{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Get started\n", "\n", "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/etna-team/etna/master?filepath=examples/101-get_started.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook contains the simple examples of time series forecasting pipeline\n", "using ETNA library.\n", "\n", "**Table of contents**\n", "\n", "* [Loading dataset](#chapter1)\n", "* [Plotting](#chapter2)\n", "* [Forecasting single time series](#chapter3)\n", " * [Naive forecast](#section_3_1)\n", " * [Prophet](#section_3_2)\n", " * [Catboost](#section_3_3)\n", "* [Forecasting multiple time series](#chapter4)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "!pip install \"etna[prophet]\" -q" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Loading dataset " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's load and look at the dataset" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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monthsales
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" ], "text/plain": [ " month sales\n", "0 1980-01-01 15136\n", "1 1980-02-01 16733\n", "2 1980-03-01 20016\n", "3 1980-04-01 17708\n", "4 1980-05-01 18019" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"data/monthly-australian-wine-sales.csv\")\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Library works with a special data structure called `TSDataset`. It stores all the necessary information to work with multiple time series.\n", "\n", "To create an instance of `TSDataset` we should reformat our `df` into one of two supported formats:\n", "\n", "- Long format\n", " - Has columns `timestamp`, `segment`, `target`\n", " - Column `timestamp` stores timestamp values\n", " - Column `target` stores values of time series\n", " - Column `segment` stores identifiers of different time series\n", "- Wide format\n", " - Index stores timestamp values\n", " - Columns has two levels with names 'segment', 'feature'. Each column stores values for a given feature in a given segment.\n", "\n", "More details about the formats could be found in documentation for `etna.datasets.DataFrameFormat`.\n", "\n", "Usually it is much easier to create dataframe in a long format. So, let's do it!" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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timestamptargetsegment
01980-01-0115136main
11980-02-0116733main
21980-03-0120016main
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" ], "text/plain": [ " timestamp target segment\n", "0 1980-01-01 15136 main\n", "1 1980-02-01 16733 main\n", "2 1980-03-01 20016 main\n", "3 1980-04-01 17708 main\n", "4 1980-05-01 18019 main" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"timestamp\"] = pd.to_datetime(df[\"month\"])\n", "df[\"target\"] = df[\"sales\"]\n", "df.drop(columns=[\"month\", \"sales\"], inplace=True)\n", "df[\"segment\"] = \"main\"\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get a wide format from a long format the `TSDataset.to_dataset` could be used:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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segmentmain
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1980-01-0115136
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" ], "text/plain": [ "segment main\n", "feature target\n", "timestamp \n", "1980-01-01 15136\n", "1980-02-01 16733\n", "1980-03-01 20016\n", "1980-04-01 17708\n", "1980-05-01 18019" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from etna.datasets.tsdataset import TSDataset\n", "\n", "wide_df = TSDataset.to_dataset(df)\n", "wide_df.head()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Time to create a `TSDataset`! Additionally to passing a dataframe we should specify the frequency of our data.\n", "In this case it is monthly data." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/d.a.binin/Documents/tasks/etna-github/etna/datasets/tsdataset.py:352: UserWarning: You probably set wrong freq. Discovered freq in you data is MS, you set 1M\n", " warnings.warn(\n" ] } ], "source": [ "ts = TSDataset(df, freq=\"1M\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oups. Let's fix that by looking at the [table of offsets in pandas](https://pandas.pydata.org/docs/user_guide/timeseries.html#dateoffset-objects):" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "ts = TSDataset(df, freq=\"MS\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can look at the basic information about the dataset" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "num_segments: 1\n", "num_exogs: 0\n", "num_regressors: 0\n", "num_known_future: 0\n", "freq: MS\n", " start_timestamp end_timestamp length num_missing\n", "segments \n", "main 1980-01-01 1994-08-01 176 0\n" ] } ], "source": [ "ts.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or in `DataFrame` format" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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start_timestampend_timestamplengthnum_missingnum_segmentsnum_exogsnum_regressorsnum_known_futurefreq
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main1980-01-011994-08-0117601000MS
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" ], "text/plain": [ " start_timestamp end_timestamp length num_missing num_segments \\\n", "segments \n", "main 1980-01-01 1994-08-01 176 0 1 \n", "\n", " num_exogs num_regressors num_known_future freq \n", "segments \n", "main 0 0 0 MS " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Library also has several internal public datasets. You can use them to compare some models with public benchmarks. It is easy to use:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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segmentmain
featuretarget
timestamp
1980-01-0115136
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" ], "text/plain": [ "segment main\n", "feature target\n", "timestamp \n", "1980-01-01 15136\n", "1980-02-01 16733\n", "1980-03-01 20016\n", "1980-04-01 17708\n", "1980-05-01 18019" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from etna.datasets import load_dataset\n", "\n", "ts = load_dataset(name=\"australian_wine_sales_monthly\")\n", "\n", "ts.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can get the full list of available internal datasets:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['ETTh1', 'ETTh2', 'ETTm1', 'ETTm2', 'IHEPC_T', 'australian_wine_sales_monthly', 'electricity_15T', 'm3_monthly', 'm3_other', 'm3_quarterly', 'm3_yearly', 'm4_daily', 'm4_hourly', 'm4_monthly', 'm4_quarterly', 'm4_weekly', 'm4_yearly', 'tourism_monthly', 'tourism_quarterly', 'tourism_yearly', 'traffic_2008_10T', 'traffic_2008_hourly', 'traffic_2015_hourly', 'weather_10T']\n" ] } ], "source": [ "from etna.datasets.internal_datasets import list_datasets\n", "\n", "print(list_datasets())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More information about internal datasets can be found in this [documentation page](https://docs.etna.ai/stable/internal_datasets.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Plotting \n", "\n", "Let's take a look at the time series in the dataset" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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nQDVQREihAIogCIIIHRmdAUC4FCgxfQ8IXwB4skA25sHDrgGlUBJhgwIogiAIInSIKXzlkJlIiMoHQLvvQRFmFfNkgZlI0DNAhA0KoAiCIIjQEWYbcLH2BgAqIVPQThaoDi14qA8UEVYogCIIgiBCR5gDqExBn8IXNgXtZEHXzJhqoAKBXQMKoIiwQQEUQRAEETqyuhS+cCk4uaJRgaLFYxDkKIUvUBRFQYFc+IiQQgEUQRAEETpEBSpsjXSNNVC0eAwGSuELFhY8AeEzgiEICqAIgiCI0BFmA4BsbeGeiqtTcNhSEE8WwnwPnQzoXBDp9BMhgwIogiCIU5BqVcEfdgxgcLwQ9FAaIhtiG3PmINjZkgBAi/egIBvzYGEOfAAZqRDhgwIogiCIU5A/7jmBmx98EZ//7fagh9IQ2ZPAxryrJQ4gfAHgyYIuhY9MJHxHDGDD9gwTBAVQBEEQpyD7jo8DAI6P5QMeiXsURdEtfsMWgLAAqrMWQJH6EQyiikmNXP2HWZgDQDWkAWy1quCmH7yAT//81aCH0jD96Tw27R0MehihgwIogiCIU5ChbAlAOBfv+VIV4norbDVETD3ralVT+MI2/pMFnQJC18B3xBS+sJ7/o6M5PL3rOH6+5XDQQ2mYO36yFX/9vc1481g66KGECgqgCIIgTkGGM0UA4XOwA4BMMdx9lOoUqJCN/2RBTAMlBcp/ToYaNPYsV5Xw3kMHBrMAgIGxcNbDBgUFUARBEKcgQ1k1gApb+htQ30cpbLvXbPydKVKggoQa6QbLyVADJTbFDus9NFKbC8IaAAYFBVAEQRCnIEyBCuPCxdhHKWyNdKkGanKgd4Gja+A3YgAV1hqoTCHcKlqpUkWm9j4K4/iDhAIogiCIU5AhFkCFcNKsS+EL2TFoARRToMIVAJ4MlCtVFCsUQAXJyVADJb6LwngMo7kS/+8wjj9IKIAiCII4BWEBVBgXjnUpfCFT0XIl1gdKVaDCXD8RVkQXRyCcz0HYOTlqoIQUvpC9hwBgJKsFUGFVAYOCAiiCIIhTDEVRMJxlJhLhUz/qUvhCpuCwtB8WQAHhrZ8IK8YgnBaP/nMyBFBiCl/Y3kMAMJor8v8mBcodFEARBEGcYowXytx9L2zqDaDf9QXCN/GzxTuzMQfCu4AMK0YFKmz30MlAvhz+FEqdiUQIj0FM4SMV3B0UQBEEQZxiDGfCnfceehMJQwofEM7rEGYohS948iFuhs3IFMPdS0xM4aNnwB0UQBEEQZxiDGa0fh9hXLjUp/CFa+LnClSLoECFUAkMM8Z7iFL4/Ec0kQjhawgAkA25AkUBVONQAEUQBHGKweqfgHAu3MVFCxC+NMSsSQAVxkA2zORDbkRyMkAKVPCMCCl8VIfpDgqgCIIgTjGGhBS+UggXLtkQ169UqwpPH2tNxhCLRgDQ7q/fkAIVPIWy2AdKNbcJGzoXvhC+S0ezZCLRKBRAEQRBNMCL+4fwsYdewqGhbNBDcQ1roguEc+HOUuBY8BGmGqh8uQK2TmwTAqhSCK9DmKmvgQpoIKcwYgofEM53kWgiUQqhikkmEo1DARRBEEQD/OfmA3jizX5s2NYX9FBcMyTsOpYqSuh2ftmihZkwhGnhJSofrYkY4kyBCuHiK8zUB1AUQflNXT+3ED3HDNHGPEzvIYYuhS+E4w8SCqAIgiAaYCyvLuKLIdy6Hhov6v4dtomTpfCxGqIwqTds0diaiCEajWgqGi3gfcW4eA/bM3AykC+H/xqIKXxhDADJRKJxKIAiCIJogExt4gxj8bmoQAHhm/jZ4re71kcpTCl8TIFqS8YAQFOgQnYNwk6dAkWn33fyddcgfBdBNJEIo4o