ZskV061u5cqWYewosU3DHKLHMSDAse1KlKsV0wDxSWlw8PcSyrLjYVKcIAAAAACw9kNqxY4cY49GY119/Xdwawu3POZiClhcaE01+4aF0etsuo18jKCqyWRkplPZpc1UFUuVFCKQAAAAAWpPFjpECy+Lk6kKPfb+QHvzsfQps386o13D38SZP1TxSWYlXDHpudaUyC4nSPt2BVJkFDsAEAAAAkDMEUqCXftdPEoGQ5jgnQwWpnpeTnEqVZeUGPbcKGSmdXFQTxiEjBQAAANC6EEhBk7j8cuQ9d6h/9g0NabCDnFdQYJPjozINHB/FuCsdQ0ZKm6uHcnLiMpT2AQAAALQqi51HCixH52GD1GObmG94aL1tHF2c6enlP4rOcf+77laqUs37pCk4SurYZ3ggJWWkHNFsQouLlzIjhUAKAAAAoHUhIwVNGjFNmY0qyskVS7+w+oFUYGQ78vDzJa/AAOo8dJDO1wnuaFzrc1ZRUiqWzu7KDAzUaTaBrn0AAAAArQqBFDSKx0N1GT5YZJo2ffNjg6V9Ae2UE+2yHmNHNfhaxrQ+1wwUePJZuMpVNUaqrBBd+wAAAABaEwIpaNTwabeL5X/bdlHcoaNinVug1+XfNly93n3McLJzsNd63NndTYyhYhnxxgdSrqpSNiCtwBJd+wAAAABaFwIpaJCbtxf1v36SWN+1dDnlpaar7+fASFNA26sZKTcvL+rYv6/W40Gq8VEFmVlGdZgrKyoRS2SkdGekUNoHAAAA0LoQSEGDBt96o5g/KvnMeYo/cpwqSkupJL9APOZbZ5yUVNonPd5z3Cidj2ddTjLqiF8t7VOOCQIlVy9pHimU9gEAAAC0JgRSoPuL4WBPw+66VazvXLpcfX9uaprOcVJSad+e31aKZY+xI0Xb9LqP5yanGnXEpUBBaq4ApBVYlhViQl4AAACA1oRACnTqdc0Y8gkOosLsHDq+frP6/ryUtHrjpBycndWB1f4Vq6i8uIS8gwKpXa/u6m38I8LEMjsp2agjLpUDorSvoa59ytJHAAAAAGgdCKRApxH3KJtM7Fv+J9VUVanvz0tLr5eR8lcFVXwxX5CRRWd27hE/99To3idlpHKSUow64ijtq8/ZzY3s7JVNPdBsAgAAAKB1IZCCejiT1D62J1VXVtLeP/7SeixXR0bKX9VoIvuKMtt0assOsex5zWj1NgERym1yjC7tU2ZceMxW3Y6AtsrFU9mxr7qqSucEyAAAAADQchBIQT3D7rhFLI+u3UjFOXlaj6kzUmEh9RpJSGV753bto6qKCnF/SKeOovTPOzhQPJZjZGlfRcnV0jVXNJzQ7tiHRhMAAAAArQ6BFNQT3FHZqvzUZmVmSVdGSqu0T1W2J2WkKsvK6MLeg2K917hR6tI/bohQWlBo1BHnCYG5ayBzUQUQtk4aH4WOfQAAAACtD4EU1OPi3vAkr1JGytPfT5TZac4hpTn+6dSW7WLZgwMpqfQv2bjxUZJyVXmfq6qkzdapO/bpOE8AAAAA0LIQSEE90mS7FSXKDJAmLiOTWm37hATrLO1jp7fvpprqagrvEkMxQwY0q/W5pAxzSemcQwod+wAAAABaHwIpaDCQKtcYl6SpIDNLLLnFOXeNk8r8NMc/cQkfT+LLBt40pd7jzWuBjrmkNMdIYQ4pAAAAgNaHQAq0tLGzE221G8pIaQZSXkGB5BXgT/aODqJzXGFmttZ2Uvc+6fWyjWx9XjcjhdI+0gookZECAAAAaH0IpECLs5urer2hQKowSxkweQcFqMv7eP4ohUKhtd1/W7WbVTS3tA8ZqYaaTWCMFAAAAEBrQyAFOsv6aqqqxTxSunDQJJX2+YQEqe7L1Lnd5ZOn1T9rjqEyhpR5cVEFELbORTVGCl37AAAAAFofAinQIpXhNTQ+SjMj5RV4NSOVryOQ0sxKcWCWn657G0MzUlImRh9jH7qXHvriQ3JwciK5wTxSAAAAAOaDQAq0uHi4N1rWV7fZhHewMiOVn56hc9tj6zaJTFLckWOkqK1t9a59o++fRt1GDqMO/XqT3LiqzhUyUgAAAACtz8EM7wkWzFk1h5Q0+a0uBaqmEt7BjZf2sbzUdPrfdbeKSXqbS13apwogmsLzXLn7eIv1sJhourBPOUmwXEgTE5djjBQAAABAq0MgBbpL+1RBS2MZKc8Af/INU7Y+b6xsryQv3yRH2dDSPqnskIXGRJNsm000cq4AAAAAoGWgtA/0noxXUpyTS7U1NWTv4EAh0R0aLe0zJamETd/SPilbxkJjOpLcSE03MI8UAAAAQOtDIAW6x0g1UtrHQVRRTq5Yd3R2brTZhCmVq8dI6Vfa5xOizJax4I5RZOdgT3LMSEmZOgAAAABoPQikQEtTk/HWLe9j3Ca9JNc05Xt6ZaQ8Dc9IOTg6UlBUe5IL7kIoBbFSEw4AAAAAaD0IpEBnaV9jY6Q0W6BL2ai6k/G2ZEbK1cPwMVIsTEblfW7eXursYFNBLwAAAACYHgIp0OIijZFqpLRPc1LeuustSQruHF2cyd7RUe+MlDSGSE4NJ3xCg9WZwea2lQcAAAAAwyGQAt3tzxuZkLdeRqoVGk3UzZLp07lPykid33tAdoGUX6iqW2Ja6xx7AAAAANCGQAp0l/YZMEaqsdbnpsSZl3JVgKdPwwkpkDqzc69YhnWSTyAltZ3PS0s3964AAAAA2CQEUqC7tK+JjJR2aV/rBFKaHeqaaoHu6uVFzm6uYv3c7n3qCYSlCXqtnY8qI5WbikAKAAAAwBwQSIFRXfvMUdqn2bmvqdI+aXxUcW6emBA4K/GK+Lltj64kB76qQAoZKQAAAADzQCAFWpxVJXOWWNqnOU6qqdI+qawvTxXkXT55WiwjY3uSJdCnWYZepX3ISAEAAACYBQIpMKq0jzvh5aakicAm+0pyqx1F9aS8TWSkfKWudqpAKvHEKbFsH9uDzG3KM7Np/sGt1LZ71+ZnpFLTTLhnAAAAAKAvB723BJsq7WsqI8U+vfshMSlsU63SW6K0TwokmspISdmyyyf+E8t2PbtTGzs7s7UMD2zfjkbeewfZOzhQj7EjKen0WYNfg4NIqbSxNcsqAQAAAOAqZKRAZ9c+fSZ55fFHrT1G5+L+w2I54p7byd3Xp8kxUlKgkX4pXgR8XBIY3KE9mcu1j88QQRRr272LUa8hBZE89quyrNyk+wcAAAAA+kEgBWpOri5kZ2+vdyBlDof+/pdSzl4gNy8vmjTnUfX9Ds7O5OHnS/4R4dR52GBq16ObVkaqtqaGrpw6I9YjzVTeF9a5E/WZNF79c4SRpX1SIJWL1ucAAAAAZoPSPqhX1ldbW0uVZWUWeWS4JO+v+R/R7CXf0KBbbqDYCWPFfts76v4qZ8Qnqte5vK/ToP7UPrYnHVi5mlrbxNmPiOWJjVup++jhohW7X3ioGGtmCDSaAAAAADA/ZKTAqLI+c0o4dlJkpuzs7MjN20sriOLyveykZBEoffv4M5R6/qL6sUTVOClzZKQ4eOPgqaa6mtZ++hWlXrhkdFYKrc8BAAAAzA8ZKVCTWoq3ZvMIY/0+bz7t/Hk5VVdWiv3l4K+itKzRJhJXTioDKR4j5eHvS8U5ea22v5OenCmWh1b9K7ocJp8+J8oPeZzU5ROnRAe//7bu1Ou1kJECAAAAMD9kpKB+xz7VXE2WrLa6RmSbMhMuU0FGltjnpjrxleQXqMdJ9b/+ulbaU6KYIQMoekBfEfRt+voHcV/S6XNi2bF/X5q9+Bt64NP3qEP/Pga2Pm/dRh8AAAAAcBUCKVBzdne3itK+5tj3xyqxHHLbVGrTpk2rvOekOcps1J7lf1J+hrL5hdT2PLJXdzFOioXFdNTr9aQ5svLSMIcUAAAAgLkgkIL6Y6SsoLTPWMfXbxJzUQW0i6DoQf1b/P14rqh2PbuJY7r1uyXq+zPiE6iqvEJrW7+I8CZfz97RkbwCA8R6fhrmkAIAAAAwFwRSoOZiAxkpnnfp6L8b1FmplsQT/0qd+nYuXS7m3dIsTUw+oyzvK8zKFkv/iLAmX9PT308suUyQSxUBAAAAwDwQSEG9jJQ1jJFqjn1//CWWPcaMVAcmLaH3teMotFNHKi0spO0//VLv8b/mf0xrP/uaVr79ofiZ58BqirS/mkEZAAAAALQ+BFJgU6V9LO1CHCWeOCXapg+YOqXF3qfryKFiufe3P6m8qLje4ynnLtCWbxdT2sU4vQMpD1UgVZSTa/L9BQAAAAD9IZACq5tHyhT2q5pODL71hhZrOhEUFanVoa8h+WnpVFtTQ06uLk1myLwCEEgBAAAAWAIEUmBTY6QkxzdsobLCIpEFihkysEUDqcyExEa340l689Mz9cpKSRmp1pwDCwAAAADqQyAF9cdIlch7jBTjjnmH/1kn1ge3QNMJ7qzH83JxkJSTlNLk9jnJym382jbecELKWKG0DwAAAMC8EEiBTWakNOeU6j56uLqluKkERLYVSw6iOJhqihRsBTSRkUIgBQAAAGAZEEiBmm9YiFgWqCaNlbuMuARKOHqC7B0caOBNU1okkMpMvKzX9jnJqXrNJaVuNpGd0+x9BAAAAADjIZACgRsu+IWHapWZ2YK9qlbog265Qcz7ZPJAKr7x8VGSXNUxb2ouKWSkAAAAACwDAikQPAMDyNHZWavxgS04uXGbmNjWLyyUugwbbPpAKsGwjFRTzSbU80ih/TkAAACAWSGQAq1MSJ6qFbetqK6spMOr14r1ISZsOiEFUhl6B1LKjJR3cCA5ODvr3IZLEN28vcQ6mk0AAAAAmBcCKRAC2iozIfp0mJOb/Sv+Vk+g6xMc1OzXq6ipJq+gQLGelXhFr+eUFhRSmWrSXn9ViWVdHv6+YllTVS1atwMAAACA+SCQkvm4p9CYjmTnYN/ktlKTA6nEzJZw+d2lQ0fJzt6eBt58fbNfL6+iXCwLs3MMCnjUnfvaRTRe1pebRwqFotn7CQAAAADGQyAlY/1vvI6eW7mU5ixZJErG9Cntk5oe2Jr9qlbo3HSCA6rmyK0oM2h8lCRL1eEvsL1yIt+6PP39xRJlfQAAAADmh0BKxnqMHSmW7Xp2o6eX/0RRfXo1uK2/DWek2MnN20Wmh0v7uo4Y0qzXyq0sM6hjnyRTVQYY1L5d4x37cnObtX8AAAAA0HwIpGSKsyod+/dVN5Dgi/DHvv+Chtx2k87t/aUxUjaakaqpqqJDfyubTox96D71eCRj5KpK+wzPSCkDqcAGAilpDil07AMAAAAwPwRSMhXRrTO5enpQaWEhfXDTNDq+fjPZOzrQrf/3At36f3PJ3tFRva2Tq6s622GrGSm2749Vootf+9496aV//6ABN15n1OvkGVnaJ03eGxQV2XhGCq3PAQAAAMwOgZSMuHi4062vz6UO/XpT9MD+4r64Q8eooqSUfn7+NVqz4Auqra0Vbb4f+34heQYox9z4qcZH8XxK5arOcbYoJymZvnpoDl05dYZc3N3plldfEEGmIezs7Siv0tiMVJJYevj5kquXss25Jk9VlgyBFAAAAID5IZCSkV7jx9KQW6fSA5++R70mjBH3XTxwWP34th+W0veznhWd5Hi81NO//SjGT0mNJmy1rE9T4vGT9OndD4kyO0cXZ+o+erhBz/cJDaFahYKqysspPz3DoOdWlpVRfoZyMuSgqPrlfSjtAwAAALAcCKRkxCtQmWHiSVvbdusi1i/uP6S1zbnd++mTux6k9LgE0clv1k9f0ajpd4nHcm24rK+u4xu3iGXvieMMel5ApDIAyr6SbFSL8qyEhhtOXC3tyzP4dQEAAADAxgIpDw8PWrBgASUmJlJpaSnt2bOH+vdXlq1J3njjDUpNTRWPb9q0iaKjo8kWufv6aP1ckJmls7yML/I/mzaDTm3ZQQ5OTtSxXx+y9fFRdR1frwykugwfIkom9RXYvq1YZl9WlukZKrOBFug8F5hXYIBYR2kfAAAAgPlZfCD13Xff0fjx4+nee++lnj170saNG2nz5s0UFqYsR3vhhRfoiSeeoJkzZ9KgQYOopKSENmzYQM7OzmRreGyNZone6e27G9yWx0399NSL9Pvr/6My1biotItxrbSnli/9YpzI2nGg2X2Mso28PgIiVYGUqgOfoXR17mvXq7sow+RMY1VFhcElgwAAAABgeg5kwVxcXOiWW26hG2+8kXbt2qXOPl1//fX02GOP0WuvvUZPPfUUvf3227R69Wrx+H333UcZGRk0depUWr58OdkSD1VGav0X31JuUiqlXrjY5HMO/PkPnd21T4yVOrNjTyvspfU4sX4zhcx6mHpfO46O/LPOsEDK6IzU1dI+F08PmvzkYzT4tqlkZ2cnmoH8+fYHNt0QBAAAAMBSWHQg5eDgIG7l5couaJKysjIaPnw4RUVFUWhoqMhQSQoLC+nAgQM0ZMiQBgMpJycnrYyVp6en1rI1mfK9vVRd+GrLKignPpGcHRzJ2fNqm/OGKMor6PKhY+Tu5tbsfZCTxMPHxZLboet7fgJUmaTS7FyjzmlpVo5YBka2pZf+Wa5uMHH834208YtvqTS/wCzfUzDvvxPQsnBubQPOs3zh3MqXp5n+36vv+7Xh62iyYDwmqrKyku6++26Rabrrrrto8eLFdOnSJXrggQdo7969IphKT09XP4cDKB7of+edd+p8zddff53mzZtHcvPNuSNUUl1F93TsSUGu+o/rAd2qamvo8zPKZh2PdelHrg6NB6Wl1VX09bkjYn1Ot4HkaGd45Sx3/Pv8zEGqUTWq8HVyoWvCoqithzdOEwAAAEAr8vLyoqKiIuvMSDEeG/XDDz+IZhLV1dV09OhR+vXXX6lfv35Gv+b8+fPp448/1oo6U1JSKDw8vNGD1RJM+d6v7VxL9g4O1LdHTyrMyjbZPtqyZ1YtI6+gQOo3Yhglnz7X6LaRvXvSA19+RN6OztS+bVujz+dd779JHQf0pZ2Lf6U9y36nmqoqI/ceTMmc/05Ay8K5tQ04z/KFcytfnmb6f6/0vk2x+EAqPj6eRo8eTW5ubiIq5MzTb7/9Ju6XslDBwcFaGSn++fhxZVmWLpzh4ltdfILMdYHU3Pd29fIUQRRLT0rGxbeJ8JglDqTcAvybPD++7SKUS2fXZp3Pb2c9S47OTlRZpl3SCpbBnP9OQMvCubUNOM/yhXMrX0UW+v9ei+/aJ+HW5hws+fj40LXXXkt///03JSQkUFpaGo0bN04rguTuffv27SNbbH3OHfiQwTCdLFXTCM0uerqExkTTxDmPiPVwt+bV8SpqaxFEAQAAAFg4i89ITZgwgdq0aUPnz58X80N98MEHdO7cOfrxxx/F45988gm9+uqrdPHiRRFYvfXWW6IMcNWqVWRLPHyVrc9L8vLNvSuyInXfC1Blm3TxiwijGV98SC7u7hR/+Bg9ed/AVtxDAAAAADAHi89IeXt70xdffCGCpyVLltDu3btFRorHS7H333+fPv/8c1q0aBEdOnRITOA7ceJEqqioIFsizSFVnJdn7l2RlazLqnmdInVnpGKvHUfP/L6YfEKCxbxTv7/8Jtkb0WQCAAAAAKyLxWek/vjjD3FrDHfh45st8/BTlvaV5CIj1RKlfQGR9TNS42c+SBNnPSzWE46dpJ+ff5VqSzGuCQAAAMAWWHwgBYaNkSrORUbKlHKSU6m2pkaU7Xlyw4ls5TxPU56eRWMevEesb/1+Ca37fJHYDnMMAQA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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "portfolio_plotter = StockPricePlotter(WATCHLIST)\n", + "portfolio_plotter.plot_closing_prices(START_DATE, END_DATE)\n" + ] + }, + { + "cell_type": "markdown", + "id": "d713d54d", + "metadata": {}, + "source": [ + "## 5. Index Performance Comparison\n", + "\n", + "Practical use: compare broad market indexes such as the S&P 500, Dow Jones Industrial Average, and Nasdaq Composite. Normalized prices make relative performance easier to compare." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bba7f274", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\plotter\\stock_exchange_performance_plotter.py:51: FutureWarning: YF.download() has changed argument auto_adjust default to True\n", + " data = yf.download(index, start=start_date, end=end_date)\n", + "[*********************100%***********************] 1 of 1 completed\n", + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\plotter\\stock_exchange_performance_plotter.py:51: FutureWarning: YF.download() has changed argument auto_adjust default to True\n", + " data = yf.download(index, start=start_date, end=end_date)\n", + "[*********************100%***********************] 1 of 1 completed\n", + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\plotter\\stock_exchange_performance_plotter.py:51: FutureWarning: YF.download() has changed argument auto_adjust default to True\n", + " data = yf.download(index, start=start_date, end=end_date)\n", + "[*********************100%***********************] 1 of 1 completed\n" + ] + }, + { + "data": { + "image/png": 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il/47Tb1ch9BX42fRY997FBwSoHjM1taB2rTqTO3adiEfH1mpGONG1jlduXpOZBuZmZlTVHTBA0L813me4lOmjJm4SMuvfA0AQFUBodi4GBxM0DkICAEAAADoEDs7RzEVhyeKSSVWRbV8xU+iL5BP1Vo0Z9YfNHnqJ9SwQQt6p21Xql2roXg/xpPDrt+4SAcP/UP3799843V44tip0wfF2Obnz30LtS/8PYmAUDkbCgr2L/L3pq/js7nZOADkj/uisYJORQTQBggIAQAAAOgQRwf5hLGIEJW9Jmfm/G/GGPrj9x3k6elNmzecyPb4nbvX6PiJf+nk6YMUnU+z6MW/fy+2u3L1bKH2JSY2Wox+xqSxgnNx8aAvxkyjBvWbUVR0JEVEhNC928E0bMgXIrgWHh4izpvwiFDR4+nVq4xCfUYAugQlY6DLEBACAAAA0MGR82FhqgsIsYjIMJo2fTQtWrCeSpc2FaVjx0/upxMn91NoaKDSr8OZS/9dOVPo/ZD6CEkXaZA/zuAa0P9jGjpoNJmYlBb32ds5iltYaDz1en/oG8/hbC/u8xQRESqCRLy8fOVMtslxAPrUVBolY6CLEBACAAAA0MmR80Eqf+0HD2/ThyPeIyMjIwoMfEHqIDV2RYaQ8nr1HEIjh49X9HFatmI+GRoaUcUKXvTnn6tpwYJFZGVpTfb2TqLk0M7WQfSi4q/55kOy3lDduvanHr2biD5OAPqCfzYYSsZAFyEgBAAAAKBDHIopQ0hSkGyg4vA6Q8hGrfuhTTp26CmWa/5aTOvW/664Pzj4BbmXt6bVaxdSfHx8toyicuVsRXBIZBLZO9GwoZ+LC+MK5SvR/Qe31PJ9AKi1qTSmjIEOwth5AAAAAB3iIPUQUtGEMU0TEyMFhGRlHMri4MbwD78kRwcX0re+QZW9qlFGRjrt2rNRqee8evVKlIs9enSHzp0/Rrt2b6DHj++JxyqUr1zMewygOYyNjalsWTOxHocpY6CDEBACAAAA0MUMofDiyRBSN6lsoyAlYxYWVrRg3loaOng0DR08hvRJ65adxPLajYsUV4QpSc9fyKbCeVZAQAj0h6W8XIwDqomJr7PoAHQFAkIAAAAAOoTLe1iYjmYIxcYULCBkbGxCc2b9QR4eFcXXNWrUJ33SptW7Ynn69KEivc7z54/FskIFL5XsF4B29Q+KoczMTHXvDoDKISAEAAAAoCNMTcsqJuKEham+qbQmiI6JFMvKlavR6E++Fdk/eSlVqhR99+1PVLNGfUqQ/3Xfw91TbyaUOTu5kbd3DZHdcObckSK9lpQhhJIx0CfS71OUi4GuQkAIAAAAQEc4OMiygzj48fKlbk6Ceux7ly5eOimmYPX5YDht+OsINajfPNdtR386mVq3epdSU1Np6v9GK7JcqlerS/qgdevOYnnj5uUiN8SVjh1noJmZWahk/wA0HRpKg65DQAgAAABAx/oHhYfpZrkYS0tLo8lTP6GJk0fQkycPRIbQuC9miDHqWfXpPYw+6PWhWJ/387d089ZlunPvul4FhKRysVOnDxb5tRJfJlCY/LxCHyHQFxg5D7oOASEAAAAAHaHrDaWz+u/KWRo7rj9FR0eSq4sHtW/XTfFY29adRXYQW/bnfDp+4l+xflceEKpRvR7pOp6mVkWUi2UUuVzszbIx9BEC/YCSMdB1CAgBAAAA6FhDaV0dOZ9TcnISbdm2SqwPGfgZGRgYUq2aDejbifPFff/s+lvxOLtz55pYVq1SU5Sc6TKp+fOz548oJiZKJa/5/IXUWLp4Jo2VKSMb7w2gKVAyBroOASEAAAAAHcsQCtXhkrGcdu/dKAIerq7l6aNhX9DsmUvJxMSEzpw9Qr//MTfbtgGBz0UvHROT0lTZy4d0mZ2to1iGqzBb7PnzwmcIcYNv/ozyUqN6fdq36wqNGD6uSPsIUBwZQrFxRevBBaCpEBACAAAA0BGOji56lSGkyBLavlqsDxrwqegpdOfuNZr9wwR69erVG9vf0ZOyMTs7WUAoIiJUZa/J2UaF7SH08Yivaf3aw/RO2y65Pt6yRXsyMDCgOrUbF3k/AVTdQwhTxkBXISAEAAAAoCPc3TzFMiDwBemTXbs3KKZo+Qc8o+/+N5pSU1Ny3fbu3Wt60VhaERCKDFPZaz5/8UQsbWzsydJCljmhDN6+1/tDxHr9us1y3aaaT51sWW4AmgAlY6DrEBACAAAA0AHcf8XBQXYx7ef/lPRJcvJL+nnhVFEmNmnySIp7S3kHZw8xZAgV7jiHhARk61GkjD69h4syPebp6f3G48bGxuRduYZYt7V1EL2gADQBSsZA1yEgBAAAAKAD3N1l2UFR0REUHx9L+ubsuaP0v5ljKVgesMjLw0d3KD09TQQenJzcSFfZSz2EVFgyln3SmHJlY5xJ1KNbf8XX3H+I+wll5eVVTfR9YoaGhmRn66DSfQYoLJSMga5DQAgAAABAB3i4VxRLPz9ZWQ/kjkvJHvveF+s+VWrq7GEqjh5CWRtLe3oqFxDq3WuoyF7zfXJfHPsyZcqSc45AXHV5uZjEwUHWCwtAnXgSoZmZuViXSlIBdA0CQgAAAAA6oLyHPCDk/0zdu6LxpPHp7vIgmq4xNjZR9D6JiFRtQKggjaXLljWj93sMFut/b/iDXsiDlZ4VspeN5ezn5ODgpMI9BihauVhGRjolJsbjMIJOQkAIAAAAQAd4eFQSS2QI5U8KmnnIy+x0DZfDMc7IUXX5oO+TB2LpVanaG6VfOfXoNlBMfeNA0Jmzh+nZs0e59hGSGkqHhgWJJTKEQLPKxWIpMzNT3bsDUCwQEAIAAADQpZIxPWsoXRj+fk+zTWXTNXbF1D9I6iGUkpIsSmncXCvkuV3p0qaimTTbuGm5uKB+9vzxG9lFXNrGzdAzMjJEHyjmYI8MIdCgCWNvaVIPoO0QEAIAAADQcoaGRuTmWl6sv5CPBoe8+QU8y9aIW9fY2zkUS/8g9upVBj32vSfWq3jLJoPlpkvnPmRtbUvBwQF07MS/4r6n8gyhilkyhKRysafPHipKypAhBBo1YQz9g0CHISAEAAAAoOVcnN1FA9SkpEQKjwhR9+5ovKAgPzFpjJsdS82XdbKhtIr7B0kePbojlt55BIR4jHy/PiPE+qYtf4oeLFn7D7m5VRDbZG0ofe/eDQqTSsaQIQQalCEUFxej7l0BKDYICAEAAACUYG8XzuZRNQ95Q2l//2fodaEEDlAEBQdkK7XTJcU1YUzyUB4QyitDqGP7nqIMjEvWDh7+R3F/eHgIJSTEieClu5vsuFerJgsI3b3PASFZMNPB3rlY9hugUBlCKBkDHYaAEAAAAEAxKlfOhvp8MJzWrNhH2zefob/XHKL3On+g0sCQFNR4Ie+NA/nzl/da0sXG0lIPoeIOCFX28iEDg+yXEwYGhjSg/8difeu2VZSWlpbt8ax9hLjPUGWv6uLru/euU1h4sCIzgx8D0ISm0igZA12m+j9RAQAAAOg5viiOCE+gyZN+oob1W4iMCImzsxt989UcGjzgM1q/8Q86dGSXoqSmsMpLE8bQUFppnE2lq6PnX2cIhRXL6/sHPBPliVxyx425pd4/7J0275GriwfFxETRvv1b33gu9xGqWaO+mDTGmW0mJiYUEhIgyvhYYmKCaFjNWUL8PgDFRSpbzBm0lKBkDPQBMoQAAAAAVIQvjkeNmECrV/xLd24GUdPGbUUw6N79G7Rg4TTq1bc5/f7HXIqKCpcFhibMERlDbVp1Vs2EsSwX5vB2UvCssCVjOTNj9KmH0KtXr+jR4zcbS/MY+kEDPhHr23f+RcnJSW8897m8j1CzJm1pQL9RYv2P5fMUj4fLs4S45AyguHCw55+t52nHlnM0dvR3iqB6VigZA32guf+SAQAAAGS5wG3Xtqu44NRUXd/rS+vWHKSB/T8mG2s7MjY2pF171tPwUV1pzBf9RLZEdHQEbf/nLxo4tH22wNDUKQveOsI7Px7yi5msmRrwdv5FmDTGzZR3/3OZPh75tUYeZjtbh2IbO5+zsXTWgFDzZu2oQoXKlJAYT7t2b8j1edKkMc4QMjY2oXMXjtPps4cVj4eGyQNC6CMExaiyVzUyN7ckCwsr6v3+UFq7aj/9+ssGav9ON3FeMpSMgT5AQAgAAAA03hdjpomgSYd23UlTNWncRixv37lKc+d9TU1bVqTVaxfRc3nPlKxSUpIVgaH792+SoaEh1a7VsNCNqrnEhsvOAuVlN5A/P3m/JUcHFzI1LVOgQ/bZxxPJ3MyCWrXoqHGH2tLSmkxMSov1qKjiKRnL2kco66SxwQM/E8tdu9dTYmJ8rs97/txXsc5lZ4t/m5XtcWQIQUngoL04H1/4ioAk//6sVbMBfTf5Z9q26TR99skkxbQ7TBkDXYaAEAAAAGg8KQuhcaPWpKmcnNzE8u8Nf9DFSyfJwCD/bCYODF27cUGsV69Wt1DvW14+YSwwyF+MUgflxMXHiD43rCDZWfXrNaM6tRsrPnMpm0BT2NvJsoP4e8urN4pqG0tXEz2zGjZoIX5Ok5JeimDn2457qHy8/Jq/FisaSUuQIQQlwVoeEHr8+B5Nn/k59RvUllav/VWcm1xO1veDj0SwnWHKGOgyNJUGAAAAjcaNa6V+IvXqNhVlY5mZmaRpnOUBoZDQwAI97+69G9nGbxdUeQ+vbFOzoGBlYzwFjpsb+z65r9RzRn70lWKdM7u4b9TTZw/1pn+QJDDohSgN40wp7pvVoV03cf++f7fkO5Xph3mTyKuSD+3cvf6Nx5AhBCXB2tpWLKNjIsQyMjKM/t6wlDZsWkaNGraibl36iT9AJCW/LLZpfQCaAAEhAAAA0GhZm/7yxTtfSD72lTW01RSWFuWobFkzsc4Tk0xNZSU7yuCG04ybmnI/i/j42AK9t5Q1df/hrQI9D2SNpXniFQd1lNGyRQeqWqWmKHUKCw8RnxlnaGlSQEjKaijui1gOyj56dJfq1W1C/fuOEPcFBr6gTVtX5vvcm7cui1tukCEEJZkhFBUlCwhlbZjOGZ58s7GxV2RyAugqlIwBAACARpNKoiT16zcnTePkLMsOiogMo7S01AI9l7MpAgKfi3WfqrUL9FwOINWv11Ssnz59qEDPhdej5znoyEG9IYNG51m6x1PFPho2Tqxv27GW7t69rpFj6+1spZHzxZ/V8N+VM2IZHh5CC3+dQcNHdRGN04tCKiHDlDEokQyht5yv3PSfbwC6DAEhAAAA0GjSBC3OymAN6jUjjS0XCwko1PPvSWVjPgULCPFUJx5r/+TJA8XULCj46Pk6tRvRmlX/0kfDvqSJX/+Q67Y8fahCeS/RYHbrttWK5+Y2rlqd7OUlY8U5YUyydfsa+mRMbxr0YQfas2+TSnoWcXCJcaNvDtIBFAcba1n2T3RMJA4w6DUEhAAAAECjSRfch47sEksu8ZGmKGkKJ0dXsQwJKVj/oKL2EWrTqrNYnjx9sFDvq++kDCEuDZGmDnm4e4rJY1lx0G3Y0C/E+qYtKyjxZQK98HtSrAEhzlSaPGm+orRF03oIsVevMsT4+YJmxb0Nv1aUPGsDWUJQ3BlC0rkGoK/QQwgAAAC0IkPozNkj1LxpO7K3dxJBoavXzpOmZQgFFzJD6O7964qSMWWbZmctFzuFgFChBAX7izI/zkRZv/EPatq4Dfn41Kb69ZvR/gPbFdt1fa8POTu7iW2lRsh+8oCQu7unKCfj3iOq1L/vSGrRvL0IuOzYua7gAaGI4hs5X9zCwoJFgK5jh57kU7WWmOTGQTljExMy5qWxCWVkZNC/B7ZRaAGbuAPwz6uVpbU4ENHRyBAC/YaAEAAAAGgsvgh0dXFXXIBfuXaOOnfqTQ3qNdeogJBTEUvGnj17LErieGJT+fJe9Pz543yfg3Ix1WS4jPykOxmUMhClIzw1TASE6r4OCHHpEvcWYn+vX6poMMvT5FJTU0S2GmeIcXBJlZycXLP1BFKGoaEROdjLJvJp82QkDvJw8+4+vYe9dTuebPbJ6N5ilD2AsjgYxD/rHMSNiYnCgQO9hpIxAAAA0FhuruXFRW5iYoLIzrh6VRYEatiwpcgS0BTSxXtIaEChAxP3H9wW69V96hSoXOzE6QOFek943dRb6iNyRX5+1avbVGRqsZ49BouSMg747D/4OmuILyYVTamLoWxMCuzY2Mp6nSijX5+PyNKynOhzxGPhtdWWbavowsUTdPHyKZEZePzEv3T4yC7at38r7dqzgbZtX0OBQX4iEDt1ys8i4wNAWVIZJv/s8+9eAH2GDCEAAADQWNKFtlSec+36BbGsVLEK/bv7Kvn63qe792/QvXvXRR8eaUKRunoIBQcXLiDE7t2/LkZ4c+8YLoXJi6treWrVouPrcrFT6B+kKvcf3BTBx3LlbMirko8IAg3oO1I8tnbdb5Senr1pMvcRqlSpqphSxmOqVcXUtKwI7DBb+ejr/Hh4VKQPh3wu1n//Y65Wj8q+/+AWTZn26Vu3OXDoH1r621Zq2KCl+L7X/PVrie0faDcbG1lAKDoG/YMAEBACAAAAjSU17H3hLwsIcSbHuvVLqWuXvqLHCJf38I16faiYrMTBoXv3b9K9+zfooYob3uaGs0dKlzYVPU3C5BOSitJYummTtuJ7un//puIxHm3eumUnat2qkwhUSDhAJo2sh6LLyEinG7cuU/Om71D9+s2pZRkzEZjhEr5jx/e+sX1xNZZ2cHBSrCsTEOIMmYkT5pKJiYnIqjl8dDfpumfPH9GChdPou8k/09DBo+nS5VPiZx5A2Qwh9A8CQIYQAAAAaLDy5eUBIT/ZiG/GmQB840bO1XzqiMlcnFXjVamqGLndutW74sY4GHT67GGaPXdCsWcHhUeEiIBCYd24eYn8/J6KTI/fFm4UgS/GQaCKnlUU2/F7cCCIJ4sdP7FfBd8BZHX16jkREGrbujO5u1UQ961auyjXptH+8tHz/JmpUtYpZxxwzE+vnkPEzwBnN/2y6H+kL44e3yt+1rn5dq1aDREQAqVYl5NNGENACAABIQAAANBg5XOUjGXFE734duzEPvE1Z+lU8a5B1arVFX14OFDEWUTt2nallasXFrrhs7ITxor6+snJSTT68z701bhZ9E7bLjT8Q9mYcymwdfX6BTFN7Pz542iiW4yuXpf1EfKuXF1RvnT23NFct5UClSrPEJL3D2KcocT9svLKdHNx8aARw8eL9T+W/0jhRchS00bPnj8WASGnLEE0XcYZgvN/WEXr1i+hXXs2qnt3tDpDKCo6XN27AqB2KBkDAAAAjcRlMO5untlKc96Ge6bcun1F3CRrVv5LFcp7iUyP4goIOTkXbeR8VokvE+j7uV+JCWpDBn1GT589kgWBLp6ghIQ4Fewt5IeztDioYm8vK9taufqXPLf1D3gmSgUtLKzERWZ0tGp6kjjkCG5wllBu49W58fXECXPEJDQ+Z97We0pXScfF0VE/AkKdO/Uia2tb+qD3cASE8sEDCThY+H6PQeTqWoG+njhM/FtiY40MIQAJWvIDAACARuKyGc76SU1NLXSzZj95SY8UWCrOkrGQkDcv2AuLp1kNGNKOvvvfZ6IfDIJBJevK1XNiee36RUUj89xw1o4UaFRllpCjw+sMobf1EeredQDVrtWIkpJe0s8Lp5E+khrJO+Q4ZrqKJ+AxVxcP0VsMcsd/CNi47ijNmPar+Bmxs3WgNq1lkxmtpabSKgrgAmgzBIQAAABAI0kX2AGBzwo9GlgaC+7u/jogxBPKfvlpnZgOpUklY6A5/vp7Ce3cvZ7mL5iS77bF0Vg6Z4aQbS6j5x0dXemTUV+L9RWrFujt+RcSGiSWjg6ywKwu4yy0ChUqK75u0ri1WvdHk7Vv100ECblPEPdnY5XlZaA25aSSsUi17iOAJkBACAAAADRSjRr1xPLFi/zLxfIiTeDKmiHUu9eHVLdOY+rdc6hqR87r6QW5LgoNC6LFS77PtUwrtxIz5pEl6FhUDvJyNanpbW4ZQhPGz6IyZcxEieSuPRtIX4WFyQJCZmbmZG5uSbqMf29l1aRRG7Xti6ar4l1TLHkAwao1v4p1b69qYskldwwZQgAICAEAAIAG4gvdbl36i/VTZw4V+nUUGUJZAkLeXrK/Eles+HpyV1H6HEmlKiFKBA9A97zwlwUsPVSUIcR9gezlTaXvP7gpljY2Dtm26dypNzWs30L0zfppwXeUmZlJ+oqPQUxMVK6ldrpaLiY1Oa9Vsz6ZlTVX815pJh4wwB48vE1Pnj4QUwK5Lxj347KyshGPRaFkDAAZQgAAAKB5unbpK6Yr+fk/ozNnDxc5IMRBG268y9OaKlTwEvd5VqhMBgaGRdpPO1tHxQSoyMiwIr0WaCcpQ0hVJWPlytmSiYmJaFb96PHdNzKEuBfK6E+/Feur1/6qyILT94wuqYxOl9Wt00Qs9/67RfxuNDIypvr1m6t7tzSOq2t50eg9NTVFNOZPSkqkgADZz0mDes3I0NBQBIikQCKAPkPJGAAAAGgUY2Nj6tN7uFjfsnWl+I97YcXFx1BsbLTiIqGiZxUxeYaZmJQmN7fyhXrdXj2H0IRxsxQX5nxBWpT9BO0l9RDi7IOyZc2K/HpSlgsHGKUR8jZZegiN/3KmKI26f/8mbf9nbZHfT6cmjenw6HknJzdycXan9PQ0un3nKl26dFLcjz5Cb6oqLxd77HuPMjLS5euy4GqjRq3EMi4uptC96QB0CQJCAAAAoFE6tO9B9naO4mKYJ2wVFY8GZx5unuRdWdZDQlKpYsEbS3fq+D59PmYqde3Sj1q3ejdblgjon8TEeEV2mIcKpj5JDaV5elZkVFi2DCFuiN6s6TsiI40bXiMIKRMaJk0a092AUD15dhCXQHHGy8XLsoBQ40atRZkhvFaliiwg9PDhbcV9j33vi2UDeUYV+gcByMj+RAYAAACgAbgnT/++I8X61u2rxV/Di4rLxmpUrydGNHO5TVZ8gX3i5P4C/ZX+89FTxfrRY3tFuQ73bzl6fG+R9xO01wu/p2Rr6yDKxviCXRUZQpx1FhkZni0gVLVKLbG8ees/ev7Ct8j7rStC5ZPGnBxddL5c7Nr1i2J56/ZVSkxMIBtrO/KuXIMePiraeadLqsoDQg8e3VHcJ2UIWVlai2V0DCaMATBkCAEAAIDGqOZTVzSAjo+PpX37t6nkNf3kGUL8utLYYemiqiAZQhys+vabH8U0Iy7Z+GH+RDGefN363ykoyE8l+wrayU+FjaUVGUJhnCEUrugrxP2uvOWNcrkUBl4LDdP9kjFpwti16xfEkoPl129cVDSXzs+gAZ/Qji1nqWaN/LfVZvxzUlk+TexBLhlCkqioiBLfNwBNhIAQAAAAaIwa1euKJV/oJCe/VMlr+vs/VTSR5h5C7ODhf8RS+loZH/QaRrVrNaSXLxPph3kTUa4Db/QRUknJmHzkPJeMxcZGiebSHIzkUdnShe6jR7JsB8ieISRN/NM1nhW8RQYaT1S7d/+G4n5umJxzimJurKysafDAz8SErWlTfiFLeZaMLqpQ3ksMEEhIjKcA+R8DGP+RITg4QPE1SsYAZBAQAgAAAI1RvZosIHTn3nWVvabUQ6hSpapielNCQhydP39McQHJ02iU0a1rP7Fc9uc8Cg55fWEB4OdXPBlC3CNIKm3hc5VLHNmjx69LYeB1DyEOmvDUP13TskUHsbxy7bzoHyWRJsy55RMQ4ib4HCSRmp9P+nou6Xq5GAdNuZw3K6lsjEWhZAxAQEAIAAAANC4gdPeu6gJCwcH+IstC8ujxPUp8mUBBwf5KZwlx01YHe9mF+uX/zqhs30A3SE3FXV3cxSjwopCyXKRR6lHyhtX16jYVk/E4oCmduyATFxdNSUkvdTZLSAoInTl7ONfsR3f3vANCZcqYUc/ug8Q6l7jyKHZuTN77/aGk0w2lc+mplLVsDBlCABoQEGrZsiXt2bOHAgMDRQS3R48eb92+efPmdPbsWYqIiKCXL1/S/fv3ady4cSW2vwAAAFB8eKQyl8WkpqZm+0tuUaWlpVFIlowe6bWfPn0oll6V8u8jVM7KRmQXccZGhPwCHUDC5wQ3+DU0NCI31/KFPjAc8OEmwVKGEJP6CDVt3EYR0IQ3SQE0Xesj5OzkRl6VfMT49AsXTmR7zD9AliHEzfI58JObru/1IUvLcuTn/0z0O/tj+Y/i/o9Hfk1mZc1J11SV99nKrbl71n9XoqPRVBpA7QEhMzMzunnzJo0ZM0ap7RMTE2nJkiXUqlUr8vHxodmzZ4vbqFGjin1fAQAAoHhVr15PUQ7DQRxVksrG2GP5BfWTpw+UzhCyl2cd8MU5X5gBFEfZGJfzMB4rzj1PpHOO+VStLZaPHqN/UG6kAJquBYRayLODeLJcXHxMtscSE+MpKlrWHNndrcIbzzU2NqY+H3wk1rdsWykC2rv2bKTIyDARfHTN5TnajHskVZSXVWYdOS/JGkyNkv9cAeg7tQaEDh48SNOmTaNdu3Yptf2NGzdo8+bNdO/ePXrx4gVt2LCBDh06JDKNAAAAQLtV96kjllmbpqoKj56XPJJPaJIyhLi3kLKjwMPDZRedADm9kE8a49HzRR85H/zGhSs3lmaqzJ7TJaGh8kljOjZ6vlWLjrmWi0kC5FlCbrkEd9q/053s7RxFBtuRo7vfyKaSGphru7JlzWjY0M9p/dpDomSTM0Kl7zErLhPjzKGYmCgKCHyhln0F0DRGpMXq1KlDzZo1o6lTp+a5Dad3ly5dWvG1hYVFtqWm07b9Bd2E8xA0Fc5N3VJTPjqZM3dU/e9eWITsApv7jMTFRYrXDwn1V0ylsbIqR69eve4zlJP013e+oFBm33Bu6p8QeUCiYkXvAp+/FSpUpk7t36emTd9RBIGk10hMjMu2bWDgc5X9fOjSeRoTKysB4pI9Xfh+GJfQ1pBnTl6/eTHX7yskNIBq1WwgGo7/d+V0tr5nA/t/LNb37NtIpqam4pa1fw7/XtPUY6XMuWlkZESdOvamfn1GiLJe9vDRHfpj+Q95Pm/y1JGi8bixsSEZG2vm9w6azUILfm8WZN9KEVH29utqwj2EevbsSbt3v45e58Xf35/s7e3FL4EZM2aIsrG8TJ8+XWwDAAAAmis9/RWdPekr1pu2rEilS6v2b1aJiSl05eILsrU3pxq1XBT/9zhz0pdeZWRSw6blyczs9R+QcvJ9FE4BftHk5mFNXt72Kt030A0R4Ql052YQmVuUpgaNle8jlJSURv9deE6vXsn+S25oZEBVfBzJwVH2H/rwsAS6e0uW7WBoaEAt2lQSF/uQXUhwHD24G0LlrMtQnfruOnF4AgNi6PGDMLKwNKX6jTxy3cbveRQ99Y0Q50u1mq8baoeHxdPdW8FkZGRATVp4kpGRoc78PuPf3WGh8fTsSSQlJ8nKi8uUNaaKlezIzsEcPx8AcpaWlhQfH086lyHEJWLm5ubUpEkT+vHHH8nX11eUkuXmhx9+oF9++SVbtIybWLu6uuZ7cDSBtu0v6Cach6CpcG7qjlo1G9LsmX+INH97+wbF8h52to4UnxBLKSnJivvmzFpONWvUp6/GfUebtvyZ53O/mTCXWjbvSDNmTKU9+zbl+144N/WPs7M7Lf99J0VGxJKVldUbI6/z0r/vKBrY/xN69vyRmAJ16/ZlSk9/3afKu3J1+nneX4o+Ml16yDJGVEGXztNqPnXoxzkr6f79x9SqbXXShTKo72cspcpe1em3JfPpn13rct2uccPW9N3kBXTu3CVq0vz15LCfflxLVbxr0IZNK+i97n9ke073rgNo5EcTaNOmLfTTgimkifI6N+vUbkzDhnyh6BXEPbY2b/mTjh7fk22aJEBJn5uauI/K0MqA0PPnslrZO3fukKOjo8gAyisgxJNK+JYTf3ia+gHmRtv2F3QTzkPQVDg3tV9FT1kfnzt3rhbbv3e5ve72f/4SAaGu7/Wj9RuX0cuXibk+17qcbPKTv//zAu0fzk39kZj4UPyfs3RpUypTxkLR0yY/rVu+K5YbN6+gU6cPvfG4v//rXif3798qlp8PXThPnz3zVUzcSkhIUDogp4m4BGzypPnk5OgqxsQfPLwrz89H6onm6lJesQ0HTTgYxMHvzVtXvvFc/j0m/V7T9M8967nZsEFLmjX9d7GekBhPm7esoB0711FycpKa9xL0UbwO/N5Ue1NpVeAGe1l7BAEAAID2qVZN1lD6zr3rJfq+3Kj1hd8TsrCwou7dBua5nYO9rBQjDE2lIQ/cg4r7+xSksXT1anXJ1bW8mCp29tyRXLeRpkgxTBjLGzdO5gmA3B/G1kb7yqAYN0Qe+dFXtPDnv0UwKDDIj8Z/PfStwcXgYH+RGcMZRTxliw3sL5vAfODQDtFAOSfp95j0e01b+FStJZbXb1yiQUM70IZNyxEMAtD2sfO1a9cWN+bp6SnW3d1ldb9z586lv/6Spciy0aNHU9euXcnLy0vcPvroI/r6669p/fr1avseAAAAoGj4Ak5qnHrvnuonjL0NZxFs3LRcrPfpPUyMYs7JwMCQbG0dxHpYeEiJ7h9olxf+T8WyvEdFpbbv0L6HWJ4+czjPC9v09DQKDg4QI8OLYwKfLgXkIiNlE9lsbR1J23h4VKTfF2+hQQM+EX/w3n9gO436tGe+n3laWpqYqiU1ifaq5CMyaTg4tmXb6lyfI02x499r/PtNW7i6yPooXbl6luLiotW9OwA6Qa0lYw0aNKCTJ08qvl64cKFYrl27loYPH07Ozs7k4fG6gRr/cuSeQBw44trqJ0+e0KRJk2j5ctl/5AAAAED7NG/ajszNLET/oMfy8oeSdOzEvzRs6Bfk7OxGXTr3oZ27s/+hiUtQDA0NKS0tVTGdByA3fn6y0fMeSmQIGRsbU9vWncX64SwjwXPz3f8+IxsbOwoKlk3Gg9xFRoaRg4Oz+Jl9qEUHqWf3gfTpx5NEuWFsXDQtWDiNzpzNPWMsN/6Bz0WmmbubJ9Wt00Tcd+LkAUWgKKeYmEjx+4yD8XystCXz0UUeEAoKws8BgE4EhE6dOvXWLvAcFMpqyZIl4gYAAAC6o1PHnmJ55OhutfT94L+kb9q6gr76cib17zuS9v67RWRlSPgCk4VHhGp1XxIoflx+yDzc888QatyoNVlalhPn1Y2bl966LTec5hvkXzbG7Oy0I0PI2tqOJn39AzVu1Ep8/d+VMzTv5ykisFUQ/v7PqEmj1uKcatqkrbhv05YVeW7Pv8f4vHNxdhe/37QmIOQsqyIJCvZT964A6Ayt7yEEAAAA2osviBo2aCHWDx95e5ZEcTp46B9xMckXRx3lZTwSe3snsQzXkosmUH9ASJkeQlK52LFje0U5GBRdZJQskCKVeGoyzhD7bdEmEQzixtGLl3xPk6aMKnAwiAUEyHpXtWjeXmQzXrx0kp4+e3uOlPT7TAp4azpT07KKHkncWwkAVAMBIQAAAFCb9u26kaGhEd29d538A56pbT+4fGLrdlm/jQH9R2Xrq6FoKB2G/kGQf6YGB3esrKzFLS/cxLxp4zZKlYuB8iIiQsWSy6A0HWeRcU8cnmz4yeheolS1sBmIOX93btz8Z77PkX6faUtjaSk7KC4uhhITtX+yE4CmQEAIAAAA1KZTh/fF8tCRXWr/FPbu2yL6d7i5VqA2rWWjwJmDPENIW8oqQH040yNEPhHqbVlCbVu/J/q3+D65j1KwYigZ04YMIQcHF7EMCHhGz1/4Fum1sgaE7ty9RrfvXM33OWHhQdkyIDUd93hj6KMFoFoICAEAAIBa8DScShWriIvoEyf3q/1TSE5+STv+WSfWedKP1OdQunALx4QxUIKfYtJY3gGhDu27iyWyg1QrUosCQo7yUq2QMFlgpqiZUQkJcfn2DtLqDCFFQ2mUiwGoEgJCAAAAoBadOsqyg85fOK64mFE3LttITEygip5VqFmTd8R9yBACVU4a4wvbGtXrUUZGBh07vg8Ht1iaSmtDQMhVLMPkI+CLau68ifTb77PF71NlhGlZDyFXZ3lACA2lAVQKASEAAAAocdw3qF3brmL90OGdGvMJcGBq154NYn3QwE/F0l7RQ6jof8kHfWosnfuksQ7tZNlBV6+dp6io8BLdN33JELKytBYleZpMCsSo6vfKhYsn6J9dfyu9vaKptNZkCMknjGHkPIBKISAEAAAAJY4n61hb24oL4stXzmrUJ7D9n7WUkpJMPlVrUZPGbcR+sjCUjIES/PxkJWPu7m8PCB1BM2mVi4+PFT+72lA2JgWEQkPVE2gOlWcmlStnQyYmpUnTuSBDCKBYICAEAAAAJa5Th55iefQ4j9zO0KhPICYmiv7dv1Wsj/1silgmJb0UF5sAymYIOTm6ilHZWVWvVpdcXctTUlIinT1/FAezOMvGNDwg5Ojomi0wo45sSD4PtSFLiKc+OjrKermhqTSAaiEgBAAAACXK0qIcNW3SVqwfOqz+6WK52bxtlRhFzxfvDA2lQVkcOIyKjhDrHu6e2R7r0L6HWJ4+c5iSk5NwUPW0sbSRkTHZ2tiL9dAw2VQ6dZCyHh0cnDS+ATcfMx5AwA20AUB1EBACAACAEvVOW9nI7ce+9+jps4caefQ5AJR1AhRGzkNRG0sbGxtT29adxTqmixV/QMjO1pE0lZ2dIxkYGIgAB2ckqov0e03qk6bpE8aCQwIoMzNT3bsDoFMQEAIAAIAS1bHD+xqdHSTZuPlPMQmKIUMICsLP/9kbjaW5H5WlZTkKjwilGzcv4YDqccmYo4Os/ClUzY3qw7Vk9LyLs9RQGiPnAVQNASEAAAAoMR4eFUWz5vT0NDp2Yq9GH3m++Dh+4l+x/uz5I3XvDmh5hlCHdrJysWPHuG/WK7Xtm67ThpIxLoFSZ0NpiRSQ0vTR868bSvure1cAdI6RuncAAAAA9EfH9rJm0pf+O6PWUgllLVg0jc5fOE7nLx5X966AVo6er6Tom9WkcWuxjnKx4iX1mNHogJC8oXSYmhpKS6TMR43PEFKMnEeGEICqISAEAAAAJYJ7ZnSUN9U9fHinVhx1HmF98vQBde8GaJmnzx6JLCAOCPXsPpBevcoUfbN8n9xHtpmOl4xx4/CXLxPo3Plj+Y+cV3PJmNRDSJrgpek9hJAhBKB6CAgBAABAiahbpwnZ2ztRXFwMXbh0AkcddFZUVDj9vWEpfThkLH35+XTxNUN2UAk2lbYr+abS7/cYTF+MnUapqanUtWd9ManwrSVjag4IvXjhK5ZurhWodGlTEQDX7JIxZAgBaEQPoYoVK9L3339PGzduJHt72cjEd999l6pVq6bq/QMAAAAd0UneTPr4yX8pLS1N3bsDUKzWrvuNtm1fI9ZtbOxFg/Jjx/fhqBezSHnwrWxZMypTxqzEjneTRq1pzGdTxLqJiYn4zPPi6KAZJWOcTRUVHUGGhoZU0dObNBE3YufPkjPugoMD1L07ADqnwAGhVq1a0e3bt6lx48bUq1cvMjc3F/fXrl2bZs6cWRz7CAAAABouvwsv/g99yxYdxPohLSkXAyiqpct/pN17N4n1i5dPKTKFoPgkJSVSYmJCiZaNVapYhaZ9t1AEViRve29FyVhoIKnb48f3xLKyV3XSRPZ2TmIZHR2RZ8YVAJRgQOjHH3+kqVOnUseOHUU6pOT48ePUpEmTIuwKAAAAaKOGDVrQ7h0XaeRHX+W5TeuW75KpaRnRbPfBw9slun8A6vTrbzPpq28+pHk/fYsPooRERCrfWJp/Lw3s/zHVrFG/UO/FmUBzv18ugt7Xrl+g+w9uvfW9LS2txXuy8AhZU2d1eux7VywrV9bMSg87W1npX5i8ATYAqDkgVLNmTdq5882/7IWFhZGdnZ2q9gsAAAC0pFH06E8ni4a5HBjKS6eOsuliyA4CfZOZmUnXb1yk+PhYde+K/vURyicg5OLsTkt+3UKjRkygr74seKUD992ZM+sPkfHj5/eUps/6QtEXyDaPkjEneQNn3kdNKJ199FgWEPL20syAkBRYk6bHAYCaA0IxMTHk7PzmaMK6detSYKD60x4BAACg5HTs0JMqlPcS6+5uFXLdpvf7H1LtWo1ED4gjx/bg4wGAkpk09pbG0o0btaJlv+8Q5V5ZJ1kpq1SpUjRl0nyqWqUmxcZG0+SpH1NCQpwiGJVXhpCmTBiTPJKXjHl6epOxsTFpGltbe43JpgLQRQUOCG3evJnmzZtHjo6O4i8e/JfBZs2a0c8//0zr1q0rnr0EAACAEufu5iluhoa5DyXlrKBhQz/P1kcoayNVvrj45qs5NHa0rNHqjp3r8FdeACh2bwvKcCBnyKDRoszLwsKK7t67Lhp+m5iUJutytkq/B5fItmrZSbTQmDp9jGIken5j7x0dXDSiobSE+xjx5Ef+fV6hfGXSNLbykjFkCAFoyNj5KVOm0O+//07+/v6icdq9e/fEkieOzZ49u3j2EgAAAEpU9Wp1acmvm8V6Rka6uNjx939GAYHPxdI/4DnVrtVQXNzwhU0mZYp1zhKSGudOnjif2rZ5T1xsLftzHm3/5y98igCgtpIxs7LmNHnSfGrerJ34mht+L1k6hzb8dURk7jg6ulB0TGS+r//eux+IvkPspwVT6M7dq28NRnlV8qEB/UbRvwe2KQJCmpIhxB773qP69ZqJPkK8rkmk0rtwlIwBaEZAiGtdP/74Y5o1a5boJ8RTxq5fv06+vr7Fs4cAAABQ4urWeT0ogjOEpGyhvMZrt271rrjQcXUtTzdv/Seyg6SpYlOnj6aLl06W2L4DgH7LrWSsvEclmjXjd/Jw96TU1BRatHgmHTi0QzwWFh4sDwi55tv0vk7txjT+yxli/a+/l9DR43vzDUb17jWU3mnbRdykXlKhoRoUEHosCwh5e1Wn/bSdNDFDKBxNpQE0IyAkCQgIEDcAAADQPVJfjWV/zqdjx/eSu3tFcnOrIA8MyZZOTm50/8FNOnRkF3lVqkpErcjNVdZHiEsPjIyMKTYuGsEgAChRHOBhNarXo5/nraFLl0/R8A+/EGWtnJnzv5mf06NHd7KVTfG2UvZOXurVbUozpv0qfrfx70UOhueUW4aQ9HuRcZmaJpWMsUcaOmmM25NIGULS5DgAUHNAaPv27XT58mWaP39+tvu/+eYbatiwIfXt21eV+wcAAABqUNFTFhB68vSB+Gs733hSUlacOcTlZMw/8Hm2Cx8ukRDPf/KghPccAPTdw4d3RDlYl84fiMwXvjEeCz9rznjRBDqrEHm2DpeM5YYDQCOGjaP+/UaKr+/cvUbzfpb1RssrO4kDP9yXiLORXF3Ki/t+/W0m9eg2kOztnenBo7dnIpV0hhCrVLEqGRgY0qtXGaQJ0tNfUZkyZcU6eggBaEhT6VatWtH+/fvfuP/AgQPiMQAAANBuPEqZS7/Yk6cP89xOCgaxwMAXYukmf54sY4jI98n9Yt5bAIDsOKCxaPEMGvxhR9q1Z4MIAG3espK++XbEG8GgrP18uGQsNz/MXq4IBnGg6etJwyktLTXXbRMT4yk5OUmsc3YL9y2ytpY1qz50ZDcNH9WVevVtpsgk0gSBQS8oMTFB/O738KhImiI1RfZvDDe9TklJVvfuAOikAmcIcc8g7qafW28hS0tLVe0XAAAAqEn58l5iYER0dCRFR0co9RxuMs04kMRTfCrJM4R8kSEEAGrCgZ5ff5slbm/dTp4h5JRLyRiXxzao31xc/3w/dzydPXc03/flYA//LuT+N1KJGDfbT0pKFOucNaRppVm+T+5R7VqNyNurGj1//pg0QYo8IISG0gAalCF0+/Zt6tev3xv39+/fX0wcAwAAAO1W0dNbLJ8+yzs7KKewsCBxwcQlEg4OLoqSMV9fZAgBgGbjHkJ5lYxxbyHG/dKUCQblHD3v6uIh1gOD/EiTPZKXjXl5aU4foZRkWUAI5WIAGpQh9P3339M///xDlSpVouPHj4v72rVrRwMGDKA+ffoUxz4CAACAGvoHPX1LuVhOr169ouAQfzHJp2H95mRmJsso9vN/Wox7CgBQdFLJmLm5pSjxSnyZ8EZAiPsGKYuzgaTG0lIPnAB5nzVN5R/wTCxd5AEszcoQClH3rgDorAJnCO3bt4969uxJXl5etHTpUlqwYAG5ublR+/btaffu3cWzlwAAAFDiE8aeFCBDiAXIy8batO4sls+fP8rWZwgAQBNxzx+pt1DOPkKFCQhJGUK2tvbk6qodGUIhIYF5ls2pPSCEkfMAmjV2nptK59ZYGgAAALQfT5opaIZQ1r+A16ndWCzRPwgAtKlszMrKWpSNSeWy/LXUZPnuvetKv1bW0fPOTm5iPUjeeF9ThYbJy+accm+srdaSMYycB9CcDCEAAADQXTY29uIiKCMjg174PSlUhhA3pGaYMAYA2iI0LFgsHR2cFffVqCbLDuImy/HxsQUOCIkeQvLJi5qeISQ11jY3sxClc8oyNjYhB/vXx0yVUlLSxDI8PLRYXh8AlAwIRUZGkq2tbFxiVFSU+DqvGwAAAGh/uRhn+xR0Ek5Ajr+AIyAEANpCMXrewbVI5WJZS8bc3SuSjbWdWA/U8AwhHuseJZ8q6ZSjbO5tpk5ZQFs2nqQKFSoXwz6hqTSARpSMjR8/nuLj48X6uHHjinufAAAAQIsaSktyNk0tzGsAAGjKpLEaNQoXEJIyhOztHMUyOjoyW6NqTc4S4gAWHwNlAvoGBgZiiIA0nVKV4+p5YmV62iuxjqbSAGoOCK1bt06RAp6ZmUmHDh2isDDZLzoAAADQHRUL2VBaughKSnoppupweYQ2XAABAGTLEJIHhLgUyrtyDbF+u6ABoajs10mBQZqdHZQ1KOZTtRY5Ocr6HuXH3c2TypQxE+tWltYq3Rcps4ozlxIS4lT62gBQyB5C3E9g2bJlZGpqWpCnAQAAgJaoVIQMIf6jUZC8T8YTJf66DACgaT10HOVTtqp41yQTExNRRiX9XlPWy5eJlJSUqPha08vF3pg0pmRj6apVairWufecKtnayrKr0FAaQMOaSl++fJnq1q1bPHsDAAAAamNoaKSYqFPYci8//6di+dgXASEA0B4h8oAQTwbj7CBFudidq4V6PamPkDY0lJaEyMvmlO0hVCVLQKiclY1K98XOziFb+R0AaMjY+aVLl9KCBQvIzc2Nrl69SomJr6Pf7Pbt26rcPwAAACghrq4e4kKI/7otlU8U1PqNyygmNor27d+i8v0DACgucXHRipJXJyc3at70nUL1D5JwIINLqrStZCxnH6W3qepdjBlCNlJAKFylrwsARQwIbd68WSwXL16cLUW8VKlSYmlkVOCXBAAAAA3g7iq7eAkIeFbo13j67CEtXvK9CvcKAKBkcCC8QnkvmvzNj+TjU1v0rzl34XihXitrZkvOCYy6kCFkZGRMlSr5KL62VHEPIc7UYpGRGDkPUJwKHL3x9JT9ZxEAAAB0i7u77N94/yIEhAAAtLmPEAeEOBj06tUrmvvjNwXuH5RbyVhhX0NdZXMWFlZkVtb8rYMBPCtUFj2Wij1DKAoZQgAaExCysLAgb29v8cPPvYQiIiKKb88AAACgREnlDX7+CAgBgP4Jy1Iq++fKn+n02cOFfi0pkBEbG601U7KSk1+K/eXgjqOjq8j4zK+hdHR0JFlb2xZDU2lZQAhNpQE0pKl07dq16cGDB3Tw4EHau3cv+fr6UseOHYt37wAAAKDEIEMIAPTZrdtXxHLXng20ZdsqlUwtkxrtawtF2Vg+k8akhtL/XTkjllaW5VS6H3ZSyRgyhAA0IyA0b948evbsGbVo0YLq169Px44doyVLlhTv3gEAAECJcXOtIJYBAc9x1AFA7xw9vpfe79OUfv1tVpFf68LFE7Rh0zL64895pE1CQgKU6iMkNZS+9N9pseSBBGXLmqlkH7g/kbW1nVgPDw9WyWsCQBFLxjgIxBlB169fF19/9NFHFBUVJcrI4uPjlX0ZAAAA0EDm5pYi7Z/5IyAEAHoqJiZKJa+TlpZKK1cvJG2jTGPp0qVNqUIFL0VWVVJSIpUpYyZGz/OUyqKyt3MkAwMDMjAoJUrYAEADMoRsbGwoIEAWMWaxsbFi5Lytrew/jwAAAKD95WLh4SGijwQAAOgfqdTtbaPnvSr5kKGhkZikFhERqgjaqKqPEPcvYqVNMb0aoLgV6KesWrVqIitIwqPmfXx8RJaQ5Pbt26rdQwAAAFApJyc36talH9WoXo+WLJ1Dj33vkbu8XAzZQQAA+iu/DCFX1/I0oN8osf7g0R2xjI2LEf+uWKlo9Lyjg7NYmpoaq+T1AEBFASHuG8RBoKz27dtHmZmZ4n5eGhkhkgsAAKBp+N/phg1aUs/uA6lxo9YiHZ8NHPAJzfz+SzSUBgAACgmRBYQcczSV9vGpTf37jqQWzdor/v24ePGEWCJDCEB7KR298fSUpZIDAACA9rC0KEfvdupF3bsNIFcXD8X9d+9dp+rV6lKjBi3J2NhYMXLeHyPnAQD0VmiYLCDE2T5mZc2pVq2GIhBUq2YDxTbnLxwXU9ikqWxSQMhSRSVjDsgQghJWysCATMqYUkqi/pXMKx0Q8vPzK949AQAAAJWp4l2TenQfQO+06SIagLL4+Fg6eOgf2rNvMwUGvaAtG0+J5p11ajdRZAgFBD7DpwAAoKe4KXRcXAxZWpajVSv2kqODi6JJ9tFje0Ug6IXfk2zPiY2T9xBSWcmY7D1N0UMIipGVoz21HT6YPGpUI2dvLzI0NqK14ybTvVNn9eq4o74LAABAR3Aaf4d23alH90HkU7WW4n7uEbRrzwY6dnwfpaQkZxuL3L1rf2rRvL1i5DwyhAAA9Bv3EeKAEAdmEhLjac/eTfTPrr9FE+ncxMRGqbSptIM8IFQaPYSgmPi0bEYD5kwjM+ty2e7vO3My/dxrMCVE6c90OwSEAAAAdETP7oPo8zFTxXpqaiqdPH2Adu/ZSPfu38h1+/MXjomAUId23cjEpLT4C7DUUBQAAPTTv/u3kWE3Izp8ZBft278l31HycfKSMR47r9qm0rhUBdUqbVaWOo0ZRa2H9Bdf+997QCdXr6fgx09o8PxZ5FKlMvWeNpH+Gj9Zbw49fsoAAAB0RPnyXmJ5+swhWrh4BsXEvJ4Mmptr1y9SUtJLKlPGTHwdGORHr169KpF9BQAAzbRn3yZxU5Yqm0pbl7MVZc78bxEyhEBVDI2MqEmfntTx04/I3EZ2np7+ewvtW/g7ZaSlia83TplF4zavplrt21D9ru/S1X0H9eIDkLWIBwAAAK3H/5GWAj35BYMYZwT9d/V1rTzKxQAAoKBU2UNIKheLig4nA4Ps061BPxmblqYu4z4j9+o+hXp+rY7v0MTdm6jXlAkiGBT27AWtHD2Bds9fpAgGseBHvnT4j1Vi/f3JX1E5RwfSB8gQAgAA0BHW1rKAUHR0hNLPOX/+GLVq0VGs+wegoTQAABSMKjOEHB1lAaHw8BB8DCA07/8BvTNiKLlXr0bLRn2u9FGp2KAudR0/hsrXqi6+jouIpMNLV9GlnXvoVXpGrs85sXo9VW/dgsxtrcnMphzFhObeN0uvA0LXrl2jzMzMN+7n+5KTk8nX15fWrl1LJ0+eVNU+AgAAgBKsre3EMio6UunjdfHyKcrIyCBDQ0MEhAAAoNABIQsLKzHcoCilx1L/IASEQFK74ztiaVfeTblzqJIndRk3mqq3aSG+Tnn5kk6u2UAn/9pEqUlJb33uq4wMWjfhO0qKTxDP0wcFLhk7ePAgVaxYkRITE+nEiRPilpCQQJUqVaL//vuPnJ2d6ejRo9S9e/fi2WMAAADIlY2UIRQTUaD/yJ87f5RSU1Po1u0rOLIAAFAgcfGxYsnBIHNzqyIdPUdHV7EMj0CGEBBZuziRR81q4lBYOTqQobFxnofF0sGe+s6YTF/v+FsEgzLS0+nc5h30w3t96PCy1fkGgyScFaQvwaBCZQjZ2dnRggULaPbs2dnu/+6776h8+fLUqVMnmjFjBk2bNo327Nmjyn0FAACAPJiallE0hy5IyRib/cPXVMa0LMXFx+D4AgBAgWRkpFN8fKzIEOKysTh5T6HCcLCXZQiFhQfjUwCq3UGWHSQFHDlAFPHCP9uRMTA0pPYfD6O2wweTSRlTcd+tIydo/+JlFP7cD0dR1RlCffv2pU2b3uw6v3nzZvEY48erVKlS0JcGAACAIjaUTklJzndEcG7NpREMAgCAwoqJlQ0yKFfEPkLoIQQ5G0JnZesq6zGVdYz8R7/Np06jR4pg0LNrN+m3wR/TX19NQTCouAJC3CeoWbNmb9zP9/Fj4kUNDBTrAAAAUIL9g6IKlh0EAACgKY2lHeVTxsKRIaT3rJ2dRENo7kn14tZdcTxs3F4HhMo5OdLYdcvJp2UzSk1KpvWTptOSDz+l5zdv6/2xK9aSsd9++42WLVtG9evXFz2DWMOGDWnkyJE0d+5c8TWXjd24caOgLw0AAABFnTBWgP5BAAAAqhAbF1Pk0fNc+iwFlNBDCGp1aCsOwtOrNyjwwSMRHLJ1k/WYYkN++p5cvL0oLjyCVn8+kfzv3sdBK4mA0Jw5c+jZs2c0duxYGjJkiLjv4cOHNGrUKEUpGQeM/vjjj8LsDwAAABSCjY29WEYXYMIYAACAKsSpIEPIQT5hLCEhrsClz6C708VuHT5OpQxKiXVbeYaQSZky5CEfJ//78NFv9BWCYgwIsY0bN4pbXlAuBgAAoJ4eQgVtKA0AAKAJJWOODrLsj9DQIHwgeszQyIi6f/MFla9dQ5SLcYNot+o+4jEbeQ8hzgziNjWxYeEIBqkjIMSMjY3JwcFBfBBZ+fsjOgcAAFDSbKQeQsgQAgCAEhYrnyxWlJIxR3mGUGgYAkL6qpyjAw1dMEcEg9iBxcsoPjKKogICxde27rKgoauPt1gGPXysxr3V04CQl5cXrV69+o3G0qVKlaLMzEwyMip0jAkAAAAKCT2EAABAqzOEHGXZHwgI6Sfvpo1o8LyZZGZdjl7GxtHGyTPp/pnz4rGooGCxLGNhTmUsLcmlSmXxdeD9R2rdZ11Q4OjN2rVrKT09nbp27UrBwcEiCAQAAACaMWUMPYQAAEBdY+etrGwK/Ro1azQQy8BAP5XtF2g+Tixp/8lw6vjZCFF95H/vAa37agpFBcqCQCwtOUWUh1k52Is+QlKGEDebhhIOCNWpU0dMGONG0gAAAKBhGULoIQQAAFqWIVShvBfVrtWQMjLS6eTpAyreO9BUZa0saeAP08XoeHZh2y7a9eNCSk9NfWPbqIAgERCyr+BBzpUrifuQIaSGgNC9e/fIzs4OASEAAAANYl1O3kMoCk2lAQBAu3oIdevSTyzPnT9GkZFhZGFhodL9A81QxtKCLO1sKTU5WfQLGvjDDLJxdRYZQDtmz6f/du/P87mRgUHkWa82VWvVjIxMTCgpPoGiAtFvqsQDQpMmTaL58+fTlClT6Pbt25SWlpbt8fj4+CLvFAAAACivdGlTMjMzF+vIEAIAAHVlCPG/RcbGJpSW9maGR15MTctQxw49xfref7cU2z6CepVzcqTxW9aQuU32oGGEXwCtHT+Zgh/5vvX5nCHEfFo1VzSURvsaNQSEjh49KpbHjh3Ldj+aSgMAAKi3f1BqagolvkzAxwAAACUqISGOUlKSxR8o7GwdKDgkQOnntm39HpmbW1JgkB9dvSZrIgy6xcDIkAbPnyWCQWkpKUSZsvtuHz1J22bNo+T4/P/vEikPCHFjaYb+QWoKCLVt21ZFbw0AAACq7B8Uhf5BAACgJmHhweTu5kkODs4FCgh169pfLPf9uwUZHzrq3TEfk2fdWpQUF0+/9P0wW8NoZUXKR89LgtBQWj0BodOnT6vmnQEAAEAlbOT9gzBhDAAA1CU8PFQEhOztnJR+jrd3DfKpWkuUmB04tKNY9w/UN06+3cihYn3rjB8KFQxiOfsFBWDkfMkFhGrWrEl37twREVtefxvuKwQAAAAlBxPGAABA3cLDZRf69vbKB4SGDhotlidPHVT0IQLd0mnMSLE8v+UfunXkRKFfJy4sQkwf44bSvAx9+kyFe6m/lAoI3bhxg5ycnCg8PFysc2CIewblxPcbGRU46QgAAABU0EMoOiYSxxEAANQiPCKkQAGhqlVqUvNm7SgjI4P+3rC0mPcO1MWpUkWxPLNha5Feh2MNnF3k4Fmegn2f0qv0DBXtoX5TKnrj6ekpgkHSOgAAAGgOZAgBAIC6hYXLAkIO9s5KbT/8wy/F8six3eQfgGwPXWRha0Om5mb0KiND0RS6KLiPEAeEglAuVrIBIT8/v1zXAQAAQIMyhKKRIQQAAOoRLg8I2ds55rttjer1qVHDlpSenkbr/v69BPYO1MGuvLtYRgeHUEZaWpFf79m1W+TTshk9OH9JBXsHzKCgh2Ho0KH03nvvKb6eN28eRUdH07lz58jDwwNHFQAAoIRZl5NPGYuKwLEHAAC19hCyU6JkbMRwWXbQgYM7CjSRDLSLvYcsIBTxwl8lr3ds5V80s113unX4uEpeDwoREJoyZQolJSWJ9SZNmtDYsWNp4sSJFBERQQsXLsQxBQAAKGE2NlIPIQSEAABAfVPGmI21HRkbG+e5Xb26TahO7caUmppKf2/8owT3EEqafQVZQCjcT3VBv7gwWSsbUFNAyN3dnXx9fcV6z549afv27bRixQqaPHkytWzZUkW7BQAAAMzUtCy1a9uVLCys8i0Zi0LJGAAAqElcfAylpCSLdTtbx3x7B+37d7OizAx0k52KM4RAAwJCCQkJZGsrS03v2LEjHTlyRKwnJydTmTJlVL+HAAAAesrR0ZV+X7yZpk5ZQMOGjM11G2NjEzI3sxDr0dHIEAIAAPUJk5eNOTjk3li6caNWVKN6PRE42rD5zxLeO1BXD6HwF+hDrKkKPCOeA0ArV66k69evk7e3N+3fv1/cX716dXr+/Hlx7CMAAIDe4f8wz5q+RDFBzMurWq7bcWo+49T7hIS4Et1HAACAnGVj7m6eZG/n9NbsoJ27N1BUFEp/dFmpUqXIzt1NrIe/QJ8onckQGjNmDF24cIHs7e2pd+/eFBUVJe6vX78+bdq0qTj2EQAAQK90aN+DFsz/SwSDQsNkY1o93Cvmuq0UMIqJwYQxAADQjMbS9rk0lm7erB1V8a5BSUmJtHnrCjXsHZQkKwd7MiljShlp6RQdJDsvQAcyhGJjY+nzzz9/4/4ZM2aoap8AAAB0WkXPKjTjf7/SPzvX0a49G7P9NW3E8HE0aMCn4uvTZw7RwsUzaOe2C1SunA1ZWlpTXFx0tteytXUQy0j8pRUAANQsPCIk14AQ//v20TBZdtD2f9ZRbGz2f8tAd8vFIgMC6VVGhrp3B1QVEGJWVlY0YsQI8vHxEV/fvXuXVq9eTXFxSFUHAADIT8sWHURK/edjplFISCBdvHxKNI+eMmm+eIyt3/gHrV77K2VmZoosIUcHF/Jw96Q7d7P/J5rvZ1ImEQAAgLqEyZtEO9hn7yHUptW74o8hXNq8dftqNe0dqCMgFKHCCWOgASVjXBr25MkTGj9+PNnY2IjbV199Je6rW7duMewiAACAbnFxlv0nycDAgL6bsoDq12tGvy3aKIJB3Atozo/f0Ko1i0QwiPn5P82zbExq3BmGgBAAAKiZNDXM3u71lDEDA0MaNvQLsb51+xr0u9MT9vIJY+F+mDCmUxlCCxcupD179tCoUaMoQ576ZWhoKBpNL1q0iFq3bl0c+wkAAKAznOUBIf5Lqbm5Jf08b434Oio6gqZNH0P37t/Itr2/31NqWL8FuecSEJIyhMLCUJ8PAACa0UPILkvJWPt3upKHR0WKjYumHTv/UuPeQUmylyaMPceEMZ3KEGrQoAHNmzdPEQxivD5//nzxGAAAACgXEJrzw9eKQM6TJw9o9Ng+bwSDmJ//M7HkkrG8MoRQMgYAAJowZUyagGlsbEyGhkY0dMhYcd/mLSvp5ctENe8hlBSUjOlohhD3CfLw8KCHDx9mu9/d3Z3i4+NVuW8AAAA6p3RpU7KTN4K+e/8GffHVIGrUsCUdPbZXTF7JjaJkzCO3kjFkCAEAgGaIi4+h5OQkMjUtQ3a2jlSvblNydfEQGbC79mxQ9+5BCSllYEC2brL/n0S8QMmYTmUIbdmyhVatWkV9+/YlNzc3cevXr58oGcPYeQAAgLdzdnJTlIvFx8dSaGgg7d23Oc9gUNaAkLOTu/iLq4TXpeASMoQAAECTJo25uXnSh/LsoI2blotAEegHa2dHMjIxobSUFIoJkWWNgY5kCH399deiyeW6devIyEj29LS0NPrjjz/o22+/LY59BAAA0LlysaAg5WvqIyPDKDExgczMzMnVpTw9f+Er7ue/vrKUlGSM8AUAAI0pG+NJmiOGjxPj50NCA2nPvk3q3i0oQfblPRQTxqQBGaAjGUIc/Bk3bhxZW1tTnTp1xE2aNMaTUQAAACD/CWNBIQUbw5rbpDGpXCwUDaUBAEDDGktX8a4hln/9vURcQ4L+QP8gHc4QkiQlJdGdO3dUuzcAAAB6kiEUHFywmnp//6fkU7UWuWfpI+SIkfMAAKChJWOMM1oPH9mt1v2BkufdRDZsKvSJbCgGaHlAaMeOHUq/YO/evYuyPwAAAHrRQ6igAaG3ZQhh5DwAAGiKsPDXAaHVaxfRq1evp1OD7rNxc6FqbVqK9av7Dqp7d0AVAaHY2FhlNgMAAABlS8ZUEBCSMoTQUBoAADTF48d3xfLO3Wt05uwRde8OlLAWA/uQgYEBPTh7kcKevcDx14WA0EcffVT8ewIAAKAHClsy5uf3lgwheb8GAAAAdXvw8DaN+rQnBQQiGKBvSpctS416dhXrZzZsUffugCqbSpcuXZq6detG5ubmbzxmYWEhHjMxMVH25QAAAPSOjY09lS5tShkZGQVuBB0U7EcZGelUtqyZYtS8A3oIAQCABvJ9cp+Sk1+qezeghDXs+R6VsTAXmUEPz13C8delgNAnn3xCX375JSUkJLzxWHx8PH3xxRc0atQoVe8fAACAzpWLcc8fDu4UBE9okcrMPDwq5SgZQ4YQAAAAqE+pUqWoxcC+Yv3Mhq0YN69rAaFBgwbRokWL8nycHxs6dKiq9gsAAEBnA0LBIQUrF5M8efJALOvVbUIWFlZUpoyZ+Do8SwNPAAAAgJJuJP3Jn4vJvrw7JcXF05U9B/AB6FpAqHLlynTz5s08H79165bYBgAAAN7eP6igDaUlZ87JmnO2bvUuOcr7B0VFR1BqagoOOQAAAJSoUgYG1HJwP/p6x3qq3KQBpSYl0445P1NqUhI+CV1qKi02NDIie3t78vfP/T+x/BhvAwAAAPlkCBUyIHTh4kkR/HFzrUBNGrcR92HkPAAAAJQ0B8/y1G/Wd1ShTk3xte/lq7R1xo8U6R+AD0OLKB3BuXv3LrVv356uXbuW6+MdO3YU2wAAAEA+GUJBhQsIJSUl0uX/zlCL5u3p/R6DxH1hYUE43AAAAFAiDIwMqe3wwdTx04/IyMSEkhMSae8vS+jS9t3oG6TLJWOrV6+madOmUZcuXd54rGvXrvTdd9+JbQAAACCfgFAhewixU6cPKiaWMTSUBgAAgJLgWtWbxm1cTe998akIBt07fY5+6jmQLm7bhWCQrmcIrVixglq1akV79uyhBw8e0MOHD8X9VatWJW9vb9q6davYBgAAAN7E4+alcfGFLRljFy6eoNTUVDIxMRFfI0MIAAAAilvVlk3po8XzydDIiBJjYmnXvIV0bd8hHHh9yRBiQ4YMof79+9OjR49EEKhKlSoiMDRgwAAaOHBg8e0lAACAlnN2chPLhMR4io+PLfTrJL5MoP+unlV8jR5CAAAAUNwj5btN+FwEg+6ePEvzew5AMEgfA0Js27Zt9P7771ONGjWoevXqYp3vK4yWLVuKjKPAwECRYtajR4+3bs/vdfjwYQoLC6PY2Fg6f/686F0EAACg6TzcK4qlv/+zIr/WaXnZGEPJGAAAAOTFqHTpIh+cmh3aklMlTzFSfuPkGZQQGY0Drq8BIVUyMzMTo+zHjBmj1PZcsnbkyBF67733qH79+nTixAnau3cv1alTp9j3FQAAoCg8PCqJpZ/fkyIfyHMXjlNycpIoHStK+RkAAADork6jR9LcC0ep9dABRcoO6vDJcLF+ev0W0UQadIda58QfPHhQ3JQ1fvz4bF9zI2vOKurWrRvduHGjGPYQAABANcrLA0IvVBAQSkyMpwkTh5GpqSnFxceoYO8ANPOv2h41q5GVvR3dPHycXmVkqHuXAAC0hoGhITXr14sMjY2o+zdfkKWDHe1bsKTAzZ+rt21JLt5eIhB0ZsPWYttf0MOAUFFxtNLCwoKioqLy3IabbpbOkibH22ddajpt21/QTTgPQVNp07lZoYKXWIZHBKtkf/0DnmjN966PtOnc1BQmZcuQe41qVL5uTSpfuya5Vqsiptiwyg3r0YGFS9W9izoH5yloKpybRVepUX0yt7GmtJQUMi5dmtp8OJBsnZ1o1+yfKSM9XenXeXf0SLG8vH03GWXi3zULLfj3vSD7VoqIChYiLCYcqezZsyft3r1b6ed888039O2334pJZ+Hh4bluM336dJoxY4YK9xQAAKDg/8adOeFLr15lUqOmFaismewiF0DfhSe/pHsx4RSQGEdhSYlv/KfUzMiYEtPTxHpX98rkbWWrlv0EANA2hwKe0N2YcKpt40jOZc3pcMBTekWZ5GFmSd08vKm0Yf65IYGJ8bTl2V0yNjCgkd51qYyRcYnsO6iGpaUlxcfH62ZAiCeb8Zh7Lhk7duxYgTKEuIm1q6trvgdHE2jb/oJuwnkImkpbzk17eydatXwfpaWlUZ8BLejVK5S+6DptOTfVbdyOdVTO2UnxdXRQCL24cZteXL8lllGBQdTu04+o5dD+lJKYSMuHjRH3gWrgPAVNhXOzaAyNjembfVvI1MKc1oyeIH6fcsZQv7n/E9mYwY98acNX31FC1NubQ7f+aDC1HTmU7hw9Sdv/N7eIe6UbLLTg33dpH5UJCClVMrZjxw6l37x3795U3Pr160crV66kPn36vDUYxLjhJt9y4gOjqR9gbrRtf0E34TwETaXp52bVKrXFMjDwOcXGouePPtH0c1OdrBztRTCISxc2T5tNT6/coJiQ0De22/PLEnKpXoUq1a9LvWdNoYX9h1Pmq1dq2WddhfMUNBXOzcLhvj8cDIoNDae7Zy+I5Isbx05SxPAQGrl0ATl7e9HwZb/Qn5+Op4gXeQ+ncK9dQyzvn7+Ef8t09NxUasoYj3iXbnFxcdSuXTtq0KCB4nGe+MX38ePFrX///rRmzRqRIbR///5ifz8AAICi8nCXTxjzf4qDCSDnXt1HLEOfPKNr+w7lGgxi3Ex6/cTplJyYSK4+3uRcWfbzBAAAuav7bnuxvHHoaLYm0gH3HtBvgz+mCL8AsnVzpc/XLRe92/Jq7F9BHhDyvXwVh1pHKZUh9NFHHynWf/zxR9q6dSt9+umn9Er+1xkDAwNaunSpCBYVdOy8l5esySbz9PSk2rVriybR/v7+NHfuXJGK9eGHH4rHOQj0119/0ZdffkmXLl0iR0dHcX9SUlKB3xsAAKCklPeoKJYv/BAQAv3CA0CoVKlcM3qkgJD/nfv5vk5cWDiFPH5KFerUJLvy7hT08HGx7C8AgLYzKWNK1dq0FOvX9x954/HIgED6bcjHNOL3n8mjRjX6bNUSOrN+Cz04e4Fe3LqrmOjIwSBu7M9ZRm/LIgI9yBDKGRz6+eefFcEgxuu//PJLtsCRMjjLiMfFSyPjFy5cKNZnzZolvnZ2diYPDw/F9h9//DEZGxuL4FNISIji9uuvvxb02wAAACgxHvKAkJ8KRs4DlBRzW2tqNaQ/lbEs3CQVC1sbmrx/O82/foZmnTlIE3dvolod31E87l5DFhDyu5t/QIiFv/ATS3sP90LtDwCAPqjZvi2VLluGIvwDyD+P36/cO+iPj8bSg7MXxbbtPx5GY9ctp6mHdpJjJU+xjVfj+mLp+x+yg3RZgcfOGxkZialejx49ynY/38eZQgVx6tQp2V+O8jB8+PBsX7dt27aAewsAAKA5JWMvEBACLWFqbkafrvhNlGeVc3KgPT8tLtDz+f93A+ZMI1s3F/G1WTkrcXt3zCi6dfh4tgyhAKUDQrK/UNtXQEAIACA3hkZG1PEzWZLG5Z373nqQUpOSaNXnX1OdTu3Ip1VzqtKssejt1u3rz2nlZ1+RV0N5QOgSAkK6rMABIe7fs2rVKlHOdfnyZXFf48aNxfh3fgwAAABes7QoR9bWslHZ/gHPcGhA4xkYGdLQBXMUvXq4OWlBA0Ith/SjKs2bUGpSMi0b9Tmlp6TSFxtXkmPFCuTgWZ4y0tKprJUlpaemUvAj5TLnuOcFs0OGEADoGEt7O7Iv7072FTzE7zgDQwO6f+YCPblyjV6lKz+ZtMkHPcjO3Y3iIiLpzPqt+W7Pr33t38Pixj2FJu3ZTD4tmorgEJeTMWQI6bYCB4S+/vprUaY1YcIEUdLFgoOD6aeffqIFCxYUxz4CAABoLQ8P2UV1SGggJScnqXt3APLV67uvxcVAysskMjQyFBcXHMQJe/ZCqaPHjZ+7jBst1nf/9Cu9uHlHrD++dEVcaNR4p7VidHzgg8diypgypB4Wdh5u+BQBQCeCQEN++l78zixdtuwbj7ceOoASY2Lp7skzdPvoKXp04bIIomfFGT1lLC0p5PETMilThjp8KssOOrJstcgAKgjuLXR51z5q2qcnDfxhOhkaG1FUYLC4ge4qcECIu5Rz8IdvPN+e6cK4NQAAAFUp71GJWrXsRPv+3UIeHrJafD80lAYtULlJQ2r6QU/RH3L9xP9R8/69qWqLJlS9TQulAkK1O7WjXlMmkJGxMd0+dooubtuleOzOsVMiIFSzXWt6eu2GYuKNsqSSMe5NxOOUk+MTCvU9AgBogo6jR1DF+nXEOgfGo4NCRK+08Of+oq8PZ2ea21hTo55dxY0nLd4/fV78bo3w86dWg/tT3fc6iDIxv9v3KNI/QPx+5GzKizt2F2qfji5fQw17vCfelyE7SPcVOCDEDA0NqU2bNlSpUiXauHGjuI+zhXjSV2Jioqr3EQAAQKuCQb8u3EBWltb0bqde5PtE1h8F/YNAG9RoK5tM89/OfXTv1FmydnYUAaFqrVvQiTUb3tqAuvd331CtDrJ+j4EPHtHW6XOzbXP3xBnqPW0iedSsRmUszMV9/nfuKb1v/Nfu2LBwsnKwF42l82qWCgCgiQwMDRUTvKxdnKhRj65ifdXYb+jhuYtvZEsafD+fKtStRbXat6Ga7dtQOUcHqtu5g7hllZ6WJn6v8o0d+G15gcrMsooJDaPzW3ZSqyH9xNe+l68V6nVAh6eM8dSv27dv0+7du+n3338ne3t7cf+kSZPE9DEAAAB95eTkRj/NWyOCQZxh4eLsTq1adBSP+ftj5Dxovqotm4rl3VNnxfLeqXNiyePeuedPbup16UgTd20SwSDuDXT4j1X064AR9DI2Ltt28ZFRivIx7pPB/JQYOZ9rH6HyaCwNANrTl23Yoh9p5qn9ohyXtRv1oSjJ4jIwDr7nVjrLwaOnV67Trh8X0uwOPWnRgBF0fPXfit+Dt46epIX9htH37XvQkeVrxOQwDizdPHSsSPt7bNVfIhuJA01c6gu6rcAZQjzi/cqVK1S7dm2KjIxU3L9z505asWKFqvcPAABAK9jY2NPP89aQvZ0jPXv2iKZ//yVNnjiPfKrWEo8jQwg0HQdZuF8QXwRIU2Wig0Mo6JEvuXh7iWDRtX2HsvW/+GDaRFHWwALvP6LN02ZT0MPHeb7HneOnybOu7Gci5eVLpfsSScKf+1GlBnVF81UAAG3QY+I4USrLhi+eR7vmLVJkBx1aukrpti2cUcm3fxcuFUGmrFlAB5f8KW6qkBAZTb8N/phMyphSXFi4Sl4TdChDqGXLljR79mxKS0vLdv/z58/J1dVVlfsGAACgMdzdK1L/viPJrKys1CUrCwsr+unHVeTq4kGBQX70zeQRIiPoq2+G0uEju+j6jUt0/8Ettew3gLK4vw97evWGCNZI7p2UZQtVa9VccR/3mPhm1wYRDOIAEpcoLBr40VuDQezO8VOK9YD7Dynz1asCfUDcN4MhIAQA2qBp3/epxYAPxPqLW3fJuHRp6vO/SSI76OH5S/T8RuH+b1DYkjBlhfg+FX2JQPcVOEPIwMBA9BDKyc3NDc2lAQBAJ9Wt04RmzVhC5mYW5FWpKs3+4WvFY6amZenHOX9SRc8qFBEZRt9MGk6RkWHiMZ4q9sP8SWrccwDl+cjLxR6cuZDt/nunz1H7j4dR1RZNqffUb8itelXFOGK/O/doy7Q54uJBGVzqEPz4iRhp71/AcjEW/gKj5wFAO3g1qk/vT/5KrP+76A869ddGGvzT96InEDusZHYQgEZlCB0+fJjGjRuXLX3NzMyMZs6cSfv371f1/gEAAKhV+3e60by5K0QwiLV7pxtVr1ZXrBsbm9Dsmb9TNZ86FBsXLYJBwSGyC1YAbcKlARUbyM7rB2ezB4T4r8Tc/4cbQTfr10sEg9JSUmjfwt9FWYGywSAJ97rg0q//dhf8/43IEAIAbWDn4UYf/jJXTAC7uu8gHV+1TvQJ+vubqaIP0L+LltLzm7fVvZsABc8QmjBhAh06dIju3r1LpqamYspY5cqVKSIiggYMGIBDCgAAOsPHpzZ9N1k2MOHEyf2UmppCnTq+T2NHf0efjxtA06b8QvXrNaOXLxPp2ymj6PkLX3XvMkChVGpYX5QyRAUGU+jT59ke47Ku7bPmU51321FkQBCFPX0uysq4v1BhcMPTwjY9jfAPFA3by1hakJl1OUqMjinU6wAAFBdTC3MaseRn0YifG+lvnf5DtlIv7gEEoLUBocDAQNFQul+/fmJpbm5Oq1atog0bNlBycnLx7CUAAIAaNGoga5Z74eIJ+n7uV1TOyoZaNO9AVavUpD+WbCOvSj4iSDR1+mh68BB/6QMdKBfLkR2UtfdP1v4/6pKekkIxIaFk4+IsRs8jIAQAmjZafsj878nBs7z4XbXmy0mUnpqq7t0CUF1AiGVkZIjMIL4BAADoqsqVq4vlf1fOihLp6JhIWr/xD/pk1DciGJSRkU6zZo+n6zcuqntXAQrNws6WqrdpIdbv5+gfpIm4D5EICFVwR8kFAGiUrhPGUtUWTSg1KZlWfzFRlNsC6FQPofT0dDp+/DhZW1tnu9/BwUE8BgAAoCu85QGhx76vJ23s2PkX+fk/E+vzfp5C5y4UrvQFQN1KlSolJuBM2rOZyjk5UmJMLPlelo2b12Tcf4jZeRRs9HzpsmXF98tlHAAAqta4VzdqPaS/WN/03SwKvP8IBxl0L0OI//NQunRpunLlCnXr1o3u3buX7TEAAABdYG1tR/Z2jiIr1vfJ62lIaWlpon+QlZW1GC0PoI2cKleiPtMnUYXaNRXTwrjPRWpSEmlDhhCzK1+wgNCgH2dQ9bYtqXLjBrRuwnekTwyMDKl66xai9xMH/lgpAwNqNWwgnQp+QZYO9pgWDFAE3JS/99SJYv3g7yvo1pETOJ6gmwEhTpnv3bs3ffvtt3ThwgUaMmQI7dmzR/EYAACANilTxozq1W1CjRu2EhdIi5d8T2lpqeRdWTZWm4M+PD4+q7i4aHED0DbGpqWpwycfUZsPB5KhsRElJybSgcXL6dzmHaJ5tDYIf+Evli7eXuJnVpn9btiziwgGsdod3yHHSp4U+kSW6acPuk34nFoN7kcxoWEiGBb08DENnj+LarRtRVcjg+mLrWvowrZddGzlOoqPiFT37gJoVbC15cC+1HH0CPE79fqBI3Rk2Wp17xZA8WYI8V9LefQ8TxrbsmULzZ49m1auXFnQlwIAAFCLCuW9qHGj1tSoYSuqWaOeGB8vuXPnKh06sou8K9cQXz/KUi4GoE0+XPiDaGx6+u/NdGX3fqrUsB71nvYN2bm7icdvHztFO39YQLGh4aRN/O/co5SXSeJ7e+/LT/Od2GPt7EQ9J40X69zPw8LWhtqNHEobJ88kfWDj5kLN+vUS6+UcHWj0mqUU6R9IjhUrUHpKKrmXs6FgSqCWg/pS417dRXDwxJr1aNgNoERWUK8pE8i5ciXxNZfcbvnfHBw30P2m0pIVK1bQ48ePadu2bdSqVSvV7RUAAICKVa9Wlzp16EmNGrUiRweXbI8FBD6nuLgYquZTh1q27CQPCMn6Bz16dBefBWgdOw83qtW+jVjvO2MyvffFp2RuI+v/yFkiO+cuoDvHT5M2SoiKFhddQ3+eTe98NET06bhx8Gief8jsP3sqmZqb0bNrN2n3/F9p3ObVVLdzBzq0dBVF+svKz3TZu2NGkZGxMT2+dEWUi9Xp1E4Eg3h986TpdOfsBarzTmtqPWIIVahTk9oOH0RN+/aksxu20cm/NlJSXHyJTWfigNSDcxcoOiikRN4ToDA4qNzt68+pftd3Fb+TODD93+5/UTEDuh8QevHihcgQkpw8eZKaNGlCe/fuVfW+AQCAnmvSuA2Zli4jevgEBr0o9H+0TExK04L5a6l0aVPxdUpKMt24eZkuXT5Fl/47TUFBflShQmVas2IfNazfXJSRVZaXjD32RUAItE/F+nXFMjo4hAyNjMjS3o5evXpFZzduo4O//UkpL1+SNrt56Bgd9/Gmd0YMpX6zvqPQp88p+JHvG9u1GNiHvBrVF9/vpu++p8iAQLp3+hxVa9Wc2o0YQltn/EC6zNnbi+q+11Gs713wmwiecR8h7qP076KllBwZLYJmz67eoFsnz4jpSO+O/Zjcq/tQ+4+HUfP+venU35tFlllKYvGeM43e70of/G8i3Tp6kv4aP7lY3wugsOp16Ui9vvuGyliYi9+pF7ftov2Ll1NSXBwOKuhHQKhixYpv3PfkyROqW7cuOTo6qmq/AAB0zuhPvqUaNerT4aO76NDhXZSUlKjuXdL4jJ4fZi9XfM3H6+mzR+T75AE9eXKffJ8+oPDwIKVey87OUQSDOBD0v5mf042blyg1NSXbNs+fPxbTwzzcPendju8rsoge+75uKA2gLSo1kAWEruw9QEf//Itqd2hLwY+fiN4xuoIvwpyrVCafFk2py7jPaOXoCdke55KyLuNGi/W9Py8RwSB29M+1IiDUoPt7dPiPVSJjSlfxcTEwMKDr+w8rJh6d27Rd3JiFhUW27R+cvShuNd5pRZ3GjBJ9mjjDiMvJuIyMn8fjtItD5SYNxdKtWpVieX2AouDAeveJX1KLAR+Ir/1u36Mds3+igHsPcGBBf0vGskpJSSE/P9kYUAAAyM7Q0Ih6vT+UDA0NyadqLRoxfDwdOLCddu3ZQEHBsgapkF3LFh3EMjY2mkxNy4isHQ4S8U3Cf527dSMw3ymXNtZ2YhkREUqX/8u7TObM2UM0aMCnNHjgp+JrDhAhcAfaqGL9OmL59Mp1Sk9Joav7DpKu4WbSO+f+Qj77t1GVZo3JytFe0Q+Jy48GzPmfaKLNAY4L23Yqnvfi5h16cuW6CJrV7tSOTq3bRLqIG2f7tGxGGWnpdGDJigI9l8sJ7544Ixpwdxw9UpSYdR0/RpTaLer/Eb3KUi2g6iCmjYszlS5bVuuz2EC3Gkd/tmoJedarLb4+vGy1CCZrSyN+gLcxICVERkaSra2tWI+KihJf53UD0Cbv9xhMrVp2UvdugB6wt3cSwaD09DQRZDA3s6A+Hwynv9ceptmz/hBTriC7po3biuUvv06n97rXow9HdKbv535FGzf/+X/2zgI6ioOLwq/EgAhxJQkhIUCCu7u7u1OsSIu0QPsX2tLiFChQCpSWQnF3d3cNECPuSlzpf96bnSUJkd1kk+xu3nfOnpmsZbJJdmfu3HcvPHh4E6KjI+jMd3RkIlhb28kkCEXHROZ7vxs3Lwj3NzajpafnK/61MCoHhigb21hBZkYG+D5T779hzADyeviEBKDGfXtKr+/w+Riwq+0CSXFxsH/x0k8eJ1ZCo2CirlhXr0ZL3xcvC5WVhCO6z85fhlX9R1IAd0pCItjUcKacIUVjVsWOcllELByrKPx7MExhqdakEYlB+D+ATsTzm7axGMSULYfQ7NmzIT5eCJTDdjGGUQdwhGTWjO8hOTkJbt66wCFwTLFiYW5Fy9CwIBg3sTs0btQaBvQbDU2btIGWzTvQxcfHA/Yf+gvOX/h4JrusYmNjD3Z2VUlAe/T4Fnz4kAn+/u/ocuXqaen9Nm88CDWq1wFHhxrw9m3eB77GxoIgFFOAIOTh6QYhIYFgZSW0MLl7cn4Qo7ruoMDX7pCWnAzqzoMjJ8GpcQPKoLm87R+wqekMXaZMoNuO/LIG4sI/bVF7c/Mu9F8ovFY6uhXlzsfBxjYM68aq9ms7doMyYmYnvI9F+hUtOBtdEOgwc27RBBr17g4127SgHKLCuCwqu9SAgJevP9nnEt1BIpZOjjSSwzDKgKGVEIuCf/dvbt4p7c1hmJIXhHbu3JnrOsOoMqJjoEKFimBibAaRUeqbIcCUPmIeTVhYMO0I49gSXmxtq0L/viMps8bBwRkWfL0cMtLT4fLVU1CWadZEaEd6/uIhJCXlnbX0zsedBKGqDvlnThgZmcnkEEJu3r4AQwYJB5OennxAwqj2uFhZ4MWlq9D/27lgUtkGqrdqBr3nzAANLU1yt2B2Tm6gYybcx49yhpybNYaXl6/L/P0wX2fUyp9AS0cHmg7orbSCkIkoCPkrZiz5zY07giDUugU1KsmDhpYWfP77GnqtjyxdI80wyikI4ecfNqJZOjkoZJsZRhEYWpjTUp3zxpiyi0wjYxg4J+uFYVQFPT0D6bqlpW2pbguj/lhY2EgFoawEBLyD3zYugcHD2sCpMwfour59RkBZp3kzQRC6e+9avvd7986dliim5YfoEIqOLlgQEsfGEE8vFoQY1UM8uPYuhItDFUlPSZUKP6NXLgFLp6oQFxkFR35ele/jxDP9Ndu0lPl7Ne7bA8b+upTEIMTU3pZyipQRMzth3ybCTzGCkPud+zSGaFXNEYysLWV+3GflysGoFT+SGISgiJaTqpK/WXGUz9KRBSFGeagkEYTesyDElFVBKDY2FmJiYvK9iPdhGFUUhKwl4yEMU1xYWEgcQuG5t2IlJiXA3//8BpmZGVC7VkOoYu9UrL8Mff1KsGr5X9C1cz9QNnQr6kHdOsKBw937wsFBXrzzFVpzCnIISTOEoj8dHcnJ6zfPKKdo85YVkJgojEszjKqgb2pCeSwYuO7z9DmUFe4fOUnL8nq6tDyweBkkxr7P9zE4NobUbN28wGB6pM3oYTDs5+8pr+jB0VMQHxVNOWaWjp828CoDKFYhkf5FGxkTSY6LB99nL2kdW9pkZfCi+VCnc3vISEsjBxDmEFlWc5TeblzZmhwYeBuO/yEWTsr5mjJlE0MLwWXMghBTZkfG2rcXgj0ZRp3Qz+YQYkGIKaGRsTwEIVGsuH33CrRp1QV69hgCmzZ/GoSqKJo3bQeNGraEOrUbwYuXjyAkNPcDBgMDI+jXZwR07NAbkpISwMfXA8LDQ8DSwgZsbR0gNjYafvz5q08q3ItCo0atQFNTi/KCgoPzb6/08/MC+AygUiUjygXDFrHcEEOiZRkZw5G+bdvXFHLrGaZ0cZSMi4W4e0FKfEKZ+XVg9XPQWw8SG+4fPgFvbtwu8DGYB5KSmAgGZqZgXaOatJY9N7rNnAydJ4+n9Ws79sDJNRtgytb1oN+8CTlmAtzegDJRwcAAdA0r0XphAqXzAl9XdKBhjtDtfYcLvH/P2V9A04F9qJXs328WQYOeXUkcatSrG5xauymbow2zhQIkFd4oEJXX1ytTf8OM8juEYiUthgxT5gShGzfyruhlGFUFHRIiYoAswxQX5lkyhPLj9JmDJAh16dQXtv65GtLT04qt9QzR1taBaVMWwKIfZ2S73drKllrQunUZQJXvIjWqf9ou07hhK7h997JCxSpZ3EEIvj66FbUhMTENnBxr5i0ISR1CBQtCDKPKiKM3WKte1tjz7U/g0qYF3NpzUKb7Z6ang+e9R1C7Y1saG8tNEMJxp/4L50DLYQPp69PrNsOV7UKeZoinNzijIORcvI7OwmAqyQ96HxYBackpCnve1zfuQK85M8CpSUPQrlA+3+duP34kdJgwmtYP/riCcpowSxoFofo9u8Dp9ZspsDrriCMKQJjTgoKQZVUH8H0uOJIYpjThkTEGyroglBsVKlQAOzs70NbWznb9y5f8xs2o3siYFTuEmBJqGQsLC8r3ftiohU1k6MBp27orXLoi2OcVjZnpx/yH1q06k1vo0ePbULNGHRg6eCK0btWFRiHE5q2Dh3dAWmoKVKlSjcQk3Mbarg2pJa1+/WYKFYQaN25Ny7v3ChaEED19HRKEqjm5wL37uWcOGRmZ0DI6hs/uMepNtaaNyqwgFOrpTRd5HS8oCDXp1xNMbStDJXNT8H3+Cm7s2gdpSckwfOkiqN+9M43gHf55Fdw7eEz62BAPL1paOX8cf1IWzOwlgdIKdAchYd4+EBUYDCaVrcGpSSN4ff1Wrvdr0r83CUfIyTUb4cHRk9LcpqT3cST4YDOc5/1HULVh/Wwh6GFe7+h2CycWhJjSB1sIK+jrSQVWhoGyLgiZmprC33//Dd27d8/9CTULrTExTCmGSrNDiCk+jAxNQEenPB1QROThYBHB+5w9dxjGj50FvXoOKTZBCMerEGzXMzUxhy9nLiL3DI6Qidx7cB0OHPwLnj67J73uxq2Pgctt23QjQahe3aYK2y50I4luHlkDnfX0y0NYaDw4OdXM0w2opSWcvIiNjVLYtjKMsmFsY0WtWRj86/XgUWlvjkog5ghhQxleEHT9tB4xmMKY7Wq7ULbN3oU/UmtZVtAhhFgrpUNIkh+koEDprKCo02r4IHBp1zJXQQgFtsGL59M6uqmytrChKwtfxxZD+kPrUUOh5fBBJC7h36yYTxTq7QPVWzZT2mwmpmxRydxMmqGVmpRU2pvDMKUTKp2VdevWgaGhITRt2hSSk5OhW7duMHbsWPD09IQ+ffoofgsZpgQyhNAtgZklsoIH9wwjb6B0VFQ4ZGSkF3j/M+cOQWZmJtSt00SafVNcghCOpcXEREFlmyokBuEI1tnzh2H8pF6w8LvJ2cSgnDx7fp+WjlWrg6GhsUK2q1Il4XlSU1PyrZvP6RBCcGQsN0SB6X1cDKSnF/z6M4yqUr1FM1rimE1Kgmz/P2WduIhI2P/9L3Bn/xEaB0MXEAo9FQz0SQxKTUqGv2Z8/YkYhIR6+1I2jq6RIYV5KxNmkkDpCAVVzmfl1RUhSqJxnx4kQOZ0qI1a+RMFb987dJxe05w8OXWOlq7tWpF4hGIQ5gmJB9uhnu9oaVmNBSGm9DG05Mp5Rr2RWxDq0KEDzJkzBx4/fkxnsv38/GD37t3wzTffwMKFC4tnKxmmGNDX/ygI4WiMuWSkpyDwIP308ccwfOgk/r0w8lXO5xMonRXMwfH3F848Ozu5FMurjK4gxNfXE1av/R/4+HjA3v3bYMTojrBy9bd0fUG8fx8D3t5CAGi9OopxCRlJhKUYOZw8oiCEuUe6uvqf3C6Kaih8MYw6U6OV8H/oflsQaxnZeHDsFAlB6GZBYWjNwNEUgPzs3CX44/MZVLeeGxmpqdJKdwyWViZMbCsXm0PI895DcglpamvD4MULpA1tKKCNW7+crn9+4QocWrIy18ejEwhdQIjXg8ewZtAYuLFzn/T2UG+JIMTV84xS5QfxuBijnsg936Wrqwvh4eG0jjXzZmZm5A7C7KAGDRoUxzYyTLGgp/tREBJzhApqNEKwDltDQ5MyV/AAmmEKQhQbZRWEEE/vN+Dg4AzVqrnS6JYiwb9fI4lrBsUnHM26c/dKoZ7r6fP74OhYA+rVawrXbpwt8raJ24XtZbKipaVBry02uTk51oDnLx5mu50DpZnSpKJhJbCqVQOsqzuDTY1qdKDu8+Q5XN+5l9wpikJDU5MyXRD323k7+xiQqWnw6dmLdCkIdBNZVK1CY2Medx8onUNI0RlCIoeXrIKvj+2Gqg3rQYthA0FLWxu6z5pCYpDHvYewe8EPFBid1+u7ZdIsMLK2BL/nrz65Pczbl5bY/oZtaclxcZ8EfRuYmUB5XV0Ieyfcl2GKC0NLwVEdG5r/yD/DlBlByN3dHapXr07OoOfPn8OUKVPA19cXpk6dCiEhIcWzlQxTDOhJHEIJCXGUJyRrsLR4cC/WiDNMQVjK2DCWFU9PN2oaw6BkkXLlNKCWa33KaktNTaWxqtS0VAp7Tk1LkV734UNmvs9tbGxKrjgcD4t9L7vwkhs4UjZowFioX08YVVFE3lJhsn7e+bhLBCGXTwUhY0FkiuFAaaaYQVHGpW1LqOxSA+xq1YQtbx/DN2c+bbyyr+MKrUYMgofHz8DVv/6FqMD8w+Zlwb5ebSivpwvxUdH51qczigWDpet17ahUTWMVKxnQBYn0Lx5BKCYkFM6s3wz9F86FAd/OlV7/+vptcldhVlB+oBialyCKo2PRwSFgbG0FHT8fA/99yKSDcrpYWVCmC/6vieLnX7PmQ0Za8TRyMkwlC8Fl/D5MMEQwDJR1QWj9+vVgZSUcEP/4449w7tw5GDlyJKSlpcG4ceOKYxsZpljQ1xNq5z08X0OD+s3Ayko4myZrOxMKQ3hQjaOTDCPTyJg8gpDXG1pWyxKU3L/vKJjxxbcFPhaFHhSKEuLfw6pfv4MnT+/lmh8UFR1BZ2qLAoovmHdkZ+tAY2gYUl0UxCwiece7cOStedP22V4vEWMjYWeOK+eZ4qb7zCnQfsIo6deJksywCF9/CHL3hOC3nvA+PAKaDewDDg3qQvPB/aDpgN6UT3Npy99FcjvUaCmIsjjeVNT/a0Z2xGBpZRoZM5W4g7C+PT0ltdi+z+19R6B+9y5QpV5tSElMhBMr18P9I4opQgj1ekeCEFbX50ZmegYtMXx67K9LYcdXCyiLiGEUDTbeIbE8MsaoKXILQpgXJPLkyROwt7eHGjVqgL+/P0RFcT4Dozro6QlZI55eboIgJKNDyExyMI2tRZhNgiM3igDdHw0btIAXLx+Sy4NRv1DpsHDZXQBe3m+kDXgG+oYQFx9L9fAIVr7jjq+2TnnQ0dahZi5tbSFHR/zbxIuerj5Mm7IAJk3tl+25zUwkDWMK+NtNTIynWnqsq69Xrxk5m9q07gre795Sbby8B6biyJg8GUIIfj8ER9fwfymrS0p0CEXHKG48h2FyAw+MRZeEz8MnsOv3P6BOVSeIynFm+dGJMyQIdZw0Fmq2ag4NenSBmq1bwIo+wyA+MqrIghBTcojV8xaOVaCcpgZ8yMjfoVkSmNpVLlZ3kAiOhKEQ06hvD8oMig6U/aRHQVz/Zy/oVKxIFfU4qhMbEgYxuAwNg5iQMPo/wf+hyZvXkitv5IofyZmEId8MUzwZQuwQYtSTInfEY9PY06dPFbM1DFNClC9fUdoq5iVxYshaPW+WJXza0sJGYYIQjt1MmzIf/v7nN9j57yaFPCejHIjjhWHhIXIJLUFBfmBjYw9OTjXgrftLcHWpR7fNnjcGQkOz7+hjqCeKQjra5UGnfHlywG1Yt5eat5o1aZsth8jMTHC5FdXNk3VsDAWhyZ/PAxNjM3LOIRhMjTlbl6+ehszMDLlCpeUdGXv+4gHlDuFr3bZ1F7h6/WOekZEoCEVzICRTvFg6Ca1IZ37bDAkh4WC9YzekJSXnel/MEfpz2hywqeEMo1ctAbMqdlCjVTN4eOy03N9X38QYbGo607rHHeXJsSkLxASHUqMbjuuZ2dtBmCQsuTQxK8bK+ZzgiCKOPSoaDJvGS368e/QU/pr1DUzcuArqdukAr67egCenzit8W5iyzUeHEAtCjHoid8sYMmjQINi0aRMcPHgQDh8+nO3CMKrUMIYV4D6+QtaCLA6hihV1yXWRVRBSFI0btcq3OptRTfBvRl+/ktwjY2KwNFLNyRXq121GImZAoM8nYhCCThx0lqGTKCIilDJ1TpzcS7eNHDE1231NFegQylo/j+45FIOePL0LCYnxUKVKNVg4fyX8+88FGNBvNDmZCsJQkiEk78hYWloqHD0uHJQMHfJ5ttuMDdkhxJRMzgRWlaN7L9yn4IICkaC3HtJKc+dmjQv1vXFsBglwewMJ0TGFeg6mcOB7L443KdPYmDgyFlkMlfPKBgZ53/h3P607Nqxf2pvDqBnaFcpL87jYIcSoK3ILQuvWrYNdu3aBg4MDJCQkwPv377NdGEaV8oPi4+MgRHJwjdkl6BzKDzF7JecoUFHBg2iXmoL7wyKLA4lRfcwl7qC4uFhITk6U67E4foVUq+YiFQwfPb4t8+MPHP6bhJJarg2gbp0mn/wdK0oQevrsPly7cQ5u3DwPU74YAHO/GQfDRrSDrX+uJlcOCqczp/8P9v17FcaMmi4VyPIVhOR0CCHHT+4hUay6cy1qA/zUIcQjY0zxYekkiAFYQ15QoG5uNd6IU5OGhfreODKDvL3F7WKlQbC7Jy1tayn2hA7mSy2+egqsnB0LNTIW4Ve8I2PKgu/TF7S0r1urtDeFUTMMzIUMQszIQicgw6gjco+MjR49GgYMGABnzxa9XphhSjs/KD4hDpKSEuF9XAxUMjAil5DoGMoNc7PsYo2iHEIOVaqRk4S+B7eXqWfDmByV8yJYB49Uc3QBDQ0NWn/46JbMj4+JiYQz5w5Bvz4jYeSIKTRWhZiamitUEEKn3Y9Lvsx2XWJSAo2LHT66E7p26Q9DB08EG2s7GD92FgwbMhG2bf9V6ujJipFR4VrGkPfvY+Dc+SPQt88IGDJoAgVeY56QYSUxqJoFIab4sHR0oKXoFpEH3+evIC05hWq2LRwd5Bo7wppvHDVDXl25Iff3ZoqO98Mn0GLoAHBu/lF4VwRNBvQGA1MTqNOpPYR4COHVBWFZzREsHasWa+W8suH3Qjh5gv87OLrHB+6MosfF3nOgNKPGyO0QQhfQu3fy7+wwjDI6hBISBFdbaKgQ9mtlVVmmhjERC0vFCEKuLg2k6+hUyhoQzJS9hrGcgpCdXVXKEkLh5dlz+fJB9h3YTvk9jRu2gqoO1bM7hKIUIwjlBzqUTp7aB2PGd4OffplNYdkVKujC6JFf5OqUQ2EWiYmNLtT3O3hkBzX/tWjeAeztHOn/CZ8Xm9BQ+GWY4sKymnAQHlYIQQgdRT5Pn9N6taaN5Hos3h/DdzHfIvC1EK7OlCye9x/R+461sxPomwqidlH5rFw5sKomVNmbO9jL9Bh0Ek37cwONufg9f1Wov0VVBMckUfzC93q72i6lvTmMGsGB0kxZQG5B6IcffoDFixdD+fLli2eLGKYE0JNkCCUkxNNSHBsrKEdIDOMNDBKqgS3MFSQIudbP14nEqEPDmPyCEIYkYx6QiNvrp3KPnYWFBcG9B4JrQBw7EzOEsj53cYOtX1evnYG5X4+TOoG0tIRgdxEcJROdUPizFwYM4r5155I0qN1Y0lqGjiM8YGNUlzajh8H3F49BZRdB2FTWQOmQQh6Eo6iAVGsmnyBUq0MbWrpdvVmo78sUncTY91IxTlEuITN7W9CpWEFmQUgQgzaCnrER+L96Ddu+mCN3y6Mq4y9xCdnXFZr+GEYRcKA0UxaQWxA6cOAAGBkZQXh4OLx48QIeP36c7cIwqoCeriAIxYsOoZBAmZrGREHoldsT4f4W1tTuVFRcXXIIQpwjpDaIImNhBKGsLiF5x8Wy8lwS+lyndiPQ0zOQhjsrqmVMHjD0Gl1DiIlEmMpZOY+jX1lr4+Xl0OEdtOzUsQ9UsRfOsHPlvOrTuG8PMLS0gAHffa2Q911FgtsjjukUZmQM8bwnCEKOjRpAOYkwWuD3LVcOXNu3pvVXVz42CTIlj9juVr2FYgQhm5ofhU9sL8vvb97K2YnEIF0jQxKDtkz+EpLjhBNeZQUcu0Q4R4hRJIaWPDLGqD9yC0L//PMPNGzYEP79919qFTt+/Hi2C8OoUstYQnwcLYOC/WjZoH4zyhwpaGTs9etnNIKCo11iCG5hwYNgzFZB94IoNIk15YxqgzvwKMIgXl5CY1iRBCE5AqWzglk6CG6LGFqO41OiMFPSREiyi0SnkohREQKls/Ly1WMaTUPha/iwSXQdB0qrNuU0NcC8ahVat6/jCvV7dAZlwtjGmsZ00lNTISpAGEGWF2wbS4qLgwr6ejK7oOxru1LlPB78ez98WqjvyygG97sPpA4hRQiWNtWrSde1yuuAoVX298vsYtAGQQx6KYhBKfEJUNbAETnxf0LZBGNG9UfGuHKeUWfkDpXu2bMndO3aFW7fLtyBCcMoA/p6EkEoURCEbty6CJ9PnEMZKzhmcuDQX7k+zsxM2CELDgmg/BUUbiwtbYoUVuvqIrSL+fh6go+PBzVCsUNIPajm5ALGxmYUXI4iRWHw9Hwtdc2IrWPy4uX9FhITE8gd1KSxMF4SGVny7iARDLNGEdRMEm4tgnk/hamczw0MrP56zi/S3KTomIgiPydTepjZ2YJmlhHDnl99AS8vX4f0lNIRNXNi6SQESoe/84MPmYVzt/334QN4PXgCdTq1g2pNG9PBfUG4dhDcQW9u3aW6e6b08Hv2ElKTkkigQ5FGbB4rLDY1nbN9bV7FHmKCs4/5WlevBlNRDDKsJIhBU8qmGIQEe3jS+wFWhJtVsYNwH+FEH8PkF8g/du1S0DU0hOjAIIgKDJZcgiA6MJhEIGmodGjp7TMxjNI5hAICAiAuTjiIZhhVBQ+Mxdp5JC4uBv7YupLWsQUpr9ExMdsnIjJUGhIstkgVNVAa82HCIkJonR1C6oEovjx+cocCoQvDvQfXqanr13WLCp0HgeNXL90EQapj+14KbRgrDGKYtRhundMhVJiGsZxcvnIK4uJipV+zQ0i1weYk0UUTHRRCo2Ptxo0EZaucD/UuWoivlyRHyFnGsaNa7YX3GG4XK31QkENBT1FjYzY1BEEI/95zyxHKKgZhy1ZZFoOQDxmZEOAmOHF5bIyRhaoN64JLm5YS12kX6DR5HAz96Vv44q9N8L8LR2H5o2tgVV0YO48NK719JoZROkFo7ty5sHLlSrC3l63xgGGUWhCSZAghWFf99Nl9GjP5aubiTx6DzUji4yIiwiA0TBgLsCggd6ggakkCpd3cnkB4uGTHjzOE1IKmTYSDtfsPCp/tgQ1hG3//BW7culCkbXkhGRtzdKxRYg1jeSGKUZ8IQkaKGRlDUlNT4MzZQ9KvuXJetbGSCEIBr97AqbWbaB133nvO/gJ0dCsqTcNYYfODRN7eukfjw06NG0CdLh1yvQ+ODzXo1ZXEABQJMtLT4e2tu0X6voxi8Lgr5LU5t2hapOdBVwKOgKHI9OLS1U8EIRSLsopBW8u4GPTJ2FidWqW9KYwKYFJZ2H9HIfHEqt/g9r7D5LZEdxm+r6IrFZvrkuMTIDpQ2D9nGHVE7pExzA6qWLEieHt7Q1JSEqSnZz/rbWKimLpNhilOsM0oa4aQyNr1i+HPLSfoQL59ux7UiiQiHrwmJMRR05PUISSpFS8M2LLkXE3YccH8IDG0mgUh1cdA3xBcagrjgPcfCi1fpYmYIyRSqg6hPDKExDwuRYyMIcdO7oHBg8ZTc1l0NI+MqTJigxcKLs/PX4anHdtC/e6docOE0dC4b084t2kbPDhystDjWoravhDPoglCOKpw9a9/oePnY2DI4gUQ8Oq1dEwI67Sb9O8N9bp1opwhBMWjy1t3QGpikgJ+CqaouEuCpas2qEvCXWFHGq0l7qCwd74Q7O5F6zgGheBI1JSt6wUx6Pkr2Dr1K0hJkK99Ul3hYGlGHkxshf13n6cv4PrOvZ8E9lcyM6X7xISG0Tgow6grcgtCX331VfFsCcOUIHq6+tkyhEQCAn3g3z2bYcK4L2HGF99RqxMKQIi5RKwRq7pDwwKz1YoXBpea9UFbW5sakDCX6INkJIhHxlSfRo1a0pkl73fupSq+iHh4ukFychJUqFBRCQSh8GIfGUPCwoLg+Mk9NCZX2AwnRjn4KLh40/LfbxbBk9MXoPfcGeScGLxoPrQaPghOrFoPHnezi58lEngtcW+EegnbVxTObdoKjo3rQ5W6tWHUip/gxcWr0KR/L+lrIApHD46dhkfHz0BsaOm/vzACEb7+EB0cAsbWVlC1YX1wv31P5pfGwNwM0pKSSNwR84OC3nhIs3DEv7HandqRewivZzEoO34vBIcQ/q+gc5CFUiY/TCoL+++5FQFgphtmCHGYNFMWkEsQ0tTUhLZt28KSJUvA19e3+LaKYYoZPYlDSMwQysre/dugQ/ueVFc95fN5sGbdIrpedO+IDUmhoUFFdgh16tiblvfvX5cepOMZX6G9zBhiY6ML/dxM6dK0Sdsij4spEswwev3mGTRs0EJ5M4QUODImsmHTz3RhVBds7xLP5GYdyXp9/Ra8vX0XWgwZAF2/+JzGyqZs/Q1e37gNJ1dvKLFQWVPbyjRakJKYCLEhYQrJQtk9fzHMOfAPVKlXmy5IWnIKjQ89OHoK3j16WuhMMab46+ebDepLOUKyCkI1W7eA8etXQEJMDKwdOl6aH4SZWRG+wt9xJXMzEjlqdRBGkR+dOMvOoBzER0ZBXEQkGJiZgpm9HQS+fqvYXy6jVoifK4VthmSYMpkhlJGRAQMHDiy+rWGYEm4Zi5e4f3IeOK9ZK4hAvXoOhdq1GmarnA+XBD+HhQcXyc2Dok+7Nt1o/fzFo9LvHSUZbREDrBnVAytvmzQS2n8eKMG4WG5jYxGlmCH0sXY+Z8uY6BBiIZT5iLlDFXLbxUdFQ0J0zCfiya09B2Fpj8Fwfdc+yEzPoJDQeUf+hf4L59B4TXEjBtiGefsqTKTBIOF93/9MNfY4FnTwx+XwY4desPfbn8D74RMWg1Skfl4WHBrUhbG/LgUNLU0SfUat+FHqEAp+60GiD4ociK1rTXBu1pjWX11RjpMNyoYYwm0scX8wTIGCUCALQkzZRu5Q6WPHjkG/fv2KZ2sYpgTA3B4MjkbEcbCcvHJ7DKdO76f1ubOX0GNyjoyFSwQhHMGpVMlI7u1o0awDhVSHhgbCi5dCs4zw/BwsrepUd65FDq+ExHh45fYUlIXnL4QDldJ2CEVFhUtFUQODj/87RtLaeeHgh2EQKzGwOZ98nuS4ODixcj2s7D8CXl29ARqamtBqxGBYeOYgtBk9jL4uLvD5EbdrNxX6vNgctqBRO/ht1CS4d+g4u0FUBM97j8jpi441HAPLD6ynn7hhFeUNed5/RC4zpyYNaeQMCZJU14tutzajhlJVNn6N+ULMp0QHCftm4mvIMLmhZ2wE5XV16X9VFBEZpqwityDk6ekJixYtgoMHD8KCBQtg5syZ2S4Mo+zo6QpnjPFDIDExPs/7bflzNQXR2ts5wvChk8FUIgiJB9IYqB4pObC1KMTYWJfOfWl54dKJbGd7xaYxzhFSXURX2dOn96glTFl48/Y5+Pp6wlv3l/D+fXanRUmCTjgxONrMVHAJoUiLTX5IDDuEmFwq50NkyOeJ9AuAv2fNh80TZ9C4TUUDA+j7zZcwY9eWYhGFcNTH2tmJDuTv7D/CvzeGxElsw0OqNxfcPLlhUtkGJm9ZBxUM9OHd42ewfcY8OPTjCunt6FoQm8PCff1p6dpecJ6i6MkU4BCyYUGIyRvRQRYXHgEZaWn8UjFlGrn3jiZOnAixsbHQsGFDumQFD2o3bNigyO1jmGLLD0IxKD97P7qHNm5eCou+Wwsjh0+FBElFvTgyhqC7B8derCwrg4eHEGYoCxie26SxsGN38dLxbLeJo2jcNKa6iLlSGFKuTKCIOXFKHxJDSxvMEcLMIMwRwuBtcVwM6+KxxY9hRKzEhjFJoLQseD14TFks2EDWZ95MsKvlAi7tWsHLS9cU+sJiGxhyd/9RSI7L+wQDU7bwuPsA7Ou4Uv38w+Mf20pF9E1NYMq29WBgagLB7p6wfebX1Ej29OxFqNqoPrQY0h98n72U3j9nHha6x5gCHEI8MsZkAZ11ekaG0pBoU8m4WCTnBzGM/A6hqlWr5nlxdBTO4jGMquYH5QRr5+8/uEFNYMbGZtlGxpDgYOGsHbqI5KFD+16goaFJIb+BQdlt36JDyLyQ2URM6SP+7sLChB1TZUIZxKDcqud5XIzJC0sn0SEkX6U7tsQ8OHoSbkucO80Hfxx3r9mmJXx37ghUb9G00C88Zr/gBc8u3/hXGDFmGMT9zn1aYt4PZsplBR1B6AxCh1CkfyBsnfKV1AmEHF22BnbMXggnVv2WqyCEeUL+L9z4hS7AIWRiw/tQDFAQe/sJo+B/F47C95eOg7PEtWdiW5mWHCjNMIUQhBhG1cHcnvzyg3KybsOPkJKSLP06IvKjIISjN0iN6kILjKx07SIcmFy4mN0dlC2smkOlVRYLC+tsOVNM3oKQiSRYWnQI8bgYk5UKBgZQyUIQ48O8Cue4u3/4OAmhKP7gQbh2hQowePF8GilpOXyQXM/VeeoEEpKmbPsNBi2aT9ehA0QM/WUYsf4cw6Axp8S6RjXpi4JZQRM3rqYxQ/yb2TLlSwpLzxmUjk62rAHqYtMY8urqTQ4Vz4coiUPIyEoY81dHcPy16cA+BWZUlXUc6teB/50/Cr1mTwd9EyGjsG6XjrTEzwKEBSGGKaQgNHr0aHjx4gUkJyfT5fnz5zBq1Ch+PRmVcgjJKgjhWNjf/whn6uLj30NS0sdxlrcegiBUXQ5BqGbNulDNyQXS0lLJgZSTjw4hnn9XVcTfXSgLQnki5m+ZSarnxcr5WAVWzjPqEygdFRgMqUlJhXYMYBU4ggdRHSaOpjYnxKlJA7myhTDUF4UkdH5YOjrAh8xMuPr37kJtF6O+oKjj9UAoixBdaOU0NahNDA9Sk+LiYOvUryA6ULaTBjEhYZCWnELrry5zu1h+xIaG0f8lim84mqeOoDA95IeFMOSHBXI9ztTelh6LjpmWwwaCXW0XUFd0jQxh9OqfqWkSHXbYRolUa9Yo28hYVEBgqW4nw6hkhtDs2bNhyZIlsHHjRrh9+zZd16pVK/jjjz/A1NQU1q1bVxzbyTAKQ19fMjIWL2QCycKhI/+Arq4e+Pp5Zbvey+sNBeQaG5lSTXzWfKG8GNhfyJy4fOUUxMXHfnJ7mEQQQucEtpth7gujOpQvXxEqSZqz2CEkw8iYKAiJDiFJ2DRTtsEDuSb9ekHTgb3lzg/KjbsHj0GNVs2g2cA+5BBCsKJep2JFqFKvNng/KrgN0NDSgg4u8HGHlqwEcwd7CHR7wwcUTK6433kAtTq0hYa9u0NGWjqNF2IIOQo726d/DSEe3nKNPx5fuY7+5jzuPeRXvAAxDnNisGUMx8biI9XrMwVHDrFBEXFu3oTek5LeF3yCU0NLixrt8G9IJCM9HX7q2AcSYz7dF1VlcExzxNLFJPyHevvA+uET4LPPykHzwf3JGYSivpgxxRlCDFMIQQibxKZNmwa7du2SXnfy5Elwc3ODH374gQUhRunRFR1C+TSM5eTDh0ypSygr6elp8M7HA5yrudLYWEGCEAZQt23dldYPH9uZ633i4mJoRA1bl8xMLSE4JEDm7WTk32lo2rgNOb1iFdRsZSFxB+V0kzHZicghCH0cGVOvnXdGfgzMTGHuoZ00boPg6M39IyeK9FK+vnGLRnTwuRGvh0/gfVg4NOzVjYJ/ZRGEbCSjP2HvfCibiGHyw/22kCOETjJsukNQTPxn7rfg++yF3C/evUOfjpgzebsCURAysrEC3+cfw7nVgdYjh0AFfT1aR3dj7U7t4P7hgt8f240dQWIQjii+uXkHanVoQy2MVtUcKYRfnejw+Rg6AYBB7bvm/U/qrvN/9Zocei5tW0pdoug+ZZiyjtwjY1ZWVnDnzp1Prsfr8DaGUZlQ6XjZRsYKwl3MEapRp8D79u0zAjQ1teD5iwfg7f02z/tJq+cLUWfPyA6KQct+2QqzZ/2gsJdN/J2Jv0NGvlBpHhlj6nbpQGIQ7qjv/W4J/NihF7hdu1Vk18B9iYiDeUInVq6XHrBXbylbsLRVdUEQCnrryb8kpkCwNv7f+Yvh1t5D8OTMBXh5+Tr89eU38PbmXX71SqppTM2q58vr6dLYKiIKXfW6Cpk4+YF5Sp0mj6P1E6vWw/7vfwGfx8/pa4uqVUDV0TMxgga9usLwXxbB4qunoMesqdKA9tAsZQSe94UxzqYD+tASRzeT4xRzLMAwZcoh5OXlBUOGDIFly5Zlu37o0KHg6ck7SYzyo68n1M6LNfJFBd0lvWEYVHfOP0dIW1sHevccRuuHj+buDhLx9fMEO7uq0LBBC3j67J5CtpP5FEenmrSsWrW6wl4e0SHE+UEF184jhobGUKGCLtStKxyUh4TyPH9Zx7V9a1pi5sOjE5/mrBWW23sOgXOzJnR2POithzQI2talBuVNFDQ2YSMRhII9eF+HkY2nZy7QhSlZYtS0aawVuoMM9Enk2LPwJ/j2zEFwatKQBPSsIeQ56Tv/K9CuUJ6cQE9OC3+PYT6+9F6bdYRMVcDxNxz1rdGyKVRv0Qxsajpnuz01KZk+P+4fye7kREGoy9QJYC15L+dAaYYppCC0ePFi2L9/P7Rp00aaIdSyZUvo2LEjCUUMo+zo6RePQ8jZ2ZVGkP77779c79epQ2+oVMmIQqpv37mc73Nevnoa2rTuCp079oHtf6/lRpFiwtrSlpaWFjZQrlw5hVSyc8OYbOBIXWpqCujolIehgyfQOCWOkd1/cKPIvwNGdcGDnaoN69G629WbCn1uHJX4beTn2b5GYcimhjNlcRR04C62RQWzQ4hhlJooiSCEI2PqAmaftR0tnFS8tHUHZZfhCJRdLReo3bEd3D14NNfH1WjdHGp3bEvjikeWrpFej0HLiKoJQlbOTvDF35to3C0rga/dwePufXh7+z74PnsJmbnkb/o9f0XjYyiOISwIMUwhR8aOHDkCTZs2hcjISOjXrx9dcL1JkyZw7NgxeZ+OYUocPV0xQ0gxgpCPrxdl/ujp6kPlyg553m+AJEz66PHdBQoPd+9dpQNmbKuqJ3FOMIrH2loQhHCMD/OacgNf/4LcX1mxMBdGxsLCeC5d1qaxoYMn0vLI0Z0U0s6UXWq2bk65GCGe3jRyU9yI7WPVWzTJ9346uhXB1LYyrQe7s0OIYZQZdRwZw5EoDJCO8AuAZ+eFk4rPz1+hZd2uHXJ9jKa2NvRfOIfWb/y7H8K8fVReEKrXrROJQejofHTiLOxesBgWt+sBa4eOg9PrNoP3wye5ikEIXu/zVBiVQzhQmsmJhkahCthVnkL91E+ePKHq+UaNGtEF1589e6b4rWOYYm0ZU4wghIHTXt5vaB2DpfMSFRyrVofk5CQ4c+5Qgc+JYdXXrp+l9S6d+ypkO5lPsbayk65bWgoHe1lp2qQNrF29E/7YdAgmfz4PNDQ0Za6c54Yx2XOEMEAdA7hPnt7Pf6ZlHNd2rYvFHZQX7neEHCF0COWHtbOTtNJalkYfhmFKf2TMyNISPiunHgd4LYb0p+WdA0eodQ55LhGGHBvVB30TIYcvKx0mjCIhG1vXLv7xV7bbREEI2xOxbVFVwFEx5PS632Hvdz/RCFxCVN7jcjkRc4QQdggxInZ2ZnDu/E+QmnYUXrzcCOvXT4Z+/ZqBnp7QSqruqMe7JMPIgYGBIS3jc6l8LyxvxWBp51r5Vs1fuHgMEhJkO5i4cEloFMFWMjxgZhSLlpa2tOEKsbYS3EIiBvqG8PWcX6RfDx86CX5buztX4Si3kTHOEJI9Rwg5dWY/JMrR/MeoH5gLUaNVc1p3u1YygpDP0xc0QoCNM1hznxdi5gQHSjOM8vM+IpIq1TW0NMHQwhxUHbs6rjTaiq1ZD499zFWLCQmlMahyGhpQv0eXbI/BWnVs20JOrPoNUpOSst2eHBcPcZFCq6dZlY8nx5SZcpoaNCKH4FhYYfC6/7FRrSRcqIzyM2lSV3j5aiN06VKf4iNq1bKHmbN6w5Gj34Gzs3rlkBVZEMrMzISMjIx8L+l5WPQYRlnAf3QTY7Ns4yqK4O1boUK2ei4OISvLytCiuWDnPXJ8l8zP+crtCQQF+1PgbqsWnRS2rYwACjv49yD9PeUQhGZ/+QOYmJiDr58X/PTLbIiLiwWXmvVg2x/HoH3b7rm+jOXKaUhbs3hkTHaHUGZmBhw+kn/QOqP+4FlubNHBsOeAV4LrsrjJSEuDJ6fP0/rQJd/ByBU/Uo5RXoIQj4sxjPKDDpqY4FC1yRFqMWQALZ+dv/RJK9aD46eF+wwdQDmWIv0XzAEtHR3wuPtA6iTKiXRsrKpqjI1ZO1ej/B90aYrbLi+Bb9xJSMPg6awNZEzZZMGCQbBl6wzQ168IN2+6QeNGs2HQwGXw+6bTcP++Ozx79nHMUp2ROVS6f3/BqpgbzZs3h1mzZmU7uGIYZcTQ0ITyYlDgjI4WGmYU1TSGODnWpLEiPMAV6d93FP1vPHx0E/z95fvwQUfR+LGzaGzs0pXsbQlM0bDJIQBZW310/nRo3xPate1OeTbLVnwDHp5u4Ob2FP737RqoXashLPrfOmjQoAVs/P0XCkYWMTO1AA0NDUhLS4OYGMX9fakrXl5vpG648AjB4s+UXWp1aENLt+u3SjRI//DPqyAmNIzaZxr06AIO9evA3m9/Au9HTz8NlOb8IIZRmRwhM3tbMLGxgndZ/pdVDcwNqtdNqJa/s//IJ7c/OXUeen31Bf2szi2agvvte9Qe5tK2JbmksgZJ5wRFFafGDcDCoYpKjYv5Pn9Z6M8IFAs3jZtGId0FNUsy6k2TJs7w05JRtP6/73bB8uWHKOP18WMvOHLkDpQlZFZwTpw48cnl7du3MG7cOJg3bx4cPHgQqldXXHUzwxQH4ohQdHQEZf8oiqAgP3gfF0ONSSgYiJQvXxG6dx8kU9V8bly6fIKWDeq3ACMjU4VtL4OB0oJFOi0tlZZZR8EmjPuKlrt2byYxCEHB4qu5o2Hnv7/TB0avHkPgj42HwKGK8yf5QRERIdwMJwOXr56CWbNHwK/rFvOfZBmnvL4e1O7UjtbdrpTMuJjIh8xMuLTlb9g4ZgoFthpZWcLU7Ruh1+zpNMaG4xhWTo50Xx4ZYxjVIDpYOMlgLEP1vGU1Rxi9+mdo3LcHKBuN+vYgp0/QGw/wf/n6k9vTkpOlLqFWIwaBVnkd6Dd/Nn19bcceiPD1z/O5w9/5qlSwNIr1RRkXE0H3WNaAbabsoa9fAXbvmQeamhqwd+91WLr0gEKahlWVQll6rKysYOvWrfDy5UvQ1NSEevXqkTDk75/3mw7DKAPo4EAiIgUrsSK5eesiLTu27ym9rluXftQ+5h/gAw8eyn+QExwSAK/fPCPXSds2XRW6vWUdURB68fJRtpExFN5srO3og+HQkR3ZHoMi4t//rId588fTyGGVKtVg88aD0LP7YLrdwkLSMBbObhdZwDN8L1895mYxhsYbDExNINI/EDzuPSyVVwQPtn4dPBbuHjpGrs72E0bBl7v/JOcSHmSlJCZCNGdOMIxKEB0oCZa2zntkDP+ve3w5Debs3wH1unaELl98DsqEqb0ttB83UhomnRe39x6mJWawDV68gNrVUBC7vC37PkxOVK1pTOoQeirENDBlB2trY7h0+WcYOlQonigKWlqasPmP6eDoaAW+vmHwxbTNUNaRSxAyMDCA5cuXg5eXF7i6ukLHjh2hT58+4OYmnEFnGGXHzMwyW3aJIrl85RQt27TuClpaWjTL3b+fWDW/q9COkavXhADB9m2V78yVKiOGSD9+epeWxkam5OiqWUM4A+Xn50XNV7nx9Nk9+HxKH7j34Dq5wubN+RlquTYAC4lDKCycgwoZRlbQGdSoT3dy6uCoVl6VwSUBnm0/9OMK+PvL+TROYFPTGcb+upRuC/HwZucfw6ha9Xzl3AUhbBacd+Rf6Pj5GAqfFhu3sKpdGUCRZvrfv4OBmSmEeHpLs85yIyogEN7cvENCdsNe3ei64yvWU2C+LIIQCk/ohFRmMBwcfz+ZGRkQ4FYyGXOM8vDFFz2hQ4e6MHde3hE2sghBn3/eBdw9/oARI9pSfMiokWvg/fvc9/XLEjILQl9//TW8e/cOevXqBcOHD4eWLVvCrVu3infrGEbBiIG/EcUgCL14+ZCeF1vMGjdqTRc7WwdISIyH8xeOFfp5r904R8s6tRtJBS2m6IiOIE9PNxr3o+ssK0sFIbE5Li/ev4+Bb/83BS5eEsb6Rg6fAhbmgjU9nB1CDCMT+qYmMHjRfFq/8te/lA2hDLy6cgNWDRgFb24JgjHC+UEMozqIYkeVurWhZpuW0uv1TIxg5PIfYMrW9UIle2gY/DXrG2rdouIRW8HpW5pYOlWFLyRiULCHF2yeOKNAcefW3kPSdRSHXl25XuD3wZ8dw5U1tbSolUwV3EH4PlzQa8GoH/36N6NlzZq22cLTZRWCsEnMw3MLbN02E6pUsYDQ0BgYO2Yt3LnD4qJcodLoDEpOTiZ30NixY+mSGwMHDpTrl8QwJYkoqEREKH5kDEeMrl07A4MHjYeO7XuBnp4BXX/27CFITi68+oxuJhxrQkGoXZtucPBw/hZgpmDww0R0CAUH+0NoaBBUMjACK6vKUKO6IAi9efu8wOdB19eOXRsohLpZ03YQEhJI13PDGMPIxpAfF4KukSHlY1z4/U+letniI6Pgz2lzoOWwgXTW/cFRwQXKMIzyg8LBw+NnKBdo7JpfYOu02WBmVxl6zZlBQc3oSLy15xCc27iVKtkjAwLB1rUmhTOXZr6MlbMTTN32G+gZG9H74pbJsyAx9n2Bj3O/dQ8CXr8Fk8rWcHTZWpm+F+7DYMZQZZfqYOFgD5F+AaCsVFFQfhCjejg724CLixDzoKtbHqpUMQcfnzCZhKDx4zvBwm8Hg729OV0XEhINK1cchq1bz0NyspAhysghCO3cuZOt0ozKY2ZafCNjyKWrp0gQatWyM2hra5NIdPT4v0V+3qvXz5AghGNjLAgVHayT19bWoTY4zPsJCQmA6s61KDuohsQh9FoGQUgUlK7dOEsiIApKSFi4YFVnGCZvmg3qCy5tWlL1+55vf6RRAGXk9r7DdGEYRrU48MNSqGCgB7Xat4Fp2zdK25ADX7vDwR+XQ+Drt9L7ohiCgpCpXfYG0pIER1SnbP0NdA0r0VjUlslffVIzn5+4s3HMVNDU0oSUBNlPQob7+pEgZF61CrhdU97JD84PKrv0798829eurnb5CkLa2oIQtGDhRyEoODhKKgSlpKQV+zarrSA0fvz44t0ShikBzMyKL1Qa8fB4BQGBPmBb2YG+vnP3CoSECq6RonD9xnmYMe07qFmzLrVhhSrgOcsyKPwgoWHBFBSN4d1Ik8ZtKAQ8JSUZfHw8ZX6+PXu3kiAkwoIQw+SPSWUb6PP1LFo/s/4PCPV6xy8ZwzAK5UNGJuya9z1M2vwrODVpSONR5zZthVu7D5JDKCsR/sJ+lan9x8bRkgTFqMlb10FFAwPwe/6KHE0p8QlyPUdGaipd5CFMBZrGtMqXB+vq1WidHUJlj/4DBEEoKSkVKlbUAVdXezh1Siif6NSpHnTuXI+q4h888ISuXevDwm+HgJ2dmVQIWrH8MGzbxkKQQgQhhlGrDKFiGBnLGi49bsxMWj9ybJdCnjMmJhKev3gIDeo3g3Ztu8O+/dsU8rzqxJhR02kU7J9dG2XODwoOEZoRRYGtfj1hRhmr5lEokpV3Pu4k/rVo3oG+5gwhhsmbz8qVg+FLF4FOxYrg9fAJ3Ni1j18uhmGKBXQgbp8xD+p26QCe9x9Tbk5uiONSZqXgELKr4wqT/1gHFfT1wOfpC9g2bTakJiaVaNaShUMVUFZMbK1BQ1MTEqJjIDYsvLQ3hylBbGxMoEkTZ5q42P7nBZg5qze4uAondXGf/9/dc8Hc3PCTx6EQtHzZIfjzzwvsCCqu2nmGUUX09StB+fIVaB0rw4uLCxePUTsV1mljG5WiuHZdbBvrrrDnVBcM9A1h/NhZJMRVtil4p8baSvgwCQ4WdgBFh5CGpGVDlvygnOzeu4U+sPwDfCA9ne2oDJMX7cePBIf6dWisYd93S3gcnWGYYgVDiDFPKC8xCInwD5A2bpUkVerVgSlb1pMY5P3oKWybWnJiUNawfOsa1ZSmYS0nlSyEsZ+YkOI7mcsoJ/36CSdq79x5C5cvP5eOjIlLFIMwCwgdQhkZmRAUFAUzZ/wBjlUnwcaNp1gMkhF2CDFlLj8oNja6WA/YcURs+KgOkJqm2BaE6zcvwJczF4FzNVewsbGHoCDhrA4DYGRkIn0ZmjZpC4FHBQt0XlhbfwyUpt+ZRBASeftW/tDC12+ewZdzRkFsbBT/Shgmr/+96tWg6/RJtH5s+a+8g88wjFIgOoSw3lyrvA6kpxR/4Cy6JCduWgXl9XTB894j+GvW1yXeoIU/9/vwCKhkbgb2dVxJlFI2DMyF8Z+YkOLJ/2RKj6pVLcHCwpDcPsJFuF78eviItvT1saN3wc1N2GevWbMy5YG1ayc0z9244Qbduy0GHR0tSEvL4JNMhYAFIabMYGpavPlBWYmLj1X8c8bFwJOnd6nOHsOl/92zGUoTZ+daMLD/GIiICIF3Ph50CQjwoaDmksbIyFS63rRpGzh89B/ZHEKSkTEMls7MzCySQwh55fa4UI9jmLIAnn0esWwxVRy/vHydztgzDMMoA0nv4+iCDWSmdpUhxMO72L+njUt1ygx6HxYB22fOKxERKjdQBGrQowvlLCmjIFTJUnAI5efwYlSLChV0YM2aCTB1Wg+Z7n/06F3w84sgNxA+1sHBAtq0rUW3Xb8mnMRNTU0v1m1WZ1gQYsoMZhJBqLgaxkqCq9fOCoJQu+6lLgiNGj4VWrfqnO06dF7hyJQPCUTu4OX9Fh4/uSNXHk9RHUJ1azeB8uUrQkpKkgwOIeGMIIpYKGxhYHd0TCSHQjNMMdB95hSwquYI8VHR1PDDMAyjTET4BZBLBpvGcgpCtTu1Ay0dbXhy+oLCvp+1sxMtA16/KTUxCPF68JgEIcfGDUAZQfcSEssOIbWgXr2qsGfv11CjhhDg7u0dQq6e//4T2vJyrp87+1jaKvbmTSA0aOAItWrZQ1tRELr+qlR/HnWABSGmzGBmJoyMRaiwIHTz9kWY/eUPUNWhOtjbOYKff/GfwcoLCwtrWj58dBMqVNAFhyrOoKurB45Vq9MFoDfdvm//n7Dlz1XFui1Ghh8FIW1tbQrfxpDnnOB2jhn5BVQyMKKvszbABYcEkiD05u2LYt1WhilrYKVxjy+nQfUWTenrA4uXQWKM4l2UDMMwRSHSXxCEzHLkCBlaWsCYNb/QmEo5DU14dEIx7kaxOSvY3QtKE++HT2iJP7umjo7cTWUlliHEDiGVB8fDrl1fBgYGFSn4eeyYtdJsIFnAsTEUhAYPaQVmZpUgMTEFHj0q3f8fdYAFIabMZQgVZ8NYcZOQEAePHt+G5s3aQ/t2PWDHzg2l/npu2bYKvN+507qFhQ1UdXCmCzZ2NWzQAmrVKv4zTlkdQmKOUE5BCF+vaVMWSJ1iR4//C8nJidLbvd+9JSHp+fP7xb69DFNW6DZzMnSePJ7WM9LT4eIff8Hr67dKe7MYhmHyzBFCh1BWGvbqRmIQMmjRNxDi6QVBbzyK/ApaV3fKFuxcWkT6B1J7F+YnOdSrDZ73H4EyCkI8Mqb6fPPNQBKDnj71hs6dvofo6Hi5Hv9akiM0aFALWt658wbS00s+qkLdYEGIKXMZQpFRqusQQq5ePysIQm1LTxDS0tKWijARER9fz7CwILrcvXcVbt+9An9vO0XOoZLKEHrl9gRquTaApk3aSG+rYu8EM6d/T2IPEhTsDxs3/Qz3HlzP9hxYV4/ZQddvnC/27WWYsoCeiRF0nDiG1h+dPAvnN22D6KCQ0t4shmGYXInwF1zDpvbCKItIoz5Cuytm/VSyMINx65bDn1/MhYy0dCinUU5wDmlqQLlyGvAZuYjKQbivP6TEJ+T5SpfT0ABLp6pK4RASx8Ya9e5OY2PKJAh9+O8/0DcV9jd5ZEy1sbQ0gqnThP+lhQv+kVsMQtzchEIdbW0tWl6/xuNiioAFIabMIDpDVNkhhNy+cwnS0lLBzq4qjWaJ7pzSeC1TUpLzDNAODPSFjIx0GiMzN7OC8IjiOxA0lIyMXb12Bqo5uYCFuTW41KwHbVp3oeBrTU0tSE1NgT37tsLe/dtybZlLTIynxzMMoxjqde1IBz3+L1/D3m9/4peVYRiVcAiZZXEI2dZyAXMHe2r/+m3k5zD1zw1gVsUOvjm2J9/nig4OgaXdB8F/Hz7kejuOpWnp6EBKYiJEBwZBaeP98CkJQk5KliOUmJ5GYltmegblzzGqy4IFgygQ+vbt13DhQuHCy8WmMRHOD1IMgv+RYcpUhpBqC0JJSYlw/8EN6RhUaWBmZlXga4likH/AO1p3cBDm5IsLY4kgFBYWDE+f3aP139buhqGDJ5IYdOv2JRj3eU/Y+e+mXMUghmFyx7VdK3CoX4fOeheUhTHz363QuO/H96T63bvQ8skZxYWwMgzDFBcR/oIgZGBmSpXwSKPe3Wj56sp1Gqv6+6sFEOLpDalJyZAcn0DNZAnRMRAXGUUOopiQUPiQmQnG1lZgZC3sd+aXHxTq+U4parK9Hgotqba1XUC7QnlQFuIzhH02fO3zEtcY5cfa2hgmTxH+l35YnL+Ymh++vuGUG4QkJaXCw4dFH91k2CHEqDB4oO/qUh9evnoEHwr4kMDWKT09g09GnFSVq9fPUMNXu7Y94M+/1paeuFaA28rH15MCsHFsTBSxigNxfC06NhLuP7gOzZq2Aw0NTQgK8oMNv/9crN+bYdSV6i2bwYQNQiA8npl9c+MOvLp6AzzuPsjWiIMVzZO3rAN9E2NqEXt7+z618VSpV5vem5+du1SKPwXDMIxs4IgXijt6xkb0vhbq9Q7qdxfaVB+dOEvLMG8fWD1gVL7PM/fQThJ80FkUHRis1PlBIridKGYZWVnSe7fH3YegDMSlCZ81sWGqv+9elpk/fxCUL68NN268kitEOiconr55EwCNGlWDu3ffQloa5wcpAh4ZY1SW4UMnwYRxX8K27WtoFEiWEafExIRsQcKqyt1712hcy8baDpyda4GHR8nO0Mo6foeCEOLgULw5QuLIWExMFJy7cAyqOblCYJAvHDryDzuCGKaQ2LrWkK6j2NOkfy+64OiEx70H8OrKDQh8/RbGr19JtyN4Vr37jMkQGSCMQHg/eALxkVH8O2AYRiXAgGUShOxtyeGja2QI78Mj5MrVCffxkwpCb2/ezfU+VkrSMJYVrwdPyOXp2KiB0ghC8RJXN+cHqTbdezSk5aqVR4r8XI8eepIgdOniMwVsGYOwIMSoLGJwcNfO/QsWhMws1GJcTCQlJQnu3b8G7dp2p3DpkhaEzM0LHhlDfH0kglCV4hsZwyr58uUr0HpsbBQJZat+/a7Yvh/DlBXM7O1oeW7TNvB58hxc27eGWh3a0ChErfZt6CIS4RcAJ1f/Ro6ixv17QXyEIALxuBjDMKoEvpehQ2b4z9+DVnkduu7pmYs0BiaPIISgIJQX1s4Sh5CHcjiEEL/nr0gQsq5RvGP+8hCfLnEIhYaX9qYwhURHRwscHITjsEePiv73vmjRbnj82Bt27szeJswUHs4QYlQSbW0dcK7mSusYrlylAMFBWjmvJoIQcuXaaVq2ayvM5JYk4usZXqBDSJjttbdzpPaN4hwXQ+cXikEMwygGDE5FcGwCG2iOr1gHv3QdAGsGjaHGsMDX7tJshy2TZ4HbtVvw9MwFatzBJh6smX95+Rr/OhiGURl8n72gpSgGYTbQnf3yuRpEQcjCoUqut6PrqJK5GY3Uhnh4g7IQ6iVsi9h+pkwOIRxnY1QTJycr0NDQgNjYBAgLy72IRh4iI+Ng+/YLXDevQNghxKgk1Z1rUfW5SNvWXcFXMp6Ub+V8pPrMIGMuDgZMW1rYUKPW6ze5WycbNmgB06YsgBWrFoCn1+sSzRAKCQ2E5OQkqFChIo23BQT6gKIxllTOx8Ry+wTDKBJziSAU4Zu91QMzL/By4Y+/qA44LTkZUhOT6LbT6zZDrQ5t6WDq7c07kBwnf60swzBMaXH/yEkSuzMz0ikkGkOj5aUgh5AYKB0VEETvn8pCqLewj4YuUB3ditL39dKEHUKqT40alWn59m1gaW8KkwfsEGJUEldXoRYTBRGkXZtuMrViRUaqj+UUq+dv37lcYNvY6JHTqJ6+c8c+CvveUsdVAVXyGP7m6+eVbWzMwsKGHEOKwtBQyC6JiYlU2HMyTFkHMzQqGOjTGWwxDyg3MB8o60EDnsU9s+EPSE9NhRu79pfQ1jIMwygGbLLCbDR07hRGDEIi/Pyl76O6hpVo3bFRffhy73ZoO2a4NJ9NWQKlRVDAR8enMrmE4sQMoVB2CKm+IJT3vgRTurAgxKgktSSC0MHDf1NoMI6M5ScyoIsGCQ1TL3Ua28aQtm26wWefffbJ7fr6laSvlaWl8IZcVNCZJY5pydLYJjq38HdkYGAEW34/DJs3HpK2vhUVI9EhFMPBtQyj6HGxmOBQyEj92CgmCzd27oMFjdqB96On/AthGKbMgcH70cHCCTOzKoJLqOOksWBXywX6fD0Lus+cQtcFeyhPoLRIqOc7pRGEtHR0ICVTaJHiDCHVpbpEEHJnh5DSwoIQo5LUcqlPS6wYf/T4tlQUyQsrK1tahoSolyD06PEtSEiIo9av2rWEBP+sNG3churXESurygptGEtNTYG4+IJngcUcIWwaQ7dSJQMjyQhZ3mGL8mAkaRjDQGmGYRQbKB0pOdPNMAzDyE5ElrExTW1tqNqgntSFU05DyFQMUTKHkJgZpyyCkIGFGS3Rhcrjx6oLj4wpPywIMSqHrW1VqFTJiAQJT683cP3mebq+Teuuud4fnTOiQyg4JADUifT0dLh5+2KeY2PNm7WXrouvgaLyg8ILGBfLWT1fp3Yj6Nt7uPR6U1NzhWyP6FaKZocQwyg8Pyg8R34QwzAMUzBhWQQhhwZ1KVcNM4l+6T6Ixmndrt4Ej3vKUe2elVBv5RGEMHgbeS8ZY2NUExaElB8WhBiVdQe9dX8JGRnplKODS8zJsa3s8Mn9TUzMQVtbGzIzMwoMQVZFrl47KxXEsjZ5oTOoSePW0q9xREsRY1piHpMs42JZBSEMf84aBC46jRTlEIqJ5QwhhlEUZlVspRXMDMMwTOGDpZ2bN6Z1FICS4+Lg+Mp18NesbyA9Rb5xXGUdGfusXDnQ0FR8T1ElC+HEYVx4hMKfmykZbGxMQE+vAjWCeXvLdiKZKXlYEGJUDjET55XbE1riyNTjJ3dpvU2bT11C1pJxsdCwYPjwIRPUjSdP78L79zEkuNSr20R6PTpyUADCbB0xX8dKATlCopBTUKC0SFRUOLyPi6F1DKh9+ux+tuY3RWUIxcZwyxjDKAox9yLCVzioYRiGYQonCFVrJgpCD5T+JQx7JzSNGZiagK6RoUyPGfT9N/DznYtgXNm6WEbG0FnFqLY7yNs7FDIy1O8YTF1gQYhReUEIuX7jXJ5tY6IIEqJm42Ii6Hy6eevCJ2Nj4rjYvQfXICQ0QGGCkLm5xCEUKbvbysdHyBE6f+EoPHx0k9ZNTRQjCBmyQ4hhFArmW5jYCiOmEb7q+b7JMAxTEoKQSWVrsKnhTOued5VvRCy3QOzIACFv09LxU9d9TnQqVoRGfbqDdoXyUK1po2JxCLEgpLrwuJhqwIIQo1JgS5WdnWBjdXv9scHm1p1LNDbm5FgTbGzscw2UDg1Vr0Dp3NrGWrfqLA2RbiERhO7euwohkp9dEU1jHyvnZRsZQ7b/vR5OnNoHf2xbBZFR4Qp1CBlzhhDDKBQjayvQ1NKicYbYUNn/zxmGYRiB+MgoSI5PIIG9XLly1CgWH6UaTmZpsHS1vNt7RXAcDkOzEXOJs1TxghBnCKm6IMQNY8oNC0KMSlGjem1a+vl7Q3z8e+n1uP702T1ab5sjXFoUhNQtUDorz54/hOiYSGrwatigBbRq2YmEsbS0NHj46LZUDFNE05g4MiZrqDTyyu0xrF2/GOLiYiAyMkxhghBmEom5SNwyxjAKzg/yD4D//vuPX1aGYZgiuIQQj7vKPy5WmBwhl3atpOtmkjICRWFoyRlCqo5zdcFt/JYr55UaFoQYlcLa2lYqCOXkmmRs7BNBSDoypr4OIcxGuiFpW/t2/kpY8sMmWr9z9zKkpCRJf3ZFNI1JQ6XlGBnLilQQUsDImKGhMS3RHZZVIGQYpvCIZ3kjuGGMYRhGQYKQ8o+L5XQIWRUgCGGYdM3WLaRfm9kL++iKAEfRxEyiiCyvI6Na8MiYasCCEKNSiIJGbuNft25fpjwdZ+da2bJyRIeQODalrly9JoyNVapkRALJwUN/w6pfv6PrFDUyho4cseY9IrxwglCERBDS1dWDChV0FRIoHROrGjZshlEFxJ16FoQYhmGKLghlpKXBu8cfYw6UnRBxZKwAQci+tivomxjTz4eYVLaBcpof226LQmWX6iQ46WtpQ0K0UEzCqBbYLmZrKwSDu7ur9zGYqsOCEKOiglDQJ7fhOJLYYNVWEi6tra0Dpibmah0qLfLy1WM4ffYgBWx/PqUv/L5lOSQlJWYT0IrqEDIxFt7YU1NTIC4+tlDPgY6lhMR4hYyNGYuB0jFcOc8wikK0/YezQ4hhGKbQ+D57Qcu3t+8pZcV8XqAjJzM9AyoY6EMlSdNXfuNiLy9fh9SkJNDQ0iRRSBHY1nKhpWUFPYU8H1PyODsLDq/Q0BiIjRWORxjlhAUhRqUQnT+hYZ8KQog4NiUKQpaWwgcTChCFFTBUBcz6WP3r/+CHJV9+MlIXFh4CmZmZUL58BamrJq8RrK5d+ktHsXJiIhnzKuy4WM6xMTNTQawrLIYSt1JMTFSRnodhmE8FoQg/f35ZGIZhCsm7x89g/YiJsO9/P6vUa5iZkSF9/5+5aysMXfIdNOzV7RNxyKVtS1q6XbslbaQ0V1COkF1tQRCyKKKTnCk9eFxMdRDqiBhGRbCwzNshhNy8fRG+nLmYwqctLGzA2lL9G8ZkAUfpUMRBhxCKark5anCcbM3KHWBtZUsOoPMXj8H+g9shONj/00DpQo6LZRWEqtg7FTlHyEjiEOJAaYZRXG6DoaTZhSvnGYZhiob/y9cq+RLeO3Qces2dAUZWltCkXy+6iKPEng8eQ7C7J1hVcyTx6O2tu+DarhWNeZlRBt2tIn9/W9eatGSHkOrSuHE1Wnq4537MxigPpeoQat26NZw4cQKCgoLI3dC3b998729paQm7d+8Gd3d3cjusXbu2xLaVKX0qVtSlFq38HEKxsdHw/MVDabh0WWgYk5UwyWuWNV9JpLJNFVi/5l8Sg1JSkkFHpzz06TUMtvx+BCzMBcsn4uJSn5Z+/l5F2pbIKMU0jUkzhNghxDAKwbaWsBMeExIKyXFx/KoyDMOUQW7uPgDft+wCWybPgst/7gS/F27wITOTHKQthvSHQd9/Q/fzefoCkuPipZlzinAI6ZkYgbGNFfz34QM7hFQUA4OKMG58J1o/eVJ1GvbKKqUqCOnq6sLz589h+vTpMt1fR0cHIiIi4Oeff6bHMWULC3PBHfT+fQwkJ+c9i4oZOkjbNl2zNIyxICQNls5RPe9QxRnW//ovmJtbga+fF4wa1wVmzR4Bvr6eoKerD+3b96T7oWjbuKEwL3733rUi/S4VVT0vOoSiYzlDiGEUgX3dWrT0ffaSX1CGYZgyTFpyCrWjnVm/GX4b+Tl836or/Dl9HlzfuReC3npQLtLtvYeyZc6ZVil605itqzAuFukXADoaPMyiikyZ0g0qVdIFNzd/OHPmUWlvDlMApfpfdu7cObrIip+fH3z11Ve0PmHChGLcMkYZsZIIGXm5g7KPjS0Cl5r1QFPyQVLWR8aQ3KrnsZFt5bI/yXnl6fUavl4wgQS3qKhwOHx0J8ydvYScVqfP7IOE+FQwMTEnMe7ZcyG8u7BERobTsrAjYzVr1IG6dZtCndqNpM4whmGKTpV6tWnp9/wVv5wMwzCMlJSERHhz4zZdchLhKzSqmdPIWNGwkzhVg167A/TmX4Cqoa2tCV9+1YfWV608TCeUGeVG7WVXbW1tchaJ6OvrZ1sqO6q2vcWJvV1V6bhRfq9HRkYquL1+CrVrNSTBA4mJjSrzr2HseyF4ubKNPb0WNWvUhUXfraf6d3ePl/DDklnw4UOG9HV69uIejWZiHlNVh2oQFSm4sp69eADly+vQpbAkJgqjKBYW1nL/Xrp27g/Tp30n/frDhw8QFhZY5n+/ZRV+j8yOnrERtBw1BLQrVoDP4DPhys8++7gQ1yW3paemws2d+yAuPAI+++wzqFJXEITCPb35f4r/NpkyAL+HMoogOUqohscaejMrSxKPCotDvTq0jHznm+1vlFENRo9uB9bWJhAUFAWnTj1Ry9+fvgocn8uzbbhHqBSyHaqH/fr1g+PHj8t0/6tXr8KzZ89g9uzZ+d5v8eLF8MMPPyhoK5nSxMsjHAL9Y8HW3ggcq+Vdg4kEBsSAl3uE9OsmzatARV1tKMvExiTBs8eBUL6CFlSvaQEvnwXBhw//QSXDClC7ng1oan46QfrscQDExiRD1WqmEB4aTy4hfKyVTaUibUtcXAo8eeAP2joa0KK1o1yPdX8dCiHBcaCnrwMWlgZgbFIRdPUKL04xjDpxM9QfHkYGy/UYV0Mz6FrZEaJTk2GH53PQ+OwzmFGzMWiU4yJShmEYRja2vH0MiRnpMLyqK1hV1C/08eDmt48hJTMDRjjW4lBpFeM/khUwVgIFwZrwGci3j88oHgMDA4iPjy/bDqFly5bBr7/+mk0twxBrGxubAl8cZUDVtrc4WTh/FTRv2h6++24BnDl3MN/7GhuZwl/bzkA5yQGNrZ01pKenQVkGx73+3nYGEhNS4OE9b9DW1oEnT+/C0hXzIC0tNdfHdO86EKZNWQh3bj6jFjJ04zRtVhdi3xdtRMvIyAT+2X4ekpPSwNDQCD58yJT5sehqatSwJSxb/j+4eFk2AZlRX1T1PbKchgZUb9UM/F+4QWJMrMKed+SaX6Ba88bgduUGhHoI4e8f3drCCtm3//sPKhoaQsuRg+FJkC8Mr9cUanVuB/2+mwfvnr4Ao+adFbZNZRVV/dtkyhb8d8ooirEbVoJDw3owZNxYeH7uUqGew8jaEr48tBMy0tKgcQ1XCPDz4/dQFcHRyRI2bJgELVvWhNjYRHB1aQ4JCSmgjuirwOe7uI2yoPaCUFpaGl1ygr88Zf0F5oaqbW9xIObN+Pl5F/ha4O2v3J5QxkxERChERwvjUmWZhIQE+l/AMUoNDQ24dfsS/PTLV5Cenp7nYy5ePgVTJs0nMQjx9HKDgEBhTrwoJCYmQmZmBmhoaIKWpjZERgmZQvIESeN2lPX/CUZ13yObDe4HgxfNh6T3cXBsxTp4fPKsQp5XDPS88vdu8H32It/74ohYjbYtwaSyNdg1qgeW1YWKWO8nz1TqtVR2VO1vkymb8N8pU1RCvH1IENKzNCv0e56jQ1NaBr31hPcxwhga/20qNxoa5WD27L7w408joUIFHUhISIYpkzdCSMjHSQ11JV5NPt/VXhBi1AcxDFlsyyoIbBtDQSggUJhBLuugKyAg0Accq1aHy1dPwbIV80mUyY+YmEh48fIh1KsrfEA/fHRLIduCTqOoqAhqNsOmMXkEIbGZTGwqYxhVxLlZY1pWrGQAI5YugqYDelPVu6aWFpTT1KSlhpYmaGhp0TrW/Z5etzlfkae8ni4YWVnSeqj3O5neE56cOQ+dJ4+Hhj27gnFla7qeA6UZhmEYeflYPV/4YGn7OkL2Z8Cr1/wLUAFcXe1g+19fQpMmzvT1hQtPSQzy85N9v54p44IQ1s47OTlJv3ZwcIC6detCdHQ0BAQEwNKlS8mKNXbsWOl98HZET08PzMzM6Gt0Pbx586ZUfgamZNDV1Qd9fSG3JixctnyMk6f3gZ6eAdy9d7WYt051WLbyG6jm5AIXLh4jUUYWrt88LxWEHjy6obBtwXBwURACd9kqrrW0tKFSJSNaxyY0hlFVHOoLoZmPTpyFet06gmOj+gU+pu3Y4fkKQpaOQvB+bFg4pMQnyLQdT04JglCNVs3hMw1hxNb3OVfOMwzDMPIRLmkaM6tiV+iXrlaHNrT0eviEX34lRktLExYsGATf/W8IaGtrQWxsAsyZ/Sfs2HG5tDeNUTVBqFGjRnDtGgZPCaxdu5aWO3bsgPHjx4OVlRXY2WV/U8Eg6ayPHzlyJPj6+pKYxKg+OMJQ2aYKOVmyYmkpuINiYqIgJSVZpufCUaid/24qlu1UVby939JFHq5fPwfjx84Ca2sL8PX1VNi2iA4f0fEjaw4SgplHcfGKy11hmJLEpLINGJiZUkbCwR+Xw6VtO8C1bSty7GRmpENGegZkpqfTBddxpKvX7OlQuWb1fJ/Xwkn4HAz1LNgdJBLu4wcBbm/A1lWo+Y0MCIQESVsMwzAMw8hKhI/gEDKzs4XPypWD/2Q88ShiV8cVjG2sICUxEd7cvAsVtMt2GYyy0qCBI7mC6tYV9jmOH78HX0zbDCEhRcsXZcqoIHT9+nUSAPICRaGc5Hd/RvXp33cUzJz+Pzhz9hCs+vW7T8bFQsNkC8diFEdMbBRM+aI/BAYGKPRljRAFIUk2lCyI9xUfyzCqiEMDweka4PaWRCG02V/z3ZPvKBgKQrijjCNmmDuUG5ZOVWUeF8vK41PnpYKQ7zN2BzEMwzDyEx0cAmnJKaBdoTyY2NpApJ98+431uwllBm5Xb0JGaioAC0IKYeTIdvDDjyMgICAS3F75wSu6+IObmx+FP8tD377N4OChBaCpqQEREe9h1swtsH//TcVsKFNqcIYQo1T06DZIWHYfBH7+3nDg0F/0taWFEGocKmN+kCxoaGrC55t/hdiQMNi/6BeFPa86kpgYT6FxikR0CJnJ4RAyMxUcQpwfxKgyVSWCkM+Tj47X/EhJSIQIvwAws7cFm5rVwfPew/wFIS/5BKFnZy9Cn3kzqfmM84MYhmGYwoCOIPz8savtAtbVq8klCKGjqG7XDrT+9GzhGsqY3Jn39QBwdLSiS7t2tbPdFhQURQLRyxe+sHHjKfD3zzsI2sCgIvy+eRqJQUeO3IGpUzZBZGTuJ6gY1UKxR3gMUwRsbauCo2MN6ddTJn0NzZq2yzYypkiHEH5YYbBrk/69QNdQyCdiSo7CjIxJA6Wj2CHEqL5D6N2T/FvAshL0xp2WlV3yHhuTCkJyjIwh8VHR8ODoKUiMfQ+vrykmOJ5hGIYpewS5e9DSRtJaKc+JkkrmZpAUFwced+4X09aVPSwtjWi0C3NDJ0/aACtXHILTpx9KQ59tbEyga9cGJBrdvrMKqlUTyiVy4+efR4GVlTG8fRsII4avYjFIjWCHEKM0tGvTjZb3HlyHyIhQ6NVzKHz/7a/w7fdTwEpSex4aqjhByMzhYz6VbW0XeHvzrsKem5FjZMxUaEWSBW4YY39UrScAAJ5TSURBVFQdXSNDMHewl3s8K/CNO9Tr1inPHCEUtQ1MTWg97J38zYqYZYQXhmEYhikswW+FrEnrGvIJQvj5hry8dB0yM/JvwGVkp1OnerR88sQb/vzzQrbb9PUrgIuLHdSqZQ9fftWHlleuLoUO7b8FT8/sBT4NGzrBF9N70vr0LzZDWhr/jtQJFoQYpaFdW0EQunb9LFy+cgqsre2hQf1msHrF39IgaUU6hLLWYtrVYkGopBHb4izMreTOEOKGsbJBeX09mLJ1PVQyM4PkhARIwUt8Ii3x69SEJPiQlg7+Ce9B1drFQjy9ITkuTm6HEI6M5YaFxB0UFRgEacmyBe8zDMMwTLEIQnI4hMppakCdzu1p/dm5i/wLUSCdOguC0KWLn46ox8cnw/377nQ5ceI+XLr8M9SuXQWuXlsKXTovgtev/aWNYr9v/gLKlSsHu3dfg6tXZXc3M6oBC0KMUmBv5whVHapDenoa3L5zGTIy0mHh/ybD/HnLoEP7nqCnp0X3C1FghlDWWkxsNpAHK2dHiPANoEBYpnBERIRCZmYm6OiUByMjU4iJiZS5ZYwzhMoGtTu0IbEWqWRhluf9jvq9hQr6+hAfHw/KjkN9SX7QU/l2qAJfC4IQ5ghhyDTmCmXFqpDjYgzDMAyjKPBkB2JoYU6O2MSYghtha7ZuAXrGRjS+7PWA6+YVSWeJIHThwtN874cB0Z06/k8qCt26vQIG9F8KHh5BcODgAmjcuBpVy8+bu12h28coBywIMUpBW8m42KPHtyEhIU5aLb5k6RwKl8ba8+TkRAhTqEMoiyAkOeiUhVod2sD49Svg2j974OTqDQrbnrJGZmYGRESGUoMcZkTJIgiJI2MRkcLsM6PeOLdoSsu7B4/B07MXoYK+HpTXw4suuYcq6OlB4749aKfT0tkRwoOzW5yVOT9I1kBpEWwWiw4KoaYx6xrO8O7R0zwaxnwUuLUMwzAMIzupSUnSEgR0CeVVgiCCZQY9Zk2l9UfHz8CHzEx+uRUEjoBh5k9iYgrcufOmwPujKNS+3bdw7Pj/oFUrFzh3/kd4/z4JzMwqQUxMAgwbuhLCwgoW+BjVgwUhRilo37a7dFwsJzv/3URC0X//fSCRSBF89tlnYGpnmy1/w8S2MkQFFOxAqtasMS1rtGzGglARQYGPBCELG3jz5nmB9xcbyThUWv3B/9FqTRvR+pPT5+Hd49wFFDO7yuDaoQ1YOTvBi2vKXX2KVbxiBpCPHIHSWXOEUBDCYOmcgpCFkwMtQ72Es7MMwzAMUxoEu3sKgpCzU4GCUJMBvemEBpYaXN6+s8S2sSzQpUt9Wl6//krmzJ/o6Hjo0vl7+GfnbBg8uBWJQS9e+JBb6N270GLeYqa0YEGIKXWq2DtBlSrVIC0tDW7fvZLrfV6/ke9sekEYWlrQwVlGejp9cKFDyL6Oi0yCkHgm3rxqFdCuUIHzOooAhoTXrQPS0PD8MNA3BG1tHVqP4paxUkFDUxNc2rYEx8YN6CxeWkoKhHn5kHtH0aDAo29iTGcb86tCD/XwIkHI0tkJlB2bGs6goaUJ78MiICZE/h0rzBGq06ldrsHSVk6OtAzhkTGGYRimFMH96rpdOhQYLK2jWxG6TZ9E6xc2b4fkOOUf+1aX/KD8SElJIzfQwwceYGJiAEuW7IOkJMWckGeUExaEmFKnncQd9PDxLUhMLJkPAzE/KCogCHyfviRByLaWCzw5nT2BPzesqgkHXhiuZlOjmtxZIMxHxEwodAjJOi4WGxsN6enp/DKWIJjf02bUMGjYuxuJNDmJDQ1T+P9B9RZNaIl5Avk1joR4eEtzvZQdm5rOUqdPYQjMI1jawMwUKlYyIJEuwlcIgWQYhmGY0iBIEiyNJ0Hyo8PEMbRPEe7jB3cOHCmhrSsb6OhoQdu2tWTKD8qN//77D1avPloMW8YoIywIMUqTH5TbuFhxYS6pnI/w9QP/l260bl+74GBpfVMTGi8TqexSQ2EHwpo6OuDarhW43773SWCsuiK2xmGGkKyB0twwVnKgk67j52OgSf9eoKmtTdfFRUTC8wtXID01FRwbNQD7Oq7QuF8vhQtCzs0FQcjj7oN87xcqCbA0sasMWuV1ID1Fec9iWVcXdo6D3noU6vFBkmBprK1Hh2Nackq2ne5I/0AOumcYhmFKlWB3D2mbL+475FbAgvsXbUcPo/VTazfBhwzODlIkmAFUoYIOBAVFSdvCGCYvyuV5C8OUADgqhiNjmA105+7lEnvNzSSV8+G+/uD/8rX07D2OxMjiDsoqCCmCz8qVg3Frl8KY1T9Dx0ljoSyNjCEWFpVlzg+K4HExhYCZWT9cOw3Dfv4eNLSEFj8RI2tLGLR4Piw8cxBaDB1AO3ReD5/AXzO/hiWd+8Gx5Wvh9Nrf4eQaIVQdreEoUCgKFEfF8OWCBKGEqGioqKlFwZQ4ZqbMiPb54EIKQtjAguNm6E4UxSUER/iQvHKWGIZhGKakwM8pzATCEWkLxyq53qfHl1PpJA7uW7hdVe78P1WkSRNnaX4QwxQEC0KMUoRJP3h4E5KSSs4VIzaMRfj4Q1RgENVi4kEvNiLIIgglxQlNaBjuqghwhhprNxFbl5pQVpA6hCysKURYlpExrpxXDDVbNyerNrZ0TdywkgQdk8o2MOTHb2HhqYPQfFA/0NTSAs97j2DT+C9g84Tp4HbtVrYGEJ8nzyEyIJBav2p1bKugLQOo2qAOaOnoQGxYOFnJC8K8fEWZ7OmlSTlNDWk1fJC7YKcvDP6vBAHbqYkgAtF604a0xB1rhmEYhiltgsWxsSwnL0QwoqFhr27w4cMHOLFqfSlsnfrjXF1w3r92Y3cQUzA8MsaUKu3a5N0uVhIZQugQEg+yUJCxq+0CAW55VzNaVhMO6J6dvUTOicIGS+PIh4WjA8QEh9Ky0+RxH2+rKriXygIREaFUP49h0cbGZvmOg5lKRsZYEFIM4t8yUr1lM5h35F+ycIsuORxdvLjl7wJHwR6dOEuCZuO+PeHJqfP53hef29DKEgwtzWnUC88g5oZzc6Fu3uNO/u4gEfPyuuCb8F6a0ZOfEw/HPisa6EMFA33K3RHWDWgdr0uKfQ8Xt/4tta+jUIkOKMzvwZGswmJRtQqJzsnxCRAdGFzo53lz4zbU7tgWXNu1hktbd9A2i0KY14PHhX5ehmEYhlEUQe4eUK1ZI7Cq/qlzt8+8mbR8fPIcBL0pnGOWyZ/qEkHI3b3w+y1M2YEFIabUqOpQHezsqgrjYveultj3RSeEkZUlrYf7+NLS/4UbCUL1e3SBh8dPS7M58nII4RgLHpBh2K68wdIG5mbw5d7tUF5XN9v1dw8eg+aD+0ElczMor68HKfEJoO58+JBJopClZWUKls5XEGKHkEKxdBQEoeu79pFLCN1ByJubd+DCH3/R/4QsPDpxhgQhpyYNSVB6Hx4B9nVqgZl9ZTC2saaLkY0lmNhY098+jjshOKq5fsTEXJ/TuXljmcbFRMwr6BboEEIxaPb+v2VyEcVFRMHdg0KYYutRQ6HvN1/Se8Lhn1fRz1uQE6hOx3bQZvQwGhHbMvlLclKJI17YvlIUXl+/TUsUrzFMGpf4moa984X4yKgiPTfDMAzDKNIh5NhIqD4XwRMaVRvWo8/Usxv+4Be7mKhRQ4hicHcXnPgMkx8sCDGl3i5278F1SE4uuXExUztbWuKYWNJ7YfTr2fnL0H7CaHCoXwembP0N/pw+D5IlY2FZDyjFg+gQT28IfP2WBCF5g6V7z51BYhDmgeD4DQpAOIpz5JfVULNNCzC0MCc3QX5V2+o2NiYKQm6vnxYYKh3JGUIKwVIyvvTgyEm4d/AYNO7XE15cuJqvQy430OWGzhQUhIYu+Q5MbVEIssrz/hj6jLkBOG6JjqGcDWJ4nZgF5P1ItmYMs/K6UsEWBZncwimNrCykYlBCdAzV2+L/f1J8vHQdR+jQDdRh4mi4f/QEbQuui0Ly8F++h6oN6sKRZb9CRmr28Gp06jQb2AdajRhMwphIm1FDSRAS3UuFDZQWwfcNvxduFOaN7xfi75HdQQzDMIyy8Pb2PRJ98HMX9w/wMwo/U3vNmUG3X/tnD2UNMYrH3NwQDA31aCTP07PwjmSm7MCCEFNqtGtb8u1iWfODxHExWvfxgz8mzYTPN62BKvVqw/Qdv8PWqbMhLvzjh5VJZWs6kMUPuKjAYBKEXNu3litYumqj+tCgRxd6k942bTZZZbMewIa/8xUEIYeyIwhh9Xy9uk0LbBpjh5DiQCGzgr4eZKZnUE05ijIYEl1YHh4/Qzt8zs0aSzO2Al69gejgEIgODIHooGBhPSgYEqNj4Zd7l0GnYgUwsrGCSL+AT7YNHS/YYoaNZrJgqK0DqYmJoKOrC+YOVaTNY1kxshZEKvx5l/cemm+YNQpamG+AIg+KRJgz9uj4Geg8bSI0HdgH7OvVht3zF5Pbx9TelkSfRn160M8kijYvLl6FlsMGkmiDGUs21YsWKJ0Vt2s3SRBCl6IovrEgxDAMwygLeNL1wbFT0Gr4IOgwYRR9RrUcPghM7SrTZ/vVv/4t7U1U+3ExX99wSE1NL+3NYVQAFoSYUsHRsQbYVnaA1NQUuHvvWol+b8zvEQ8Ms4ICzMaxU2HKlvXkNJi5awtsnfKV9H7iuFjYOx/478MHCJBUQMsaLI0tSP0XzqF1dGSIc9NZ3Qw49oF125hNVNaaxtAhlBeamlpgbGRK65H5jJWpOtVbNCXHx809B4q1gtXSSfhbjvATxKCi8vzCZWjYuxud/bt/5CTV0ud00GQlKiCQAtxxxzCnICS6a2JDwmT+/pjzE+r5joQaPBuZmyBkbC2MiaIwlRe4zdd37IHe82ZCp0njQEdXCKu+tGUH7diiE3D40kVg6ehAY5++T1+QyCuOwaFAdGPXPnh69hLV7KJVHn+ftTu1kzaMBUls9EUBHYU9Zk2F6i2aUC4R4s2B0gzDMIwScf2fPRSFgDmF1Zo2gs5TxtP1ZzdslTt7k5EdHhdj5IVbxphSbRe7d/8apKQklej3NpMIQuG+n7YXhXn7wIYxk0kEMra2ghn//CF1AFlKBCEcF0PQIYSIwdIF0XxIf7B2dqIg3bMbtuR6nzBvIdMIR8bKCmFi05hl3tXzJsZmtExLS4P372NA3cBxoqnbNsDkLeugz9ezaOyoOBHbrkK9fRTyfDgGtmXSLPh9/Bfw+OTZfMUgRAxnNpOMb2bF0EoiCIXKJ/yFeHjRMq9gadEhhCNu+XHnwFE6s4lildQddEpwMXrefwRrBo6Gl5evUwMbuqJQDEKBZvPEGbBm0BhyS6EYhDw5c4GW7cePgooGBpCRnk7vMUUFBS90KYpiEI6h5RXQzTAMwzClQXRQCJ0gQsb/tpLKG/DECWZ1MiUQKP2WA6UZ2WBBiCnldrFzJf69xYaxnA4hETxgRKdQwOu3oGdsBNP+2khnNkSHEDoREAxwxflnPCDEYOn80DUyhG4zJtE6ikFidlFOwiQh1xaOVcpe9XweI2Po/ujUsTet5xc6rYpguDk6TuYc+IfaOESa9hd+3uLCwsmBlqFewt9ySYNV9QiKLjkxshScPDGh+Qs3OQmVCEJ5OfaMZHAIIXjWEoO2RdAdlNWthcLLjq8WwO6FP8CV7TthWa8h8NfMr3Md2cI2wqwCb5iXj0IcWeLYmAjXzTMMwzDKiDgaJo5Un1yzgVz2TPHhXF0MlGZBiJENFoSYEqeakwvY2NhDSkoy3HtQsuNiGlpaNO6BhEiEndzA0NnNE6aD571HFAD9+e9rpAfsokMICXgtBPBiq1J+4HgHOgRwTOzeoeN53g8zhEQ3A+aZlKWRMQtzaxJ/smJlWRl+XfUPfD5BGLW7dUc4wFZ1MJsGgxUXnNoPjXoL4ujjU+dg9cBRlFGFY0bYHlVciEHEpSYISRxCJrkIQlKHkBwjY4j/c6EVrUqd2vT65gQdf0hMSMFC0+29h0i0woBt0R2UkyenzsPpdZs/GXnLCrqLsmaBYQ2vonh97ZZ03es+180zDMMwygc6gt7eukfrr2/cBo+7D0t7k9SeGjXEynluGGNkgwUhplTbxVAUKkkwt0RLR4dGQjDHJD9SE5Pgz+lzKRwWRzNQ0MkpCPk8fk5Lx8YN8nweW9ea0GSA4Pg4snRNvmdGUIjCbUPXkRh+re5ERIZBZmYGaGlpS0fDUBjq33cUbN96kgKnk5OTYP3Gn2DzluWgyqAg2WbMMPj2zCFoP34k/V3hGNLaoeNgz8IfIcTDm/7eEPFvpijkFNjE6yyqlrJDSCKiYCNZbm1gSIycghAGVuP/poaWJgU55+UQignK3yGEpCQkwvKeQ2D98IlFznJ6evbiJzW8isD78VMSnDDA+t1j2drYGEaVKV9eG7ZunQGHj3wLmpoapb05DMPIyKGfVpBT6MDiZfyaFTPa2prg4CDsR73lkTFGRjhUmik1Qaik28UQ+zqC68LvpeAmKAjMAtk5738w8H9fUzAejojhqJiI10PhzHzVhvUoNBpr5LNCwsa3c0ngeXTiLPg+K7ieHoOl8fksHB3ozIq68+FDJoSHh4KVVWXKEdLWKQ/fzP0F6tZpQrc/fXYfVq35ltrIVJ3x65dDzdaCWIHixam1m+DtzbvZ7vPg6Elo1Kc71O/WGU6sXE+OobzEJWzkwhBmQwszqGRh/nGdluaUgYNgdk1saBj8MXEmfKZRjqzb2OIVFRBUqiNj6NrJWRMvDZWWc2QMeXXlBo121u7Qlhw8Ip+VKweGFhYyjYyJ/Pfff6AInp2/TLlQ+P4QpMD/Z3zN1g2bQM+LAhbDqDPGxvpw/MT/oGVL4TO8efMacPOmbJ/jDMOULujMxf0dpvhxdLQCDQ0NiItLgtBQ9cvcZIoHFoSYEsXZuRZYW9mS4+P+g+sl/urb1Xalpf/L1zI/Bh09eHbD495DiA4MznYbNgZhxTa6h2xqVoeAV9mft1HfHlQPjQdssn4YYo4QCUJlKFgaxR4UhIYPnQQN6jeH8uUrQHJyImzZthpOnNqrsIPz0gQbq0Qx6MAPy+DhsdOfCIiI96OnNFKF+Tp1u3SgkGIRDDYf8O1casoTxR5ZwABkdON0nzUFnp27TNeF+/jl+v1LgrjwSAqi1iqvQ5lB6HT5VBCSPy/q5eVr1GKCjSY4cimGW1cyMyXnUGZ6BsRFfBR0SwIUkDE3zNyhCrWSKZK8ssgYRp1wdbWDAwcXQM2aH0PoW7asyYIQwzBMDrhhjCkMLAgxJUr7NlnbxUq+clLM+sma6yErLyRNCTnFonePn0Gt9m3AqUmDbIJQeX096PnVF7R+8Y+/sjmL8kNsGsOD/rLWNNaieQdaPnl6F1b9+j8IVQNXkIh5FeH3GRcZBfcPn8j3vg+OnoIeX06FJv17SwUhdASNXrVEmoGFoKiCzp/YsHByr+VcF//msAnvi782QcNe3aTNVKU1LoagwIcuIXTzoPAlCkLl9XShgr4ereP2ywtmdGGribGNFVWyu129mX1cLDS0VMIsr2zfVeLfk2GUERz1ypBhDBPv17dvU/hiek9o374OXRcQEAFnzzyGyVO6QQuJU4hhGIb5tGGMx8UYeWBBiClRXF3r0/LOPSEnpSTRNawkbTXyz+HkKQpeD54IglDjhtI2BaTrtM/JxYEjYDd3H5D5+cRgaRwZKyv4BwjiRFJSIvyxdQWcPL0f1A0UZURnTkE8PHGGWunQKdZ8cH+4e/AodJg4msQgFJS2T59HmTmyOkQwZ+bJ6fPQoGdXch0hoV6KqZwvLFFZBCH3O/fpOkMrQbjBHK28RuVkGRtrM3oo1O7Y9qMgZCNb5TzDMMXHiBFtYeu2mbBm9VFYvHh3rvextDSCSZO6kuhjY2NC12VmZsKxY/fhqy+3grW1Md3WvHl1GslWB/cowzCMohvGPLhhjJEDFoSYEsXIyCSbI6Q0xsVQoEmJT1DY84p10w4N6kjzULDFqeXwgXT9seW/ylU1jduHmNnZfpKvoq4cP7kXEhLi4OGjWxAWnn0sT10QHV+i4JcfceER5CrrOn0SDPjfPCivVxE6TRpLtx1fvhYCX7+V+/vj2FKdzu2VwiGERPoL7wGmdh/HQAwtzQsVKJ2Vl1eukyDk0raVNNfLSCI0sSDEMKXDkCGt4J+dsynb4ovpPWDJkn3ZnEKtW7vCtC96wMCBLUBLS9g1DQuLgT+3XYAtW85BYGCk5LpYSEpKBRMTAzoTLu9Z8IoVdWD48LZw6NBteP+es7cYhlEvuGGMKQzcMsaUKIaGgiAUGxtd4q+8XR0xP0ixQZShnt7kaNCpWBHsXAUbe78Fs0FDUxNeXLomd8UmjsqkJCZS5kluLUzqCOYFnTpzQG3FoGyCkAwOIeTCH3/B3YPHKJAcK+pRyMHKVgwpLgw4SnV7/xHp16HepSsIRfhLmsayVM9jnhASG1Z4QcjnyXNq60NHIDqsslXOyxgozTCM4hg8uBX8u3seiUEIijkdOghjYMiuf+fC9RvLYdiwNiQG3b79GkaOWA32dhPg++//lYpBCIpIDx540LoYMC0Pv2/+Arb9ORO2bpuhkJ+NYRhGmagucQjxyBgjDywIMSUG1orr6erTekxsyQa7IhjujPg9V6wghJZ1DAJGnJo1okayak0bUb7LiVXrC/WcYo4Qjgsx6oEYEi46wGThyC+r4eVlIXw9NSmZvi4Kl7b8TYIjboMs9evFSZR/4CeCkKGkcj62CA4hzAhyu3aL1nFsLGuGUDSPjDFMiVCligX8/PNocPfYAvsPzKdMoJ07r8Afm89IHUNIkybOMHJkOxJ6/tx2HurXmwWtW82HvXuvQ1pa7s7aO7ff0LJFy5pybRM2k40Z00EqUtWpU3aKGxiGUV9QYP97x1fw4OGvYGSkBx8+fAAvLz4BxsgOj4wxRcLY2Azs7RzB3q4q2NpWBTvbqhAcEgDrfvvhk9l+I4k7KD09jcaDShLMGrCr5VIsDiHE6+ETGsfBsR4tHR16Mz7404pCj6hc2b4Txq9fQaMvQW894NGJj01TjOqBo3+i20tWhxCC407/zl8MbUYNBd9nL4o88oSZQyv6DKO2rdLO3sAmNcS4sjXVwqOQYyQRhIoyMoagiNZ0QG+o1aENHF32KzuEGKYEGTq0NTlw9PUr0tfJyamw/c8LMHv2n+TqmTqtB/Tr3xymTdsMc+YKJz127boKkydvlOn50UEkNo3JCjotf9swRbo9FSrowKLFw2HQwGWF+AkZhmGKFxyfbdasBjx54k2Nilmdklnp37+5VHQXuXDhKaSkpPGviJEZFoQYmcQUa2s7En5Q8LGzqypd19MzyPUxWBXu7Z0958TQqPTGxcyq2EEFA30Kqg3x9Fb484s5QiQGZWbC3u9+gienLxT6+TAY98Lm7dBl2kQYvHg+hPv6gf8LxQtZTMmAYhCOAKLL532YfHXqWJ2OAqGiKGxYs6LBNrSMtDQahcPsIBS7PjqEiiZ8ed57SGOXWGFvW8tF+rzRPDLGMMWGtrYmrF49AWbM7E1f37r1GjZtPAWnTj2ExMQU6XUhIdFgZWUMkyd3hYEDm9P1v645KvP3uXtX2LdwdrYBM7NKEBHxvsDHTJzYGRo2dILY2ATo1/cXuHL1FxgwoAXUresAz5+XbsA+wzCMiL5+Bdj8x3QK4c+Kn184CUO3b72Gmzdfw5s3AdCtWwPYu+9rEoMwF23vnuvg5uYPnp7qG7/AFA8sCDEFsmLZn9C4oWDvzgm2f4SEBoCf/zsI8H8HzZu3J7HI0aH6J4KQkaFxqY+LBbx+Q4KNognz9oEIX38wtrGGfxcszrWiXl5QELKs5gh1OrWDcb8ug2W9BtMYGqPC+UG+fqXuzFEW0BEUFRhMo3QYLE2CkIXEIVSIyvmsoND09tY9qNe1I7QY0l8q1L4Pj1DQ1jMMkxU7OzM4cHABjYAhS385QE1imZkfst0P3bOHD90m0WjNrxMpV+js2cd0ECMrsbGJdH9XVzto0aImHD9+L9/74wjFL0vH0PoPi/fAjRuvYN++m3TAtfiHETCg/y/8y2QYptRp1Kga7Nk7D5ycrGmMdt++G5QJVL9+VbC3N6fLqFHt6b5RUXGgq1setLW16H6jRq6h91eGKQwsCDH5UtmmColB+Cbj/e4t+Pt7g3+AD/j5e9MlKMiPRsBEtLW1BUHIsQbApePZnsvIyJSWMTElLwihSwDxf6G4uvmcbBg9GbQrVICYIrobRFA42PvtT2BTwxlMKltDoz494O4B2c+iMsonCEXIMS5WFsCxMRKEbCuTy87QQmgZw5yjovLq8nUShBr07CI8Z1h4mWjsY5iSpnv3hhQMbWysD9HR8TBm9K9w5syjPO9/4MAtEoTwQAZZs/pj2L2s3Ln9mgQhHBsrSBD68ccRYGpqAK9e+cHvvwvj10t+2gdDh7aCfv2aQb16VeHZs3f5Op9sbEygcmVTyUVYt6lsQg6ljRtOwcGDQm4ZwzBMYSYx5szpB0uXjaFgfV/fMBgxfBXcu+dOt6Pw06xZdWjVygVatnKhPDQM50fw/Q/fc1kMYooCC0JMvrRq1ZmWjx7fhvnffl7gq+X9TnjzqupQPZ+GMcUIQjgO0qRfT7hz4Ci1CskS6Bvs4QnFRWLse7ookrTkZLi+cy8M+HYutB0zHO4dOk7OCka1MHeQP1C6LBAZIOQImTnYgb6pCY3VZWZkQFxE0d8j3ty8Axnp6TSShihKqGUY5mMuD4ot3/1vKH2N7V9Dh6yg0Yb8uH37DQQFRZHI8vSpN1y58kLulxSfY9LkbtC9RyOqsI+PT871frVrV6E6e+TLWVulVffu7oFw8OBtajabObMXTJz4W65CF7aS4Vn5/EBRiAUhhmEKA+aZHTy0AHr0aERf43vJ5Ekb4f37ROl9cOT28uXndEFwRAyFbHt7Mzhx4oH0fY1hCgu3jDH50qalIAjdvCVbHo4oCDlWrfHJbR9HxoqeIYQHj1/8vQm6Tp8EA76bJ/vIzjvVc2g8PHaKwoDN7G3BtV3uo3uMelXOlxUCXgltQY379IDKNQUR+X1YhEJEz5SERPC6L2R7ITFBLAgxjCLAM9i2tmZw/sJPUjEIs4LatJ5foBgkul/x/jhyvnjR7kJtA4amJiQkk0vo1u2VeYo2GCSNY2l4kHX1anbhacNvJ2k5bHgbcjdlpVo1a9i77xvp82IQNeZy4HNgAPbyZQdhzuw/6bYaNSrTWBrDMIy8zJjRk8QgfI+ZMnkjiepZxaDcQAHo0SNPOHz4DqSn597GyDDywIIQkydmZpZQs2ZdsiHevnNZplfK18+TdvKMjEykI2KKdgiV19OFSZt/BZPKNvR13S4doLJL9bzvr68HBmbCtmDOj6qBIcB39guW+nZjR5T25jAlVDlfFnh+/jIEu3tCxUoG0H/hHLouJlRxws3LK9el6+wQYpiisXbt55CWfgxS046Cn/9f0LFjXRJlcLRh5swtedbE58by5YegksFQCpwuDKGhMdCxw3cQHBxFLiCsW27QwDHbfbDavm3bWpCUlArz5v6Vazg1OpTwDP348Z2k15cvr015SAYGFSlvyMx0JOhWHATVnafQ9xw75lf49tudsG7dcfDwCKLHNG2a9z4IwzBMbmholIPpM3rR+ozpf8C2bef5hWJKBRaEmDxpLXEHvXz1WOYg6NTUFMoVQpwwRygLKBIhMTG5VyfKgoamJoz/bSXl6sRFRlFwLNJ95tQC3RmYIZKalASqyK29hygo16FBXbCTBGQzqgGKkShiYqixWLXOCOBrgrXwiLGNFS3fh8rXwpYfblduSOfqo4NC+GVnmEJSs6YtzJzVO1u1MdYhN2k8hwJNCwMKNUXh4UNPaNpkLjx+7EVjW9v/+pKyOJCKFXVg1eoJtI5unoCA3APlf98kZApNndadRuCQjRunUPtYWFgMDB+2isJbC2o8w0wPhmEYecAMMwzkDw+PhT17Pp7AYpiShgUhJk9aS/KDbt66KNerhOHTueUIGUkcQkUZGXNp1wqcGjeA5PgE2DZ1Nhz5ZTVkpmdAjVbNoGqj+rk+xkINxnXiI6OkNfbsElJNdxA2amWmp5f25igd7x4/gydnPo6kxoQUPVBaJD4qGt7eukvCk/+r4guUZxh159vvhpBgcuzYPTA2GgYVKwyERg2/grdvS1fkxiyiLp2/pzp5FHGGD28jbO+3Q2is7d27UFi1Ku/QajwIi4lJAEdHKxg7tgMcOrwQJkzsQkLyyBGrISQk//2V+5LQ16bN2CHEMEz+4CjqgAEtpOLzrC/70HLrlnOQmsr7h0zpwYIQkyuGhsZQu5YQcHbrtpyCkE/uOUKKGBmzr1OLlk9On6dRk6jAILh/5ARd12PmFLXOb7n2zx5a1u7YFowrW5f25jAy8jG/isfF8uLkmo1S956iR7v+/XoRrOgzDEI9vRX6vAxTVnBysoJhw1pL27mw9j0l5WO7aGmDgs7KFYdp/acloyjTZ+68/vT13Dnb8z3QwtyOHX9fonV0GOHBGmZyYAC1LGHXokOoaVNnqTuJYRgmJ336NIUnT9eT6Hzq9CLo1KketG7tSu83mzef5ReMKVVYEGJypWXzjhTE6O7xCsLCg+V6lby9JQ6hqh/PmOGOkmEloyKPjNnWqknLADchjBa5uOVvSE9JpXGqmq1bqO0BeZi3DzUnldPQgDajhCBPRvlRF0GyOIkLj4B93/8C7nfuw8tL1xT63Cg08agewxSehQsH0/4A5v1g5o4y8ttvJ8nNU7WqJVy7vgx0dLTg/PknBVbSI1hFL46W4hhc40azYdOm0zJ9X6yyxxylSpV0wcXFtsg/B8Mw6gdWyh85+i3VxyPdujWEc+d/pPUDB24V6ERkmOKGa+eZXGnbtptc7WJZeSdpGrO3qwpaWlqQnp4O+nqVQFNTi66PfZ9/RXxefFauHNi61sjWToTERUTCrT0Hof2EUdB91hQaEcEWk5yV3+pwQH79n70kejXp3xvO/74dkuPyzjYoCaycHcHQwgIMzE2hkpkp6JsJS/zawNQUdHQrwpGla+DxybJ79qNas8a0DGGHSr68uHCFLgzDKA/YsjVqdHta/+Xn/aCsYB4RupewJt7c3JDOun/15TaZHuvtHQKDBi4DExMD+Oefy3JVOGdmfoAHDzygQ4e60KxZDXBzU73iCoZhigfMXNu0aSpMmiwcU23+/Qz8+ecFOHBwPo2pIr+tF6YcGKY0YUGI+QQTE3NoUK85rV+5KttZsqyER4RAfPx70NevBHa2VamK3tBIqJzH6zMy0gvttNCpWJHO+Odsa7ry1y5oNrgfhU1j69iz85elIdQmtkIbWZgaCEKe9x9B0BsPsKnpDC2G9IfLf/5TatvSfeYU6DR5XIH3q9+jc5kVhDDXCjOE8G/21dXCBa8yDMOUFr+u/Zxq5i9efAr37wsne5QVPNCaM7cfODlZw/p1J8DdXfZ8I8xGKiyYI4SCUPPm1WH7dvlPojEMo34YGupSWyGOhmH7Mo6vopMRQRfikiWjIDIyjsLxGaa0YUGI+YSO7XuRPRzbxUJCCxcY+c7HHerWaUI5QigIKSJQ2k4yLhb42h3+k9i7RZLex1HGTvcZk6HbjMnw4tI1CpJFMQhFoZTERBpLUQeu7dwDI5f9AK1GDKKfubSCip2aNJQ6r3Ak531EBMSFR5JjKy4iCvRNjWHIDwvBzL7s2uibD+pLSwxNTk1UzYY7hmHKJtOm9YD+/ZtDWlo6zP9mByg76Ozp3+8X6NGjEWzYcKrEvq+YI9SMm8YYhqHIDEs4eWoRtTPiSCm2FZ4+/VD62mAO28yZW/i1YpQGFoSYT+jcSUi9v3i58DZGzBFCQUjMETIyNFVAfpALLf1f5t4WdHPXfmg9YjCYVbGDxn17wP0jJ9VqXEzk2blL0POrL8DQwhwa9OwCD4/J7+JSBKLz6t9vFkHQW49Pbtc3EVxhxtZWoKGlVeYatnQNK0GdzsKoxb2Dx0t7cxiGYWSmdu0qsObXibSOYtCzZ+9U4tXDka2SHtu6J2kac3GxI1cAHuwxDKO+dOxYF7ZsnQGnTz2EH3/cC9HR8dLbWrVygSNHvwNTUwMICIiA3r1+ghcvVDvDlFF/OFSayYZDFWdwcqwJ6elpcO164cd8cjaNiSNjRWkYyy1QOis4lnP5z5203mXaRNDU1lbLQN8PGZkkfiFtxwwvlW0or6crFXzyCuzFyu+UhEQKwTYpg61oDft0p7/BgNdvIfC1cAaZYRhG2SlfXhv27f+GlidPPoD1nHGRLzj24eUllG80aeJcMr8khmFKBSzJWf/bZHIBzZzVGzw8t8D33w+DmTN70xjYxUs/kxiEo2BNm8xlMYhRCVgQYnJ1B927f53yfgqLl6RpzLmaK715iiNjsYUcGUOHiXX1arQe8Cp3hxByZ/8RiA0NA0NLC2g+pD/ltyDh79RHEELuHT5OYotVNUeo3rJZiX9/UzthDCwuMkpaF54bEX7CmVp0bZU1mg/qR8t7B4+V9qYwDMPITJ8+TWjUAZtvJoxfz6+cDNy581baHsQwjPoycGALcgPGxibAixc+YGysDz/+NJJEou/+N5QaDg8fvgPt2i6E0NDClegwTEnDghDz8Y+hXDno1KE3rV+8XLQRFxwZS05OAgMDQ7C3dwJDiSAUXciRMRSDNLW0ICE6BqKDQvK8X0ZaGlzYvJ3WO00aC5VdhJG1cB/1smuiGISiENJu3IgS//5iLlCkX0C+94uQ3G5mb1fmwqTRnYbZVU/PXCztzWEYhpGZ5pIsnEMHb0NUVOk2WaoK+/cJpQHjJ3QCPb0KoIygo2H69J50AKus1K/vCAmJh2DhwsGlvSkM8wl4ghtFH+S39SehYYOvYPKkDXDw4C3Yt+8G7Nx5BWbO+AOGDF4Oycmp/AoyKgMLQoyUOrUbg5mZJTmD7t2/VqRXJjMzA9xeP6X1urUbF9khZFfbJd9xsaw8PH4GInz9Qc/YCCydqqrdyJjIzX8PQGZGBjg3ayx1T5UUJnaV8x0XE8HfA1LWgqWdGjeg5asrN/J1UDEMwygbTZtVz5aNwxTMuXNP4O3bQKhUSRcmTOikVC9ZrVr2sHvPPHD3+AM2bJwK2/+aBcrKiBFtoWJFHZg6rXtpbwrDfELv3k2gbl0HiItLolHazMwP1G44dMgKGDF8FYwbuxY2bToN//33H796jErBghAjpUaNOrR88PAGpCsgABhbypDatRuCkZGJTBlC5fX1oPWooeDYuAFlz4jYutbMN1A6K9gudm7jVunXKJpEBgSBuoGjcc8vXKH1tmNLNkvITDIyJjqACnQIlbGRMQtHB1rmFrbNMAyjrGhra5JLA7l3j7PPZAUPANetFVy7s77sQ45rZXEF3b23GoYPb0vtsUjfvs3A1fXjZ/L06T3gP3gDRsZ6UNq0buNKS1tbMxpbZBhl4vtFw2i5aeMpiIlJKO3NYRiFoRyfWIxSYG0puD4CAhUzXvXi5SNa1qnVKEvtfP6CENaU95v/FXzx1yb48foZGLPmF+g7/ytywdC2vSrYIYSgUBL0RjgYjw4MVtuGq+v/7KFl/W6dqXWspDC1lziEAtghlBsfs6vUa1SRYRj1BsUgzMAID48FH5+w0t4clWLXrqs0YociTN++TUEZ6NevGejqlqesk3p1Z8KBA7fo+vkLBtFy2LA2sHTZKBz0h8eP18D48Z1oLKY0wFG7Bg0EMRLp2lVw2jKMMoCB8Q0bOkFiYgqslYi/DKMusCDESLGyEs7GhITk7/qQlTdvn1NbGY6hWUrEppiYvAWhak0bQd0uHcjhg1lBFSsZ0NdtRg2FShZm8OHDB5lGxsSzdSfXbICM9HRwv/sA1JXA1+7g9eAxaGhpQquRQ3K9D+7c4UiZInfyTG0lglABDqFIf+F2AzNT0NGtCGUBdLaJjqgwbxaEGIZRHZo2FVqyeFxMfjAzZMsf52j9q9l9QRno3KU+Lf/+6xK1HS1fdpC+Hj68DdVjb/p9muSeWmBiog/b//oSrt9YDrVrCyc1Sjq7SlPzozO8S1dh2xlGGahXT4iguH79FTULMow6wYIQ84kgFBySv+tDVlJTU8Dd4xWti1blvBxC5TQ1yAmE3N53GH5o3ws2jp0Kx1eth0vb/oG7h47BwR+Wk1AkK573H8GP7XvBseVrQZ25tkNwCTUb1DdX0aXHl1Nh7qGd0KR/L4V8Pxzrw3wmWTKEMPwam8jKUrC0ia0NBaBjdhCO9TEMw6haftCD+zzuWhgwPyQtLR1at3YtFVElK+XLa0MbyQjWhQtCpuOzZ+/g7NnHtE+G9dhGRnrw+LE31nDA/77bDQkJySQUPX6yDlavnlCiAdmtWwtZkY8eedKybdta9DMwjDLg4iIcI715rZiT5gyjTLAgxAh/COU0wNLCmtZDQhX3ZifmCCFpaWmQmBif6/1aDBlAFeqJMbFw/vc/4b8PH8DnyXO4sXMfnP3tDzj04wp4cPSk3N8/6X0cPZc68/bWXQh75wsV9PWg6cA+2W4rr6cLLYYNpPUarVsoND8oLiIS0pKTC7y/NFi6jOQIWVQV8oPwd8LBggzDqBLNmgkNY5wfVDhCQqIpYBrp0aMRlCYo7FSooAOBgZHw5s3H/bplSw/QEkcDk5JSYfKk3+Ez0IANG06DS80vqDIbnTpz5vaH129+hwEDFLPvUBCt29Si5dYt52ibcdtRWGMYZaCmRBB6/VrYp2UYdYIFIYYwN7cCDQ1NcvVER0co7FURc4TyC5TWNTKEbtMn0fqZ3/6A5LjcRSMmd1B0ELOEWo8cQm4rkSb9e0N5XV1ar1JX2NkqKqaSxrAIyThYQShz09hn5cpB4349wdjGSmHPaeEo5gepX7MdwzDqi4WFITg4WNB49sOHgkuDkZ8L558oxchTF8m42EWJO0jk1q3XcPXqC1r/5uu/wMsrRHobCjGDBy2Dnj1+gHfvQqFyZVM4dHghnDq9mLKRigsUp8RxRRzJEbe5K4+NMUqCi4twUvM1O4QYNYQFIYawthIyYULDgj5xNeDBcvWWzUi4kZdXbk9o5zI/QajHrKlQwUAfAl6/hftH5HcBMQCPT52H+KhoMLa2grqdO0jFjlYjhOBIMcfH0NKiyC+XqVg57yfbaKEyN43V7tgWhi35H/RfOFdhz2kpaRgLe+ejsOdkGIYpbpo2FcbF3Nz8IT6+YPcnkzvnzwtiRsuWNSnQubTzg8RxsawMHLAUWrb4Gn7//Uyuj8Wxslqu02HJT/sgNTWd3E4vX22E//1vKDXRFQY7OzP49tshcPzE97BixTjo3785mJoa0G2NG1ej8bDQ0Bjw9AyG81JRjYOlmdLHwKAi2NgI5ThZ3XYMoy4U7l2dUTusLHMPlEahZtbuP0HfxFiaGeP34hX4vXADv+evINjDEz5kZOb5vAkJceDj4wGOjjUgJjb6k9sru9SAJgN60/qxZWvVfryruMhIS4Nbew9B9xmTodPkceD18AnY1XYBk8o2NDb3PjyCRvLs69Yqcq6NVBCS1SHkp7wOIdtaNWlp6SSEBSp0ZMybBSGGYVSHZpL8oPv33Et7U1Qab+8QctegowZzcM6c+eiULiksLY2gbl0HOiF36dLzT26PjU2Eu3ff5vscKSlpsHjxbti9+xps3DQVOnWqBz8tGQW9ejchMSkzs+D9tUqVdGHQoJYwanR7ei1EevduIg3iHjtmLTg729DXN2640RK3Gbe9Vi176NatIY22oYsIxaisS+zKOHHiAURHs7OcKT5q1hT2X4OCoiAuLolfakbtYEGIyREonf0gv8vUiSQGpSWngHaF8iQG4KVhr250e3pKKjV/kUAkEYriwrOPnL149UgiCEVmux5br/ovnAPlypWDRyfPgu8zwcLMFI67+49A2zHDSNz4+uhuaQD3vUPHQLtiRUEQquMKz89fVkiGUEGB0p+OjAkOIQykxtDl2LBwKG2snJ1oaWhlARpaWpCZnl6k50NXlrmDPa2HcsMYwzAqRBNuGFPo2NjUaT2oOr00BCEUb5AnT7whKqpojUgeHkHQpfP3MGRIK9iydQbVb6Nj6OTJ3BtctbQ0oVu3BiQCofAjBkOjwHPt2ks4c/oRVKtmDW3a1qID7X37v4Hw8Pd0n1s3BUEIBR4cW0TX2pmzP+S7fQ8eeEDrVvMhPT2jSD8nwxQUKM35QYy6woIQQ1jnUjlvUbUKtBwuBBL//eU34P/qDdjVqgn2dWuTsGBfpxZVw1dtWI8uIugc2jhuqtQ5dPT4brCxtofTZ4S6U5EGPbtClXq1qY3p9Nrf+TdRRBJj38PGMVNh+NJFYOtSA3QNK0FmRgbc3nsYqjauD62GD6LfWVGRZggVUDkvEhUYDB8yMyngutecGbQdHz5kwk8d+1ALWWliXU0QhFCUNKlsDeE+Rcv9MbK2BK3yOpCemgrRQcEK2kqGYZjioWJFHXJg9OvfjEKIkfv32SFUVHBMCwUhcWyrpOmcR