5SiYSDUMBFEEQRAOw1I2wBR+AvgYKCN8xGFP4wjR+tmPdWgugYlF1Gg7TMZwMGE0kwrj4DTt1NVAhjGJFR9AwbqaNUgpfw1AARRAE0QCaAhW+hZdRgQrbwiVnSOEL0zXIkQI1KahTP8JzC500GK9BGDcRxkPcB6paVTCSDbehUJBQAEUQBNEA2ZoCFcZJx6hAhc3KnPdRag2jAsUszNWxazVQ4TmGkwFjDRTZmPtPoax/74TtGiiKolMyw/YMjxfLEIccxrksSCiAIgiCaACWRhY269pKVdE5LwHhSz1haTOaAhWe8TPlsi1RU6BiTIEKVxAbdowpfGG6h04Wwq5AFStV3ZjDFoCMZvXzQNjGHzQUQBEEQbhEURS+EA7bwnckW+R9iBKxcDrAcRe+molEmCZ+pny0p1gNFOtlFZ5jOBk4GQwMwk7dNQjZM5AthDsAHDVspNEz4A4KoAiCIFxSKFd56kOYLLQBYLiW897dmkAqri7iw7Z45yl8NROJMKUgGlP4qAYqGJiZR3utFo2aiPpPnYlEyBbwYv0TEMbNNH0ARc+AOyiAIgiCcImucDhkwcdQRp00p7QnefpYmHZOy5UqirXaic6WECpQtV13lsJHLnzBwK5DRwidHE8GFEUx6QMVrgCkLg00ZPfQSC7cbqxBQwEUQRCnJI+9cQy3/ejlul1EGcTUjTCpHwAwVDOQ6G1LcPUjTCl8WSHth6XwhakOzWhjTgpUMORq6kdHSg2gwmZgEHYK5SpPJU7Gw7mJkCkaFahwjd+oQIVt/EFDARRBEKck333mLTz62jFs2jvo+mfDbF3LAqgp7UnEmfoRogCE1RDFohGefhWmnWtjI11y4QuGXG3xywKosD3HYacgpO+F9RrU1UCF6D0KmNRAhez8B42rAOo73/kOli9fjq6uLnR1dWHlypX43e9+x79/xRVXIBKJ6P53yy236H7HwYMHsWbNGrS1tWHGjBn41Kc+hXJZH8U/9dRTuOiii5BKpbBkyRI8+OCDdWO57777sGjRIrS0tOCyyy7DCy+84OZQCII4xWEuesZCZhmyxfA2T2Q1UGFN4WPXrS0RQzwWvgCQLbrq+0CFJwg8GTCm8NHi0V9Y+l40AqRqClTYrkHYFSgykZgYrgKoefPm4Stf+Qq2bNmCl156CVdddRXe+973Ytu2bfwzH//4x3Hs2DH+v6997Wv8e5VKBWvWrEGxWMRzzz2Hhx56CA8++CDuuusu/pl9+/ZhzZo1uPLKK7F161bcfvvt+NjHPoYNGzbwz/zkJz/BunXr8LnPfQ4vv/wyzj//fKxatQoDAwMTORcEQZxCMCWgWHa/cM3oen+Ea+HLU/jak1oKX4i6iHIFJxXj6k2Y0ihZCmIb9YEKFKZkhlX9CDts46olEQvlRg6gbeYwwjZ+1kS3jYxUGsJVAPWe97wHq1evxhlnnIEzzzwTX/7yl9HR0YHNmzfzz7S1tWHWrFn8f11dXfx7jz/+OLZv346HH34YF1xwAa6//np86Utfwn333YdiUb2Q999/PxYvXoyvf/3rOPvss7F27Vq8//3vxze+8Q3+e+655x58/OMfx80334xly5bh/vvvR1tbG37wgx9M9HwQBHGKwCbwUgPBgzhxhkn9ALQmulPakpqCE6KJMycEIMyGPUxGHix1jCtQMaqBCgLNTr4WQIV09/3fN+3HB+7fVKcmTHaYA19LIoZYRH0GwraAzxTDbYLBaqCmdiQBhGsemAw0XANVqVTw4x//GJlMBitXruRf/8///E9MmzYN5557Lu68805ks1n+vU2bNuG8887DzJkz+ddWrVqFdDrNVaxNmzbhmmuu0f2tVatWYdOmTQCAYrGILVu26D4TjUZxzTXX8M8QBEE4wRWoiQZQIZt0hrJmClR4joGd+9aEqECFZ/yajbnBhS9E1yDsKIrCA/FOFkCF9Pz/8E/78cL+Ibx8cDjoobiCbWCJz3HY3qXZsCtQOebImgIQvgA2aOJuf+D111/HypUrkc/n0dHRgV/+8pdYtmwZAOBv/uZvsHDhQsyZMwevvfYaPvOZz2Dnzp34xS9+AQDo6+vTBU8A+L/7+vpsP5NOp5HL5TA8PIxKpWL6mR07dtiOvVAooFAo8H+n02kAQKlUQqkU7O4N+/tBj+NUhq5BsPh5/sUFVL5Ydv03xwT711K5Eqp7ZnBcfQd2paKoCVAo1N6BYXgG2LlvS0YRqe34livVST1mERYApqLqeY5CXbQUSuVQnP+TgUKpwvu4tSXUh6BUqYTmGWAoioIjIzkAQKEY/DrGDeN59T2Uike4AsWOISzXYMxgA14suZ9LgmS0tpnW06qGAsVy+J4BL5A9btcB1NKlS7F161aMjo7i5z//OW666SY8/fTTWLZsGT7xiU/wz5133nmYPXs2rr76auzduxenn3662z/VdO6++2584QtfqPv6448/jra2tgBGVM/GjRuDHsIpD12DYPHj/BcrgKKor7/Xtm3H+pFtDj+h5+UjEQCqgjBwYhDr169v9hA948iJGIAIdr76EsbT6n9vfv5FjO/Wdh8n8zPwwnH13I+PDOHZZ58BEEe+UAzNNRgYVM/5a1u3oLBPweDxKIAoXn3tNbT3q9dgMp//kwG1FZr6/B/avwdADIcOHcb69Qf5Z8JwDcZKQLGsHscLL25B4a3wKAhvjqjPcSGbgRpKRbD5+RcwsjMc7yEAeGO/+uwytm1/E+tHtwc3IJf0DavvotzwAIAojhw9ivXrD/PvT/bz7xVi5pwdrgOoZDKJJUuWAABWrFiBF198Effeey+++93v1n32sssuAwDs2bMHp59+OmbNmlXnltff3w8AmDVrFv9/9jXxM11dXWhtbUUsFkMsFjP9DPsdVtx5551Yt24d/3c6ncb8+fNx3XXX6Wq1gqBUKmHjxo249tprkUgkAh3LqQpdg2Dx8/wPZ4vAC08BAE5bciZWX+lug2fHxt3AwX0AgK6eXqxefWmzh+gZ/9+WJwFUsOaaK/DML97AgfERnH/hRVh1zsxQPAPDzx8E9uzAgrmzcPWVZ+Kftz6LSCyO1atXBT00Kf7Pjj8CuRyueMdKXDi/B+tHt+L14QGcvewcXHvR7El//k8Gjo3mgZeeQSIWwfJzluGRgzsxc/YcrF69PBTPAOO1w6PAS88DAM6/4EKsPs9+DTSZSGwfAN7cihlTe1CqKDiSTeOiiy/GFWdOD801eO7X24BjR/i/l5y5FKv/7LQAR+SOz7z0BIAqli89DS8c348ZM2dh9eoLQnP+vYJlpznhOoAyUq1WdWlxIlu3bgUAzJ49GwCwcuVKfPnLX8bAwABmzJgBQI1wu7q6eBrgypUr63YSN27cyOuskskkVqxYgSeffBLve9/7+BiefPJJrF271nasqVQKqVSq7uuJRGLS3CSTaSynKnQNgsWP819ShD5OClz/vVxZ2yVt5OeDIl+q8MLn6d1tSNTsgxGN6o5hMj8DrPVKR0sCLala8XNFmbTjNcLMC7raUup5jqtKphLRrsFkPv8nAyVFXbO0JmJI8vMfCc0zwBgYF1KNDM/wZKdUe4W2JuNQmBlDJBaqa5Ar6RU/BeG5BvlShRt5TO9sAQBUEb5nwAtkj9lVAHXnnXfi+uuvx4IFCzA2NoYf/ehHeOqpp7Bhwwbs3bsXP/rRj7B69WpMnToVr732Gu644w68613vwvLlywEA1113HZYtW4YPfvCD+NrXvoa+vj589rOfxW233cYDm1tuuQXf+ta38OlPfxof+chH8Pvf/x4//elP8eijj/JxrFu3DjfddBMuvvhiXHrppfjmN7+JTCaDm2++2c3hEARxipIT3JNKDRSP6134wuO8xFyXYtEIulrioWykKzaiTfDi8/BcAzb+9pqNudYHKjzXIOzkBCMPZmAQxgJ6Vv8EhOsZBvQ25qyVRNieAdYPMBWPolCuhsqFL53T5oLuVjVgCOMzECSuAqiBgQF86EMfwrFjx9Dd3Y3ly5djw4YNuPbaa3Ho0CE88cQTPJiZP38+brjhBnz2s5/lPx+LxfDII4/g1ltvxcqVK9He3o6bbroJX/ziF/lnFi9ejEcffRR33HEH7r33XsybNw/f//73sWqVlp5x44034vjx47jrrrvQ19eHCy64AI899lidsQRBEIQZYgDVSB+orPDzYZr0BzPqzntvWxKRSCTQ/iuVqoLP/up1XLSgF//94vnSP5flNuBxbsNeVdTJP1pbDE9WqlXNvKSV25iHz0o+7OR0DnDhPf9iABWm9xAg2phHMV4I5yZCpiaHd7UmcHysEKp7iDnwdbcm+CZCWK38g8JVAPXAAw9Yfm/+/Pl4+umnHX/HwoULHYt9r7jiCrzyyiu2n1m7dq1jyh5BEIQZbAEFNGZjPh5SG/PhTK3vR7ua+hZkI92th0bw/144hGd2nXAZQNXbHwPqdUhO8gAqX9buO94HihQo39EUqDh3ogzj7vtRUYEK2fi5AhWPae+hECk4gLaZ09USx/GxQqieYZaN0NOaoF50DdJwHyiCIIiJUK0qgS1a2MQHNKpAhTOFT+sBpaZssBS+IPoonajZqYvnUgatAWqMN9IFwrH4EpXLljjrAxW+XlwiewbGG2pGHSRaEB5FNBLe3fejI3n+32G4/0WYApUSNkKqIbsGbCONpcCFKYgdqc0FXa0J7RkI0fgnAxRAEQThO9Wqgv9237P4i+88ByWASTNfEmugGmmkq/18mCbN4Yw6aU5hChTbeQxgATxUG4uoBsqQqQVcqnqgBVCN1LL5TU5Qz1i6oZ+779Wqgr3Hx5v2zP1pzwlcc8/T+Nxv3LUBCBr2/KtpoOFdPIa6BqrMaqCiod1EYIF4Vy2ACtM9xFL4etoSoW1kHDQUQBEE4TuDmSLeOJLGq4dG+E6kn2QnWAOV0SlQ4Zl0WNDS22ZI4Qtg4mRjyZeqrpRIbiKRiCER1aawMCxeMrx+K8a/5mcNzref2oOrv/40fvPq0ab8vmd2HQcAHBqS65syWcgJBgZh3X3PFSv8GQLCN37RRCKsaazMTKirhSlQ4VEBmYlET2uCn/8wprEGCQVQBEH4Tjqv2e+WAph0cqeoAjVUp0AFV0AvLv7E2iAnxBS+aDSC2vo3FKmUPPhLaQGUnwrIWycyAIC9xzNN+X2vHR4F0NgzFCRZExe+sC3eRfUJCNd7CNBS+MRaxjClUSqKIihQqp1AmO4hXgPVlgx1GmuQUABFEITvjOa0ACoIBUd04Ss0okDpTCTCs3hkNVBTJoGJhBhAidfDiYxgAACAq1BhWEDmuHqm+Tf5mb7E7vWCy7RJM6pVBW8cUQOoMC0cASGFT1A/wlZ/c9QQQIXJQhvQ7kExhS9M91GhXOXvHK5AhSgbYSSn1UCFOY01SCiAIgjCd9K6ACoABarYuAJVEayoAaASoknTqgYqiPohXQDlYkGfM6TBhal+QlQ+GFr6kvfPQaG2659vQgC1bzCDsdpGQhjqz0SyvI5OS+ELQwAuYgygwjZ+rQZKsJIP0X0kpoGHsgZKcOELaxpr0FAARRCE7+gUqABe2tlS4zVQxsV+ECmIjVJfA6VOAUFMnLoUPhcLerGRLgChl9Xkvw5Z0xoo/xbwhdqitRl1h6/X0veA8C28csVa+liIG+nWpfCFKPgAhD5Q8XCqgCwLoSURRTKEvdxGTUwkwvYcBw0FUARB+E46H6wJg66RrksFSkzfA8I16QxbpPAFEQTqU/jk/74WQKlpcEEaYbglZwj+AH/7QLEUPjc1Z1a8JgRQYauBEhvpRkNYfwNoARSvAQzB/S/CnoWUYCUfpmNg76H2kDo5UgA1cSiAIgjCd8QUvkBMJMQUvrK7ScMYQJUqSiBW7G5RFEVToAwmEkGkIQ5mCvy/ZVP41MJtvYrDjTBCsANvrN8C/HXh4wFUE1L4Xj8ywv87TAtfQEsDbRVqoMJw/4iwFL5ZXS0AwlcDJabwhdGFjztqpmKCihyea8BS+LpbE4iRiURDUABFEITvpAM2kdCl8LncPWc7jy0J7fUZhnl/vFDmtSpTArYxzxUrujQy2QCqUK7yc80CqESIFi9s4d4elAJVak4KX7lSxRtH0vzfYVr4AoIClYzxxWOY0scATYGaP6UNQPiCWJ7Cl4ghFkIFh22ktSfjoQwAWSPd7tZkKBW0yQAFUARB+I6+BipYBcptDdS4ofcHEI4UpuGMes5bEzFuYqCZSPg7flF9ArTAwgmxcJul8MUCNMJwi5mJhJ81UMUmKVB7j2cm3AogSLImDY3DtHisVBX0jeYBAAtqAVSYxg8ILnzxKA9iwxQEslYW7am4rypyM6hUFW4A09NGJhKNQgEUQRC+E7iNeUlbsLtXoNSf7W7VAqgwTDxGC3PAX/VDNxah/gmQV6DYuU/GNevjRIBGGG4xGmAAYh8oH1z4eA3UxP7Wa4dHAACdqfD1vwEEG/NkONPHTowXUKooiEUjmNvTCiAcGwgiYiPdmI9OlM1CTCUO2z00li+BCa7drYnQGqkEDQVQBEH4jthIN2gFyu3u+Xht51EMoMJQPzHM65+0cbP6Ib8XX4PGAErSRII30TVTcEKgguQMBhiA332g1L8/0T5Qr9f6P12woAdA+BbvLGBvSYbTROLwsFb/lEqwDYTJf/+LsCBeXwMV5IjckRFMJNgzHBYlltU/tSdjSMSivqrgJxMUQBEE4TuiAhXE4is7gRS+LEvhEwOoABYvx0ZzuOvXb2DPwLjU51njRDHw87MHkchwgwpUxiQAiYfIQjgruL8x/K2Bak4K36s1B74L5/cACEf9mYiYwsdroEJ0CMxAYm5Pa6hcKEXypo10w3MR2DzQngpfDdQId+BTsxG4AhWiTYTJAAVQBEH4TjqnpdAFMenkJ1C/wRbxHak4ogFaCP/i5SP4900H8O+b9kt9fixfn3qo2ZgHm8Inu6AXG6Ay4iE0kdD3gfLfhc9N42IjxXIVbx5TDSQuWtgLIFzNpAEgL6RShtFBjQVQc3pa+P0TlsU7oLpp5oXNhDAqINxEIhW+8WsGEupcENYgPGgogCIIwnf0CpT/C5esLoVPcZX7nRF3HgNUP1ga5HhezoCBOR92pupT+PxeANen8Mkt6M1S+Hgj3RAs4lnhuVkA6PUCuFpVeL3fRFz4dvWPoViuoqsljtOndwAIVzNpQK8ExkKYPnaEB1DhVKBKFYW7aaaEFL4w1eCIanjYXOzEHlAAyESiQSiAIgjCV6pVBWP5oE0k9At2NwvAjGBFHQ+w/oalYxUkUxBZ8+KuViH9LaDdd5bCx5qAuk3hM1egvL+PqlVlQosMFvSK6Z9+KSCiWcpEUvhY/dPyeT2hWzgycsV6A4MwpS/xFL7e1lDVADLERs4tiSivQwtTEJgV5gGuIodgEwfQAiimQJGJRGNQAEUQhK+MF8u6vklBm0gA7uqgMia570FM/Hne00duMcyCVtF+PWgTiRmdKQDyAZSWAicGgf6ogIqi4C++8xzW/OsfGw4YWPF2j2kdmrfjLwiqU6Fcbbj5M3PgO29eNz/3YWkmDaiLRLbpoEvhC1EAcmREtTCf09OKRAiDWJZCGYkAyVg0dDVEgKYmt4WxBiqrV6DCloI4WaAAiiAIXxGb6AL+v7RLlWrd33QTQGR5/4+YlsIXoIomrUDl6s0vglp8sRooZsGcl0zhs7MB93oBnC1W8OqhEezoG9OloLqB/Vxvm2Yl79fipVDRn2PZ+8bIazUDieVzu/nCEQjP4lEM1vWNdIMakXuODGcBqM9P2HoQAUIT3XgMkUgklMfANtI6UuGro2MBVHcrmUhMBAqgCILwFePi0+/gI2uyWHelQAkqSJAGBm4VKJY+1tlSb6Htdx0aD6B61SagZtfEDNMAyq8ARLhHGjFhKJarvAkz2/kF4FsaXMFQ99RIGl++VMHOvjEANQUqpgVQYVn8iteuJS7WQIVj/GP5Ek/HFWugwjJ+QEvha6lZsNf2oUKVQmY2D4TlGhhroMLYyHgyQAEUQRC+Ygyg/F68s4VjLBrhdtJuxsBSNzrEFL4AFKi82xqonEkKX0AOXkYFym0jXVMbc4+vQUGo25A1vRBh930kAnS2iDVQfo3fGEC5f+529I2hXFUwtT2JuT2tSMS0JURYFl9a/ZNaexO2AOrYqJq+192aQEcq7msfsWYhNtEF/HWibBZsMyeMLnyjhpYWbPyKgtCk4k4GKIAiCMJXRAtzwP9Jh6sYiRiScfUV6CadKSN2oA/QhS/nugaqPoUvCBvzUqXKg4m5PS0A3ARQdgqUt4G4GHA0ot6Ii5aYkPrmWw1UWT/mRo7hreNqz7GlszprqVdCCl9IFvA5Qy8uHkCFZOF4ZFhz4AP87SPWLHgKX+0ahPEYWAqfqkCFy0peS+HTB1BAeI5hMhB3/ghBEETzCLoGiu9AJ2NgayY3CpRWAxVs6kbBbQ2USQqfX/VDIsNZzYFvVnetBko2gCqYBFABKFCNBB/DJgYSgH8BYJ0CVXZ/DEw5nF4z/xBroMJiZZ4zNGMWLZzDsPt+RGiiCwhpuCE5/4D2/KRqG1jREAZQWV0/wHApUCPGFL6oPhU3ZvpThBFSoAiC8JV03lgD5e/EnytpChKbwN3UQI3r+kAF5+DFdnGla6BMTCSC2Dlli/DetiTaU+pULZsSx/v3JP23YtcrUO7/Ft/1FQwkgCBroNwfA3NPnNKuHoOoQoVl8Zst6utvxCDQ7SEoioL/8R8v4dM/f7Vp43OCW5jX1FuWRhmW8w/Up/CFsZfVeEHMRAjXM6C5gepNJAAyknADBVAEQfhK0CYSuaK6cGwVUvhcKVBm/T8CTOGTUaDypQrvA9RlokD5WYc2JCzCWRqVWxvz9iBMJIQxNmIiMZJlgaNegfLrHmpGCt/QeO3aCUEgTwMNiQ04O26uQE0gfen4WAEbtvXjpy8d9m0TRWyiCyCcNVBllsLHTCRYABKOe0hRFKEGKh4qK3xFUbR3Ubu+kS4QniBwMkABFEEQvmJM4fM79YQFQK3JGLfxdtcHSps42c9Pdhc+pvpFIkC7oN4EYWPOA6i2JG+IK7uYZ+e+1dTG3NtjyE/Qhc+sBxTgZw3UxF34uALVUR9AhWUBzxa+xhoowP3ue0ZQTos+LZ6ZicTsUNdAGUwkWBplSA6hUK7y890mNFQPwzXIFCt8s4YpUGFsRzAZoACKIAhfMSpQfhefi0Xk3ERCcvFTLFf5Qqk9GawDVl5QoJxqN1j6XmcqrttxjwmNUP3CVIFymcIXRCNdUYFqJPgYqZlI9BhS+DQr+cnvwjeUKQAAprYLAVSARiqNwJ7/lqQ+fQxwfwxsMwaoT5H0ivGaGYzRACAsPYgA7Vliz7+WAheOYxDbLrSJ80AIngGmPiXj0ToFEKAAyg0UQBEE4SushwmrP/LTAQ4Qi8hjvH6gJKlAiQv9tlQMiQBT+MQFsFMa31hNgeoKyMBAZEhQMZiSlC1VpAr4c4IDIsOv9BnxHE/IRKLNSoHyePyGMRtT+mTQgt8U/1qQKmwjsACqrbZ4n0j6Ui4ABcroIsgV2BAtfHNGBSpkKiZz4GtNqBbmYapDY0p4b1sCkdq9H4lEwGKoMBzDZIECKIIgfIUpUNM61EWY/yYS2uSdrE18souf8doCPhmPIhGLBrbzWKkqujE7BVAsaBX7DwH+GRiI6FL4agsoRZGr5cqYuPD5lYYoBk0N9YGySOHz6x4ynt9GjsFoIgGEb/GbE1J4AUMKn2sFSjuHfilQWcMmQtynPmLNRLMxrykgtYV8WAwMWCsLZoIjPsOT3cnRaCDBCJud/2SAAiiCIHyFBVBsERZYH6ikexOJbEFvYhCUC59RPTCqC0a0Jrr6zhXxAFL4xEU424EG5FSdnFkKX8yfY9ArUA248Fmk8PnlhDjRGqhiucp7ielS+ELWBJWbyCSZAqV9z30Kn6hAuQ9IG4HXcBkCwDApB5qNeX0AEga0jRz1PTQRJ0e/Ye+hboMSLtr5E3JQAEUQhK+kjQGUzzunebEGKubOxjwjOC8BwdnvGtUD5xS+egtzICATiZqT29SOJBKxKB+DjDGDcfcd8C8FLj9BF77hjHkKX8ynFKw6Fz4XximA1r8rFo3w+hsguE2ERjGmwIlW7G4VENYSAWgsqG6EnKGZdBhT+Ooa6YbMBtz4HtL3UZrcz0HQZjYnExRAEQThK0yBmsoVKL9d+LReQgmewic3aWS4AqUGULGA0meMi18nNcGsiS4gGhj430iXBdAtkkYSlarCF176AMqfWrqJ1kCN8uaVRgUqqD5Q7o5hcFyzYReNSMLWw4en8AnqZ6zB3XddCp/LgLQRiuUqP89tCf0mTlgMGACtiTNL4Qub+sEUqA6+kaYtpSf7MWjtFPTvoTA2Mw4aCqAIgvCNfKnCFxpTa1bIfqaPAeYufNIKFGueWMt9TwTkHmVc/DrWQPEUPqMC5X/x82BGP4HL9oISHc/0KXw+mUhM1IWvtnCxqoGqeFw/MVEXviGT+idAu4fCUoPDn38TI5IJmUj4EECJf09L4QtXCiVg1kg3PCYMgKBApdhGWuNOjn4zYmFmE8ZU0KChAIogCN8Q+xGxnXjfTSTMXPgkx8CKhzsME6fvQaBBrXFa0Ful8Pld/KwoCoYzWgofAOleUGzXNxaN8J1rwMdGuhPoA1UsV3n6p3Hn168eLMYFvmsFqmZhbgygwmajbewDBTS+eNQrUN7XQGVrKYPxaIRv/oStDxegqaEtcb2N9mQPPhgZYy2s+AxP8uswUttMM9ZAxclEwjUUQBEE4RtiP6Ig6m8ALfhoSTaiQOnrD4Kyr60zkXB04TM3kUgIqSd+LF7SuTL/O3UKVNH+GMYLWvAaEayn/XKBm0gKHyvcjkSs0ygBb+8jds+whZLbBT9ToKYKFuaA0Adqki8cGfmS/hkGNCMJt4vHrM8KlNFAAghf/RBg0kiX1aCF5BgyfBNOfZaj0QjYK2myB4GajbkhhS9kaZSTAQqgCILwjVFh98uv2hUjvBlrIoZkzF0NEEvd0Gqgaj/vewqfyxooixQ+ZmAA+DNxDtXS2NqTMb54Yv8vpuiZIQZQIn4FsXoTCXfXm1mYd7fq64cAff2El4svFgAyAwi3KXzDFil8oauBMknhY0Gg2wV8Tmyk62MKn2kftJAogIBYAxVOFz7uxpoyM7OZ3MdglUoclvFPJiiAIgjCNzQlJKE14PQ5hS8v7OK6VaDGC3oXPq6iBeQkyJB34TPamGuLeT+MJIZYGliHtghni0GntLiMRQDllxGGToFy2UNp2GLXF/BTgTIGUG5T+JwCqHAs4JmKI1ros933CdmY+6hA6WoAawF4VQmPgmPsAxW2xbvRjRUITyBrlcJHJhLuoQCKIAjfYEpId2tCS/3xXYHSGmkmXDbSzRpMJDQFKhgjDIasC5+ViQTgz8TJnNymCGlgLIVPto5L3PUFgmmkm3eZ/sZ2fbsNu76APoj1VIGqjb+rwQDqpDGRMFVx1P93XQMlnEM/FKismYOgGICHpH4lVzRXoMKyeDfWQAHhMcJwbKQ7ycc/maAAiiAI3xgVUsm02pVgbMzbGnHhq/1sR1JvX+u/C5/+7zm78NVqz1qMzRO1//bDCINZmIuNWFuScjbmXIFqMaae+G9j7jRWIyM5c+crQF8/4a8C5e6etVKgwpZ+ZewDBYgqzkRc+Lw3kTAL/nQBeEiC2LCn8BlroIBwHIOiKJqNeTu58E0UCqAIgvANUYFKBNQAUkzhc+3CV9Db1wblgGVUD5zVm1rgakjhi0QiwnXwPgg0WpgDoo25rImEXoGK+2QlP5FGula9Vxh+1BEx0wgWxLlV0TQTCaMCFbJGuiZGDKwMzX0Kn781UHYmEsDkTx9jFIyNdEPWyyqsNVCZYoXf43UKFDORCImKORmgAIogQshQpogPPvA8fvvq0aCH4gquQLXGNeXAbwVKcOFKuVSgNBOJ2sQfUBqimxqockWz0Dam8AH+udgBwNC43sIckO8DZWUiod1HfrrwubtnRwQTCTP82P2dqALFU/g6Tj4Fii0e3ZtI+FwDZeIgGKYmrgzNha/WSDcEwYcIa2dhWgM1iVVAtpGTjEd1rSAAUqAaIe78EYIgJhtPbO/HH3efQLFcxXvOnxP0cKRhqWSiAhWYjbmQwie7+B4v6CfOeEBpiG4UKFY7BAAdLfWv/EQ0ijyqviyAzepoZPtAGc89w69UUNH2272NuXUKH8AWwVVvA6iSPoAquDiGSlXh6Zd1JhK8Bioc6oG5AtWMPlB+uPDVFHAhdUxMww1LEMsDqLhRgQrH+Nl1b9eZeUz+Y9AszBO6VhAABVCNQAoUQYSQw8NZAPLmB5OFUSGFL+aTciBSqSp8odOWjPMUPtnFD584U0yBCigN0UUNFAugxMbBIn6lwAGajfkUIZWtJeGuBqqzzsbcLxOJxhvpOqXw+aHisACwERe+kWwRLLPHqhFwGBbvpYq2UdCWmPjiV+fC58O72CyFLxKJhGLxLpIv61P4wqZiss0cnRGJj6nQRr6xcRfu+MlWx2boVgYSgNCLi1L4pKEAiiBCyKHhHIDJnS5gBneDa00IwYd/E464aGxNxJBstAYqGWwNlBsXPisHPoafgaypAsX7QDkoUHl7Bcr7FD5tfJWq4ir1lC9cLBUo74NYFmQzFz43QSC7bqpyrF82sBSyMCx+2fMLGBSoBus/xHPoRtFrlJxggCMSpgCkVNGUVpZGFrbFe9bQzgIIzoUvX6rg336/G7985QgODmVtP8saehstzIFwpCBONiiAIogQwhQov+uHJopWA5VAgi28fHxhi4v0lkQUCbcufLWJk9XhBF0DxSY9OwWKGXd0mqTvAaIJgI825iZ9oGRT+IxpiP410tWfYzcBiBZABalANV4DNWhhIAGEy0SCXYc2oQcc0Hj6kt8mEjmTGigguFTiRhCf87AqUJmiiQIV0DHsPT4O9ied3kmaAmUSQEXCFcROBiiAIogQcrimQAUVQFWrCr7w22345SuHXf2cqIYEkf6WFwrII5EIV6Bk02+ME2dQTUTzJeNi2E6BYk107Q0M/DgGMye3iZpIaL24PK6Bcul8KMJS+MwWLoA/9RNs/PyeKVccU34YVj2ggHAtfoctUikbOf/VqqILQv1spNuaNBipBLSR0wjiOWMmPky9UULQDFhRFH4dOlLB10DtGRjn/+2UBm2XShym53iyQAEUQYSMYrmKvnQegL/1QyLbj6Xxwz/tx1d/t9PVz40KbmRB7JpmDX1UknGW/uU8BrOJM6j6D7Z4ZwtyWwWKB61WCpQ/i69cscKDpN6J9IEKqgbKcI7zRRcpfE4mEj5cA57CV0vlVBT5jQOrHlBAuBrpWqVSNmIiYQz4/TGRsFegwlADxd5dqXiUGxnEBEODyW6jXShrKYhtZi58Pl+DXf1j/L+dVGW7VGIykXAPBVAEETKOjeZ4QXdQKRssFY8tzmWoVhWMFZgaEueLRj+DwBy3z60FUDH1/2V2j80mzhhLHwuoDxTLZberv9BS+BwUKI+PgRlIJGIRnRGErAI1ZunC5/0CXlEUfo+wtZ5sCl+hXOGBt1UKn9cLYEXRzFPE+gfZND4z+3mGXwpgM2A1IMYFZCPpS8aaPX/6QKnPQGvSogYqBEFs3vAOBjQDBmDyL+DHxTq6RH0fKL/n5N39mgLl1NuNbeTY1UBRCp88FEARRMg4NJTj/10MaMJkzm7ZYkU65WKsUOaBX1dLIpD0t6whBY+pFzI78WIBOiviTgSVwmdwVLNXoLSg1Qy/rgNbhE9pT+osdNkixCklzkqB8mP84vllCo5sCh9TXaORegdBhte7v+L93ZGK8yBQ1vhgKFMAYK5AcRfHECzehzPmtWiNqAdGxbTgsjFxIxgVdEa4FCj1XjQLPoDJn0LG5r6OVJzfN0BwCtRuIYUv75jCx2zMbVL4QvAcTxYogCKIkMEMJIDgOs+PCcqT7E48U0JS8ShaEjHfiv9FeA0UT+GTN5FgBhJtyRhP+Qlq0mSLtx6JGqgxBxc+v1Kwhizy71uT6t93rIHKW6XweT/+gqDUMPVC9r4fEaz7o8KCS8Tr+0i8v1sSUd5/R1qBqi28prSn6r6XCJELn1YDYlCgGghAsqWy7t9+1EBZmUgwBScMKiDb/BEbuYqByGQPAtn71GjKE4QLX75UwYHBjPZvJwXKphaTTCTcQwEUQYQMZiABACUfJm0zxDSGTLFs80kNsQcU4J/9tAgvwmYKkgsb84xJE8ug6j/YwpftpNu78NX6Jzml8Hk88VsVMMv0gapWFWR4Dy6LRro+9FCKRrSFk2wANZyx7wEFiL24vDkG8f5IxqJ88eq04GIwBcrMhc9PE5KJwoJZ47VoJH0pmBS++vQ3QAtiJ3vwAVik8EXCFEDVFP0W8yDcz42EfScyEP+cYw2UTQpfNKDNwDBDARRBhAxRgSoF9LJjkwig9cRwIi1YmAPB2B/nDI0oUy4UKJb+x5roAsEtHo0pfFJ9oCxS+Py6Djx9pF0/ebdKBFBikG7c+fVj/GxhkorH+Hhl09/sFi0MrReXN8fAFvescL9FMm2Swezne21tzCf/wms4q9/EYTSSvmS8X31RoHgKn8UmQgiuAX+WhAAqGo3wtNLJHohbKlA+NiRniAYSgIwLn3UjXZZGOdldECcTFEARRMjQKVABmUiICpT433awhTxbvHATCR9f2MYUmIQLI4tx1jxRp0AFs3DJc1MC5xoopxQ+v3ZOmYW0sf6EBbN2ig5Ln4xFIzzoZWgmBt4rUKlEVFPMXNZAWVmYA97XsBQE5zNArDuTTOGz6QMVC2UKn0GBaoqJhB81UPX9h4BwOahxBcrwHGsLeN+H5ApWU2oMoIIIYkULc8BeUVYUBaM5thFirUCF4R6aLFAARRAh45CgQClKMC88sQbKuJCwwpjClwjghZ0zpMC4qYHKFswUqIAa6ZZZCp+EApUzn/AZmo25PwqUMZBoS8Rrf1+x3BAYL6g/qxog6OuI/KilY4FGSzwmpBzKnS+r3kMiXi+AuQJVG3vKhQKlKAo/BnMb8/A0cbVSQbXFo/zv4o54tXMpawk/EYwpyAytp97kvwZmKXwAEI34dwzZYlm6B5qRsbx5SnQQRh5MgWLvDzsTiUyxwjcK7RSoMGyETBYogCKIEFEoV9CfLui+FoQKJabwydZAsYU860ckLhobnczcYnSxSgiNdJ3GYFaDE1wjXWYiIVEDldenThqJ+7RzOmrRC6klqU1DVqoOU/+MBhKAP/eRqEDJugYyZFL4vF68iCl8gFbAL3MM6XyZL7xMXfh8UACbBQsEu1utGunKP8dsM6aXtxLw9h1QqWpW9PUKVHh6cbHNH9FEAvAvANnRl8YFX9iIf17/ZkM/r7WF8L8W0whz4DtjRgeA+l51Ikx9TcajdeceIBOJRnAVQH3nO9/B8uXL0dXVha6uLqxcuRK/+93v+Pfz+Txuu+02TJ06FR0dHbjhhhvQ39+v+x0HDx7EmjVr0NbWhhkzZuBTn/oUymX9Auypp57CRRddhFQqhSVLluDBBx+sG8t9992HRYsWoaWlBZdddhleeOEFN4dCEKHk6IjaQDch9M0IOoCSrYEyKlAshQ/wz0iCu/AZFCiZMTAbbTGFLx5ACp+iKDzQ6JJy4TMvemb4paJpDlD6xWsyFgUz4bLaQbVy4AO0AnrAu2PQK1ByroEMu7oDhucKlCGFj7vwSSivLH2vPRmrUw2A4HqhNYJm4zzxRrpsM6a7pix6rUCJ95uxBipM6kHBQoHyKw3xjSNpFCtVbDkw3NDPWytQ/hp5FMoVHBhUs1GWz+sGYD8PiPe+UcUHGlNhT3VcBVDz5s3DV77yFWzZsgUvvfQSrrrqKrz3ve/Ftm3bAAB33HEHfvvb3+JnP/sZnn76aRw9ehR/+Zd/yX++UqlgzZo1KBaLeO655/DQQw/hwQcfxF133cU/s2/fPqxZswZXXnkltm7dittvvx0f+9jHsGHDBv6Zn/zkJ1i3bh0+97nP4eWXX8b555+PVatWYWBgYKLngyAmNcxAYsGUNv41P13sGDoXPpc1UEYTCcA/BYenwNQWIEldEGc/hoxJ/UEQu46qWqb+t5bCZ66gVauKUAMVsImEhRITiUQcm+mOm6RPMsQmnF4FsmYKlLSJRNa67oDhnwKljt2NAsV7QJk00QWC64XmlmK5yu8jqxooN7cPu1f9UqBYymAkEpx60wx4GnU8mACKnUfZ2l0jViYSfs8F+05kUKkq6GyJY+HUdgD2JhJOGzmNqLCnOq4CqPe85z1YvXo1zjjjDJx55pn48pe/jI6ODmzevBmjo6N44IEHcM899+Cqq67CihUr8MMf/hDPPfccNm/eDAB4/PHHsX37djz88MO44IILcP311+NLX/oS7rvvPhSL6iRz//33Y/Hixfj617+Os88+G2vXrsX73/9+fOMb3+DjuOeee/Dxj38cN998M5YtW4b7778fbW1t+MEPftDEU0MQkw9mILFwajvftQ+i9kCsgZqojTng36STs1GgnOqguAKVqrcx97f3h9CTSEjLM9sBzxTL3ObWKoXPPxtz6yaOTkYSbLHTYaKi6Ztweuti1xKPoUXC9EJkxML5TSTm8e61VgPFUvjk0xAHeQPk+h5QQHC90NzC3j+RSP2z0MjikS3Ee3krAW9NJHJC/ZNRQQhTDdRgxtzR0S8lnL1LxvONBlD6VHSG3wHIrn41fe/MmZ3a82yXwlczkLBKJSYFyj3mW5ISVCoV/OxnP0Mmk8HKlSuxZcsWlEolXHPNNfwzZ511FhYsWIBNmzbh8ssvx6ZNm3Deeedh5syZ/DOrVq3Crbfeim3btuHCCy/Epk2bdL+Dfeb2228HABSLRWzZsgV33nkn/340GsU111yDTZs22Y65UCigUNDqR9LpNACgVCqhVCpZ/ZgvsL8f9DhOZcJwDQ6cUF+ac7pTiMeiKJaryBaKKJXqd+a9REzhG8sVpc7ZSG3ibEtE1c8LE2UuX0Q8Waul8PD8Z2qBXyqm/Z1YNIJKVUG2UERH0rzRKQCM1RZgrfEI/1mlqi5qSuWKb/fNWFZN44xG1ONgjGcLiBoWhsPjWspnVKmgZLJLzgScQqns6TPAlJiORKTu9zNHrrFswfRvp7Pqe5vfOyLifVQoosWDRyGTV8eeiEXASrYyBbl5g9XddCZNxl4jGlGPoVhrztrs85+tjT8ZU899snbRM3nnYzieVjdtelvjpp+NoDZ2H5+BRjieVtX7rpY4qpUyqrp4h53/ivQzMM6VCPWGqypALl/QpSY3E/YMtCZidWNjf7EoPMNeUqkqug0wN/SPqvfT1Hb9/cROW6FYQqmkLk29OJaxWiAxXmjsXKVrP99qeBdFIvX3kJfsPDYKADh9WhsSUfVv52zeSYNj6lzQ3WL+HEf5c+ztPBAGZI/bdQD1+uuvY+XKlcjn8+jo6MAvf/lLLFu2DFu3bkUymURPT4/u8zNnzkRfXx8AoK+vTxc8se+z79l9Jp1OI5fLYXh4GJVKxfQzO3bssB373XffjS984Qt1X3/88cfR1tZm8hP+s3HjxqCHcEqwcySCDYej+MBpFcwyXPrJfA1e2BUFEMVY335ElCiACJ548g+Y3urvOIbHYwDUCfS1N3dhfcb+2QOAA8fUn9mz/TWs738VABBBDAoi2LDxCXTXNiS9PP8Hjqjnb/eObVg/9AYAIIoYKohgw8YnMbXF+md37lV/9tD+PVi/fjcA4NA4AMQxns1h/fr1no1b5ERe/ZuJiIInNjzGz+H6DRvRZRB3jmbUz6aiVV29qkjfUfW4tm1/ExtHtwNo/jWoKsBIVr3+L216BrsN4ywX1O899ewmHO2u34HecjgCIIbhgWNYv/6I7ntq5qI6lW14/Im6c9AMXupX//7o0HEcKA0AiGHPvoNYv36/48/2DanHtu2VFzC22/wzx/u1a/Cu2c0//y8cV8efHh7E+vXrMXBM/Xuvb38T69PbbX920xH1Z7PDA6b3+Osn1O8PHB/07RlohL1pAIgjoZTqxnm09l54c8cObBxXzQWcrsGu2vtg8OhBsBDmt+sfg0mWaVPYNwYAcaBcqBv/4Al1LC9vfRXJo1u9GUCNRw9G8UxfBP9wXgUzGph3dh5Un4cju7dj/fA2/vViXv36M88+iwOqJ4Inc8H2fbU5NF/Co4+uh0k5kC2H+tVx7npjK9YfeYV//ehh9fdu37ED68cbM6hwwx93qn+veOIgdo0CQAyHjvVbPoMv1N6hY4N9pp85eED9fbt278HGwi4Ak3st5CXZbNb5Q2gggFq6dCm2bt2K0dFR/PznP8dNN92Ep59+2vUAg+DOO+/EunXr+L/T6TTmz5+P6667Dl1dXQGOTI14N27ciGuvvRaJhHWqB9EcHvvxq9g71o/SjLOx+l2LAYTjGjx4+HlgcBRXX34hnv7NmyjkSnjbO9/FXXj8oFpVcPtm7cU6e/4irF59luPP3bv7T8B4Ble+/TJcftoUAMCnXnwCxXIVf3bFlZjeHvf8/P+o70VgZBiXrbgQq8+bBQD4x1d+j1K+jHe868+weFq75c8+8qOtwPEBXHL+uVh96XwAwJvHxvAvr29CPJnC6tVXeDJmI7v6x4BXNqG9NYk1a67E/9ryBPKlKt7+Z1dgfq9+N+DF/cPAay9iWlc7Vq9+h+nve+7X2/D88SM4/YyluPbt8z25BulcCcrmPwAA/nLNKl0TTQD4/sHN6DuSxvKLLsZVS6fX/fz2x3cDh/bhrCXm99qnXtyIUkXBn115FWZ320TBDXJ80wHgrZ1YMHc2zl/Yi98c3IFpM2dj9erzHX/2f730BIAqVl9zha52UeSJzGt4ZbAPS85cCoztaP75f/EwsGc75s6aidWrL8SWR3dg08BBLFi8BKuvPcP2Z7f+bidw8ACWLz0Nq1edWff92LZ+PLT7VXT39GL16kubNuZm88SbA8C2rZg7rQerV1+m+96m32zH5oHDOP2MM3HtOxZIPQMbf/oaMNCHFeedhY1H1AXnFVdfY2tXPxH+tHcQeGMLpnZ3YvXqt+m+99vhV7B95DiWnXMeVl8yz5O/z3jgu5uRr6TRvmg5Vq9w/7fu2fksgCyufddluHTRFP71f9nxRwwXc7j88rfh3Nntns0Fz/5qG9B3BAoiuOraVTx9WJZv7HoWyGRx5Tsux8ULe/nXn//tdmwaOIzTl5yB1VctaeqYzbh3958AZPDfrrgE4/kyHt7zGjp7plg+g6/+bidw6ADOPdP8Od76u514pu8AFp92Gq69cvGkXwt5CctOc8J1AJVMJrFkiXpzrFixAi+++CLuvfde3HjjjSgWixgZGdGpUP39/Zg1S12ozJo1q84tj7n0iZ8xOvf19/ejq6sLra2tiMViiMVipp9hv8OKVCqFVKo+jzuRSEyam2QyjcWOcqWKfLlq6ooVBo7VrMDLCurO92S+BkdqLnyLpnciwep3IjFfxzuWL0H0K8iVqlJ/f6yWez6ls4V/Ph6NoAggEo3zr3l5/vNldeCdrUn+N1gdVDUStf27bPy9Hdr4W1Pq/1eqim/XoKywZqjqOWtJxJAvVVFF/fhztePtbrU+p8m4+gxXEfHsGmTStfTHRAwdbfUBDjP1KFXrn0cAyNZSD7uF6yYSi0ZQqiiIRL15FsqKuk3dkozzOqxC2fma50sV5Gpjn9bVZvn5RK2gXqlthzf7/NduA7Qk1XumrXbfFivm51tkpNZ+YLrw3Iq0JBP8b0zW9yYAjBXU69DbXn8PJWK1RbTwDnC6Buxd0tWaQjwaQbmqoArv3sXMH6AtFa/7G0m2IRGJeH4NsrX+Z4OZckN/6/i4OvfO6e3Q/TyrJ43EYp69hwDw5xEA8lWgy+XvHzeZBwDtPaqYvIebTbFcxYEhVSU5e04P3jymLvjt3knpmlvulI6U6WeS7B3k4TwQFmSPecLJutVqFYVCAStWrEAikcCTTz7Jv7dz504cPHgQK1euBACsXLkSr7/+us4tb+PGjejq6sKyZcv4Z8TfwT7DfkcymcSKFSt0n6lWq3jyySf5ZwjvuemHL2DlPz+J0Ww4c2SPjqh52EFYgDdKvlTBwJg6+czvbePuV34fg9G9KOvSREK009Z6yPhzDDlD80tAc+Irle2Ll1kfK9EMIIju8zluA6yOm1lT503qm5x6QAGi+5V310BrJms+DuZsaOUiZWbgIZLwuABdbP6pFWw7mwawez4WjVi6IAJCAbpnLoIWLnwSx8CK/s16QAGaC+Jkd++ya2jMnoGqi/snV9JcOVMuGnI3CnvujT2gAH8berOG4mwuckOmUOZOqDM69ZvZUZ/epaJrbCNGElpjcnMjEj+uAXfgS8Uxq6tFa+4tZWNu/hz7bSLhtemKH7iSD+68805cf/31WLBgAcbGxvCjH/0ITz31FDZs2IDu7m589KMfxbp16zBlyhR0dXXhk5/8JFauXInLL78cAHDddddh2bJl+OAHP4ivfe1r6Ovrw2c/+1ncdtttXBm65ZZb8K1vfQuf/vSn8ZGPfAS///3v8dOf/hSPPvooH8e6detw00034eKLL8all16Kb37zm8hkMrj55pubeGoIKxRFwYv7hlGsVHFoOIvutu6gh+SKQlkLRIKwAG+UI7Wgrz0ZQ09bgitQfjsvjRkmnYxEH6hCucIXF+Jinu06+hWAcBc+YRHCzmOxYn8caRM7cD5+X1349H1U2P+bTUjaZG/9qk/40MtKszA3n7ydmtOOcRc+8+OIeWzFLjai5YsVG8tghujAZ9Z7heH1AphZbDfiwjdcC6CmWtqYh6OJ64hFI2egMSdBrSVCDMl4FJlixdNFobEJuIifNubjPIDKu/5ZNu+2JWN1myF+HUNGeG5l5i6RfKnC3U7rbMx93EjYPTAGAFgyswORSETqedb68Fm4sUb8G//nf7MNP3nxENb//Ttt0+YnO64CqIGBAXzoQx/CsWPH0N3djeXLl2PDhg249tprAQDf+MY3EI1GccMNN6BQKGDVqlX49re/zX8+FovhkUcewa233oqVK1eivb0dN910E774xS/yzyxevBiPPvoo7rjjDtx7772YN28evv/972PVqlX8MzfeeCOOHz+Ou+66C319fbjgggvw2GOP1RlLEN4wki3xl0iYFBxG36j24vdyx7DZMAvzeb1tiEQifMIpOignzcYYQMkoUOJE1S4sAJj9rl/3Ua5YH0AxBargcC+wDvRdZgqUj0Esb+pamzTtFCitB5SzhbaXQaDT5O3UB4rtGlulDMd9CkBaEjFhrM7X3Om4GV4vHtnmgNZIt3bPSxzDUObksDG3auQMCAqUSS81K3JCQKMqeyXHd8hEMPawE/HrGiiKwsfRiAI1kFbnXqP6BAhKuItr0AjifDVWcJdBw+a+SAToCLCZMbMwZ7XPvDG2XQBl0YeP4df5B4And/QjV6rgjSOjp04A9cADD9h+v6WlBffddx/uu+8+y88sXLjQ0anniiuuwCuvvGL7mbVr12Lt2rW2nyG8oS+tBSCTfdI0gyk5QLgCQNZEd16van2kqR9+K1D6SUdmF48tgFPxqM7m1+/u7XzRk6hXkezUyGpV4SqILgUx5v/iMW/oZWWrQLGeJTYLeD8a6Y7a7P4D0HorFc3HMO4YQHmrorFUt1Q8yoNvmUa6w1n742Z43USUK1C1hRY7Bqk+UKyRroV66Fcj5okynKmlMJk0NI5G3J9/URFidZReBlAs/bgtYa1AeX0NCuUqf9cNpN0HUKz+aUZnfR2kH6nEAJAtNK5AsbmvIxnnKW8Mr3u5ieypKVBnzuwEID7PNn2gHBrpxnxK4SuWqzhS2wyWTf+frHjTsIA4qekXAqhSiBQcxtERYfyTfNIX0RQofQAVVA0UWzjJNNJli426tA0fG0AqioIsS39Laq++pET9wlihzI0zulq1Y2ABoKL4FwTm3dRA1QKXThuzF3YMJU8VKPtAwkmBGneogfL6PhIVKLbbK9NId7TWM6bHwZnN691rMQURgHQdV7ZY5vfVFIsUvrjEBsRkgNVAmV2LRhRArggl4r7WQJm5xvmlQGWF9LfjYwUoLtUKFnRNt1GgPK+BEuar8QYVKLOU6CAUqCVMgWI1jRbvJEVR+LvIbAMB8C+APTSc5a37xl0GsJMNCqAI14g7T14uurziqKBAhSmF79AQU6BUK+QET38LJoWP7SJKKVBFtgDWT/7cRMKHYyiUqzwIahPSL5ISgSgLRFoSUb6LD2gLd8A/JZBNkikJBWpMQoFix+CVgQFgv3gFnGugWLG3lQLldS2aXoGyX6yIcAXKIYVPq5/wKoBi9wwLup13rAFgcLzWgDce1aXeivhZfzMRmApqZmQSbeAYuCKkU6CCqYFi97/n9UOCAUOxUuXnVBaW9mcWQMUbSKNsBHG+cmsiYfc+5QGIx3NZqVLF/hMZAMAZTIGqvT/LVcV0HssUK3yODVqBOjCY4f+dLZACRZxiiArUZE/bMIPJx8Dk3zUVYQrU/CmqAhUPSoGqTSIzu9RJUEaGZ2kT7Ya8cT9NJMSif50Ln8TusZmDIKBN+oCfRhjqOFslaqA0Fz5nBzgvnRBHHQIJtqtudS851UB5vXstpsClXChQmvI2WRQogwufwzGw+qep7UlLEww/VeSJMGxXA8VS+CQX76Ka7ZsLn00A5ZcCZcw2OO6yDuq4TQDF0ii9PAZFUQwKVGMpfEEqUMOZIspVBZEIMLtL3cRsEeYzs2ea1f8l41H+7Bthz4DXAey+E1qT2nFK4SNONfrHwpkCxzg6KihQIRq/aCIBaMqJ3+5XbBKZVWtYmi1WHO1/M8JurYifJgxswZOMR/nfBTQlz+5eYIFId6sxgNJeoX7VQdWl8CWsa3K0FD4ZG3PvXfgsa6BsjBmqVYU7Z1m58MU9vo+YstCSiOrqDZxSmLQUPqcaKG8VBC0AdOfCN+RgYQ74m7rUKIqi2NajsSBQ1sZcVLNbfaqBsjOR8M3BzqAYuDWSYM59ZiYScY9VWIA9s9q/G0/hs1GgPJ7LxM08ppyy5xow30jTLMyt3UD9CsJFBcp4P4UNCqAI1/SLKXwhUnAYYTSRyJcqOFErwGU1UHGJhb8XMDOFmV1aIbDTbrxVH594AApUq6EIW0aBYnbgxtQNUYHyrQaKLebjBgXKZPwyKXx+qIBsB7TbIn3Erg+UuGNsaSLhsZmHqECJ94/TgpkZFzgFUAnPFSiDC19CMoVPKoCa/Dbm+VKVP9+9JsfiVv0Qa4HaknGu7PkRQNkqUJ73UNI/n26tzJkCNaPLzETC+/vIqKC5NZFITwIFigVQ4maeamVurSpzEx+L9y/QWC+0Rth3Qkzhoxoo4hRjIB1eBUpRFF0NVFjGz9SnjlScvzj97qHEYIvyaR0psM0sp52kjMXkn/BRgbJKgZEx4zDrAQWotRMshvIrnTVvsGLnNVCNpvD5kILlpEDZ1UAxA4l4NKLbaRXxehEvKlBiuoxTL6gRSRMJ72ugWB8odyl8LPC1C6BivI7R+/u/XKniPzYfwJ6BcVc/x9L34tGIaS0XMwaVXTyyVNNUTc32x0TCXMUHvFdgGXUKlEsnPp7C12FiIlF7j3ppo21csBtbcjiRtjGRiPlUh2aVDWGnKrP738rCHPAvG+TAoJDCRwoUcaohKlCTedfRjOFsSbfrWvK5h1KjMNVsbk8rl+ATPvdQYowLqgaraco4LCRZsaixBiruoxFGrjQRBaq+BxTD6x5ERiz7QBkK2BVFERrp2phI+LB7raWQmC/EW2xc+ET10rIOx2Mb57ygQMWiEZ4+66S8jkiaSMQ9Tv+pc+GT6BsD2LuOMfwyMACAZ/ecwD/+6g184bfbXP2caGJidg/xFErJxbtxM8ZPE4kWMxtznxp6Gxe8blL4SpUqVzRndJm58Hl/HxnH7z6FjylQZvOAvwqUcVOsxcYYRuY95IeJRLFc5e1YADkH38kMBVCEKypVhfdyALwtPPcC0UACCE8NFNsJnipYCQdlY86aD3am4nwBIatA1Xef92/xxXaNjTbAblz4jLt+gKDg+LSZkLdIxzIqUIVyld/fRuVMxGsb82pV0ZqYWilQNil8Yw4OfIAPKXyCAiX+v1MAwnrmmRXNi3jdzNgyhc9BMdH6bzm7OJarimtba7ewmizje9yJ0ay1Ax+gqR9uU/iYmydL4QvaRMJrB7hs0ZjCJx9AMUfHWDRi2lPMjwDEaFLjvg+UjQLlUx0au5eNcxF/h9qk8FltYAH+mEgcFizMAffnf7JBARThisFMQfeCCKoP1L4TGfz0xUOud5zF+icgPCl8ZotIvvD1WQUcFyYRNh7jxGqEKVBtRhtzH1U0YwNahpQCxVQ3m+Jhv1zIcoYUPisFiqV6RCP1yp+IVrztzfjHi2U+aZoFoIB9Ch+bZG0DKB6AeK9AAfaKGWM0W+I7vwunttn+fq9NAIyNdFkAWLGwPWZo9vHmFuaAv3WA7DqIm3gyDDsooG7rP7KGZ9BPEwn7FD5/FCj2vIrp/E6weqlpHcm6JrSAPzU4xkyJMZcpZJNBgWJzkfFdqrmxmqTwZZzNbPwwkdgvGEgAZCJBnGL0j+onrqCcl+769Rv49H+9huf2Drr6OVb/xHL6QxdACTtfybg/3ectx5KK84BIWoEypvD5mP5mXPQwmAJVtAlE0xZpE4D3PYiMMNWgxbCYNypQLH2vIxU3XbAwvA7E2Y6psX5IxK6RLkuzsXLgA7xXAY0KlObEZx1AHRhSFwvTO1O6vmNmeL14YQv7pEGBAuyPgdkM26t//jlRsrGO5ctSfbgYTjUgbvtAGeuR/KiBEhv3GvHLAY4pOIumtQNwZ2PO6qVY/0AjfizgjX2HxvONufCZKfpBuPCJ2G3qsBpUmRooLwPY/TUL87k9qhEWBVDEKUW/YccpqBQ4tpNxwuVOJAug2I5wWBrpskWk+NLUFr7BuPB1tiT4wtAplzlrYWOe8Dj1SsSqBioxgT5QgH8OWAzNxlxOgbJz4AO8Tz3R8u+t00dYc1ozJZP1ajGmf4p4vftbp0BJNKLdXyuWXuSgPgE+KFCGFD4n22MGV6AkaugA799F4j3O6mlkYCmkVil8bs9/1uDomfKhBipn8Q4FxF5u/rjwLZ6m3tNuUviYamhmYQ54XwcIaBt5U2sbqI2m8JnNA365UY5a1OPaqfhONaiAP5kUbN12zpwuAM6105MdCqAIV/QbbEuDMJFQFIUbWcg0sxRhKXyLp6o7aGGxYR83SeHjNVA+q4BiM0HmaOVkR2plY64FH8G58EnVQFk4HwH+OgkCQipi0r4Gym6yF+FBrEfXYNih/gmw3z1lu8SdUil8zX8WFEXRAhBWA2VTs8U4ULPrXVh719jheSNgplrWxh+JRGxTfhjjDg2MAX9T+MR7fNDF5pnTAjLqspGuMZ3OawXK2LjXCHeA89zGXL0fFtcUqPFCWaqROqApUFb1gJoKONFRWsPGymzU3brA2TXS9a0GyqIelz3bZm6svB+dhImEl9MYszA/Z043APV+8rpu0ksogCJc0W+wLQ0iBW4kW+ITlZONsBFNgVIngLCYSJgVr3IXPh9VtFKlynesO1viPCByUqDYTp+VhbivfaCMAdQE+kABmgW174104/a737yJrk3qG6ClYHm1meBkYQ5ou6fFcrVuAaIZkNjU4XgYBJarCq/hYue8NWGu+okcGFIVqIVTJBQoH/tYMdhzYKeamG3cGInpFCiPU/iEsbrJPmA1UFYpTG4XvzmDiYTXNVDGxr1GvO4jxmDv+RmdLUIdlNx1OD5u3UQX8EeBYgHTrJoLYKZYdpWyZtdI17caKIsAys5Ewun+B9xvIjQCszBnClS5qnhaN+g1FEARrjAWjQah4PQJY3CTBw8AR0bUn11US0EITQ1Uob4Gyu/aG0BbUAGqmsRqmhxNJCxqKbTUE++vQ5an8OnHIKNA2aXw+d1IlKeT8Z4+FjVQNgXPIl6nj40yBcomhU+sETI+01rNnXMamRfHII6HK1AJCQWqlq6ycJqMAsVMHbx5DthGkZi6J5OGOG7y3jESiUQ8v4cY4j1+YqyRFD57EwnXKXxcgfLWhc/YuNeIX/U3GSGdllmRy6bxcQXKpIku4FcNlDp+VoelKNq84ISiKLaNdL3u5cawSuGza01gN38xvA4ARQvzc+Z28a87rR0mMxRAEa5gNVAsl9xvAwNAH0C5efjypQrftVzEUvhCsvvBUgd0Lny1F7afKprowpSIRbmJhFMqRMawY8uI+5R6AogKlP61x5S8gkwjXRMTCb+aWDJyvAZKX89iVENGJZQfwPsgltdA2YxDXNgbd1AzPI3MToFqTEWTSR8Rd0jZOO3qDRiN1EB5sXgpVzRVT1SgZKzYZVL4AP/cNMWxunHiG+E2zs1RoIw1nV4rUOzvJWuNe414rWAyxGeRKUkDY3JOfAM2TXQBv1z41PFP6Ujyvzcu2Uy3UK7y94tZABW0ApVKWG+IsOtmF0B5ff6ZhXlbMoZZXZqCGWYjCQqgCFewFL55vcEpOP2j2gvbTQ1UX+3nWhMxnocdmhookxeglv7m3zVggQTbkeYKlMNLkDfSNdqY+1T8DNSn3TCStUWlVTBdqlR5oG5WAxWUiUSrgwJllStvJO7xzqmMA1Q0GuELeqOqI6OCNJL+U60quPG7m/HBB563DaTY+U7Go7wJa6vNYgVQF7zMoWzhFPkaKC+ugS4ATAgKlMMxKIrCz71jGqhP/dzEAIr1FZJBbKRrhtseOPUKlLcBlF0PKMCfJrSA9iy2p+JcxZFO4as9D2ZNdAF/FaiOlFa/K1sHxea+iEVbCL9UQCsbcysn00pV4ferXRq0WydKtzADiYVT2xGJRPhYwtxMlwIowhVst2ler2pD6beBAdB4Ch8zkJjb26rVvVSqoShiHDexMec1UD4GgeOGWixuY+6gBForUD6aSBjc6xgJByVvTNihNNuJZ4GsH82AAS1QcnLhG5XoPg94n4I47JA+xbBSdcYtDEhE4g08CycyBbywfwh/3H2CL0rM4AYMgkqWcugDxXL9e9oStoEjw8sUOHFRn4zVH4PVOzRf0pQrWQXKaxVWDPbc1EA5qaBuF+/cRCJhrIHyJh1J+3vmC+C4T5s4YgPh6Z3yKXyKomgBlGMNlPcKVFsyxlObZQMosX2HWVsIP1K5y5WqsJmqfyatFGUxQJFxMvUsgDqhV+R5/TQpUMSpQKlSxYnarh/z8Q8iBU60UndjIsECqDk9rXzRCwTXy8oN5iYS/tuY83HUXn5aI105G3PjDpifdVxWjSidTCSYktORiut63jDY4suP61CpKjzQa5FVoJxS+DxOv5IN5Kx2UGWMDBpppCsGxkM2lthsQZISFq92fasAof5JwoEP8