35QUThw4BY0bOgEX38zECZP6ZarIPTll33gu/8NlY6CIa9e+cG/u67Cnj3XKaNIBD9316+fBNNn9CJHE3LjhtBMi6xaeQSWrxhLJw9xbC0tLYMuWdebN69OAhWOoM2Z86fCflaGyS0/iBvGGHWFBSEmm0MoJEvlfN9vvgQNTU14dfUGeNx9SNfhUlwXc2FQZCCBqG4tclzQ0skRgt4KtbUBAe9g/refZ3uldSpWhF5zptP6xS1/U2MVU3RwTOm3kZ9Dp0njoOPnY+DuwWPkxPF7Lpx1s6npXCQnTAV9fRKakKgA2RxC+L2ig0PA1LYytB8/Uno9Omn8X76G0gJ/jkoWZtKvTWwrF1kQEsfF0BXF448MwygjWDWOzo1+/ZtTaC+2OYlg5febN7K9tzN5c+XKC8jIyIQaNSpTdo6/v+LKOgqiQQNH6NOnSZ75QUVh69bzJAh1797wk59r+fKx8M18IbcQs4D27rkOu3Zdpar73EDH0MyZW8DPLxxWrppA4zivXn1scDpy5A5d8qNXr8Zw4uQi+Gp2XwqjPn78nsJ+Vob5tGGM84MY9YRDpRnCShIqLY6MubZrRUHSmE1zYtWGPF8lPPB9dOIMHP55Ffw6eCz4PXspU15M5ynjKeQYH39j137+LSgQdGZd2LwdFjbpAMeWr5WKN4kxsaClowPW1avl+Vgc53Ju3oRGn3LDuLI1LTGTCMcIZSXU05uWcZFR0gwjDMBWhnGxnNlIRcFS0jDG+UEMwygbY8Z0gAsXl0BY+L+w45/Z0K9fMxKDMPNmzeqjlAvTtMlcaREEU3gwZ+SeJItJbPvCUFp9/QrF+rLiiNq168souwdHrm7ffqPQ58e/lUuXnpG75/PPu9B16ODZtGmaVAzC5jLbyuNg7tzteYpBWVm9+ig0bPAVtGk9X+6/vVOnHsLqVUdo/e8dX0qziBhGkfDIGKPusEOIAV1dfahkINh1Q0IDoby+Hgz439f09Y1d+2R2gohjRA4N6oJpPo1S6CpqPXoorR9bua7IuS1M7uCYVlYw38mlbUtycwW8yu7MsazmCG1GDYUGPbuQaHR732E48svqT57TRBooLd8Z5OMr14P7nQfw5MwFyo1q1Ls7GCmw6l1ZBCELScNY6DvfIj8XwzCMopg5szes/22y9Ovnz33g2NG7cPToXXjxgt+vigMc18IxvDlz+8PsOf2kwbTBwVHg7h4E7m8DaflWskS3TU5BBMUWFJKyjlrlxbhxHWHrtpmgqakBFy8+hUEDl5FLSdFs3XKOMoomTOwMmzefha3bZkDPno1p26dO2QR//nlB7ud8+lQ4aVQYvv12J7RoWRNatKhJYljnTv+jpjyGUdRYbZUqQkMvO4QYdYUFIQasLIUD4eiYSEhJSYJh//seDC3MSdzBcS55kKVRqu/8ryhU+PX12/D25l3+DZQQGPpNglDdWnBrz0Ha0azRqjm0GTMMnJs1znbflsMGgs/TF/D0TPYdu6qNhQpYDBKXh+igELizXziLFxMcqhQOIWuJIISOJUNLCzCxlf3MIjqlHOrXhaoN6pIAiuHqJ9dskI6MhbMgxDCMEuVfrFg5jtbX/noMNm06TS1YTPGC41o//jSSxsaQzMxM0NDQAGtrE7q0b1/nk1avnf9cgalTN0mv+/XXifDlV32hW9dF+Y5/YR08NoAhOKb1+cTfii1k+fjx+xAWFkM/g4fnFtDVLU/bPmH8eti37waUNCh69ev7M7nf6tWrClevLYOuXRYVSWRiGBHx/zc8PJbb7Bi1hQUhJlugdK0ObaBx3x7kLtn33RK5xoJya5TKSc02LaFmq+Y0inZsxTp+9UsQdAghVerWhuZD+pMjSGzEwt/3i0vX4Oau/VCjdXMa6Ru8eD4EvXGX5up8+O8/cG7ZlNbdrt0q9HagOISUvkPIkZYvL1+H1iOHUMZRbuD4HIpHDg3qkAiEAlAl84/ZQyLTtm+UurJ4ZIxhyjZYiW1krAf/QRJUr24Dn32WCXp6FUBXV4ccHFevvoT374s/VB/ruf/dPZeanrDtCsd4mJIB2682bjgJ5hZGcPzYPTh9+iGdiMG/B+FSGarXqEzr2LqFvyMMa0aHDWY5mZlVomBqpG/fZrkKQhoa5eD336fBpMlC8+vyZQfJMVOcoNC04+/LMH/BIBKDMDR6xPBVtCwtIiPjoGOH7+DsuR8pZPr8hZ/AsernEB+fXGrbxKhXoDS7gxh1hgUhRhooHREVBoMWzaf1a//sAd/nQh6QPIjNU2ZVcncItRk1hJY3/t0v1ygaU3RwTAwt3cY2VjDo+2/ouuT4BLh/+AQ5hmJChDPGfi/dSDSq1qwRjF27DNYOHU/XByXFU6sctpn5Pn1R6O2ICQ4pdYdQOQ0NsHSsSusvL10jQQi3p5ymhrQdTww/n31gxyeOt4z0dAh0ews+T56Dz9Pn5LRqMXQAPW9meobcI3UMwxTMrFm9KTx2+LBVStuENXJkO6rmxjEDgSvw4OGqT+7n6xsG/fv9QqNbxQXmvKxaNYFcExER72HihPXF9r2YT/nvv/9g1qytuQpFeMkp7GCuE/79zPt6AAwbugKmTOlGwiLSpKnzJ8+Df2N7931DAeEU0DxjC2zefKZEfhVr1x6HBg0d4cVzX/j++3/JIVTaxMQk0LjYy1ebKPC6ZUsXOHfucWlvFqMm+UHcMMaoMywIMVJBCPR1QN/EGEK93sG5jdsK9cpEBgTRjklFAwPQNTKkIOOsYJMT4nblJr/yJQxWvPs9fwUO9euQYHFz9354eOwMpCYlZbsftmP9u2ARzD24EywdHaDZwN7w/OR5eBcXQ7fjqF/OfKLCOIRKUxDCvCCsh09NSqbROBz5wq+NLC0hKjBIer+GvbuRGIROuXePn8G7J8/o/iiu4WNE0DGFTiPMR8LbMzOKx6rPMGUZzCzBLId9+7+BBvW/pANAZWP6jJ5ZxCCkHERFvYf4+CRISEiBxMQUyoTBn+P2nVUwftw6OHiw8I7LvGjatDps2DgFGjUSSgQmT9oIYWHZP48Z5SEz8wOsXHGYBKGBA5uTe2jaF4I7CKlTpwo5iEThBWvdT55aRL/n5ORUGDliNRw7VnINWzg+g2NZygY6gq5de0kB6k2bOrMgxCiwYYxzqRj1hQUhBqwlDWP/6WnT8sXFq4UOes5ITYXYkDByoeDYWFZBCN0ThpbmtI415EzJs2P2AjCpbEN17/nVoidExcD5zdth8KL50GHCGHA7fwW84qPpNrerRcsIwMweFA1RgNEzMaLvVVqB0th+huJWZEAgWFVzJKEoqyCErh/k9LpNcGvPoXyf0+PuA1jRZ1gxbznDlE3QKSGG8trbm8O2P2dSaK4yYWysT+MqiHO1yRAZmQQxMbFQ1cEA4uPjpfczNNQlZwc2Qu0/MB/q/uJALgt0lCiCn34aCf/7XngvwrG0+d/s4DpuFeDlS184e/YxVbqfOPk9WFkZUwA1uocsLIygfv2qcPfuWxIcb95aQaJRVFQc9Om9hK5nBB7cdydBqEnT6vySMIUGR3xRVBRFdR4ZY9QZrp1npA4hLfNKtAx298z2qlhbG5PlXO5g6RxjY5i7oqGpSflB8ZFR/MqXAii+oEsoPzFI5OGx0yTeVLIwgy4zJsP7tFTISE2jtrCigO6ZuPAIhbuEes2ZAb1mT5crPyjY04uW4vhi1mDpqo3qk0iELqJHJ84qbDsZhilcjoOWliY5bNLS0mHAgBYwTZKvoix07lyPxrRevPABL68Qcn3kRmxsIvTs8SOsWnmYvv72uyFw7Pj/wMCgYpG3Yf78QVIxaMeOy1DdeSps3XquyM/LlAxihTpmCiG/bzojra9HNxDSr18zEoNCQqKhZYtvWAzKwf37wjgeHswzjKzgiYbhw9vCxo1T4fGTdRATuxcuXvqZHJ0YCF+aGVkMU9ywIFTGwZ1XSwvhIFjXVgjKDXYXDpKRypVNaR77ydP1MHhwK7lyhMxzVM+LIcLYMqWoM6FM8YEusSvbd9F6k0F9afnu8VNISy56SKOix8YMzEyh/fiR0H7CKGoMKwhrZ+GMT4iH0EIS6R/0SfV8S4k76Mnp8zRuxzBM6VGvntDghwfH6HhB1q2fRLlCykKXrkIL4/lzTwq8L7ok58/fAaNGrqaRH8yBuXFzuTQzpjBMntwNli0fS+tz5/wJE8avo9EeRnW4evUFPH4s7IPheBiKeQ8kAoeYIzRgYAta/rX9Inh4fHS0MgIvXvjS/xQ69kRhjWFyA913W7ZMh4DAHeDjux1275kHX0zvCfXrO1IjIGa97d59DQYPWk45bAyjrrAgVMYxN7cGTU0tyMhIh//Ka0FKYiJEBwVLxaKdu+aAkZEeff33jq9kcgqJTWOmOZrGxIN/HhcDaNDAEVq1cgFl5/6Rk/Be4uZB3G/eVcjzin8Dimoay+rssavjKrNDKMRD2PEWQ6DFpjF9UxOo3bEdrd/ZL5yxZRim9KhbVxCEnj97B+vXn4CdO6+QY2jd+sk0dqWvX6HUfz3dugmC0DkZBCGRPXuuQ+tW86nOuE4dh0J/LmCF+e+bp9H6Lz/vp9BfRjX5YfEeEgw3/36G2rPEAHV0COG4WLduDenrw4fvlPKWKifYgvbkiXc2VxXD5PW+iQ196ALCvxv8X1u39jgMGbwcKtuMhaoOn8PoUWtKNJ+LYUoDFoTKOC4169IyODIY4DPBMSG6d+bN6w/t2tWGhIRkuHHjFe2IoK0dq1BlahrL0cxkbG1Jy7IuCOEZq1u3V8K168ugdu0qoMzgeN/Vv/6Vfu1+SzEfiugSU6RDCHORROxq5X9AZVPTWfp9g0VBSBwZkziEmg7sAxpamhQQnXOEkmGY4qdqVUvpyQikruRkxLNnQivXuLFr4ctZW2knHt2rDx7+CrVq2ZfarwZDfzHzBT8vb99+Lddj8eBVFJGaNSvcAezoMR3oJA6ezcY8IkZ1wXp6C/PRMG/eX/T1o0deJBA5OFjA2LEdaV/s3btQePbsXWlvqtIiuqp4bIzJj8aNBbf4iRP3wbDSMGjebB7MmfMnHDp0G4KDhdxMhikLsCBUxqldSzjTFJ4svPGJB7/oYFny8yhax53uvn1+Bnf3QKryPHR4IZ2ZLShDCMdvPiv38U/MuLJg3Y0JEsSAsshnn31GlcTYFoI77z/8OAKUnbuHjsOba7egsak1JEQp5gNSHBkrFodQ7bwFIV3DSjBu7XJaf3XlOqTEJ2TLEDK1taG/07ajhQyOO/uFjA+GYUoODPF8/eZ3uHT5509GxrLWtG/YcBLatlkAAQERlKly7/4aGD26fan8qkTXxtWrLyEtTf6WwftiTkyzGoX6/u3b16blrp1XCvV4RrnAsGjx5FxcXBK8fSt8Rn2/SPhsOsLuoHyRuqoKKbAyZYOGjYSCkevXXtKYIcOUVVgQKuPUdhV2YpPKf8jmmPhl6RgSfVAl//vvS9RUgqJQbGwCtG7tChs2TMnX/YHOEi0dHWmrGGKkRiNjXbrUpwYCeZkwoTO5rpKSUimkrn//5iS+KTPYHLf/25+gtWX2EcCiECP5G1CcQ+hjTkBllxrUaJcTvG7Uyp+oAQ9HxPZ9/4v0ttjQcMhITwdNbW2YsmU9VKxkQE1sz8/zwRXDlDSrVk8AbW0tynHAC1a0V6qkC6mp6dIDYxHMFGpQ/ys4f/4JOSf+2TkH/vhjepGyeApDV8m42Plzjwv1+Hv33hbaIYSvDwaiolvq9u03hfr+jGoEJVtaGtHyyBEeF8sPMYgbR03xBBxTtgsJtLU183UIoQuPYcoyLAiVYXR19cHBQQgp1LD+2DCGrWLYloLM/+Zv6f0xvHDE8NVkXZ48pVueDS/YYCVmsmD1vIh48B8jcYeoKijqnDv/E/yxRbZGKxELC0NYuWo8rX//v12wZ49Q3/7jTyNpieMRPXs2LhM7L4oOlc7qENKpWAHMq346itd91hRwbt6EWsP+/moBJMd9rIHG6vnowGCpsy0hOgb+mb2QGtEYhik5evVqDG3b1pJ+PWxYa2l+kJubP4keubkpsLVr8aLd0s+n23dW0YhNSYAnB8TsH3nyg7KCo3AYImxqagCOjlaFcgc9eOBBLWyMelapiwQFRUkFIiZ3/P0jIDQ0hk5s1q8ve0suoz7geynGXLxy2wRe3tvomCWrMIT75La2ZvSZ8fQpj18yZRsWhMowri71aWwpOCQAKlgY05tiqOc7GDmyHV2PuUE+PmHZHnPu3GNYMP9jwwu6XfLNEZI0jaE7A+vLS9shhLW+mOGDoldhGTK0NS0HDWpBHziysv63KST6PHrkCb/9dhKW/LQXMjIySQTavn0W+Ppth5OnFsF33w0BdQfr7PHvTau8DuiZCGc8FZEhhEJObjlCdbp0gA4TRtP6gcVLIdRTCJzMipgjhOLQrq+/h9iw8CJvF1N0WrZ0gY4d61JjDKP+jS8rVgqiudi0hO+3oosy67hYTvD9ZMmSfdCt62Jqg8HHPHq8jtq7ipsOHerQgaenZzBluxQ1CFdel1Bbyefw9WuvCvW9GeUnqwB09MgdbmqV6TX7GMbNlJ1YBhR5hgxpBS9eboQ+fZpKG5M3/T4N3rr/QW5KpGFDYVzszZtAyn5jmLIMC0JlmNq1BIu7T4iwkx0VEESV4mPGdqSvd+28muvjVq8+Crt2XaUd4AMHF5BdPa8cITFYGsUgDU1NGiWLj4yCkmbQoJYQF38AYt/vB3ePLRAY9A8cPLRQpta0rGCTTbt2wtlrHGkYNaq9zGe98QMKBaBJn2+AzMwP4OUVIs17GD+hM+jrV6T11m0KbslSddB5814iuBTVJaRTsSLomwgC34uLwt+sXZ2PgpCFowMMW/IdrV/bsQeenbuU6/N43n9EB5Un12wErweFG/tgFJ8lc/PWCrh46WeIjNpDtbCHj3wL338/jIRUDPFl1Ad0X9asaUvNSuj4wewU3HkfN76jtGGsIC5degYNG3wFd+68IQH++InvYdmysSQ2FRc9ezYq0rhYUYNwRYcQVpYz6smrV37Sg1ZuF5Pz/4lzhNQOLLfBE9KTJnWFlSvHw5Gj35EAlJB4EPz8/4J9++fTeCX+3zRpPAemf7GZnHV4vDJ3br8c42JcHMIwLAiVYcRA6cjUGOm4GJ5VdXW1o3C1gwdv5fnYKZM3wsOHnhJL5negq1s+2+0RvmLTmF32cbHg0FI5szVhYmdp5k98fBItBw5sAU+eroetW2fIlR2EQlDW55VFRMIzE8iva45mO8v9ww976awyHrzMm7udrhPHI9Qd0SlWVEFIDCtPjIkFj7sPsjmEyuvrwfh1y0k08rz3CE6v+z3P57mxcx8sat0NbuzaV6TtYRTHgAHNaSmOwaA4gLlbOGaJbrqg4H/A02sz/Acv+WVXcfr1awar10yg9Z+X7IPw8Fhp1S+e8c3aMFYQgYGR0L7dt1QfjMxfMAjOnvsxzxyJotKzV2Nanjz5sEjPI+YIyRMsjeNl+PqkpaXDnTvC4xn1A08mjR2zlvYTrl9nJ5g8OULdujWQukIY1QdHioND/oErV5dSScu8rwfQ5we2TFaooENuSyzBWbXyMIlBKPhs3nyGTsYiQ4e1AU1NDWjYSBCEHnN+EMOwIFRW0dLSghrV69B6iu5n0kBprDRFcEccz87mBWYd9O/3M4SEREOdOg7wz87ZZNUUifD1o6V1jWp0PQb5lta4GH5/0TLctMkcqGQwFGq5Toc9e65TsPPnk7rCsGFtZHquXpLxg+1/XiDRDD+AxLMMebF06RjaYff2DoEff8wuNlA7jvMUaNXyG9iw4RTt1GN4am6uK3VDbJsratOYOC4WGRAEfi+FumdLp6qgXaECjFi6mMYW8e9u1zff0zhYfmTNFSoLtd6hYbvIPaGs9JA4L1CANqw0FNq1XQizv9oGO3deoTN/+P9rbo75Z37g6GRZ2pvLFAIcT/7559F0hhddkpcvP4fNm8/Sbfv3CTlrIvmNjOUEDwqwPnjwoGV0EqBTp3qwfv1khf+OMPTa2tqE3BvXr79UyAEsNqrJmiUnjm3jSBG35Kg3R4/ehV9/PVbam6EyYOwBjo3hPtXefV/n246LJzXxZFzOk5uM8jHti56goaFBjp8zZx7Bb+tPwMwZf0C3rovAyXESVKwwEGrWmAbz5++gYxWRixefUq4UuotQJGwkaRjDk9sMU9Zhh1AZpZqTK+jolIfY2GjQtRfEhwhvbxg2vE2+42JZCQ6OhgH9l1Lzy4ABLWCRpA4V8X/1BlISE8HA1AQqu9YsloYxPBOAjqasQlRuYGYQjg5gs5cYHPf6tT+MGrkafvxhL329dt3nYGioW+CBS48ewgEqjswdOiS0fEyc2CXPx2AWxLQvhPDtqVM25bvDjgcwGJpaVlxCinIIYVU8PV9gEMSFR8D7sAgaTxy9agm4tmsF6ampFBCNDiImu/vG3NwQvv5mQIF/b7VrV4ElS0bBwoWDSTzFr4sbFFFRbEbRB4N6UaDGHfz160/AuLFroU7tGWCgPxQePxZyV8SdO0Z1wFyo02cWw7eS3LS1vx6D7t0WS4OjL116ToHRiK9vGLVdyguO1wwZvILGQadM7Q7jxgknPRQFjgMjFy48LVTdfM4gXDzJggeusrZPtpOMi127yi45hskKjuYPG7oSYmISoFmzGrBs2RjaX0RXHTpNFy8eDocOLwQPzy0Qn3AQnj77DQ4eWqDWLyJ+rv7yy2gKW8afG52T6JZRFTAHtE8f4cRsr54/0uWrr7bBpk2n6T0YM9zw954beP2+vTekrlEcKUPnnTwnGhhGXWFBqIyPi716/UTayFTTujwp57hDikq6LODZFxQ6kMU/jCBhCMlMTwf32/dp3bV9K6lDSHSFFDVk9q+/v4KQ0J0UGrrjn+zupJyIAZ0YUopv/llZufIwvHkTABYWRrB8+bh8vy8+D74+0dHxcPv2a/j7r4t0PYpoWHecE9yp37ptJglJf/99ic58F8Tz577SM8Tqjtg2J69DyMDcDPotmA2GFubZRsYiA4No6f9KcAm5tG1Jy8NLVkLg648NLYxA4yZCTgn+fa5eM/GTlwV3EjH36tr1ZfD8xQb47n9D4ZelY2DP3q/p6zW5PKY4clnQNYH/c7mBAqs4JtO4MQtCqgTmtz18tBa6dm1AYv2I4atg7tzt2d6jURg6cviOXONiuYGV9D8s3kPrv2/+AkaPbk/OGswrUtS42OlTRRsXy+kSkjVYWnQIXbvGghDD5MTPLxzGj1tH63Pm9qcsSU+vrZRFJ+6zOjkJ+xBiQHxxjZaWNnhi9PqNZbDw2yEUtow/N77/yhtiX5pgHii6J9EhXBghB0/miscRCD5PVhcRw5RVWBAqo9SpLRxsBcWEgKaWFiTGvodObYQPhYMHbuWpsOfGP/9clmY14OiY6B54dVVQ4mu1b6Mwh1CbNrXg2vWldJYXzxQguHP/6695H5yKH3b3JTvaWcEzuqKghVXFs2b1hubNa+TaHia21Zw9+5heH5zjxzEw3A4825ST+fMH0kgZZmF8Pe8vmX4+MTS1ThlyCJnYfNwZk4W2o4dB65FDoNfcGdkdQgFCbby/ZGwMub3vMDw8fkaBW60+ZB11xBYvDGlGMKgZz5xi6x0GM+L/HB6ko9Nix47L5NJBZs/pB2vXfl5s29ejp2wH2o8eCm1UjSV5AIzyg02Wt++spFp4fA9t3mwe7MsxHiby888HYP/+m7Bs6YEifc9ffjkAp049pIOJf3bOofwJt9e/w5df9pHredBNN358JxJSsba4iURYxdEFRSB+Tv2/vbsAiyrt4gB+EEzE7kTFxsQWxe527cD+7F7bNdZu13ZtV91dXRU7VrFr7UZRTBRbbBTv95wz3BGUGGDgTvx/z3OdcebOzJ3LO3Xuec8pacCPNP5xlDFjSsnSPX4c9YMAQrNly0mp38h4ShgfSOC6MnxQj6cgV640nNKkbiXdCblGJGemWho+aMoHT7kcAWfR9OyxQF+Evlw582lk0qp1BTld88eBKN3+3Llb+kx8dhrTxQCEZYbBIVxtW/egMqUryXklbWI5vXrgMHXqpBbG1BXmjYyff15G+fJnkaLLmzYPl/m71w4dl25S6XPmoE/v34fIComqHj11c4e5kwxP98qePa18ue/Ttz49fepPE0L50VAiqH6Q2oL0e4cPX6FlS/dQh47VaFawGhOvXr2lGzd8peiz901fatLUVS7fFrR/uDj22jUHaeQvzalR4zK0Zs23D6jcuTNJRgXr2+f3MDMcvqce8bCGKWNqJ7qUmTPKFC8eK4ZIkz2rnOZzc5W29SnUGkJBGULXDh+jmr260O2zF8hjsu7IIITEmW78xZCn0SxauEumNU6f0ZFat6koU8nUWgucLfj74t20ePEumSKq6tSpmmS/8euOv2hyyrYx8Y92PlLLtm8P/4f26aCCkM4Fssg0UtRRMV2cdcaZZb1619UHUXjq7qtXYU8F4zprLZpPifZj8/t1m9bTacqUdpTfOatMF+A6Wl271ZRpiIbgIBB3LcuSJbUELPf9e14uP3XqBvn5vTJqhlD58vllf32f1arigxczggKya/7wxFFugHD8/PNy2rLllLxOvb19Qz3oybVkuCwAHyyxtM5TgwY1loOanA3zU+OJdP78bXk/q1ixoHS2nThxPZnDdDfeXsY1QKPqj9WeNHGSe4jvDwBApFjT4uDgoDA+tbbttbW1Uwb2H6d47vWSpWOHfsroA9uV6ZeOK407NlS+KluVV6//UuLGtYvS/SdPnlh5+epPuZ+CBR3lsq5L5sj9q0uS1KmivP2pUiVRPn7aKPdfoIDu/nnp06eeXMZLly41QtwmYcL4SsDnzXJdxowpw7xve/sEyvjxbZQ9e39VfO4s1d/f98ungE1K0qT2+tvx8+TL373foCRKFF8us7GxUQ4cnCiXb9s+KtL7UH2sJEkSWeQ4DL6MP/6vjIu0ObIZfJshW//Sj6fCNaooU84elvPJ0qbRr5M4ZXIljq2t5vvNVJdatYrJGLt8ZZ6MM78nf4QY5wcPTVKaNSsX7ntBp07V9OvzeUMeN0eO9Er37rWUtet+VtzdK4e5Xs2aLnK/d+8ti/A+eUx+VfbI+mXL5tN832IJfR8ULZpDOXJ0in7MjB7dUt4rtdpfiRMnVN6+2yDbUrx4ToNuU61akRCvE/WzZeTI5kZ73+TX3EPflXK/TZu6/nB9nDhxlBkzOum3YcGC7oqtbRyMO7z2rOZ7cUwtY8a0ktfU0mV9NN8WYy5ubs7K5y+bf/isLlQom1z22v8vk30PCT42Bw1qLNu733NCtO4zU6ZUypdAD7kv/lzS+jliMc994GAG75uR2UZMGbMSCRIkovFjF1Dtmk2kSOuM2aPo0NUj5JAyhRTbLZg1kb7WglrQM7K4cJ+Xly5Lg4+8sisHvrWu/xIQQG+ePY/yc+CpYZzOy0djL13S1dphfHR3wnhdZtD8Bd2knbzKxSWHHGXlbgS8hIXbWg8fvpqqVR1J2Rw7SpeCAs49qFHD8TRk8ArpKrZ//wUaNnRViMKmFy/ekSkPnJlQo4auLlP9+iVlmg13neneLew252HtQy4sygoW1E2946M4lsrvli4jKm1QHauIxLG1pRTBpphVaNeSbOPaSeHo1090+429ff4ywo5i1kyd5sJHRLlYc4/uC6TWwu+Ld1HhQr3IrfwQmaYT3nvBkiV7aPCg5XKeM+tCq8eSOHFCqVUwb143qdvAy9x53aQw9Zy5/yNb29DHdp06JSJZlyW5/GtOtRCsBWfTrFk7UOq9lSmTV94/69UdS6NHr5WsHa3w+zN3bVI/WwzhHlSQmqdacOcytRgrT0UzFn7NLV60S8737KXLpAqeOffX34Opb7/68n/+bOrWbX6kpngDQOj++++GnEbUOdac8LTWdX8Oksx6Lu/An9uqS5fuSiY8d3c0h6x0zmBWM3yi48GDZzSg/1JpS3/2rK4pBYC1s9xfmqCXPHkqmj19NZUsUZ4+fvxAI0f3oK3b/qTC1XVfbi/uO6DvnhXdwpg8N5lxbQh2JaiOEHvp+zhaPwA6dtJ18+LgzPdGjFgtX6I5eMI/PrgmSvAfiGoavqE4rZbnGW/efEIKT3fuPIeqVB5B04PmoQe3aaPuR0XDRro6QkOGNpHT32Zv1Qd3IoNTedWiqzzf/dz52VLrgoNOlsbPRxfYS5vDsC8jXIuKA0CqzPnzyumLh480/XFpbooFfeH975TuC/CGDUclEPq//82TIKehpk3bJEFkLqrObX3Vzn/cjczzwER6/mKtdDPhKWnc2YV/7HLxW/4xzcGisGo11KzlYtB0sW+SGVx3BWIPTz3kWj0tWrjJ9EQu6FmoYC+jBlCiY/Wq/XLavIVbuC2pGXehVGvFcU24ypVGSAtjrknBizEtWrSLAgI+k6trPmlrz7iu3b794+WAB9cM4ml0/NkEAMahth/PmzeTybef5++6fGAnvALYfMCFm0Dw9FgunswHfoLj9+QjR67JeT6IacqyZk0tNTn5fZHrGUYXH0jmtvQAoIOAkIXLnDk7zZv9F+XK5UwvXz6nfgPb0PETnhTHzpYKVNEVZ3t05hS5uDjJhwMXTI6OOz5+IQJC/EPd94Z3tAtKc6HnfPmySCZPWMVHu3dfQOvXH5EsIq5jVKxYTn39oFNh1A8yho0bj+nbD9es6SIf0lzHxNC6FN+7ENRNh4/YcHFfLtLN2Rfu7rq6T5bE79adSGUIpXbUZaHwmHp6977+8udB9YMg8hlC0cFBOG4Bz4XTObjz9NkayQThbmRubs7yI5vrNcyft53q1/uVUqZoSZUqDqPDh3WFv/kHb2g/vLm+EVMLWEcMGUKmqFUrN8kW5cCJS9G+5N52RpSC5DGFOz9ynSwOttSoUTTcdZs1KycZOhcv+shRZa4x4pi1AxUv1t/o28X7a/36o3K+Z6865OSUno4dnyqfg1yPjjNZOYMPAIyH6wtxzTLOpuEDG6aKG5l4bBlBJ05Op+Ur+oa53pgxraTmDh+AafLTJOnm+L0jh6/IqWu5Hz+LTYlTTl1jGp6FEDxLHwCMAwEhC5W7bClq1f9nWjBvA6VPn4l8H9+nXgNa0nUvXWvaXKWKk32ypPTm+QvKn1F3JOTkyRvSZSE6fNSAUNCUMXZxry6989HNqB1F5R+I3XvUlvN//32E3rz5EOp6HNDioqFccJqzD3bsHK1vyRvZDKHI4P3G09GSJrXXfzhzFlNU96VaWLpGTRf91ADWf0ADi5s+pp8yZmCGUOosuoDQs7v36cLuffrLn99HQMhQHGzhH8B8pC0qbVtD+xLdzl1XvJszhfjLp4fHCTka6ZSjM+XK+T/q2XOhFKvnaTrs6BFdQKhMWV2GV3BckF1N6w7rtf6jpDJtJlOmVNJ1CYyDjyxzIGLs2FaRfu/h9QcP+UnOc4cfY4w1Y+Mxw40BWJu24Qfc27WvIqcrlu8L0aWSP3diwtw52+S0RYvydOz4NGkRzZ+vZcsMkkYIAGB8apFhU502xsHh4yem6buCcqA6Vy5dY43gOOt/2PCmcr5L57nk5fUg1PtTD7qYeqcxtQyFt3f0GtMAQOjQZcwCcaBn4PTfKPubJBSHbOht3C/0rGBi6rttjdTw4VoriZIk0Qdr2qrTM4yQxv/9lDG2f8kqyeC4dihyaZ6DB/9Eg4c0pmTJdJ3QwpouFhx/QW/UcIKk1qsf6Nyl5cyZmOskwFkSmzcdpx4961CaNMlkWgxPpYkqdcqY+sOWp1eULp1bfhA0bFjKKOmypsLvtu5HYuqsmaU+UER1f1Jl1QWEODvo/O59VKVLO/n/8we6lvMQMfV1ceHCHXm9GMOuXWekdTinr3PwNaI6ZEePXgszQyhPHl1ASK1HZggbsqMrl+9RwUKOVLJkbn3WHkQPZzyWKpVHlkKFs0tHMEODdPxexcE9rou2cKGuJo4pWr16Pw0Y2FA68Cxd2ltqavFz5FN//w9yPn58OxlXPK6Dd5OMSdwVkzP4+PXKmUl8vm6dsZKNBwAxg9uQ89RQl2JOJreLM2RIIcFhPqDDB0zu338mWYMDBjSQ6d7B67atWq3LXJw3d1u42YRnztySzCHuPMqfvdevhx440lqOHEEBoZv4rgcQEywr3QBEJqec+mCQ74endOrjDfoU+FmO2CZNk5qyOOejVFl0P7qu7vOkKlUKR7ndfJgZQsECQtxO/Oy23fTB37DW66xJE1dpC6kGgziFnlvDHzum+yEZHs5CqFVztP6DjedOh5Yqa0wbg+oIqe0wozMtgvchZ1kwPu3WdR7Nn7dD/v/zoMZkSbiuVMCHjxQ3fnxKkVGXEhye1EHjljOEHt3wpsfeuuCZegqhix8/rnxJDD5djL/4GvsHLGcuGFKUnn/c8noc9MyaNU2I63Ln1h3tvBGJgJDuPnVBXxSWNh51zDAOmBw5OkU/nS8iai01znRRM8NMEdfM4gMG/Bpp36Eq9elbn0aMbE5TpnaghYt6SE26Zcv76mtaRTeLNjImTtA1S+BadhUrDEUwCCCGqdOoTTFDaPKU9hIM4mzLEsX7Sy0z1ta9shSPZnxQ5u/1QyhFCgdpwDJgwNJw75M/h0+cuG7ydYSyZ9d97iBDCCBmIEPIAjk65ZZg0KevAdSmQXlJabexsSH7FMkoWdo0lJSXNKnp7YuXVDpvcpnmwUGI4J27oooDIdzFjIvL8nQDDuREFqe/LlnaS85Pm7qRRo1aKzV5IuP5c3+qXu0XmjCxLa2NhSO6nHbLc8/5Q3nK5H+inXHEWRZVqxah0aPWynS0uXO30cCfG8qPef7QNry2imnj5/rE5y5lypdbpo09u/fAsAyhe7r6QSv7D6OshZzp5gnTKFJrivj1ffDQJKkTtmfPOcqUSZd5xl8WtcKvZ/4RzpknnCXEHc5UuYICQmGluIeX6t+xUxUqXSZPmOvMn9+NnAs40onj1yVL6ejRq/TsmX80nolly5w5lb7oeJkyeaSe2clT06lxowl0JGjaX2iqVSsi441rvv3221YydZxVyjXguDZHkiQJycEhITkkSSSnSYJO2a9j/4zV7eJAUMoULSTLCgBiHtcGY5yRnTx54hCvPS6OHyeOTaxlCQbHU7pataog3+c7tJ8t36154c+wsmXzUe/edeW9dsbMTvI9kWuNNW0yyaAs4MOHrlClSoWkjtDixaaZzYmAEEDMU6xpcXBwUBifWur2ths4VPHc66Vs2XEqwnXPnputfFW2KgMHNjTaNt/2WSL3Wbp0nkjfNlGi+MrFS3Pl9vs9Jyi2tnE0/xsYumTOnFrJly+L0e6rQYNSIS6bP7+b7Jet236xqNdNy4mjlOmXjiuVOrYJdz3buHGVqeePyLoOKVNo/vc2l+WvvwfLuPl+MdZYjeoybVoH2Q4e18Evv3R5nlxevXrRSI3N/Pmzye0CPm9WkidP/MN6mTKlCnU/XLu+QFm6tLfSvn0VJVeujJr/vUxp2bV7rOwjd/fKSoYMKZT/Ts+U/3/8tFFp165yqLdJnz6FcufuMllvxoxOmj8HLRdz+76BxTr3AcZpyP3hdWORvH9VrVpEf1nNmi76z4xixXLG6t+Hvwefv/BbqJ+X9eqVlMvfvF2vvHu/Qb+NtWoVM/j+K1YsKLd56LtSsbGxMbmx+VUJVD5+2iTbyN+Ntd4mLNgHZCbvm5HZRkwZs0CZMuum1WRJZ0f/7hunnxL2PT4yz63NeTrV0qV7jfb4oU0bM4Sdna20yOTWktz5hdvqctFPc8EZQlev3jPaffHR4eBmzNgsR4e4mGD+/FnIUvjdVjuNhV9YOmWmDFJn6OO7d1IM3RJxYXK1ELoxDBvWVKZfcgHp5s0m04L5O+jjxwC6cuWe5rUCjoRSWJqntXLRzMjWEGL37j2T6aH8PlK9+o8do3LlyiCn/N6yeNEu2QeM69zwVKGly/rQda+F5HNnaai3t+YMIc789PV9QeXLDdF3cuRpVFOndghRbJpbNW/d9otMNePx9euvsZtRAwBgrCyhRo1KyylPv1qytLf++lGjW8TqTu7evbZ08eTM9xEj/ghxHZd64Pdafu/lzPzjx69T1SojaMeO05H6LObOXenTp6CSJXVTyk3LB5kKx99duHYSABgfAkIWKEsG3Q+qePG+SBronr2/0qn/ZlDjxmVCfHnv1buunK75w9OoKelq63m1K4AheLtWrOxH9eqVlOkkTZtMlu5F8A3PnVZrFQ0Y2MjyWs/nCL/1PBeeZsHbzVsSrmHieWAC7fecQE2bukb5frjVO0/ZWbSoB40b30Yu69ljoXTo69FjAaVK2ZKKufSNse5Ihjp2TFe3gAPAHAhjjo5pZD/wF7+o1OFSC+PXrqPrwBJczpwZ9FPLunadRwWce8h0nDq1x9CkietlGiY/Ltc02rlrDM2c2Um2xZqpNYQ4QM34vbl5syk0dsw6+T8XY97sMUKKkVaqVJDWbxgi7Zq58HHtWqMx1QkAzM4Wj5Ny+r+uNen333vRgoXdJVhy69YjaVLCB+XUWnwxrWfPOjR9Rkc5P3zYapkK9v20+7ZtZkjDFQ4ElS3zM+3bdyFSj8F1hLh5CWvUqAyZHl1NzVu3HsvzBYCYoXlKk6mmT5nr9m7c6ylTxk6f3q/MnNlJUknVNNLrXguVjh2rKTlypJepFXyZs3NWo27ziBHN5H55Goaht1m0qIfc5lPAJknN1Xq/m+pSokQu/ZSNjBlTWsTrJrVjFpkGNuHkvnDTld3atpD1Wk8Zq/nfISaWOXP+p3+dHjw0KVK3tbdPoPz0U1nljzUDlZev/gwxJYrvV+vnFlFqfo0aLiHS8i9cnBOlsVm2bD65/bPna3+Ybjp9eke5jk/Duq+ECeMrs2d30e87nv46cmRzJUuWmElTT5w4oeZ/g7AWnnan7ocECeL9cH3Tpq4hpiioy9t3G5TixWN3SoWpLub2fQOLde4DjNMf90nPnnWUz19035HV76ZFi+ZQli7rI//fvmN0jP5N4sa1UxYv7ql/fH7cOHFiroRCo0Zl5HFuei82ubH5VfGRbdu0ebjm24MF+4DM6H0TU8asXOIEieT0+ctn1K/fEnLM2lGO6PKRBS7Y/PuSXnTl6jyZWrF//wWZZmFMaut5RwOnjE2b1oE6d6khxahbtZxGO3eeMer2WBIuBHzw4GWZstGnTz2yBM/vP6Qvnz9T/ESJKFm6sMdMakfdNLmICk+bowYNSlGPnnXkPL8OuIBkvnzhTwtMmTIJtW9fhTy2jKSnz9ZIZ5GWLd0k24anRS1auJOqVR1JvXotIlOlThsrVy6ffvpWVKaLqbhbCqfVc4o/F6wOzikoQ+hmOG1rOQOmT5/Fkt3CBTu5o9aYsa3ots8SOVJrTFyg9OWrdZKJZMrTxbirFmdOfY8zztzKD5X9ydfztIXt2/+Tfad26gEAMEfcyKN+vXH6DolcUP7s2Vs0ftxfkiVUs6YLlSyZO0Yem1vAc7mHTp2ry/eBAf2XUMcOs2M0q3fXrjPy+ZcjR3ppHmBa3sm/t7wfab0hABYLU8YsULw48eX0yRNdYIZ/II0evVYCQ/zBwl2rOKDA5vy2zeiP7xOJKWMjRzan/gMayvkunedKNxsI39Qpui5mXf5XQzrgmLuvgYH09M69CKeNpQpqOW9pU8Z4Wg7Xr2FTJm+gLVtOyfkuXarr1+FpVZzKzQGf/v0byLSyx36r5HbcDjxBgnjk7e0rXfk4ZTxTxnbUrdt8+vff82TKDnhelNN69UtFq+W8imuOqQFl7hoVWg2hGzcivm++jxzZO1Ob1tPpwIFLMqWV60bwdDxj4GlpPA3B1tZW2pybYpp+5sy66WLhTd3jWhu5c/2P7BP9RPnydqO6dcZKwBoAwNxxHZ4ihftIt64JE9brD3iuWrlPzu/eM5bW/TlIgvvqtOfoKlQom5R44INCr169pTq1x9LMmR4U07iW6O7d50LUTjK1gFB4B3MAIPo0T2ky1fQpc9zeBIntlUOHLsuUsXHj+4e6Trx4dkrbtpWUrl1rxsg2p0uXXNI7Od3Wzs42zPX69q2vT4ft3buu5vvaXBaeVqV2Yvr550YW8bppM22cTAdrOmaYkja7o2ITSmr0yL2bZZ2shZw1/xsYa+FpTYePTJa/5bHjU+X1wt21+P/PX6yTqTrBXyffL2fOzpIpTcae9hlbS5IkiZT3H/6R51KggKOyb/94Od+mTcUoj83mzcvLfXC3wuD7mVP+o9KlhNP0HzxcIbetW7dEtJ8z39+BgxPl/l69/kv/t46paWlRXfjzgbdt4yak6VvL9w0s1rkPME4jt7+4YyWXXwj+WcyfL3v2/ipTzaLaCYunbaklHvj+Y7vrJf8u4Mc+d/43kxqbXxVP2a7KlQtpvj1YsA/IjN43MWXMiiVNk5qUL7Zy/ra3T6jrBAR8oVWr9tPChTtjZBt4qgWnnvLRb7Uo6fc6dKhKM4KmSowcsZp++21rjGyLJeKiepwJwnr3qSfdF0xJokTxqVixnOTuXpmGDm1CmTLppp6Ex9dLN8WkZKO6NMhjHY07uoe6LplDtft1pwJVKlCqrJn108nUbCJLMHp0SypbNp90+GjZYpqkou/Zc06y7JInT0z/bBymf53wdEG+btOm49S/3xLKnq0TuRTtK52cjD3tM7b4+7+n7dt13VA4+0nNEIrqlDG2e/dZ2Y+cVcVTvhifcnYPvy9FtksJp+mvW3tIzrduU5Giq3//+lS+vDO9efOeShTvL9Pc+G+9Zu1Ao2UgGYP63v0gqKA0AACQfIbkzdONSpcaKA0JuLssv3dzR9/f5vyP7t5bRmfOzpIp3YawsbGhUaNa0IZ/hkq3MP4MK1VygEHZrMbEHcv4s5OzlHjqmCmIE8dGX1SaG6sAQMzRPIJlqtEyc9xe5/LlJDuIF1fXgppt9+UrugyWKlUKh1qM9Eugh1w/eXI7zfexOS5ccPD+A13WQrt2lTUbh4UKZVNat66oTJzornhsGancur3khywWQ4qLJ0zioNTq003pvny+MuHkfskECm359chuzfe9sZaKFQvqXwf8mgh+3dChTULsw7FjW2m+vTG1NG6sK2b50Hel/vkmTWofrbHpeUCXgdOjR235Pxetjmyx6u/HOd+es5kis23fL2nTJlM+fNwo99WhQ1W5zNExrb4Q+LXrC/QFtrVeVq3uH6tZiJa4mNv3DSzWuQ8wTqO/D52c0isDBjSUhhBqMWpu3GJI4wBuBqF+9k2b1uGHhgixuezeM1a2Y+DAhpqPS17y59d99vLnZkwW1caCfUAW+L6JDCEr4lyxPE3au4uyFy0k/8+SPbucxonzlby9tau1otYRyvZdYemqVYvQ6j8GSE2OhQt20ODBKzTaQvPGbUJnz/LQt6DnI0yxbdy4NnTu/G+0anV/GjzkJ6llo/69/fxe6rNW8ubTtYsPzwf/N7Rj9gKa3747jShTlaY2ak1//TKBjq/fTA+v3aDAL19kvdtnTbsmTmSKRv6xRvc6+H3xLinQG9yyZXspIOCznOcilr/8soYsFWcIcaYQt/VVMww5Yyo6dmzXtdCtUdPlu/pBUatBcOGCj4xnrtXUuHHU6/2UKZNXWtlfunRH/sbszh0/atpksjxvLqq9Y+do2rL1F3JySm/yNYQAAECXvTJ9+iZyKz+E0qdrK40duHFLgQJZw909Li5Okh3Ln/cd2s+igQOXSS08rWzxOCmnNWsVI1Og1iK9c+dJjBbVBrB2KCpt5rr3HkElKRu17txX/p8rVw45jRfvC/n5vdJsu3yCOo19X1h63Pg2klq7Zs0B6tFjoUZbZxkWL94tP6Tz589CtTT48K5TV1e0lzsKzZ+3nXp0X0AV3IZS6lSt5AsRd4xjTk66H+ORKTL9+OYtOrVpK20YO5lmNHWn4aWr0Iwm7rRm8Cgydxy8W76irwRArly5R337LvlhHX7t1qv7q+zDkSP/IEvGHap4GpwqOtPFVLt2nZXTChUKyJTKnEEdxryjUZTyj9WeEU4b478td3LkIqPcPXHp0t7SDS74l3928oRXiNvt3XtOijPzVFAO9nJB7MtX5tGkSe6UOHFC0rLL2P37kZtiBwBgzZ4985eOZKxwYd1B2rBUr15Uf2BkxQpdsWotqZ+drq75NPvsCS57dt1Bxtu3dQeZASBmICBkxpKnS0s5kuiyL3JmySWn2bIEZWPYBkitGa0zhIK3nndwSEhFi+o+HIcMXqHp9lkCDgZxa3E28OdGsfrYCRPGl0AUa9hgHPXsuZAWLNhBhw5dlq52ajcOlipVkmh34Pj88RM9vH6DAj58JHPXr199CeBxPZvmzSbLaWi4XtC6dQfJGqxb++153vB6EO374wwcX9/nUo+Bv9iqLeejU5Nh7dqDcoSSg0ycDccZPJzRw8Gf6dM7kueBifTy1Z903Wuh1APi7ontO1SlHj1q6e+jSFFdwF79sRDcmzcfaNCg5VTAuad0OeNOkIMG/0ReNxZS27aVYjULkB8rU6aUch4BIQCAyLlwXlfDk+vxhKda9SJyume3LhCjtVu3HknHUj5wW7FiAa03h7LnSBfi+yQAxAwEhMxY7RZtKd5X3Z8weaKkFC9hAkqbSndU90vgB023LbTW86VL55FC0/yB8/Dhcw23znLMnr1FUo3d3JypRAldUDA2FCmSXf6W/KPb1/dFqOu8e/dR0qZZjqAPdWvHxbYnTnKX8337/C4ZQkC0b98FevLkldEyhJjaQrdGDRfJ2olu21ouJMot6JnHlpF04+ZiunZ9gQR/+vVvIK/BJEkSSfveY8eukafnRVnXtVx+/X24uIQdEFJx0Kp2rdHSwp23lzPJVqzsR0ePTZF29bEhbdpkEpAKDAyU1zgAAERumjErVDjsgBAfJOXvxcE/r0zBnqBtUbOXtIQMIYDYgYCQGatQrob+fKJAW8qUNzclc9BNT3j/QZeloZVLl3T1YwoVctRnh3BnHXbo0BVNt82ScDBmzZqDsZ4lVLx4Tv10sfCoXSG0rodiKpYt7yNH3rhm0O+/79Z6c0wG10wYO2adBECCTx+LDvWIa916JShLllTRDgixIYNX0q5dZ+j69QcS8FSDP3PnbKX27WZRwQI9KWmSpuRadhD17rVIbsNf+LmWRIYMKShNmmTSxeXixTsRPtb27f9RAecekk3JHclKlcpD02d0pNicLsbvL1rWswAAMEfnz9+W0wIFHKVWYGgqVSok3wf4IADXkjMV/BnHqtfQPiCk1v+7fQsZQgAxyXR63EKkJE2VkhyTZNDVEecUfyUO5S9eihLFTUiBRPTihbZ1HzgLiFtx5suXhWrXLibTLcqV1x0pP3IYASFjmj5tk7Q3bdSotAReYqM1Z7GggNDpCAJCt249pnLl8ke6jpAl4mAAt0LnaUfdus7TenNMzvz5O2Qxlr17z8u+5mld6hTL6NZVO336JtWqOdqgda9evU8vXryhFCkcJKOOs27YtWv3pW6SIQICvtCUKf/Qv/+ep9NnZslUQ85C4ucSGwWlMV0MACDy+LsPHzTgactcw84rlKnQ1U1supjK0/OSZJ5z63le+Pu8Fvj3g67+nw2dC5qCBwAWmCFUrlw52rJlCz18+FDqydSvXz/C27i5udGZM2fo48ePdPPmTXJ3102/sDYNWnckWyWOFI9OZK+rQeJctDjFpbhy/tEj40y7iI5NG3VH+hs0LC3dedQpTcgQMi4OvG3b9p8cherfvwGZUobQLW9dRgamjOmm2alTol6+fBsLfyXrxsGY4OMzutlBkcWfaUePXpPzXMeoaDj1gyLCt+HXOb+PNmxYmmIaCkoDAEQdH4xQM0ELhzFtrHoNF5ObLsY4kKV+dqlBKy20bl0h6FwaevkC35kALDYgZG9vTxcuXKAePXoYtL6joyNt376dPD09qXDhwjRr1ixasmQJVatWjaxNnaq6QqWp0vrrA0IF8ucn5YutnPe5pUtX1ZI69aNmTRcqXz6/tFvmehRaHW2wZNydiLVrX0VamsckngKo1mQ5fdo7wqNkLAemjOkDQufOaf/atBZqLYToFpSOKjUbkusIqQWlz0UhIMT+XHdITps1L0cxLUsWXYbQA3QYAwCIkosXwi4szZkv2bKllUwctTadKdkd1G1MDVrFNm5s0LKVGhDSfd8EAAsNCO3atYtGjhxJmzdvNmj9rl27ko+PDw0cOJCuX79O8+bNow0bNlC/fv3ImiRPlYpSJ9B17zp78Sj5v9HNPU4VLwF9/awLCN26pX16JR/Vvnv3iaTMjhnbSi5DdlDM4O5eJ096SQZBz551QlzXo0dtevX6L6pa1ThHeooVc9J3feAsjPCo09c47djaqQGB8+eiFhCAqNdCYN43Yz8QfVgNCLnm07ecP3MmigGhP3UBoSpVCkvnvpiUSd9y/mmMPg4AgKXXESoU1Hqegxx58mSS92+1YPPhw1clI8fU7A6axsadxrjOUUS4Vt6wYU3lO6gx8EFkPjDx6tU7bnNglPsEAAupIVS6dGn6999/Q1y2e/duyRQKS7x48Sh+/Pj6/zs4OIQ4NXWhbe/038aT8jUOxU8QQIN/nk7jxv5MmTPkpASfbelzUEDowYPHJvEcd+w4S9261aCSJXPL//875W0S22WJ5s3dKfu5d596tH37Wbp27QEVL5GTZs7qLEVtO3aqTidOhJ/RY8g4dHXVFQc/f84nwr+ln58uYJQxY0pKmzaVFOG1VmpA4Pr1R3gNGFF47+nXrj2SL5TJktnTvfvPY32/37jhJ2NezdrjaQS3bz+N0nb4+b2lc2dvU5Gi2alNm8q0ZEnIz0JjcnTUfQF/+vQtxmo0mNv3DbBOGKcx46b3EzktXDi77ONx41pSr94hD9gdPHDFJN8fbt9+Ro8fv6R06ZLTyF9a0tQpm8JcN04cG/rzr8Ey1ThnzozUu/eSaD9++/a6mR87tp+lVq2ameQ+AuvmYAaf75HZNhsudUAmgOstNGjQgDw8PMJcx8vLi5YvX06TJk3SX1azZk3asWMHJUyYUOoKfW/UqFE0erRhRUDNxd0nj+j5Iz+KkyAuFc6dn96+fUCnT7wnGxuFFEX3Jy1XKSfZhtHZIDYpxMWtTwS7pDzZUMwe3bZWiryUjxHRSyLiIGhxzkcgog9BayQkG6pshMc5TUQ8FSwv2VAOA9bnblqfrfpvr8jzV7uKVSMbMs5RNDBk33NGDmcHldBkvyvEU2fV1u32ZEMVo/lcuLZDCrKhMuG8554nknpyib9b+PEjPg6k0F4i4uCtK9mQrhg2AABE5v36C+epBv2Pv4/9990a/H3djWzkvdn0KMQ1+LyC/sfFnQuG+vmhEAe+TgW7pDDZUKZoPC63xuHPIN5/pcmGUkb5vgCAKEmSJPTmzRvLyRCKiokTJ9KMGTNCRMu4iHXGjBkj3DmmwJDtTZ8+JS2avysoGEQUx/YLJU9mGl/ibW3j0E3vBZQypYNML8qeLbME/yBmJE9uT9u2jyRn5yz09eshKTR9x+cJZcqckuzsPlC+fNnowQP1x2nUxuHxE+PlSFCtmi3o6NHrEd52v+ev5OKSg1q2aEDbt3MwyfqULZuHduz8he7de0oFnHXTccA4TP09fdjwn2jw4EZyfv36PdSpY8TNE8LCreuvXZ/LJbMpb15HevjwxQ/rLFnag5o0KUtEfIDkx/1x5+5TKbB944Yv3fB6SBcv3aUzp79NY4sb15aePF0p7x1OOZzp6VP/KG+vtTP1sQnAME5jzpmz06X76+vXBylp0kT055+HqXevJZQxU0r6+CGAfH1/fA83JZ06VaFJk9tS3Li+dPnyCWrdagb5+Ogyn1SrV/elevVLSFdK/m747t0JqlRxJF2/HrW6ffXrl6BVq/vK96WyZQrRgwcP8B4KJsfBDD7f1W00hFkFhB4/fkxp04acS8r/f/36dajZQSwgIECW7/Efz1T/gKEJb3v5cju7j/Tlc0L5v2LzyaSe2xaPE9S+Q1Wpp+Hvjx8XMYn/7lUqD6dDhydJ4WcuWNikyUSaN7+bdHkrUiQrXbum63wRFQkS2MgHPk99OXLkMr19q2YfhY3brXJAKGPGZCY1LmNT7ty6Gkpnznhb7T6Iaab6nr7v33P6gNCpk17R2kYvrzdSL6x8eWeqXr0QzZ695Yd1ypTJI6eDBy2nL18CpWZFnryZKW/ezFK7ImvW1LJUqVJIf5sRw1fThAl/y/n27atIMMjP7yX5+PgigG/BYxMgOIzTmKmlyQEhDgY9f+5PvXstpGfP/OnZM9MOBKlmztxEp0550foNQ+RAo+eBcdSyxVR9jaE0aZJRzVq6ekh164yhyVPaS32kpct6UqGCvSL9+cHlDQYM1B00WfOHp/43A8YmmKo3FvL5rv2cokg4fvw4Va4ccspL1apV5XJr99pf182JBQRwETbTMW7cX7R58wka9+tfWm+KVXjy5BVVrTKS/vjDk1q2mCZBCLXbUbly+aN130VddFPEuD6RIcEgdjuoqxx/KbJWhYM6jJ1HhzGrc+KEFwUGBka55fz3Nm3Ufd7Vb1Dqh+uyZ08n9bo4EDxnzjaaOdOD/ve/eeRWfgilSd2KUqdqReVcB1OXznNoxvRNtHevrgvbyF+aS+H3ePHs6JdRLeSyKZP/QTAIAMAIncbYzwOXSTDI3Bw9epWKufSl48evU/LkiWn7jlE0dGgTua5t24pSdPrEiet08eIdatN6Or1+/Y6cnbNSqVK62qGRMWhQY+nKxvuJP78AwErazhcqVEgWli1bNjmfOXNm+f+ECRNo5cqV+vUXLlxI2bNnp8mTJ1Pu3LmpW7du1LRpU5o5cyZZu1u3vk3dee1vWkcefHz8qFHD8RKYgNjB3YHatplBGzdyTSGiI0euymlZ13zRut8SxXPK6alTNwy+jdppLHuOdGStiqotx9FhzOpw4HTSxA0SFOcv1tHl4XFSTsuVy0cpUyb5oTMLO3XqJn38+GNmLB+h5m1YsmQPDRy4jKpX+4X27DlH8ePHleLzXbrUoKxZ09CDB89owYKd0d5WAABrpgbdOaNmxYp9ZK54alvFCkNp0cKdkkE6fkJb2vDPUOrYSVf8eekSrvlDEsjZulVXT6hRo9Dr3IUld+5McnCC9e2z2CyDZwDmTNFqcXNzU0KzfPlyuZ5PPT09f7jN2bNnlY8fPyre3t6Ku7t7pB7TwcFBHoNPtXzuxt7eVi3bKp57vWSZM3uO5tuNxbT2QapUSZSvylZZUqRwiPI4PHR4itxHhw5VDb5tmTJ55Ta3bi/RfD9osSRIEE8J+LxZ9kGGDCk03x5LW8ztPd0Yy9lzs2U8ubtXDnH50mV95PLx49sYfF+5cmVUPn7aKLd783a9nHbpUkPz52gJizWOTSzmtw8wTmN2/2bNmkaxs7PV/O9srKVjx2rKh4+6zwxe/N/8rSROnFB/faNGZeTym96LDb5PGxsb5dDhyXK7bdtHYWyawN8Zi/m/b0ZmGzXNEDp48CDZ2Nj8sLRv316u59OKFSv+cJuiRYtSggQJyMnJKUQGkTU7efJb94KHD3013RYwPXyk5dq1+3K+bNm8UboPhb5KLaDgGUeGuBU0ZSxLllSSWmxtOHWa58XzVD5TLyAJ5mHzptCnjbm5OcvpwYOXDb6vGzce0qyg1Hx7+wTyel22THe0FwAAoufu3SdSz81SLF26R6YhcyYp+3PdoRAlBHbtOkMfPnySacgFCjgadJ+tWlUgV9d89ObNe+rWdX6MbTsAWEANIQjb/Qc+pChf5fyp/y5iV8EPwqsjxB/cffvWp73/jiOfO0upeNDUsJBeU8KE8ejp09fyI9JQfn6v5MuCra0tOTqmseLpYre13hSwEDz9jFWrVoQSJowv5zNlSiU1hPiHx7FjEXf/C27cuL/1X+5H/bLGon68AACAcXHZgGIu/ahnjwU0ePCKENe9f/+Jdu/WTZVr1Kh0hPfFiQCDh/wk53l6NZc8AIDYhYCQhfj06SPdf3BXzvv5IUMIfnT48Lc6Qra2ceRozOTJ7ejK1fl003sxzZjZiSpXLiQ1RPoPaBjKPeiyW44evRbp3avWEYpuUWtzVKyYk5yeM0JBYQDGxTu5NluiRPElKBT8tcWFqw0t+K7i9StXGk4/NZ5Ia9cexE4GAIBwcdbz/Pk76OXLt2FmsTZoGHFAqE6d4pQ/fxYpRj1v3nbsdQANICBkQaZOH0bzFkygK1d1kXmA4A4HZQhx9s9jv9V06PBk+nlQY2lH/fnzF9q//wJNmbxB1qlbt4RMHwk1IBSJ6WLfZyct/r0njR/fRqZQWQPu+NSyVYVIT+MBiIhHUJaQOm1MnS52+JDutRZZN2/66ovQAwAARBUXluZMU+4Yxpmr4RkS1LFs4YKd5O//HjsdQAMICFmQy1fO0oaNqKkEYc9j54WDMdyd6MWLN7RmzQFq0XwKpUndmqpUHkFDhqyU6WCcecBBodACQpGpH6QaPHglLV60S7pTDB3WlHbsHC1pwpaOO3Hwvjx06LJ0GQEw9rSxhg1LUdu2lcitgi4gxGMNAABAK5w1dODAJTnfMJwsIc5sLV06j3TFnD17SyxuIQAEh4AQgBVp1XIajR61hiq4DaW0aVpTm9bT6a+/DkuqruqvPw/LafMW5fWX5cyZgYg+04cPATIlJbK4wGDXrvOoyU8T5YO/SpXCkiJsyYoVyyk/1NmA/ku13hywMNw+/vLlu5Q0qT2tWNlPWvZ+/fpVnwkIAACgFXXaWJ0fDi5+o9YOWrliHz1+/DLWtg0AQkJACMCKHDt2jcaO/VOyCAIDdUXIv/fnn4fktEaNopQsmb2cL106l5yePu0t08ui6p9/jtGFCz7BgkyWi2sysZUr99GZM95abw5YGH79li83mIYOWakvCH38+HV69epbcBcAAEAL+/bpGtyUKJEz1DIBBQs6Uq1axSgwMJCmTt2owRYCgAoBIQAIgdvTX7zoQ/HixdWn+pYslVtOT5zwivbeunFDV/Q8V66MFrvna9cuLkW7udvG8GGrtN4csFAc/Jk8eQNlz9ZJikI3bTJZ600CAACQ8gM8dYw7YYbWfl7NDvr77yN0+/Zj7DEADSEgBAA/UKeNcUHkdOmSU9myeeT/x49HPyDkfVMXEMqZM73F7vl69XQp0kuX7CFfX13tJYCYwsU7PT0v0qNHGGsAAKA9RVHo5Endd8ZSQQcVVVxoumlTVzk/ZfI/mmwfAHyDgBAA/IDrCjFuQ+/7aBVly5ZW/v/fqZtGOWrEclpwhlD5oI5Pe/ei4x8AAABYn5NBWeVqlrlq4MCGZGtrSzt3ntGXEQAA7SAgBAA/4PRdDw9dFyOe381pv0SO5O//wYhTxiyzhhBnVH0r8Bv5jmwAAAAA5k4tMxA8Qyht2mTUrn0VOT950gbNtg0AvrELdh4AQK9hg/GUOHFCevfuIyVOnJj8/f2NsnduBk0ZS5s2OSVJkoj8/d9b1F4vXz6/nPJRr+Dd2wAAAACsxalTN/Q1I1OkcKAXL95Qnz71KEGCeNIEgRucAID2kCEEAGF6+/aDzAM39n2qtU607jTGxQ5/+62LFIA2lgoVCsjpwQP4ogMAAADWibPLvbweyPkSJXLJQcBu3WvJ/5EdBGA6EBACgFinZglp3WmsY8eq1LNXXZow0d3o9YMOHkRACAAAAKxX8GljXbvWpKRJ7enKlXu0desprTcNAIIgIAQAse6midQRqlipoJzmyZPJKPeXOnVSypcvi9QPQio0AAAAWDO1sLRbhQLUt199OT9l8gajZ58DQNShhhAAxDq105iThlPGbGxsyC0omydVqiT6+e3Rod7fpUt3gwpxAwAAAFh3hpD6/ejevae0bt0hjbcKAIJDhhAAWOWUsYIFHSUIpIpqtlKGDCmoaNEcIb7wHMJ0MQAAALByly7doffvP+n/P33aJvryJVDTbQKAkBAQAoBYZwqt5ytW1E0XU3Gr+MiqU6c4Xb22gE6fmUXHjk+luvVKyuUHDlwy2nYCAAAAmKPAwK/033835fyzZ/60dOkerTcJAL6DgBAAxLpbtx5JnR0uLsh1d7RQoaKuG9jHjwFymjt35LKVhg9vSps9RkjXDFaqVB7KkiW1nD906IrRtxcAAADA3GzfdkpfOyh4thAAmAYEhAAg1n369FnmkWs1bSxOnDhUvnx+Ob9+/VE5zWngdtjbJ6C/1w+hX8e1kfuZN3cbZc7UjiZNXC9Hv9avP0LPn/vH6PYDAAAAmIOZMz0of77uNG3aJq03BQBCgYAQAFjdtLHChbNRsmSJ6fXrd/T3X4cNzhBydExLR49NoZ9+KksBAZ+pS+c51KvXInr48DkNG7aK0qRuRc2aTo6FZwAAAABgHtPGrl27r/VmAEAYEBACAE3cDOo0llODTmNq/SCe2nX16j057+SUXjJ+wrvNqf9mUMGC2ejx45dUqeJwWrIEc+EBAAAAAMA8ISAEAJp2GjN0qlZM1A864HmR7t59KnWEEiSIp68B9L1everS7j1jpT09F0csXqwfHTt2LZa3GgAAAAAAwHgQEAIATaeM5ckT+e5e37OxsZG6Puv+HBThuvHi2VG5crr6QZ6el6S4tbf3ozCnjS1e3JNm/9aF7OxsadWq/eRWfohMEQMAAAAAADBnCAgBgCbOn78tp3nzZtJ36ooqDipxXZ9mzcpRjhzpw1136NAm8ngc1Ll48Y5cdiNo+tr3Ba7btq1EnTpXp8DAQOrfbwm1c5+p70oGAAAAAABgzhAQAgBNcB0ebj/PdXtKlcodrfsqWTKX/nyJEt/Ofy937kw0ZGgTOc8BHs4OYje8Hv6QIZQsmT1Nmdpezg8ftppmzfKI1jYCAAAAAACYEgSEAEAzR4/q6vCULZvP4Ns4O2elPXt/pSJFcugvK1nyW0CpePGcYd52wcLuFD9+XNq+/T9pD6/SZwgFCwiNG9eG0qRJJkWnuWUqAAAAAACAJUFACAA0c0wNCLnmNfg2A39uRFWqFKbhI5rqLysRLEO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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "index_plotter = StockExchangePerformancePlotter([\"^GSPC\", \"^DJI\", \"^IXIC\"])\n", + "index_plotter.plot_performance(START_DATE, END_DATE)\n" + ] + }, + { + "cell_type": "markdown", + "id": "ab86b4cd", + "metadata": {}, + "source": [ + "## 6. Revenue Growth Checks\n", + "\n", + "Practical use: revenue growth can show whether a company's top line is expanding or slowing. This is useful for comparing business momentum across several companies." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7ee6e83d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\fetcher\\revenue_growth_fetcher.py:48: FutureWarning: The default fill_method='pad' in Series.pct_change is deprecated and will be removed in a future version. Either fill in any non-leading NA values prior to calling pct_change or specify 'fill_method=None' to not fill NA values.\n", + " revenue_growth = revenue.pct_change(periods=-1) # Negative periods for year-over-year growth\n" + ] + }, + { + "data": { + "text/plain": [ + "{'AAPL': np.float64(0.06425511782832749),\n", + " 'MSFT': np.float64(0.14932156232406713),\n", + " 'GOOGL': np.float64(0.1509008108154437)}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "growth_fetcher = RevenueGrowthFetcher(WATCHLIST)\n", + "revenue_growth = growth_fetcher.fetch_revenue_growth()\n", + "revenue_growth\n" + ] + }, + { + "cell_type": "markdown", + "id": "dc9bbc31", + "metadata": {}, + "source": [ + "## 7. Revenue Growth Visualization\n", + "\n", + "Practical use: a chart can make revenue growth comparisons easier to scan than raw numbers, especially when reviewing several companies at once." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1ade3061", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\fetcher\\revenue_growth_fetcher.py:48: FutureWarning: The default fill_method='pad' in Series.pct_change is deprecated and will be removed in a future version. Either fill in any non-leading NA values prior to calling pct_change or specify 'fill_method=None' to not fill NA values.\n", + " revenue_growth = revenue.pct_change(periods=-1) # Negative periods for year-over-year growth\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "growth_plotter = RevenueGrowthPlotter(WATCHLIST)\n", + "growth_plotter.plot_revenue_growth()\n" + ] + }, + { + "cell_type": "markdown", + "id": "a67a1864", + "metadata": {}, + "source": [ + "## 8. Volatility Analysis\n", + "\n", + "Practical use: rolling volatility helps estimate how much a stock's returns fluctuate. This is useful when comparing risk across stocks or deciding whether a position matches your risk tolerance." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7af18885", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\plotter\\stock_volatility_plotter.py:44: FutureWarning: YF.download() has changed argument auto_adjust default to True\n", + " data = yf.download(ticker, start=start_date, end=end_date)\n", + "[*********************100%***********************] 1 of 1 completed\n", + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\plotter\\stock_volatility_plotter.py:44: FutureWarning: YF.download() has changed argument auto_adjust default to True\n", + " data = yf.download(ticker, start=start_date, end=end_date)\n", + "[*********************100%***********************] 1 of 1 completed\n", + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\plotter\\stock_volatility_plotter.py:44: FutureWarning: YF.download() has changed argument auto_adjust default to True\n", + " data = yf.download(ticker, start=start_date, end=end_date)\n", + "[*********************100%***********************] 1 of 1 completed\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "volatility_plotter = StockVolatilityPlotter(WATCHLIST)\n", + "volatility_plotter.plot_volatility(\n", + " START_DATE,\n", + " END_DATE,\n", + " window_size=30,\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "id": "0c0affaa", + "metadata": {}, + "source": [ + "## 9. Watchlist Summaries\n", + "\n", + "Practical use: fetch a quick company overview for each ticker, including name, sector, industry, exchange, country, market cap, and other summary fields." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3c03b50f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'Name': 'Apple Inc.',\n", + " 'Sector': 'Technology',\n", + " 'Industry': 'Consumer Electronics',\n", + " 'Country': 'United States',\n", + " 'Exchange': 'NMS',\n", + " 'Website': 'https://www.apple.com',\n", + " 'Summary': 'Apple Inc. designs, manufactures, and markets smartphones, personal computers, tablets, wearables, and accessories worldwide. The company offers iPhone, a line of smartphones; Mac, a line of personal computers; iPad, a line of multi-purpose tablets; and wearables, home, and accessories comprising AirPods, Apple Vision Pro, Apple TV, Apple Watch, Beats products, and HomePod, as well as Apple branded and third-party accessories. It also provides AppleCare support and cloud services; and operates various platforms, including the App Store that allow customers to discover and download applications and digital content, such as books, music, video, games, and podcasts, as well as advertising services include third-party licensing arrangements and its own advertising platforms. In addition, the company offers various subscription-based services, such as Apple Arcade, a game subscription service; Apple Fitness+, a personalized fitness service; Apple Music, which offers users a curated listening experience with on-demand radio stations; Apple News+, a subscription news and magazine service; Apple TV, which offers exclusive original content and live sports; Apple Card, a co-branded credit card; and Apple Pay, a cashless payment service, as well as licenses its intellectual property. The company serves consumers, and small and mid-sized businesses; and the education, enterprise, and government markets. It distributes third-party applications for its products through the App Store. The company also sells its products through its retail and online stores, and direct sales force; and third-party cellular network carriers and resellers. The company was formerly known as Apple Computer, Inc. and changed its name to Apple Inc. in January 2007. Apple Inc. was founded in 1976 and is headquartered in Cupertino, California.',\n", + " 'Currency': 'USD',\n", + " 'Quote Type': 'EQUITY',\n", + " 'Market': 'us_market',\n", + " 'Ticker': 'AAPL',\n", + " 'Previous Close': 271.35,\n", + " 'Day Range': '278.37 - 287.21',\n", + " '52 Week Range': '193.25 - 288.62',\n", + " 'Market Cap': 4109006274560,\n", + " 'Average Volume': 44885765,\n", + " 'P/E Ratio': 33.915257},\n", + " {'Name': 'Microsoft Corporation',\n", + " 'Sector': 'Technology',\n", + " 'Industry': 'Software - Infrastructure',\n", + " 'Country': 'United States',\n", + " 'Exchange': 'NMS',\n", + " 'Website': 'https://www.microsoft.com',\n", + " 'Summary': 'Microsoft Corporation develops and supports software, services, devices, and solutions worldwide. The Productivity and Business Processes segment offers Microsoft 365 commercial, enterprise mobility + security, windows commercial, power BI, exchange, sharepoint, Microsoft teams, security and compliance, and copilot; Microsoft 365 commercial products, such as Windows commercial on-premises and office licensed services; Microsoft 365 consumer products and cloud services, including Microsoft 365 consumer subscriptions, office licensed on-premises, and other consumer services; LinkedIn; dynamics products and cloud services, such as dynamics 365, cloud-based applications, and on-premises ERP and CRM applications. Its Intelligent Cloud segment provides Server products and cloud services comprising Azure and other cloud services, GitHub, Nuance Healthcare, virtual desktop offerings, and other cloud services; server products, including SQL and windows server, visual studio and system center related client access licenses, and other on-premises offerings; enterprise and partner services, such as enterprise support and nuance professional services, industry solutions, Microsoft partner network, and learning experience. The Personal Computing segment provides windows and devices, such as Windows OEM licensing and devices and surface and PC accessories; gaming services and solutions, such as Xbox hardware, content, and services, first- and third-party content Xbox game pass, subscriptions, and cloud gaming, advertising, and other cloud services; search and news advertising services that includes Bing and Copilot, Microsoft News and Edge, and third-party affiliates. It sells its products through OEMs, distributors, and resellers; and online and retail stores. The company was founded in 1975 and is headquartered in Redmond, Washington.',\n", + " 'Currency': 'USD',\n", + " 'Quote Type': 'EQUITY',\n", + " 'Market': 'us_market',\n", + " 'Ticker': 'MSFT',\n", + " 'Previous Close': 407.776,\n", + " 'Day Range': '410.435 - 417.11',\n", + " '52 Week Range': '356.28 - 555.45',\n", + " 'Market Cap': 3078640631808,\n", + " 'Average Volume': 35897555,\n", + " 'P/E Ratio': 24.69845},\n", + " {'Name': 'Alphabet Inc.',\n", + " 'Sector': 'Communication Services',\n", + " 'Industry': 'Internet Content & Information',\n", + " 'Country': 'United States',\n", + " 'Exchange': 'NMS',\n", + " 'Website': 'https://abc.xyz',\n", + " 'Summary': 'Alphabet Inc. offers various products and platforms in the United States, Europe, the Middle East, Africa, the Asia-Pacific, Canada, and Latin America. It operates through Google Services, Google Cloud, and Other Bets segments. The Google Services segment provides products and services, including ads, Android, Chrome, devices, Gmail, Google Drive, Google Maps, Google Photos, Google Play, Search, and YouTube. It is also involved in the sale of apps and in-app purchases and digital content in Google Play and YouTube; and devices, as well as the provision of YouTube consumer subscription services, such as YouTube TV, YouTube Music and Premium, NFL Sunday Ticket, and Google One. The Google Cloud segment offers consumption-based fees and subscriptions for AI solutions, including AI infrastructure, Vertex AI platform, and Gemini enterprise. It also provides cybersecurity, and data and analytics services; Google Workspace that include cloud-based communication and collaboration tools for enterprises, such as Calendar, Gmail, Docs, Drive, and Meet; and other enterprise services. The Other Bets segment sells transportation and internet services. Alphabet Inc. was incorporated in 1998 and is headquartered in Mountain View, California.',\n", + " 'Currency': 'USD',\n", + " 'Quote Type': 'EQUITY',\n", + " 'Market': 'us_market',\n", + " 'Ticker': 'GOOGL',\n", + " 'Previous Close': 384.8,\n", + " 'Day Range': '379.05 - 386.75',\n", + " '52 Week Range': '147.84 - 386.76',\n", + " 'Market Cap': 4672805404672,\n", + " 'Average Volume': 32889960,\n", + " 'P/E Ratio': 29.419529}]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "summary_fetcher = StockSummaryFetcher(WATCHLIST)\n", + "summaries = summary_fetcher.get_summaries()\n", + "summaries\n" + ] + }, + { + "cell_type": "markdown", + "id": "18334cdd", + "metadata": {}, + "source": [ + "## 10. Average Volume and Moving Average Data\n", + "\n", + "Practical use: average volume can help judge liquidity, while computed moving average series can be reused in custom models, reports, or dashboards." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e58f6b7a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(50270634.26294821), dict_keys(['20-day MA', '50-day MA']))" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_fetcher = StockDataFetcher(\"AAPL\")\n", + "historical_data = data_fetcher.fetch_historical_data(period=\"1y\")\n", + "average_volume = data_fetcher.get_average_volume(historical_data)\n", + "moving_averages = data_fetcher.calculate_moving_averages(\n", + " historical_data, window_sizes=[20, 50]\n", + ")\n", + "\n", + "average_volume, moving_averages.keys()\n" + ] + }, + { + "cell_type": "markdown", + "id": "136b96e0", + "metadata": {}, + "source": [ + "## 11. Current Price Checks\n", + "\n", + "Practical use: fetch current prices for a watchlist when you need a simple snapshot. In scripts or dashboards, use `fetch_current_prices()` instead of the continuous CLI-style ticker display." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "82ece989", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'AAPL': 280.14, 'MSFT': 414.44, 'GOOGL': 385.69}" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ticker_display = CurrentPricesTickerDisplay(WATCHLIST, interval=10)\n", + "current_prices = ticker_display.fetch_current_prices()\n", + "current_prices\n" + ] + }, + { + "cell_type": "markdown", + "id": "3455e351", + "metadata": {}, + "source": [ + "## 12. Automated Reporting Starter\n", + "\n", + "Practical use: combine metrics, summaries, and charts into a repeatable workflow. This pattern can be scheduled daily, weekly, or monthly to generate a consistent watchlist report." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7a8adc87", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\fetcher\\revenue_growth_fetcher.py:48: FutureWarning: The default fill_method='pad' in Series.pct_change is deprecated and will be removed in a future version. Either fill in any non-leading NA values prior to calling pct_change or specify 'fill_method=None' to not fill NA values.\n", + " revenue_growth = revenue.pct_change(periods=-1) # Negative periods for year-over-year growth\n" + ] + }, + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Ticker", + "rawType": "object", + "type": "string" + }, + { + "name": "Market Cap", + "rawType": "int64", + "type": "integer" + }, + { + "name": "PE Ratio", + "rawType": "float64", + "type": "float" + }, + { + "name": "Forward PE", + "rawType": "float64", + "type": "float" + }, + { + "name": "Price to Book", + "rawType": "float64", + "type": "float" + }, + { + "name": "Profit Margins", + "rawType": "float64", + "type": "float" + } + ], + "ref": "5c8d81d9-d52e-4967-90d3-1bff63148075", + "rows": [ + [ + "0", + "AAPL", + "4109006274560", + "33.915257", + "29.386591", + "46.70557", + "0.27152002" + ], + [ + "1", + "MSFT", + "3078640631808", + "24.69845", + "21.452034", + "7.876841", + "0.39341998" + ], + [ + "2", + "GOOGL", + "4672805404672", + "29.419529", + "27.129019", + "11.227258", + "0.37919" + ] + ], + "shape": { + "columns": 6, + "rows": 3 + } + }, + "text/html": [ + "
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TickerMarket CapPE RatioForward PEPrice to BookProfit Margins
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" + ], + "text/plain": [ + " Ticker Market Cap PE Ratio Forward PE Price to Book Profit Margins\n", + "0 AAPL 4109006274560 33.915257 29.386591 46.705570 0.27152\n", + "1 MSFT 3078640631808 24.698450 21.452034 7.876841 0.39342\n", + "2 GOOGL 4672805404672 29.419529 27.129019 11.227258 0.37919" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def build_watchlist_snapshot(tickers):\n", + " metrics = FinancialMetricsFetcher(tickers).fetch_financial_metrics()\n", + " growth = RevenueGrowthFetcher(tickers).fetch_revenue_growth()\n", + " summaries = StockSummaryFetcher(tickers).get_summaries()\n", + " return {\n", + " \"metrics\": metrics,\n", + " \"revenue_growth\": growth,\n", + " \"summaries\": summaries,\n", + " }\n", + "\n", + "\n", + "snapshot = build_watchlist_snapshot(WATCHLIST)\n", + "snapshot[\"metrics\"]\n" + ] + }, + { + "cell_type": "markdown", + "id": "89a558c7", + "metadata": {}, + "source": [ + "## 13. Sector or Peer Comparison\n", + "\n", + "Practical use: compare companies in the same broad peer group. This example uses large technology companies, but you can swap in banks, energy companies, retailers, healthcare firms, or any custom peer set." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4ea8fe09", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "Ticker", + "rawType": "object", + "type": "string" + }, + { + "name": "Market Cap", + "rawType": "int64", + "type": "integer" + }, + { + "name": "PE Ratio", + "rawType": "float64", + "type": "float" + }, + { + "name": "Forward PE", + "rawType": "float64", + "type": "float" + }, + { + "name": "Price to Book", + "rawType": "float64", + "type": "float" + }, + { + "name": "Profit Margins", + "rawType": "float64", + "type": "float" + } + ], + "ref": "04f432ef-138b-4033-9748-63d8a3ed56f4", + "rows": [ + [ + "0", + "AAPL", + "4109006274560", + "33.915257", + "29.386591", + "46.70557", + "0.27152002" + ], + [ + "1", + "MSFT", + "3078640631808", + "24.69845", + "21.452034", + "7.876841", + "0.39341998" + ], + [ + "2", + "GOOGL", + "4672805404672", + "29.419529", + "27.129019", + "11.227258", + "0.37919" + ], + [ + "3", + "META", + "1545252503552", + "22.120094", + "16.826385", + "7.089394", + "0.32837" + ] + ], + "shape": { + "columns": 6, + "rows": 4 + } + }, + "text/html": [ + "
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TickerMarket CapPE RatioForward PEPrice to BookProfit Margins
0AAPL410900627456033.91525729.38659146.7055700.27152
1MSFT307864063180824.69845021.4520347.8768410.39342
2GOOGL467280540467229.41952927.12901911.2272580.37919
3META154525250355222.12009416.8263857.0893940.32837
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" + ], + "text/plain": [ + " Ticker Market Cap PE Ratio Forward PE Price to Book Profit Margins\n", + "0 AAPL 4109006274560 33.915257 29.386591 46.705570 0.27152\n", + "1 MSFT 3078640631808 24.698450 21.452034 7.876841 0.39342\n", + "2 GOOGL 4672805404672 29.419529 27.129019 11.227258 0.37919\n", + "3 META 1545252503552 22.120094 16.826385 7.089394 0.32837" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tech_peers = [\"AAPL\", \"MSFT\", \"GOOGL\", \"META\"]\n", + "peer_metrics = FinancialMetricsFetcher(tech_peers).fetch_financial_metrics()\n", + "peer_metrics\n" + ] + }, + { + "cell_type": "markdown", + "id": "97b45a9e", + "metadata": {}, + "source": [ + "## 14. Report-Friendly Plotting\n", + "\n", + "Practical use: plotter methods can be used inside notebooks or reporting scripts. With the current published package, the methods display plots directly; for saved reports, generate the chart and then save the active Matplotlib figure." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "08c592b5", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Python\\Python313\\Lib\\site-packages\\stock_analysis_program\\plotter\\stock_price_plotter.py:41: FutureWarning: YF.download() has changed argument auto_adjust default to True\n", + " data = yf.download(ticker, start=start_date, end=end_date)\n", + "[*********************100%***********************] 1 of 1 completed\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "StockPricePlotter(\"MSFT\").plot_closing_prices(START_DATE, END_DATE)\n", + "plt.gcf().savefig(\"msft_closing_price.png\", bbox_inches=\"tight\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Next Steps\n", + "\n", + "Try replacing `WATCHLIST`, `START_DATE`, and `END_DATE` with your own research universe. For a more advanced project, combine these outputs into a scheduled report, a Streamlit dashboard, or a notebook template for repeated stock reviews." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/practical_exercises.ipynb b/practical_exercises.ipynb deleted file mode 100644 index 239fe69..0000000 --- a/practical_exercises.ipynb +++ /dev/null @@ -1,375 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Practical Exercises\n", - "\n", - "This notebook shows practical ways to use `stock-analysis-program` for stock research, charting, screening, comparison, and reporting. The examples use common tickers so you can run them as-is, then replace the symbols with your own watchlist.\n", - "\n", - "> These exercises are for educational analysis only and are not financial advice." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Setup\n", - "\n", - "Import the package classes used throughout the notebook. If you are running this from an installed PyPI package, use `pip install stock-analysis-program` first." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from stock_analysis_program import (\n", - " CurrentPricesTickerDisplay,\n", - " FinancialMetricsFetcher,\n", - " FinancialMetricsPlotter,\n", - " RevenueGrowthFetcher,\n", - " RevenueGrowthPlotter,\n", - " StockDataFetcher,\n", - " StockExchangePerformancePlotter,\n", - " StockPricePlotter,\n", - " StockSummaryFetcher,\n", - " StockVolatilityPlotter,\n", - ")\n", - "\n", - "WATCHLIST = [\"AAPL\", \"MSFT\", \"GOOGL\"]\n", - "START_DATE = \"2023-01-01\"\n", - "END_DATE = \"2024-01-01\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 1. Quick Stock Price Charting\n", - "\n", - "Practical use: quickly visualize a stock's historical closing price to understand its general trend over a chosen period. This is useful as a first look before doing deeper fundamental or technical analysis." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "price_plotter = StockPricePlotter(\"AAPL\")\n", - "price_plotter.plot_closing_prices(START_DATE, END_DATE)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2. Moving Average Analysis\n", - "\n", - "Practical use: moving averages smooth price action and help highlight trend direction. A short moving average can show recent momentum, while a longer one can show broader trend strength." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "price_plotter.plot_moving_averages(\n", - " START_DATE,\n", - " END_DATE,\n", - " window_sizes=[20, 50, 200],\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3. Basic Stock Screening\n", - "\n", - "Practical use: collect valuation and profitability metrics for a watchlist. This can help identify which companies deserve deeper research based on market cap, P/E ratio, price-to-book, and profit margins." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "metrics_fetcher = FinancialMetricsFetcher(WATCHLIST)\n", - "financial_metrics = metrics_fetcher.fetch_financial_metrics()\n", - "financial_metrics\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4. Portfolio Comparison\n", - "\n", - "Practical use: compare multiple holdings or candidates visually over the same period. This can help you see which stock outperformed and when relative momentum changed." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "portfolio_plotter = StockPricePlotter(WATCHLIST)\n", - "portfolio_plotter.plot_closing_prices(START_DATE, END_DATE)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 5. Index Performance Comparison\n", - "\n", - "Practical use: compare broad market indexes such as the S&P 500, Dow Jones Industrial Average, and Nasdaq Composite. Normalized prices make relative performance easier to compare." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "index_plotter = StockExchangePerformancePlotter([\"^GSPC\", \"^DJI\", \"^IXIC\"])\n", - "index_plotter.plot_performance(START_DATE, END_DATE)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 6. Revenue Growth Checks\n", - "\n", - "Practical use: revenue growth can show whether a company's top line is expanding or slowing. This is useful for comparing business momentum across several companies." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "growth_fetcher = RevenueGrowthFetcher(WATCHLIST)\n", - "revenue_growth = growth_fetcher.fetch_revenue_growth()\n", - "revenue_growth\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 7. Revenue Growth Visualization\n", - "\n", - "Practical use: a chart can make revenue growth comparisons easier to scan than raw numbers, especially when reviewing several companies at once." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "growth_plotter = RevenueGrowthPlotter(WATCHLIST)\n", - "growth_plotter.plot_revenue_growth()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 8. Volatility Analysis\n", - "\n", - "Practical use: rolling volatility helps estimate how much a stock's returns fluctuate. This is useful when comparing risk across stocks or deciding whether a position matches your risk tolerance." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "volatility_plotter = StockVolatilityPlotter(WATCHLIST)\n", - "volatility_plotter.plot_volatility(\n", - " START_DATE,\n", - " END_DATE,\n", - " window_size=30,\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 9. Watchlist Summaries\n", - "\n", - "Practical use: fetch a quick company overview for each ticker, including name, sector, industry, exchange, country, market cap, and other summary fields." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "summary_fetcher = StockSummaryFetcher(WATCHLIST)\n", - "summaries = summary_fetcher.get_summaries()\n", - "summaries\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 10. Average Volume and Moving Average Data\n", - "\n", - "Practical use: average volume can help judge liquidity, while computed moving average series can be reused in custom models, reports, or dashboards." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "data_fetcher = StockDataFetcher(\"AAPL\")\n", - "historical_data = data_fetcher.fetch_historical_data(period=\"1y\")\n", - "average_volume = data_fetcher.get_average_volume(historical_data)\n", - "moving_averages = data_fetcher.calculate_moving_averages(\n", - " historical_data, window_sizes=[20, 50]\n", - ")\n", - "\n", - "average_volume, moving_averages.keys()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 11. Current Price Checks\n", - "\n", - "Practical use: fetch current prices for a watchlist when you need a simple snapshot. In scripts or dashboards, use `fetch_current_prices()` instead of the continuous CLI-style ticker display." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ticker_display = CurrentPricesTickerDisplay(WATCHLIST, interval=10)\n", - "current_prices = ticker_display.fetch_current_prices()\n", - "current_prices\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 12. Automated Reporting Starter\n", - "\n", - "Practical use: combine metrics, summaries, and charts into a repeatable workflow. This pattern can be scheduled daily, weekly, or monthly to generate a consistent watchlist report." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def build_watchlist_snapshot(tickers):\n", - " metrics = FinancialMetricsFetcher(tickers).fetch_financial_metrics()\n", - " growth = RevenueGrowthFetcher(tickers).fetch_revenue_growth()\n", - " summaries = StockSummaryFetcher(tickers).get_summaries()\n", - " return {\n", - " \"metrics\": metrics,\n", - " \"revenue_growth\": growth,\n", - " \"summaries\": summaries,\n", - " }\n", - "\n", - "\n", - "snapshot = build_watchlist_snapshot(WATCHLIST)\n", - "snapshot[\"metrics\"]\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 13. Sector or Peer Comparison\n", - "\n", - "Practical use: compare companies in the same broad peer group. This example uses large technology companies, but you can swap in banks, energy companies, retailers, healthcare firms, or any custom peer set." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "tech_peers = [\"AAPL\", \"MSFT\", \"GOOGL\", \"META\"]\n", - "peer_metrics = FinancialMetricsFetcher(tech_peers).fetch_financial_metrics()\n", - "peer_metrics\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 14. Report-Friendly Plotting\n", - "\n", - "Practical use: plotter methods can be used inside notebooks or reporting scripts. With the current published package, the methods display plots directly; for saved reports, generate the chart and then save the active Matplotlib figure." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "StockPricePlotter(\"MSFT\").plot_closing_prices(START_DATE, END_DATE)\n", - "plt.gcf().savefig(\"msft_closing_price.png\", bbox_inches=\"tight\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Next Steps\n", - "\n", - "Try replacing `WATCHLIST`, `START_DATE`, and `END_DATE` with your own research universe. For a more advanced project, combine these outputs into a scheduled report, a Streamlit dashboard, or a notebook template for repeated stock reviews." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.13.13" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}