Hb3nS3qk7GobuHXYhF4M9hCLRKxVj4YfjX1LjRgIlGtKtI1ULLpS0ZLcZYa6V0Kn7kBDsOvNOKMkNKp1UA5p/CN5kr8vTXNIoXPawUE0LvBdrhcwDu5mvqhoIkbPXU1UGweMDzP7PgSsYguVdqI1yYSTIFiPcSYijfu0kp+MkEBFCEN20FKxCL85RlE8NHXYAofc+Cb29Oi24kNQy+oMZNahHgAAZSW0qO+vHkfKJuXYKFc4QurOgXKx/S3vIUNsJOJBG+ia5HGlGhSCtzPXjqEy//5SbxxZNTyM+LuorEHjXEhzHbdHVP4PE7/kXHhAzRrcGNdY0ammWsDixd2XQFgKGO9GGeLYnHxwerorNQbpkDJOPAB3l4DzYFPP907pfDx1MlknKcuWuGXiUReZ2Mul8I3VihzF0WrZ4Ev3htM4ZNx8pwIWuNe82fA6zRchqjgsBQ+mWa67DPdrQnLZtp+1BCJDd3ZZt6YZA2UnYU54M8zwN5Z7cmYbhMYEDZ1jCnQeS1otHuOvb6HjDWh7Pw7pf9PZiiAIqRhqXMzOluknMu8G4f2wnZjIsECqDndrXzRC0x+J75CucIn5k7BiSwZ8y/4YBjNLFgeud0untgjqt0QvPhpwMBUMOME7rT4cWpIG2tSHdeGbf3oS+fxhx0Dlp/ROcLF7ftAaSYS9qlzXitQbPe/28aFD5iYAhVr4FlI6xSokuXnjCmTgL3jFeDOQALwWoFiro3GAMo+CDRLG7bCNxOJBhQodv+1JmLOi3fJ+ydn2IzxugbKSYGKedgHjVEWWlh0pOKaiYREDdSAQ/oe4E8dFzf/SMV4c2i3KXzOCpR3z4CVAx8gPs/6vy9rBMMVKM9S+GoKVE2VZyl8bntxTSYogCKkYRbmM7pSgagfjP4Ga6CO1izM5/a2IhaNgG3GTPZeUKJLkLiYYbvWfo5/zFBU3sb7QFlfB7ZrmYpH61LgvO5BJJKrTSxWvaiKFmOw6wEl/vxEi4dZEMpSTc3I1xZoybiWjiUqUGI9n7SJhNc25pIKFK+BsjCRsMvfTzSw+GKbAYC9AsUW7XoFyt7G/OCQuxQ+L3d/eRPguP6+b3GogRor1Dt/WhGEAjWULUrVTg5n7R34gMZNJOob6XpcA+WQwudp8CHcJ22pmKsUPqZAWTXRBbRr4GUfIraZ156Mc1dP+RQ+BwXKBxXQ7p1u1Yw8Ixhn2OGlkY1oYc5T+KgGijiVYA58MwUFyk/1A1AXA2K9gpsUPrEGKhKJCCra5K6BYgvItmRMZ2GbiPt/DcYMu9JsErKrgdIcgEysX/00kShqFuwiSYfFj1MPDa0GamLXYVwigOJW7MIxsNocRdGPgQcuji58tefAg4lTURSeSuhoImHRCFLGCa4RBYQFxgAwaFMDZaZA2VkGA1rB9MLJpEAZU/gcVDQx9ccJvzZCCsJYFUUNopwYcXDgA9zX32iKkD+NdK3Sjxl+1GHqa2m0FL5hobG9FSzIslOgeADi4T0kpiB2uFRAzOqQRfxIQbTLhrDaEBmvbYQ4PcdeBuHMwrw1odnf8+wV6gNFnAow5WdWd0sgPYiA+nQBWRMJRVE0F76aAQYPoCZ5DdSYRQpTwkfzAsa4oRO7TA1URggAjfi1cw1YKxkJh8WfXQ8ooHn1K1IKlKEHFKBfGDO1pCS4NQWpQI0XynxBIatAiQGU3oK3uQ5SOgXKpp6mYKZA2ZhIFMoVHB1Vr6G0AuWlC19JUy1FrFJ+GGyx6WRhDviXimtcHMrUQfEAvr15jZitTCS8bqRrbALO8MXBrqB3Uu1tS/BUeKeeXLyJrm0Knw81UEIjYNaYW9rGPGffmJynIHoYAMooUPmyMYVPToHy0kSC14RObeN1WKRAEacUTIGa0ZUSehD5q96I6XuA9eRvZDBTRLFcRSQCzKx1QmcKzmSvgbLa+Up4qBxYj6U2ifAaKOeXYFYo3DXC3bs8PgZFUbjiUNeA0KkGyiEVTqufmNh9xNIjj47kLK312WJep4YIC2O2WBYNEqxSDxni4qvZlv5s8ZqKRy3rTxhmaXGiBa+tiUQDCkhaDKBslAwzBcquke7h4RwURd1hndZhr7oxvO0DVe8iCDin8MnUnjH8auTKFofsfMnUQfEeUDY1eA2bSCT8aqTrkMLng5tpxlBLE4lEeFPcgbR9Gh8LsJhqZYbbNEq3KIrC3yftqRjPnpBtpJueBAqUXTaEVQq08bpZ4WUK4r5a/dPiadqGklsXxMkIBVCENEyGn9nZIvQg8jf4YEYWLJ/dyT6bwQwkZna28MnOqf/PZEFrJKp/afK0JR8VNGM6FesDlStVLF+8XIEyaeKX8CmFL1+q8utsDCic7OCdUviatXhkE3m+VLW01c4V1TGKKXyRiGZPyxbDIzktX19M+zRDrEtrdgqWbP0TYB6UsHsnHrW34G2kka60jbmJAmVnwMAszBfUGkbK0IgNO6DWlvx8y2HbWlCewmeoP+RpiBapq2bOn1b40QMH0FL4ZnerC3GZAMqpBxQgLN4lT7+xsa3TJgxDURTc/uNX8Pc/fsXVZoVR8TLijwJVP4YZtc1Ip15QA2n7JrqA9wpUvlQFO+XtyThPQ3efwmefyh1cDZS5G6uWeWG/geWliYTRwhwQslcohY84FWDqz8yuFt+UAyPMwpylxsjWQB0ZZvVP2g6YU+rWZIGpPkYbbV6H5oODHSNdVwOljcnqWvBdPzMFyqdrwCaeWDRS5wTo7MJnbyLRDCv2SlXRnT+rND6znkSA2ANEPQY3gUtcCLCaPXnK1j8B5kXQohOcrQVvA06IehvzxhQos3ve2DBShkYXX/ds3IX/+bNX8eutRyw/oylQ5rbHljbmblz4GghgG4EpUCwN+8SYfA2U3T3oxkFNURRuqMAWgZoLn/18lM6V8autR/HrrUd5RocMzi58PlqAC+/8GZLNdNnm63SLHlCAqIB4cw+JanZrIuY6hU/WxtzL+dgqiwKwq4FiGyH2c4HbXmhuMGvr4NbEYzJCARQhDTeR6EoJBgb+qjcsiGNScL5UlXrgRQMJBgtAgugD9dyeE1j++Q341SvWCx+GlQ2pnw52fCyGXbhUPAq2/rbq56DlnddP/jGfFl4sXau7NVG3EOcBVIN9oJqRPmOcxI9aBVAshc+gxhgVqFHJHlCAtnABmj/5D3MLcwkFyqQPFN89teh/w4gxJ8QGbcztamnMaqBYzyqz4OPgEMv3l6t/AhpP/2HOVoeGrOvmrPtA2duYy6b+AKKJh3fvolKlygPMeb3qQuyEjXsiY1hGgeLvIedxFIVxtBpqoKqK/Zwopo2ytCYZjIqXkWalEduRMVEymKJ03CmFb8xZgfLaRjtb0M5hNBrhxyGbwudkIsEDEMWbIAQQ5iKTely+AWWZwufUDNu7IJxd/1nd2gZ2W9KdAjgZoQCKkCJfqvBd7RldLYEYGABaDygxl1Ym75xZmIsBlFPqlpd85+m9SOfL2Phmv+NnLU0kAkijNFobRyIRrQ7KQorP2ihQCZ9qJ0ZtgiAxldMsrUYMvsxoxu67cRfu8LD5gjhnsRNtVKBGcs51HwymJgPNvw6yTXQB8xQ+GQc+QDNUcRMAiiYSwzY1UHmTAIQ52JkqUIPMwtx7BYqNe1CqEbBVDZT5OWskhc/L9CXxvpjX60KBkuiHpi1+nccvLlDbDI10Afv5SFwssvtEBqPrnxF/FKj69zirabJToPKlCt+smG5TA+V1GqLmwKeOn71TMpJlAGzus85E0O4Br6zY5VL4DCYSkkqy2zpANzCFf2q7FkAzJdNNL8/JBgVQhBRM+WlJRNHVEg/EQhsA+nkKn7Y4kUnjY2kcYlF3Ih6Qk+BYHn/acwKAXBd3q9zrIALAcd5MUHsZtzlI8dy9yWQHjKeCenwMdkYQqZhmA242eds1LwSas/tu3IWzTOGrTY4thsUwTyFqQIESe6I1+3kelSjgZ7Sa7KBqu95yPUxcmUgINubZYsVSiTEz7mABrLFgG9A7Tsmi9RJzGUDVGgC7VdAAbcFllXY22RrpioEeT+GTqoFiKXzOCpSMgsMWfIlYhF83MYCyy2gQ6+72u1CgeMqghRFLo/ePG8wUSZkUPjbHJeNRSxUf8D4INCoxLBB0q0BZHUNMUPK9ug52m3ns/VQs67NyZProAUIfriaPXVEUvsEzRVh/kYkEccrA0vdmdbUgEonw3SK/gw9mIjGnp5UvCGSMJNImQUhQNuaPvHoM7B0lswBgfRyMCxm/nRAVRanrAwU4O/FJKVA+1UCZBUEskAbM72feSNfKRKIJu+9jhkncKoWvYGJjrv7bqEDVJloJ5QfQGtE2XYGSSJ9itJj0gbJSX400soAUFSjAuheUqQJlUbBdrggNI12k8DW6eGQKlF0NF1vQG2ugHPtANWIi4YMClYpHuR22nfLGGJboA6U5wDmPw+jAB6jXj82J9gqUds+95SqFr9bDLsgaKJONMJlmuiy4mtGZsq1j9NqEIcPTIGv1u7U5bKxJJhJiLalX18FOgRLvR/G9JPsce3X+xwplvrE1tV17Btl9RCl8xEkPU6CY604QNuaKovAAalZXi7YLLKFA8V4+wssvKBMJseDbjQJl3PnyuxdXoVzlE4P4MnaS4o0Tl0jMh4UXYB9AJUUXurJ1Cp91HyhmYNC8FD4rBcoqha+uBsrBet2ImyJ6N8ikTzHauDGDNgbZOpxGGommDUGrVS8oMxtwtlgpVRTd3zw2mkepoiAZj2JWl3W6khF2DymK3CIeUK81e+ZsGwE3mMLnLoDyfgEvKoFTazvZUil8GTc1UPIpfMb3mYyRRMMKlIOJhJ8ufHoTiVoKn40hxnGJJrqA9wFU1lDD1VkzVZBRQNQ2GHImEoB3vaDs5jFRIc9P4B0KNLeGi71X25Ix3Rg7KIWPOFUQHfiAYNLHRoSO5zO6UkLKj/MYzApAkwH0gXrr+DhePTzKU6bG8mXHANCqH0vS5yCWBRKRiF5NauMdxS0UKBsbVc0C3OsUPmv3IjGFrVDRX4t8qcLvOatghKVuTGTS5LU+tWvMavaMaJbaDi58TPmRDKDiHimBI3z3X95EIm9iIuGsQLlbfFWqCv/dM2u76Fa9oMwVKHGxoo2X1bUsmNLGawpkENN/ZNcuYt3WoI2SrQVQRhtzexMJVwGUD+0IxOswrUNToOzswEuVKlcYZFz4ZO6frIWluJObJ6AP2g8MZaUXqjxos0jhE8ff7F5ujIxJPz8WFJ0YL1ieO7ZJaNdEF/BexTRu5LH5KFu0bsHByJe0zUMnG3PAm/lMDOKs5jG2JsiZ1JHKpkEDzb0GbHNnSrv++WPjIQWKOOlhMvzM2kvQj5x3I0x9mtKeRCoes7USNpI22blhQaCfaYi/2noUAPCuM6bzl51TGp9Z2hzg/zXggVwyrlsccgWqYLUQq7e/ZSR86h9j18spEtEmHqMaye6baMTaCa4Z6W9sEjlzVicANSXLLDU1b2KpDVgrUDKBC+CdgjDiIpAze57t7h0Rt20VxLqHhVPUVLshi3Qwq+bFLOgWd3tZ/ZMbC3NAv3stewnEtL10vmy5cC8IqW8iXIFqRg2UDwqImQJVqij8XjdD/J6dGssDEIngg9Uj1avA+k0MM8T7rliu4uiotXui7m/aqPiAt0YwDDMFampHCtGIes9apVOy9H+7JroAwBIBvHKwyxb1G3nife1kJMHSfdV5wDyIjUQinqpo44UyfzdY3ctmmyJuU/iA5jYz1gwkDAFUUqvZCsLIqxlQAEVIYVSgkj50PjfSZxhDq0nNhBVmPRz8drFTFIWn7/3FhXP5jpxTGh/bQbUykSh7uOuoG4eFjSvbibXaSbLasQWaGwQ+s+s4fvrSIdPvOaW0WVnap/l9k7BUFJqR/sYWVrO7W2xVKHavtybsFagRlyl8cY/UTDe1WKZ9oCzq/4zEXPaQYde1JRHFzJq1rpURg5kCFYlETGuIeBPdKfL1T4Bx8SL3M8xAgv/bQkHjCpTxnuHjt0/h63ToHwP401JB2zyIIhWP8ffQCRsDjeGMZqNv11DajYV2zkSJATQFyi6AMtbdsZ5hTmSdaqB8MDDQaln1tV9Ta2qgWRrfnoEx/MfmAwD0zrlmeJ3ObWyJkIrH+BrAyUgiLWSByNRxeXEMbA5LxqKWTcXNekGx2jXHACrizT3ENqamGnqAiYG41ebrZIcCKEIKrQYqOAVqgAdQ6hi0FD77l1+1qvAgxKwGyq8+UFsPjeDAYBatiRiuXTaTOwLaLQAAYRFptDEXdh39qOPiO1mGxayWy2zhwmex4ACau3N9x0+24tM/f40X8Ys4WZFbpXOOMgMJi/onoDlGGKJdN7PaN6uDyluYSFjXQDnXHgHeNYHUFCgJFz62IVI0m/zte5i4VTLFmki2M2plxGCmQInj1afw1RSoaW4VKNECWe5njCmHVgGgVQofN8IwqUGoVBWuerhRoLxN4dNfB9aU1U7B7zPMGVbEXdR/WNUjydRAGTeZ9p0Yt/1bDLap4NQHCvAhADHMQzMsNgL703nc9IMXMZor4YL5PfjrSxfY/n6vVcysiZrdIZlGNiZspNnR6DE8sb0fm98atP0MNzMy6WXIMLaCqFYVzX7ehQLVzGtglcKXiEX5vDsuaSU/2aAAipBigDfRNdZA+aN+AEDfqOYECMgrUJliGWyIuhoon+u4fl1L37vunJloT8XlFSgL5Ud0j/O6hkgdh/kk0ubUB6o2OZnamDdp57pUqfIXdd9ovXIzatOAELAOpu1yzhnN2DnNCLujc2s9bo6Y9IIqWKXwGRUoFzbmgFiL1rxnWVEUjNb6UfW2N5bCp7nw2f+8251fthjpbInzid1RwTEGIPH6eoMDQg2UG0RxRPZJHjYEfE4BoJsUPjGlyax20YgX948RrkDVlLNpMgFU7V0wq7vV8jMAdOqy0zHkLBR1lj4lY2PONl32SShQpUqVvx9lAiivDAysGqKzAOq7z+zFC/uG1FqdfAk3/eAFHBnJ4bRp7fjBhy+xVM8Y3rvw1V83tjngHEBpwYsdjShQg+MFfOI/XsJHHnzR9t7RNsWsAyGtObb6e7KlCl/7uEnha2YvKLaxY0zhAzQ1MxvSOijnrSWCgLaLwFSThCHnOhGzlrWbhTGFr0XSRILJ78l4VLfw9NOFr1yp4pHX1ADqfRfOBaAV1dotABRF4ekFxgBK3LUulRVATmxoGCtLaV6Ma5nC56xATTQAFN2tzBzJnAIhq/QbM/dGI4kmFNCPCerenB71/jazMs9ZKFAtQu67WGwsWwPlRS1apljhz5abPlCZQhmVqoJYNCLUXTgoUC6vwRh3VkygtzaxO6bwGVPgDIpZuVLFvpqz2pIZHVLjYLDWEOWqAtnbyBgwWdWgFHgKonnaZ6mi8PPNYO8cNV1IIoDimwjeK1AsUNGc+JwDqNkOjohu6j+sFCi2ISeTwrd0VifeOJKWaqYrupQ52ZgD3l0Ds0a6AHDV2TPxh53HsfmtIXzgu5tw3txuxGMR7Ogbw/TOFB76yKV16oMZ3rvw1StQsr2grDYxjTTSVH3/YAZVRb3Ou/rHcO7cbtPPOfUjBOpT+Nj7MxaN1M0ZRsRNnOam8JkrUIB6LYazpdAaSZACRThSqSp8IcnsiONCwOSXCxxLI5xVq1mQNZHgi6UW85x1P1L4nt1zAifGi5jansQ7l0wDoO2g2ilQVtbhAHRB60QstGWxroGyV6AyRetFcLPs8MVicbOFcNrGREIdh3lKqtPPAc3JexedFuf2qOqFfQqfdQF7rlThxihubcybOXEyBz5148J5qpnRlUJnSxyFchX/9fJhAPrURjvcNtIV+8JJp/DVKVBMwVHP9YGhLEoVBa2JGOY4KB5msGOQVqDcpvBZBN1AvROfVbquFf7YmOvVV82JzzoF+hjbdOu2D6DiLtKXNEMH82dQRoE6b24PADkrcxagiy5rRkQDAz9NJADgg5cvxBPr3oW/vnQBUvEoXj8yilcOjqA9GcMPP3wJ5kuqsV61UmCYKVCd0gqU+RrCSCPZCIeGtPf89qNpy8/JZEMY60jZ/daejNnWbgHemWBYpfABYjNdqoEiTlJGcyUuAzM3rYTYO8eHxTsgpGPUdhPbJPtAWTVC9dOK/eldxwEA1583i6etyaTwWVmHq1/Tmjf6cQxWi1lWn2LVT8Nq4gWaV3SbFgIoMzc1RxMJi8VPmqduWE+cWv2H/TGMF8p45eCwacqr2KuDKVBuAihRgWLHmohFLFN+6o6BPQtNfJZFBz6nyRtQj+mTVy0BAPzLhp3IFMq61EY73DbS1QJjLYXPMoCyUKCMNVt7BtR6liUzOlxZmDPYfeTWhY89Q65T+ARlyfgOlW1gzPDKhEQkb3ATlEnh62cKlEMAFXVRQK/VIzViIqGe1+XzVJXh4FDWUTXlJjwJ+0Ww1wGUmYLDWDKjE3f/5XnYdOfV+Idrz8Rli6fg+zddYqmmmOH2/neL2Twka6WddlkD5eY5EGt2tx0ddRyDTADFVPNMQdsoksFNQ2lZNBOJ+gDKqQXKZIcCKMIRttPZ2RLnE6VO/fDJhMHoBMheFlbmBQyrBnishsiP4IMtbhZN1ZyIZIqgrazDGX42NG6kBkq1KFV0nxNpRvoboFegjKYcpUqVj83ahc/8XpBpSBuXdKS861dv4C++/Rw27a0vFhZT+ObZ1EDlLG3MNQVKrH+SCVyAxiZ+J4Zd9IBi3PS2RVg4tQ0DYwV89+m9uvNih9vd6zEzBcqyBso8bdJYsC0GUI2gWWnLfZ6dX1ZvZaXEWDXSjUYjfNGfN7zDZXvHMPywMc8bzDymdarX7bhNM91jhk03K9zUf3BHPItWAnYKFDuvZ8zoQCoeRbmq4LDJc67/e/ZNdBkJdg08mAsURbHNJGBMaU/ik1efgZ/8j5VYefpUV38j6rkCVZ9Kzk0kmpTC14iCIypQ22wUKJm5qMVgJiSbAs3wQgVkjXSntNcbubRzBYoCKOIkhaXiiI0IRfXDDyvzQrnCFwg8hY/vANs/7GMF89xhq94/XmD28pvGFCibAMqqBxSDpVL60cvKqp+EXQ2UGNya25i7699jRTovKlD6BZVYH2U1AVqlc7pL4bO/Bm/V0nX2Hq933hJ3R1kKX186XxdYFixtzOsVKNn0PUC7j5q5AGbpSW4MFVLxGO68/iwAwHefeYu/e2Qb6UqbSPAaqDivgRrJlkwD+bxlDZF+sTLRAIo9C/IKVEn396ya6TIFLWlifWxccDH4zrW0AuX9ZpRoYw4AU9slFChD2rcVOhOPBlP4khIufGLtHdtM2+dQB+XkwMfwMgUuX6ry+9JJDW6UuIcBICAoean6FD6nBbx0DVQDZiqHRzQFavuxtOX9Z9fLkGF0Bh1zuRHC04hd3kJVocxDRFEUvm4zM5HooACKONlh/UZ6DTvJfPHugwLFXACT8Sgfh2wNlOi4JeJnI12zRe10iRoopxqQpI8KVLqBGij2tWQ8qkv7ZCSizVegjMX07HsdKU1BrRuHxb2QzpsH3/qflQs+2OJpKFM/0YwLC9bpnSnEoxFUqgpvYM2wtjE3V6BkYSYSTgvgE+MFadfNXf0soOiUHgcArDpnFi5bPAUFQb10CqDiLk0wxgRzkN62JG+KO5ytvzZWCpSx3qBZCpR8H6ii7u+5TeEDzPvGAO6a6AL+KOFs84ClHk6vKVBW5hn5krDp5qBAuakhyjVYA6Uoim4hzqzuneqgNAXKafHuLo3VDez9FInUb940CzfNjBuBpyAK55GbSDQphW+iClS2WLEMqKVqoAy96TIWm55WNJoGuu6nW3HxPz2Bg4N6V8lsscIVcPMUPvv66ckOBVCEI1oqjsHH3+PGdyL9Qj8PlpZkTKGxYszCSc3PPlCjJotapkBlixXLHRinWgQ/+3GNO7jwmR1Dltew2LtHVZWJdaBnQTJQX0wvM/FYK1DONVAxyeCDBaBmdtnigjUWjWC2RR1UTqIGSnPgk7dllJn4f7+jHxf/0xP4t9/vkfqduwfGAKjpSm6IRCL4xz9fBjH7ULaHiezuu1YXqZ5vVttpDEIqVYUHcUYFStzAqVaViStQLgIoRVH4fbRkulMAZa6gAfU1E4wxnxZebjDW//EaKIsUPrbplopHpdJIZes/rAIapxoooyHQolpjWacAyso23YiX10Csw2qkvk+GIG3Mx5qlQLl8D1WqCndbZUG+VRqfTGaBsbVLowGU27l481tDKJareOXQsO7rbC5uSURNU/id6qcnOxRAEY6wHW2jApWwaD7qBdzCvFPbSTRrvGmGlXJi5bzmBfzlJ5zD9mSML8Ks0lCcGvj5aYRhNRa2uDWrRcvw3VqrAFBvh98oegWqaPo9u8nPKp1TZtJKSE787PyZBlAGswTm4ma0MmcL3fr6C0GBqvVe6mkghc/uGrx+WJ3Yn6kZojjBAoozZ7pToADg3LnduOGieQDU59RMPRFxq4AY03qtjCTEdCzLPkqlKo6O5pArVZCIRbDQZQ8ohpsaqFxJ29k9Y6YaQFm9Q6xc+AAt8C5MUIHyqhGzSF0KXy2AypXMN6DYnDG7u0WqFpB1hXA0kbBUoOxT+IyGQIt5Cp99LyjZFD4v6hgZbmviGsHrkgC7RrrOKXyyCpQ7FbAvnedtYK48awYAayMJp16GgPaMs2fFbQofM1NxowKWK1UMjKnPmnHDj6nDU03qnwCgTdLEY7JCARThiJUC5acDXD9r5CvksrNFZLZBBSrpUwCoNhStX4hHIhHHXlBOdsJ+9rKySidki34zK9Ksww6YaEYykcWXsQZK3EGTCoK4AqU/Bpk+UDIW2sVylU9qxjSxUqXKF7ns3LJmumKBuaIovJDeypK6UKrwDQ+npo8iMosX9hzt7BtzTOMbyhS5mcfpM9ptP2vFp1YtxezuFly2eKrjAljcfZdJMTSm9VoGUIIyYwygxHqD3bVgcfG0dss0USfcKFBsnKl4FPN61YAtnS+bvsuKXIGySeEz3Pdst17ahc8XG3O9AtWejPH73szC/dio+uzMdEjfY8QlF7/ZUs1EwiKAsspoELMJotEIFksqUFzxckid0zZBmj+fZWwc+JqF2+DDDVYmGG5NJJxszN0+B4eH1OB5Tk8rzqs5FlpZmWuOsN6l8DViBtM/VuDvLOOGn10PKHFcWbIxJ05WhrkCZUjh87H+hhcDd9UrUHknBcqiBirJU/i8HX+2WOEvVOMinjUmtqqD4qkDDgHIRGuIZLDuA6WlDRhfvCzoarNwARKbAU/kPhIVKLFvGSBXx5SyCES5iYRtDZTzxD8mjGfYsEgXdz/ZAmVeT70CVaxUeTsBOxe+UZ7C50aBcn6W2XkcK5RNLdZFdver6Xvzelst1UcnZna14KlPXYH/+Oiljp8VA3GZyd8YGGsBlKHmrLZoj0cjdYGRaMCwd4Lpe4C7GihWlzqlPYme1gQ3QTDeW4BYA2WSwhe3SOFr2MbcewWKBSqRSETrpWeyAdWflrMwZ7BzKN0HysKFzyqFb9zwLmcB1OHhrG0auZXiZUQ2AGwEGQe+icJSKL0Yv5UJRod0Hyg5O3CuIkvOZYdqG2Tze9twzpwuAGoKn9kmUGMpfOr/u03hc3MNjglzgdE51q4HFKCl9o+TjTlxssJd+NqNNUT+KVDGHlCACxMJiwW0X+lv7MWXjEXrdhGdekE5mUiwSdMXFz7LGijt38ZrkTWxjhURG1hOZPda7AMF6K3MpRQoExMJRVH4rp/dz8YklNi0sMNpTOFjk3NKMNqYUwugxEAlL7hN2rnwjTTgwpeQ2L0W68x29o3Z/r7dE0jfE0nFnRtAAnobapn7yLggYha7xvTPgoVtPAC0CCnEWv1T48fLF8BwPt4hwRk1Go3wBYpx/PoarvrpPmVwEmRYOW5aoW3keG9jLvbjsusFxSzMnZroMmRNDHIWaclOjdmN99z0zhTakzFUFbUflBWyJhJe1kCxTZ5GN0NkiDXgYCeL2GdIfHfK9oGSbaTrWoGq9YCa19uKpbM6EYtGMJQp8vRTETc25uy9xRvpyqbwsTRWFyl8R0e1sR4d0Y97yMaBD9BS+MwcfMMABVCEI5YmEj6mj/WZdJQ3umBZkbbYPfKrhmtUUDGMi0EeQJmkoADiTrBFDVTcHxWwWlX4LpHxPKbiUT55G3PJzQp3RaLRCN/5bWYAJaZiyUw8ZoufTFFT1OxS+GQswO0UKLMgea5JLyi2gIxFI3WOhqIClW5AgYpJGMKIqt4OpwCqvzEDiUZJuKilUxRFUBbVc84meOO1yds42IkbOLt9V6D0O7s8gDK8R8T72bwGylyBGq9da9kaKJn7Z6KYNZFmCr5ZAMU23WZLpvDJppBZ9WUSn0Ezxgv6cxqJRLBwqnMan5VtuhEve3FlXSoZjcBTWD0cf1tSb4LRKRFAiRtpzXbhYw5886e0oSUR4+/LN47o0/jypQp/lm1T+AzGWhmHEgAjjaiYfaPaHGWVwmfmwAeINWiUwkecpFiZSMR9NDAY4CYSWjGirImE1e6RVfPUZqPZSte/xKY5WJmPOSxkEj7VoWWKZZ4+ZlTDIpGI1lHcMBHZda9nNCP9h01wbAITe+JojmvuFCi2yE7EInUW1iJxmeBDUG8yxYqu0DxjUug7R0jhY+kcfAFpWssiKFAN2Zg7KwiuAqhaQHHGBBUoWXQKlMN9lC9pbmjsnui1UHBsFShhscIVqOmNB1AsEHdTA9VrDKAMKYjifZY0qc2y2oRym/ojo2BOFG4iIdz/7P1pVgPVx3tAtUr9fnZ6GjWRcFKgzMyMeB2UTS8oty58XswFPBXbYQwTgRkYyNYxukHbyNPfzx0SfaDE1HT5PlBy10BUoABgGU/j0xtJsLkoGgE6bFRAYwqfpiTLXTfZNFYRUXUaK5T1hk42TXQBeQVwskIBFOHIsEkjXcCfSZPBHsRpQgDVlpRUoHIWChRfNHur3tgpIBNN4eMqoMdW8kwJs3JEYyl6WUMw66RAAcLi3eYYFEXBJ/79Jfzd95833aFk53h+bSISF8KajbmNCx9TI4XFj1gnY5dGJjNpjhmaDI4IRhJmltFzawFUpqg1xmX3uXHnGzCvgepuba6NuT6Fz7zQmcEDKJ8UKDepoOy6xqJa4D/V0oXP2oCBKVCHhnIYzZUQjQCnTW/MMIONB5BUoPg7WX2nMEc6q/Gb1XAB1o10G7Yx9zKFz1SBsk7h42nfsil83Mbc+hjKlSrfZHHrwmdWR8N6Qe2TUKDMnnsRTxUol6YijSA+w80+hIxFIMHmrTEbE4kxYXPOOYh1p+AwkyBmBHPOHNVIwmhlLmax2NnIpwwmEloAJbeZ1ogCdWxUrzqJKpTmwmdfA2Xm4BsGKIAibFH7jZinBPmVwlcoV/iELj6IPIVGVoEyLKD96gNl14dous0CAKgvPDbC+0BN8BiOjOTwnn97Fj996ZD5OIQFlVkw0WbRz4HXQNlMvDKLr0yxgse39+PZPSfq8sNFl0O2oztoUgNll/rA1EhRgTLr3WWGjH2wsUu7WAdl5pTUkojxe53VQWlF9GZqiKhAFaXGrTsGCTVZDAL3Hs9YLhRHskW+ITCRlDY36BqhOryPNEti7V62cuFjC5GUjQLF+l2xNJxG4QtgNwpUbVNrqkUKX6FkHQAC2jHU2ZgX7JVvIzIq7ERhwaB4jqdapPCJTahlTSRkanBEx9e6FD7mhOlgIiE+54unqc+HbQDFbMwdXfi8uwbjPAXO+xoooPlBoFU7DbYxqTbtNr9u7NqI7wsr3NRAlSpVHnywjb9zawqU0YmPz2EOKYQtBhtzLbtBUoFqoJnxsVH9fCwGUE4ufJoCRSl8xElITsi9NSpQftmYM8epWDSie4GI6SdWkn+hXBEsooM1kTBb0E5zUKCc3H+SfNKc2DH8cddxvH5kFP++ab/FOOz7YHA7UqMCZehvZEZC4hiGhIWhcbGUFWqV2IJETGViwYtMDZR4L/CUG8cAynnhYtzhFBfqVuYcxjoobQfexAygFlRVFW3crlz4HCZ+sQ4gGlEXOHsHzBd9TH2a29Pqqe2xEdleRKMmrpzWfaDsLMDVr7FTNpH0PaAxBaquBsqij5VZAAgITqaGRb/Txo0RbRPB3Xto7/FxXPbPT+CBZ/c5frZgcv9bNdM9MV5ApaogFtWc+pzgCpTNBWCbdbFopC4lMhmzr4EySyVfXFOg7GqgcpIKlJeNaDUFynsXPqD5x5C1CCTE95NZGl+lquDLj74JALj6rJmOf8eNEntsJI+qor5bWCYKS+E7MpLT1WPKzGGAtqlcr0DJKsnq/7upQ2MpfHNNjI94Cp9jDRQpUMRJCFOfkrGoZc631wYG2m6rXr4WJxTrSUt9MCOR+sWAX32gbFP4BAXKLAh06gMV58rJxK4Bc/Xa1T9uughix2D1Imb3hjGXWWYHjKtoNscgBkTGAGpUqFWaZ5LC58aFT7yPuNGAZN67ffqbdQqf1TU2Tki2KXwmQZU7Bcr+GMQglaWZ7LBI49vdz+qf/FGfGLJtFcx6e7EAZDhb1D2HXIGySeFjLJng8bLxN1IDNdXCht0uAAS0YzAG+G4bp8o0Yjbjie396E8X8Ngbxxw/my/XK7AsOOof0++Cs13xGZ0pXX2cHTK776KFuVGNcOoDZbaYXVQzkTg6msfd69/E9//4Fn699QhePzzK70MWvDi58HnZi8uPRrpunTTdYKVAJWJRft3M0vh+9PwBvH5kFJ0tcXzm+qWOf0dLo3ReU7D6p7m9rfxe6mxJYOFUNagW0/hk5jCg3kTCfQDlTsUslCt8Pr54US8AfQDl6MJn0wIlDFAARdjCdkF62urrQNjLwmsLbSsZWFzAWKXxsYVrRzJelzvMdhAnmv7mBH/5tdW/RNjOU6Fc5WmKImyxZ92Itjn9V9h1Lpar2D9Yb6nLiuTZy92IVgNldOFzTv2QybsWU95OGNKUxAUxS+kRTSSkUvh4MK2NQaZ/lDp+dzbmgEGBspjkFtXSEX+/YwCAsANvksJnXCC3J2N1Tn12OKmx7FzEoxFcuKAHgLWV+S6fHfgYsjbOZv3M2LulVFF018osbYxh/JqvChTrA8VS+CxroKwDQEBNOwT0CkihXOHPgWwKX6M9AXfW7hXjuM0wU2DPrAWtBwazuh17t/VPgFwNkZ0alHToA2V1383sUq/dd595C//06Jv4+x9vxXu+9Sze861n8ctXDvOfc0rhi7lYvLuF25j7VgPVZAXKpo8Vux4Zw9x1fKyAr23YCUBt6j2j0/lecmMlf6gWQM3v1c+p55gYScimk4smEoqiuG6ky7IoZW+h/lF1nk3Fozi3trHGFKlcscI3/ZxS+IBw1kFRAEXYMmLRRBeQa77ZDJj6YHwIY9EIn7SyFkYSvIO4yYsnEW+OeuOEXV+elkSMK2PGND5FUfji2koFaVYa4lBGU0TMFsZvHlO/dvbsLtOfb+NSvLEPlLwCZTfpDNqk8ImTy9R2/UJStKyW6gMl1PXI7vrJBIDGGqiRrHMK319fsgDxaAR/3H0Cm98a1FzITBZSkYje3MPYcsAJp/QfsRn10lmqs96bFgHUHp8d+BiypjZpk3qClkSMFzSLi3lbBcqwiJ7o8bqqgTL05rOyMS/Y1M0BwOk104u3Tozzr40LAaRd6q1ITDJ90ggLtoezJdvPKYpiaiIxtSPFj2HLgWH+dWatPEvSwhzQXODsXqU5kzEwNAXKYjPPJA06Eong3z9yGf7X9WfhI29fjPecPweXLZ6CVDyKN46kccdPXuVKhKyNuRc1yUx58zSFz0MFatwmlZzX4Rg2ue5e/ybG8mWcN7cbf3vZQqm/48bIQzOQ0LtEmhlJpPk6xv55FBtj50oVrXmwdCquu5KAo7XnbHZ3Cz+OI7XAkK3bkrGoZQCXikf5OQujlbmrAOruu+/GJZdcgs7OTsyYMQPve9/7sHPnTt1nrrjiCkQiEd3/brnlFt1nDh48iDVr1qCtrQ0zZszApz71KZTL+pv3qaeewkUXXYRUKoUlS5bgwQcfrBvPfffdh0WLFqGlpQWXXXYZXnjhBTeHQ0ig9YCqX0Qmfaoh0mTg+lx2JyOJtFAwbmQy1EABmgp1Yqy+todtxFnamEukv8kgKjxmDmtvHlO/ZhVAsYm1ToGSKD6WUXB0CtSYUYHSapU0BUr9zHihzCcRt32gZOzPASEAtLkGPJCvXUcxYM1YOFwtmNqGGy+ZDwD4lw07bRdvgH6R76SaGXFyQhTVuLNmqfeAlRMfM1UITIFyNJEw31RhefpiAGWnQBlT+E6fgAMfIChQDp9TFIUH4FMMKXz1NVDqb0taKFCn1VSz/nSB1+hoi82YdPpbooEUvkpV4emeI9mi7aKzVFH4c2xUYC9ZNAUA8OKBIf61Y2n3CpSmAFqPw6wOi+GkQFml6i6d1Ylb/ux03PWeZfi3v74QP/kfK7HpzqvxD9eeyecGwHlThG1oepEKpdmYe6dARSKRhmy0ZbBrp9HBjQy0uWvzW4P4xStHEIkA//S+c6WfAzcpcIdqzZOZCsxgCtQbR7Q0TpksCkAwkShX+PFEIvL286yRruzpZyYYs7pbhNYb6rMn9oCyMt/QtUA52RWop59+Grfddhs2b96MjRs3olQq4brrrkMmoy+A/PjHP45jx47x/33ta1/j36tUKlizZg2KxSKee+45PPTQQ3jwwQdx11138c/s27cPa9aswZVXXomtW7fi9ttvx8c+9jFs2LCBf+YnP/kJ1q1bh8997nN4+eWXcf7552PVqlUYGBho9FwQJoxYWJgDYu1KMCl8QH3RpBFt4RpcAOgUQPFeUAZlRbRPNS7WGM3qxSUuGo3KQqGs9bk5e7b5LjubWDNFCwXKzsZcwj1KXBha1UCpCpRWy1KpaulYSSHX3YykiaNk2sK90YiMeQFTPVjjTFGBsusW/8mrzkAqHsVLB4axYVsfAPPFm/p17Rz3uAyg2MRvFYiPCWmSTIHqTxfqGs+O5kroT/vrwMeQdYKz2lRh6XD6AMpagRLrzmZ1tTg22XSCjd9p8TJeKPPr1GtI4RvNlXTvAqcUvu7WBG9Gy9zGePNuyfQ9QFg4utjIOTiU5cFGVYGuf4yRvKDqGOv9VixUay9e2q8pUP0shc+FAiVTQ8TGYa5AqV+zqoEyS+GzYkp7Ep+8+gw8+5kr8c0bL8AX/ts5lu9eN+NvFD8a6QKN2WjLYNdOw9iLqFSp4h9/9QYA4G8vW4Dz5/dI/51mKFDnz+tBIhbBWycyeOwN9Z0vXQNVOz5F0d5jHUln90CGWyMSVms4p7uVB1D9Y3mUKlWhB5R94B9mIwlXAdRjjz2GD3/4wzjnnHNw/vnn48EHH8TBgwexZcsW3efa2towa9Ys/r+uLm3X+vHHH8f27dvx8MMP44ILLsD111+PL33pS7jvvvtQLKon/P7778fixYvx9a9/HWeffTbWrl2L97///fjGN77Bf88999yDj3/847j55puxbNky3H///Whra8MPfvCDiZwPwgBLrWCpIiIyC99mMGgXQDn0gmIL1yAVKKcUMqteUNxK2MI6HBBc+JqqQOkDqD0D4yhXFXS1xLmxgREWIBlfghmJRroyL+1hmwBKNHtgRfVVRQ1SWHpfV6t9LyczBUrWOjYuFP9buRexxdOCWg3ZkJjCZ2MUMqu7BR+8XE0feWrncQA2CpSwsHRjIKEeg1wKX1drHB2pOOZPUe8DY0PdPTX1aU73xAMKt2jHYP88j5mYSACiE592f9mlTYqbGs0wzIhJpvCx+qe2ZIyPq6c1wXfvh00UNDOTEQZTod46rgZQZo2dnZB1QBQxvmfs6qBYKmIkUh8MMgXq9cOjfCPtWAM1UKxG1s6BTGvm674GatxmM8+KVDyG9104Fze9bZHjIpjfPyFtpAtoCoifClSnIYXvkdeOYvfAOKa0J/Gp685y9XdiEtkIDKsaqN72JG75s9MBAJ//7TaM5UumacdmiPclC2DcPMdu+1gdq6lNs3taMK0jiWQ8CkVRaxDt1m0iYW6mO6HthNFRtchtypQpuq//53/+Jx5++GHMmjUL73nPe/CP//iPaGtTb5JNmzbhvPPOw8yZmiXkqlWrcOutt2Lbtm248MILsWnTJlxzzTW637lq1SrcfvvtAIBisYgtW7bgzjvv5N+PRqO45pprsGnTJsvxFgoFFAqCvXFaTUEplUoolexzsL2G/f2gx2FkcFx9QLpS8bqxxSLqQ5Yvlj0d94maw1JPa6zu73AHnVzBdAwjWfV6d6TqfxaK+lItVRQUCkVUKrUdqCYfC1Mb2hPmv3tKLTgdGM3pvj9UO/emY68RRe0alCZ2DcTFy8GhLEbGc/zF9sZhdWd36azOulRbRqpWTzaW1z9LTIFKRhXL8TGvg3zB+hkQ0xuPj+V1nxnOqOepMxUDqhX0tCYwkiuhfzTLj6urxfocAkBUURcdhXKFf+7goLqgnNGRsP1ZpaKdk1yhaJoulc6p45jfoy7ohjLa/TpeW9C3xiOmf+dj71iI//fCQa7uJWPm5yglmEY4Ha8Rdh8Vy2UgVf/72TnuSKq/98wZHTg0lMP2oyO4eIG2QbajVvh8+vR2399lzAY5V7B/n4/U7on2ZFT3OZamfDyt3V+52j2ZiNafk5iQbLd4atuEj5ddg6pi/w4aSKsLr962RN34hzLqfd/bWtvQyLPxm99b6thb8cI+YFdfGqXSDO2dmZS/hyL8XVqV/pk3j47o/n08ncXCXnPL8fGcVqxufAfN6VJVtBPjRbxyYBAXL+zlJhLT2+2fXRH29BRL1vNAJl+sjaP+fLL7QXyHiLDAvcXi+Z0ofPwWf38isPd4yqOxM1gQmK9tpjfytw4OZbHuZ6/jo29fiOvPnQVAe8eajb8tqZ65dK6IYrGI7/xhLwDgwysXoM1izrZCfI/a/VyhXOVK/czO+nv0E+9YiF9vPYKDQzn8n8d28DVEh+GdVYeiIBpR3yF9I+p7ot1m/WAkIow/BedjZ/VOMzqSKJfLmNPdgv2DWRw4MYbjaVVh6221fwZb2fnPmq/hgkB2HA0HUNVqFbfffjve/va349xzz+Vf/5u/+RssXLgQc+bMwWuvvYbPfOYz2LlzJ37xi18AAPr6+nTBEwD+776+PtvPpNNp5HI5DA8Po1KpmH5mx44dlmO+++678YUvfKHu648//jgP8IJm48aNQQ9Bx7bdUQBR9B3cg/Xrd+u+d/SQ+r03d+7C+qz1eZ8oew/FAERwYOc2rB98Q/e9Qkb93rObXsTYrvpdk5cPqmMc6juC9ev1TWLVTXX1EXhk/e/A1r3NvAaKAoxm1TG+9NwfscdkfTB0JAIghpff3Iv1Je0c7xhRv64Uc1i/fr3p7z94QD2+3Xvfwvr1exoaY6UKjOXV85CMKihWI3joV49jUS1j5Hf71b/Rmh+0HMe+PnWsbx04jPXrD/Kvp3PqsT//p2ewy6Idy9io+pktr2zF+VPNz/9bR9TPAMCxoXHdOF7bp47v+JGDWL9+P5KK+tn1T/4RuQoAxFDNZyzHDgBv1s71iaERrF+/HlUF2Dug/p5D217E+r2WPwp1c1M9f4/+7jGY1VkPjam/a+TwHgAxHD0+ysdz9Lj6ve2vvozqAfOdv3dMj2LDEfUGPXZIPU4j+ax2jk4cO4T16w9YD9rArmPq8R8+cgw4s/4avHRY/f7oiT6sX78esTH1nD/x4nZMG9Keycdr90osc9z2fHtBrvYueG7T8xh803oHdW/tvbVv13asH9nGvz7ap359yxs7sX5c7f2ys3ZvHT6wD+tNboJoJIaqEkGufx/Wr39rQuM/dlT9W1XF/h20bVi9FpGS/r2QrKrH/7s/PIu3utXjf7n2XA6fGLC8HoXj6meee2MPlhZ34aXav/PjI9LXsD8HAHHk80Xpn3lml3q8jI3PbMbAVPPr1pdVf3+0WjH9/XOTUZxAFP/5+Gb0z1FwdFg9F2++vAnHt0sNB6Mj6s+8svVVXDjN/Bq81K+em5HB+vt7tKiOsVCq4NFH10MUjKoKkCmq74jnn30K2zwQZ/uOqefzjW36+7oZiO/x3XJttRpCKat/54/P/gkzWxubi397IIpXj0bxz795FcrBlwEA+w6r52bvzu1YP6w/N4P96vdefn07Tuzbjl0DMaRiCqaP7sD69e7WNYdq8/HO3XuwvrDL8nMDteclGVWw+aknYCYurpkZwXeGYviPzQeg7odEsPP1VxA5ZK8OJSIxFJQI/vjiVgAxlHPj0s/k4PHaPfTGNqyc6Xz+d9bWZkd2v4H1J15Hsqz+/GPPPI9j2QiAKEaP16+9RPK1ueRPz29B4a3JYWWezdY7EZvRcAB122234Y033sCzzz6r+/onPvEJ/t/nnXceZs+ejauvvhp79+7F6aef3uifawp33nkn1q1bx/+dTqcxf/58XHfddbo0wyAolUrYuHEjrr32WiQS/qa+2PGLf38ZOHECl124HKtXzNV975X1O/DH/oNYtPh0rL7uDM/GcO/uPwFjGVz9jstw+Wl6tfMnAy9h39gQli2/AKvPn133sy89ugM4chDnnnU6Vl+jH2OhVMH/evFJAMBV116HVFRp+jUYL5RR3fx7AMBf/vkq01SgzJbDePTQdrT2zsDq1Rfxr0fe6APefA1zpvdi9epLTX//rif34Imjb2He/IVYvfrshsZ4fKwAPP80IhHg4sVT8dzeIUw7fTlWXzwPAPDjH74EYAjvvvxcrF4xz/R3FLcexc/3vYGuKdOxevUK9WvlKiqbngAA/Pm7r7VMK/tR34vYNzaMc847Dzj6mun5v2fnswDUl1qmEsF1q97NU+ee+q/Xgb5juPDcpVj9zsX4j6MvYODACM4490LVnXHnNiycPV13bo1M3TeE+998Ca3tHVi9+u04OJRFefOzSMaj+Nv3XW9bRFwoV/HpF9TjvObaa+tS1xRFwR2b1Ynoz6+4DD9+6yUUIgmsXr0KAPB/3nwGyOZx5TtX4kKLfPt35kvYfM8fMZor4+wzl2D1NUvqPvPvR17A4cwIAOCic5Zi9bsWW47ZyNDzB/HL/TswbcZMAMfqrsFrj+0EDh3AsiWLsfr6pcDrfXj8p68hm+zF6tWX8c/97KEtAAZx3WXW94pXfHf/JhzLjWHFJZfgXWdMs/zcQ0deAEZG8PZLLsKqc7RNuEPP7MPvj+1Gz8y5WL36PADAc7/eBvQdwbKzzsTqK06r+13/++XfY7xQxvuuugyXLppS9303PPfrbXj++BFUFdi+gwqvHAV2vIFFs6fxZw1Qn6O+fcNYcs4FWL1cfRf2P3cA2LcTC+dpx2Skdedx/OrAK8jFu7B69dsw8sIhYM+bWDhnFlavvkBq7AeGsvjnrc8iEovz+9qJf9vzJwAZtCSiyJeqOO3s8/g7x8i2o2ng1c3obGvB6tV/Vvf9/p4DePV3OzHeMhNvu/JclDY/BQC48T2rLJsIG/lx/0vYkx5S30PHzN9DA5sOAG/txMJ5c7B69XLd90ZzJdy15Q9QEMF17363ro1AOlcCNv8BAPDeNe+2rcdslGd/tQ0vHD+CJWcuxeo/q79XG0V8j7/H5j3eDD7/6h+QzZZw2eVvw/5Xn2toLv73770AYAR9uQjOvvTPsHhaOx4+9iIwMoyVF1/IVSnG6xt24bn+/Ziz4DS8fGQUwAj+7vJFeP+7nfs+GXntsZ14uu8AFi0+DatXnWn5uT/uOQFsfRkLp3VgzZq3m35mNYDDP3sNv32tD9lahcLV73obzp/XbTuGL7z2BxQyJcxYcDpwYD/mzpyK1asvlhr/IyNb8cbwAM4862xgeLvj+f/8q38AUMJ7rn4HzprViWcKb2DXy0cxbeFS5IazwNGjWHHOmbb34yMjW7FrdABnLDsXq2umSUHDstOcaCiAWrt2LR555BE888wzmDfPfpK87DJ1ct2zZw9OP/10zJo1q84tr7+/HwAwa9Ys/v/sa+Jnurq60NrailgshlgsZvoZ9jvMSKVSSKXqt08SicSkCVom01gAYKSWFzyts6VuXKmEevtUAU/HzGzAp3e31v2dtqT671LVfAysBqenLVX3/WhMuP0jMSQS6iK5mdcgM66OPRmPorPNPB9/Vo+qfg5mSrq/myuruzGdLdbjaWnCNRgrshTJBM6Z043n9g5h9/EsEokEFEXhdS7nzuu1/BudrepzlS1V+Weyggze1daChMWiIRGrFb5G1P83O/9izZCiAGMlBTNqgcpYQU2dmdKh3qPTOtTzPFqo8Jqm7rak7flpTbH7SEEikcCBYfWcnDatHS0p+xzuWEzYNYvG6/6O6AR42gx1o2YsXwaiaq8mlprX217/jDGmJBL432uW4Z8e2Y53njnD9HMtQn1Cb0f9/W5HsnYfKTB/BjJF9Tz2tKu/95x5PQCA3QPjiMW0Hmt7a3U0S2f3+P4eS9Ty/xVEbf82q0dj9wtjRpda1zWcK/OvM0+UtlT9dQWA914wB28cTWPFomlISC7UncZfUSK276B07Z021XCN+X2fr/Cv10p20Jo0Hz8AnDlLXZDtH8wiFotr751W+fdgS+09XK49P04UyhXeb+7ihVPw7J4TunEbKSuR2t+JmX7mstOmAdiJlw+O4Himdn3bk+iweOeawTZkIhH1/82ugd390K5o7zclEkMioc0vOWEe6Gj1RsJJSt7/bsmUtHdvd3uLq/5ybuHXIGo9F9iRL1Xw+hFt8fv7XYO4ZXYPr5HuNFkHdLeq7/fn3hrCjr4xJGIRfPxdSxo6h4m49h61+/ljafWcLpjSbvu5u95zLp7edYKbIU3trF8DGWlNxAGUMJRlpiXy55DN0ZGo9TPAyBUrvEZ+wdROJBIJzJ+imiT1jxUwUvv707vsx9xRm8cLZW/XkW6QHYerJ0FRFKxduxa//OUv8fvf/x6LFzvvcG7duhUAMHu2uiO2cuVKvP766zq3vI0bN6KrqwvLli3jn3nyySd1v2fjxo1YuXIlACCZTGLFihW6z1SrVTz55JP8M0Rz4C58JoWACRPnsmZTqSrc4MDWRMLSxty6D1QsGuHKgldGEjLuOdyFb8zchc+uGD/O+xc1fg1YnVBvexJLaxbVO2oW1f3pAoazJUQjwJk2fW5YnyfRRII5HyVjUUsbZfUYWOGt+TUoVar8XDDTDNHK3Fhgy6zMT4wXpXpAqb9XHT9rqrx3QA0ETpdwkotGIzwFw6yIno0hEYtgZlcL/yzrsTYuWbT/gYvn49XPXYeVp081/b5YQNzT6q4PVIK78Nk7iDEb9kVT25GMR5EtVngxdDpf4sX7zTBVcIusC5mljTk3kah34bMy7vjyX5yHX9/2dsvvu0HWhY8/rwZn1Kk2Nux2JhLzeluRjEVRKFdxZCTHn+FOF8Xnbg2F9p3IoFxV0JmKc9tmOxMJO/MGAFg2pwutiRjS+TKe3X0CgDsHPkCuCWrBppWA+I4zGkk49fNrBpoDXHPnMl57GY96GjwB7lzszNh6aARF4R32eM25lJtI2PSBYhuFf3nhPFfmIyKy47dy4DMyvTOFz1yvGVnIqH/MpZU1k2/ERELmOWYW5m3JGHeqZU58R0Y0E4mpjiYS6rMURhMJV0/Dbbfdhocffhg/+tGP0NnZib6+PvT19SGXU0/k3r178aUvfQlbtmzB/v378Zvf/AYf+tCH8K53vQvLl6ty93XXXYdly5bhgx/8IF599VVs2LABn/3sZ3HbbbdxdeiWW27BW2+9hU9/+tPYsWMHvv3tb+OnP/0p7rjjDj6WdevW4Xvf+x4eeughvPnmm7j11luRyWRw8803N+vcENAcnXpN+kD5YWM+ki3yXkhmVuqttZeFpQufTR8oQOtfUgwwgGIufIOZgs4BSsZOWLZ5qB28p0xbEmfVLKp39o1BURTe/+m06R22i0RmY54VAlmZJrqAs/00uwejEWBhzcVOdOJj15idY2bpPJQpSNu/ak2VawHUcdW2/fTpcoEAX7ybbCaIVvqxaISPZSRbVAvOaz8jYxtt58Q1ERc+p8Wj2AcKUAN31ueJLTxYI9NZXS2unMaahawTnKWNuVkAwhvRertwBFy48FlsKE0x6QXlZGMOqNeSPVd7j483aGOuLRwVmz5KDObAd+asTj5uoyW+SN6m/xKgBnAXLugBADzy2jEAanNPNzATErs+UHmbvmCxaITfg0Yr8zGLZtnNxM3i1w0soPbawhwQmhlL3ENmvLhP7QV2ySLV2v6VQyMYSOdtbczF+zwSAT4xgfRH2YbSVj2gzPjrSxbg7y5fgA+/bZGjox2g3Zsnai58bjZCassJWydKBtssm93dwucl5tJ7ZDjLG+myjR0r2vnaIXwBlKsn4jvf+Q4AtVmuyA9/+EN8+MMfRjKZxBNPPIFvfvObyGQymD9/Pm644QZ89rOf5Z+NxWJ45JFHcOutt2LlypVob2/HTTfdhC9+8Yv8M4sXL8ajjz6KO+64A/feey/mzZuH73//+1i1SsutvvHGG3H8+HHcdddd6OvrwwUXXIDHHnuszliCaJxypcoVHLMmfokmWWjbwRYz3a0J090vtnC3UqDs+kAB6jHkS1XPVDQZBYQ1CC5VFIzmSlztYzsydn1DmmHFPiSojEtmdCAWjWA4W8LxsQK2OzTQZbDJVXwJyjTRBYQg0OIYBoUd9xldKeweGNcFUFqTQfXv8Kai40W+cHTq5ZTkSp46Btb3SrY5ajwaRalSMd15NC7Ye9uSGMmWMJQp6iZEs91RN+gUKJMNDzucbczrbXSXzurEtqNpPLz5AO5/ei9eOTgCQF0UB4HTMQDqPcaC/Dob8zamXBZQqlTVd4ODAtVM2OJbWoEyLKa0+157NlhQkrJQbhinT+/A7oFxvHU8o9nqp+TvIaZgArU0vph1oA8Au/prAdTMTn4cYpquEU1Jsz6OixdNwXN7B/H6EdUJcqbLACrKg0Drz/BAziIgTcWjKBcrPHBljPF3gHcbC/EGmhnL4JeFOSD3DNvxwn41gHrP+XNQrCh49dAINr7ZL9VIFwCuWzZTetPMjITk+GUVKEC9L//pfeb1i2a08gDKvQLFnwGJAPboiHoMc4TWJnOFZrqsbHhKu33KqmZjbr6Gm8y4mrGddpbmz5+Pp59+2vH3LFy40NEV5IorrsArr7xi+5m1a9di7dq1jn+PaAyxsaFZY86EDwqUkwzMFjaN9IECvG+mK6OAJONR9LQlMJIt4fh4QQug8s6pNM1Io2SLrCltSbQkYlg0tQ17j2fwZt8YV6CcmjjybuLCS1DrJ2M/8TqpH8NCPwmW7sh6XAD1QSrb8RrMFPnk6KhAsQBqggqU2X2UNnSR721LYB/UHmvi4kS2270VE1GgnAJxs1TYs2d1ATiCP9ZSpqIR4J1nTMenGyi+bgZxh2bAgLahAtQrLHN7W7kd9v974SA+tHJRIAqU09qR9YGaUpfCx5TXIv//376qqjGXLLY3uDittlGw9/g4f++4UaDiQsBUrihwijd39qnP19KZHfzdbp/C5xzIXlxrqMuY7TKFTyYFjo3DKpBLJWLIFCsBKVDyPYjc4FcTXUBewTGjXKlyFfySRVMwli/j1UMj2LCtnytQZnOReFys/1KjyDaUPlxLe57X66xAuYU9I430geLPgMQ91CcoUAyW+iiux2T7QJ30jXSJUwtWINjZEue1NiJ8weJhI90hh2ZsrQ4B1Jgh9chIwqA8NBvZFLLptcWP2O9oTGika0Uz0iiHMqxZsnqOz6rVQe3sSwsBlL0CxX42V6rwnS+WO++sQNmnngyaBFDsb5QqVf53mKIwRdiJl22GyxbIpYqCoUyR3/vSAZTNzqNWy6YpUICaijXexPQYUWXodqlAOTUzNtuIuO6cmZjemcKy2V347Jqzsfn/uxoPfeRSnDPH3iXKK2QWwEwNbEvG6hTtRCyKv79Gdc6694ndGMuXuAIl6+Q2EaQVKK4Ym9dwseflB8/uQ65UwXlzu21dCQF9M1222Oxw2PgQEYN/mcUvV6BmCQqUXQAlkYp44YIeiHsQDStQNuffrrEyoG3IGWugjO8AL0h4VAPlpwLF0ygbOIRtR9PIFivoaolj6cxOrDpHNRT7054T/JkyU/nPmdOFnrYE/nz5bFy4oLfu+26QqYHKFSs8vc7YRLcZsDRXthno5p6TTSMGgKM8gNIUqJZEjM/RgLrJ7lT31167r8KYwkcBFGEJN5AwSd8DNMeWkkfBBwDHbtasCVveJIWvWlUw5pAGZ6x9aTbMKMApgOJGEkL6jYyJRLIJaZRaTYX6d5bWUrBePTSKfSdUM4VlEil8Z9aMA1gql3wNlP3OqVjzYTxPoqLArvE0YSdeugYqpnVgZ/UZc3tauUmJEzEb9YPXD9WuI1swDmeL2m5/MwKo2sQZi0Zc5b0DYi1d/fgVRTE1Xlg4tR0v/u9rsP7v34mPvfM0zOhsrPC6WWibCc4KlNX74K8umY/TprVjMFPE/33mLZ8VqNo96PC5YYt3opi6Opor4aHn9gMA1l61xLZ2DtBSVXU1UG5S+IRg1OldlC2WcbBWA7J0ZidX0uxroOwDF0B9T4obPY3WQNktfp1qsdgzaGUi4WUKn1c1UNp73E8Fyv0xvLif1T9NQTQawZIZHThtervueraa3D9TO1LY8tlr8a9/dWGDo9aQGf+RWoPbzlTc9UaXDMZnxE1qeMxFEM5MJOb06J+zucK/e9uSju8eLYWPAijiJILtwpsZSADajtdEDAycGKrt1FgVItopUJlimRtQWCkQPIUvaAWqs96Jj6sTNjs48SaYYBhdvZiRxJM7+lFV1IXajE5n690VtRQalkYhWwMVd0gfY6kIagClOewB2vntSGkqKS9Kz5b4osxKgWSIDlrMgVDGgY9hl/ter0CpYxnOFLXd/ibsTLMaqK6WuOOkZcQuACyUq/z+8tJFbKJwMxKbZ8GslkskEYty16vv/fEtDNSeR6caombAnmW7tWO1qvC2DlYpfKO5Eh54dh/GCmWcObMD157tXBfMFKiBsQJPzXET1IvKj9Pid3e/mr43rSOJqR0pvqGQKVZ4gGLEqfaIcYnQi8ttAKUpgBImEhb3g6ZAWdVAeejCN8H6ISt4KvYEazRl0I7B/Xz2fM1A4lIhXfW6ZVpbm7ZkjKuMRmLRiOX33CBzDVjGxzSJObURjAGUKzMYvong/NljI/UKFKCmQjNkTC86eApf+GqgKIAiLGE7/2YGEoA/NuZDNScXawWq3v2NkRasr612Lr0+BtcBlJkCJVEDZbdodMLo6sVS+Niu79mzO6UW5BctYAGUOpFli3LqilPag06B6tSnOpqZdKi7Xup/DwomJHaIO+gsbVHWQALQdu5KNjbm9QpUqam1EWz32+p5tcMu/YeNPxrxZxHVKDJF9HZtDRjXLZuJixf2Il+q8ufXSnFoJjI1UGP5Mn9OjNe5pzXBA5nvPfMWAOC2K5dILQy7WxNcue1LqwsjN4v9SCQi7Qi6UzCQANSgnL0Dhi2MJOzsw0UuXqSlYM10WQMVlaghYoGclTLNnkGrGigvA6iJqDd2sBRpXxQo7sJn/Zk3jozi+nv/iEdeO8q/Vq0qeIkpUGIAJTTKdtrIawYyNVxeB9PGd5WrjRCJTQTGUQsFao4QUInpfFbw+mlK4SNOJrQUPvPFhh825oMZ+zRCOwVKq3+yfoEk4/bqx0SRDaDMekGNS6TwJSTSlpxgChRbkM3rbdXluzul7zGYAvXq4VEUy1VBgXJI4XNY+OpqoNr1NVCjJrU5sWikbnfeSYESXcOYLfcSVwqUlgJoJG24jr1CypJsDygZuALl0kAC0FRAs8VjWnAQa8YurVfILCCd2hoAajBw5+qzdV/zRYGSqD9g9U8dqXhdb7VoNMLvrVypgsXT2vHny+dI//3TDBsGbu/JuGQB/a4+fQAViUQc66A0+3D7Jculi6cgGY9iTneL63Q5GRvzgkMKn1UNVDNTda3QUqGb3AdK0gyoGfAUMpt76JHXjuHNY2n8w09f5enWe46PYzhbQmsihnOFGswL5vXwzUk3NX2NIlMDJeOuOxGMaYqNmEg4BeHjhTLfFJhlUKBEVz4ZBYpMJIiTEpbCZ7Wj3Yz6G+cxOKTwsRookwAqnZMJQPQFl81GtpEr28V5+cAwf/myANC+D9TEA0BjTUU0GtE1zXUykGAsntaO3rYEiuUqth0dlc6ddzqGITGFr1MrlK9WlboeUAzxxR2JOPfCiEQi/H5mk7IbO1u7hsxpQyAvmkg00rTUCrYrbuaY6YRd8DGaY6rN5FWfAM1K227x4tTWgLFiYS+uP1dL/5ksCpRmYW4+fvG+v/XPTnfl7GhUXN0u9mUXX0yBWirY3Wt1UCXTn5FVoGZ0tuA3a9+On/yPlXKDFohJpF/leCqhhQJV+7oxgDJuoniBZwqUjQV4s9F6AlrPZ8w+u1CuYu2PXkauWMELtfS9Cxf06DYWotEIrl2mqlD+KFDOdWhpj4PpuhS+RhQoh3voWO0adLbE634/pfARBJxNJOIeBx+AWP9iLgVzG3OzFD6eOuXciNZzBcqhWPSas2eipy2B/YNZrH/9GCpVhadO2O1UadbNjY0/X6rwvyOqNqJtuWwAFYlEdHVQsu5NTgsvMYWP9cyqVNWeWaMGi3CGGHB3puJSygmbeNnix00AZbfzaDQD4TVQ2VJDltFWXLF0Ot6+ZCr+7vKFrn/WzkSCqzYuTAWCQEYRd2prIPLpd5+FeFRNTWtE1XOLjAuf2HLADHbfz+1pxfsunOvq7xvvd7c75HGHfm6MXYYUPkALCFnzTSMyJhKMs2Z1STUoNSJnImHfj4q9Q+pT+PyogXLeQGgErQbKewWHtROzOwQWQAHA7oFxfOG323gAdamJXf8NF81FNKLV9nqJjALldU+wiQRQmgpufw8xB7453fV9rOYKCpRV+xmRtpSWwifThHsyQQEUYckwt7e2T+Hz1ETCoQ+UbQpfwflF1QwFxw5W8O2kCrSn4rj5bYsBAPf9YY/OkcbuBZiMT2zXkbkExqIR3eS+tLa4ScQirgKJi2oB1MsHh3ldmlPdjNOkI6bwJeNRrjadGC9wldGoQE0VAm5ZpyMxjU+tCZGvJdIWjyYBiCGQ17nwNXF3d3Z3K/7zY5fzHVc3xGzSfzQHvsmtQMksXtIObQ1EFk9rx39+7DJ870MXOypWzYDtXtsqUELTazNY/eInr1pSl+LnhJjCF49GXDsPyuy+j2SL6E+rQRJz7QS059XKiU/GxnyixCQWj44ufHwTRj8fyRgCTRRZBdAt4z668MUl7iEWQH1q1VJEIsCPXzyEx7b1AQAuXVQfQK1YOAV/+J9X4J/+4lwPRqxHphfXuMf1cHUufG7aEUhsIgCaAjW7p77OUJfCJzGHsvWNoli3o5msUAB1ilKqVB2jfScTCc3BzptdA0VR6gwOjLC0JXMFynnh5+UxVKuKdAofANz0toVoT8awo28Mv3lVLZBNxOwXMlyBatBFUHPg09e3XLxoCiIR4MIFva4WYisWmChQTjbmNkYeiqLUpRiywOa4TZ8nUYGSXfyKx3n69HZXTnZ2E79xx5EpuqKC5keTSjvsenE5OddNFuzuI4bbYv7LTpuKK5bOmPjgJJCpgXJSoD797qV45JPvwF9dusD13xc3SjoacHJM2GwiMHbVHPjm9rTqNrbYJt1Q1jyFz6mBbTPgKZQ2r1Knhr7WChRLHfXeRCLMLnxONtqlSpWbnPz3FfOw9solANTzHY9GLPs4LZza7ksKn5wC5W06pzG4d3PdopL30DGTHlCM3rYEH4OMAtWaiHHTp7BZmVMAdQpSKFfw5//6LK6/94+2D8qIg405e1mYOY81g3S+zBdDVgFUW0J9OdiZSNilHrGFY8EDBWq8WOa7yTI73j1tSfzdSjX96l+f3A1AfcnaLWS4gtbgpDlskaZ57txu/Netb8O3/tpdb4zl83oQj0bQny5gz4C6WHJ04bNRMtP5Ml/UszFqzXSLUjVQMsEroHfic6O6AfZNXNMGBaen9jwpitYTJOgAyq5+wo1qEyRSjXQncTAoVQPloEC1JeM4d25jjYzn9bbxDaVGFss8hdLm/GsOfPrniwWEQ04pfD4oUHYZFZqZhbsaKK1htnf3HZ+PmzyXHRxU31GzXNrCN4IWQJl/vz+dR1VRg/VpHSn8/dVncNXp3Lnd0n37vMKVC59H73zRRKLdxrrdDJkAEBB6QJncE5GIVkO9YIqzk20kEuHvm2zI6qAogDoF+f2bA9jZP4YdfWN8N8cMq8U1gzXS9cpEgqkj7cmY5YTVUjORyJUqdYqaceFqRtLDZsCjtQA0Fbe2UTfy0XcsRjIe5W58TgvridZwDdssyC5a0IsZLq2AW5MxnDNHTSNiTXiddv4SNu5dZveAaGWu1UDp/8ZUwT5VNoDSKVAuHPgA+yauY4ZGuolYlCsgh4bUiSjoAMrOgIEruZMw6BBx00h3MgaDvA+UzWesmug2g1g0gkXT1NqhRtKL4hImHoeH1cX4wqn6hRXv3WZhIuGk/DSDaMQ+gK1WFa4sWQVyZgqU2oja+xooLxSoXLGCfYPqe1y2FnYiOB3DUaH3UDQaQTwWxbf+5kJ84OJ5+F+1/m1BItMHymtLe/EZcZt2GZVIYwUEBaqnXoECgH/9qwvx/Q9djGVz5O4ZlmZIChQx6fmvl4/w/z4ynDP9jKIoXIHqsWyk6239EO8BZZNHy3ZbFKV+10+mWLPRGqhNewfx3+9/jqssZshamIvM6GzBX10yn//b6SWbmKATolNKUCOwOiiGU/GxnfrBAijxHpjeoVmZW6VITmtvIIVPUKCWuFagzBePxXKV756L42CbEmwnz8vaCBnsDBhkrL8nAzGJBfxkPpY4r4Gy3jFmTTitNrUmymnT1Pu+kYBeRgHp56k/+o0ZJxvzgoPy0wzY4291/4jzi7UCVV8DVShXeVDv5X1nl4bbKLv6x6Aoatr0dI8av4o4qcis/knsPTSjqwVfe//5uPy0qZ6PzwmZOsCxgn8pfG7nFW7l73AP8etgoUoumtaOa1zU4rJAz6yf52SGAqhTjMHxAp7aOcD/LTraiGSLFe6uZ+3CN/EeRHY4OfAB+onMaGWu7Zw7mzC4DaB+9MJBvLh/GD/40z7Lz7ipfxL5xLtO4xOJbPqbkxNiOl/Cvz65m6tCDL4ga+KO9gpDANUmqaKZGRgMmQR4LK96cLxomZKlS+GTNJFojgJlHsQD+smMnW82TwWtQNmlbqQtnA4nGwmp9JnJq6bFHGqg+tN5PLf3BABgQQMuczIwI4lGAnoZBYTtXBvTwaY49YFyMG9oBk4BuDi/OAVQogLF7rmIx42ovVCgdvSpTcWZOYnXRB2egSM8gDJXPoLGTQ2UV5tm4r3pdl6RscIfSOf5OmKxi2bzdrDnImy9oCiAOsX47atHdQ/HEYsAiqV2JWNRSxtqrx3snBz42BjYAty4e5F2oUAVXQaB/bXUx+f2nLD8zEiDAdS83ja894K5Uj+r9eKyvwa/fuUI7tm4C/+yYafu65pJR/MWlMYAykmBitvsnJqlLPEUPsFEwhgkNZTCVxtHMhbF/F53E7TVxCn2/BB78hjrCgMPoGKaA5zxMvhRAN8MYhIbOryeaxIei5ON+Vd/twPZYgUrFvbi7Uu82W1/2+nTADSWriWjhrP35kxDajDbpGM1XkZ8UaAi9ulLzAkwGYta9tdKGVohAEI/v6RcO4VG8cKF781jas2aHxbggHMAwjZ8503SAEomAPE6nbMZAZRdWftvXj2KqgJctKDH1ESiEcKawjf5ZhHCU1j63ozOFAbGCpYBlJi+Z2ViYKccNIPBjH0NFqM1EUOpUq4zkkhL1Ds0GgSyhcD+wSyOjOR0vQ8YbHFvlQJpx2fevRQKFPyNg5uWuPCtVBXLiZ3t/L5xdFT39SHJc+yG2d2tmNPdwntFOClQfOI3WXhpFuZaQDRNTOGzUBSm6lL45F5z7F5YNK2Nn1dZuBuiYeK0miyNKZNBp/CJ941x7g+LiYRTI121FmXy1kCxANBs+C8fHMYvXlHf3Z97zzLXDnmyvOOMaXjhf1/N02TdYNdMGlDPP6u5NabwMdfM4UwRiqLUHR934fPUREL9f6v0Ja0HlPUYmEugqED5YWEOODvYNQJXoHyofwKcTRiOnkQKlFebOGKTZ7c1UHEJFf9XW9X30F+47DNnBzeRKIYrgCIF6hRiV/8YXj8ying0gpvfrvYcsqqBcjKQAMTgw5sUPqY+THXoJWBlZS6z08OPwYWJhKIoPIACgD9ZqFBWTV5lmNHVgns+cAEuNulrISL2LrILAlmgdGAwq5PJZa5zI4h1UM4KlF0NVK0OTlDImI35ifGiZZ1Zd2uCT8ay55+l8Ll14AO0xW/FcA2sDBiMrQGCVqDE+8j4OE9m5zoRp0a62WKFL2wmZw2UeQBVrSr4wm+2AVCtm5fP6/F0HDM6WxoK0BIOBfSjuRIPQqwUqHJV4TUiIn6YSDjVr7D5xW4MTMUumKTweX3PxW3MeBpBURTs6PNXgdJqcMy/z0wkJmsA5RQAKorCA2qvaqBEJ0K380rUQQXf3T+GN46kEY9GsGb5nIbHaIQFeuz9EBYogDqF+EVNfbryrBk4r2Z1a53C56yeyNjWToQhSccpZiRhXQNlfQzJBlzs0vmy7kG3SuNrxETCLaL1tt0xDAq1BcxKGJA/x24R0/icXPi0HkpmNVDqOTRToI6N5vhizejCF41G+DHJBlDsXDYSQCUsUjcsFaj2SZbCF9Xuo7oA6iRppMuUtHg0orP6nSxY1UD918uH8erhUXSk4vjUu5cGMDI5rFRYBlOf1D4x+vPfkojxVPGh8fo0Ps3G3HsTCUsFquxch8XUqaJJCp9XC2aGTPqYG/rTBYxkS4hFIzhjpvt3YiPYbaYBYVCgaiq4RRCbK2mbOF6983UmEm5T+Bwa6f6ypoJfsXRGU9cM/+e/L8fef16Nm962qGm/0w8ogDpFqFQV/Kp2899w0VzuYnN0JGfaUHdEQplgu22K0vzmfYCYvmX/oLLJ2JjC50aBcjJhEOk3WL//ae+g6Tn0O4Cy23kUi7N3HNMCKKbyNdNEAtACqGQ86tiI164Bp5kCxdyg2C2XiJkviC+Y34NkLIqlM+V2Ty+Y341oBHjnGdOkPi9itXttlf4mKlCRCCzrDP0ibpfCFxoFyl4RZxsqnQ00ifUDzYVP+9pYvoSvPqbWLX7yqiWY0el9L55G0Syczd+lfaPm9U8MbiRhqINSFEUqeJkoUacaKKaC2QRxmgKlzUVjQh2klzgpgG55s5a+d/r0dt7fymvs0hDT+RJXJ0UXvsmEUxDL7oVYNOLZO791AjbmdkYk1aqCX289CqC56XuA2j/NqvxgMjO5txSJpvHc3hPoS+fR3ZrAlWfNAJsjssUKRrKlugX0MHdns1Og9OpHLNrcF4KMiQSgSdaiiUShXOFpFHYKhNa3Q37SYQHUoqltODaax/ExtWnsGYaFuh8BVCwaQSSiBrEyKXyAltcOaIuVZtqYA8C5c7rxd5cvkCoyjdukzgxl6xWolkQMHak4T4Xosmg2/J2/vQhj+bJ0cLj2qjNw89sXu550AOt6QKv0HXFToCMZ/II+Go0gGqnV0gmXQfccTfIAyqkGxKt01WZh1kj33zcdwInxAhZNbcOH374omIFJotmYWyhQFg58jCntSRwezvFNHUapovD5KuWhcuikYBaYCmYzBqZABZHCJ9PE1Q07uIGEP/VPgNgOov57TH3qbUs4ZjUEhVMfKDGY9uqdrzeRcPe8aCp4/fhf3D+EIyM5dKbiuPrsGRMb5EkCKVCnCCx97z3nz0YqrjYlZalQZml8bLFhrNUQEXetvXDik00vYzs5Ygofe1EB9jt/jZhI9KdVVWT+lDZcUqtRMquDatTG3C38GGx2HgfHC/y/3zymBlC5YoWnxtgFyo0QjUbwT+87D7dducTxs7GY9cRvpkABWh0UYH1+47Goa2WtkeAJsN55tFJvxNTYoA0kGHzxolNAhOdokozTioRD+s+ITdPoyQCvgRK+9sYR1fTl7y5f6JsK0ChONuBWBhIMFtgOGgKofFm0D/fSRMJ+8StjpZ6MqdeoYGIi4VcNlFX6mFs0Awl/6p8AQQU0uQaTPX0PkFGgao6MHqqRotFKoy58ZuefmUdcf94sT2sRwwQFUKcA2WIZj73RBwC44aJ5/OtzazK4WQClpfA5O9gB3hhJDNYWz1Nt+kABmmQtmkiwhWunwT7aSCLeSAClpaK8rWYn/Ke9g3WfY06GngdQbOfXwgijVKnyOhZA3VlUFIWrT4lYJNAanIRN8fOwSQ0UoLcp75wEjmpWToJpCQWq0aCt2cRNXOBkn6PJQMyhiJ7Vddq904JEW7xoX2Pv5vke9X1qJk6urFYW5gz2TBgVKBa4RCL6ZtfNxqmAXksjtFGgbGzM/aqBsttIcwNToM72U4Gy2Uw7MskNJABnFdMPNTISifAgv1kpfPlSBY/8/+29e5gdVZX3/61z7fv9ls6lE9KRBAJJCJcEFYOJSQgiiI+MyIuCGUQn+KpRVNBBHGcefjKKg8oMOiqM/GQERsURIhAIGC7hkpgACSQkISFJJ92dpO/d6XPd7x91dtU+darOqdPdp6p2n/V5Hp6Q7urOrqpTtffa67u+641jAIArJli+JzMUQBUBB0+M4FQsgdqyIBZOr9G+PjXV68asma5uImG9W+tPyX6AibcyH4nqRg11OVz4zGqg7L6oxmIioS8Ewnh/qm/Ky++ezLgG47ExzwceBFpJN/iCxKeoi5zBSBwdfbpUprYs5KqEzKohcySe0HZvjVlIOxkoJ7HqZWVVAyXKyNw2kOBok78YQHnY9ttIrka6PKOd7Z3mJpr8R/gad0mdlmdfMjfIVYOmNdHNswaKS+fCAV9B31O5LJw1G/NsNVBZGulWFvg5zyUfy4dIPIH9x4cAOJuBMpOxcvg6xaxliFfIZeXvVCNvviYaq4lE0iDhe3Z3NwZH45hSXYIlswrTg05GKIAqAvjCobEynDYBtabqU8yszO2YSAD25GNj4WTKiSkU8OW0weYZKLEGym7vmrE00uUBVEtVCeZPrUZVSQCDo3HsPDqQdpwTNVCALt2wquMS+2lxh7ndxwYL5sCXL1a7dnx8AZ+S0TOjQchAeaEpqp6BslcDJQbVXrHUFnuKcbQMlEfGmI1c8hk7WXU3MdqYn4omtGd3Wo33M1C5dt/t1EABmS58TliYA7p8zKqEyI6ET89ACZt5DvWBsnoHjYX93cOIJxmqS4OWAW8h4At4s2dYl/B500ACEGu4zJ+BoYgz71NudJLvZ87qHbp5r1qicOlZUwraDFo2KIAqAk5qdSTpC2WegTKvgbIndxlLHyU7aIt7G9mR0iw1ULleVGMZP6+Baqoqgd+nYMlpKRmfUAeVTDLHGpCGssgegPRasjNSDRHfPjbgmaJ6PXuTPv4ewSHQ+BkQAyhvZKDyq4EKB/zaxkC5RwqizTNQcjjwAfqznFPC59EaKL/BhY+/lyvCAc9byAOCiYTFe0jbeMpRA9U7YgygCm9hDmQvoBfHkc0CP2sGqsDPUK7Fez5o9U8tlY6qE7IZwchWA2XmzKuZSBQ4gJpep16jGXlKf7UMoOEzNKS5H3r32rsBBVBFgO5ml15HwlPh5hI+e3KXbJrl8aC5w9lY7Jg10rVrvTwWE4lug5b//e2qjO+l/XoANRiJa85RBc9A5TgH0Q6eyzF2dw5qEj6vZKCMC18xiDbSUClkoDwQQPktelllC+T5Qt4r5gxmAdSgJD2ggNyNdO1m1d3CmIE60jsCQH1Pu+3SaAdNQmYSwI7GEloAO6XKfBGmZaAsTCQKaSAB5GMika0GysREwgHjAEA045mIACpV/zTFufonQMxiZn7P6010geztIADrmtiJ5t7/sxiPfekDaKsvz+vnrDYRnMoCywYFUEWAFkAZaon4i8iYgeoeHMXgaByKYu2YxNEkcHnYgNuByziMYzajdDw1UAH1hWG3D1QyydA9qGagmqvURfz7U0YSWw/2ai8aHsCVBH0Fd88KWtQQcXpSDnz1FSHNkvbtzgHNInyiHfjyRZeBmmegzAK8Ro/VQAUtFl/ZspB8Ie+ZGqgsEj4ZMlC5FsDSmEgYMlBTJah/ArI30uXZp5KgzzIYtwqg7NiHTwQT4sKXJQNVaKlxIIeENR+4U+vcFufqnwDdyMN4D+KJpObi6OkaKL8eQJltKjtlKFJfEcb8qdV5/5z2DGTUI/NnkEIGEboaRYBVQ1pemHxiKJomf3vjsGqd295YkdPFJVfh9ljJpz7HLICyK5/jtrNRmxK+k8NRxJMMigI0pmRksxsr0FQZRiSexGsHewA458AH5M6i9ZhkoA6eGBb6ari7I2+1cMn2GUivgXJ/Qey3CGKzLZ60DJRXAqhsEj4PBKm5CFoYeXB6vW4iYchA8dpULy8YRQJZXPg6BQMJq2wab1WQkYFKvdcL2QMKsC6gN47DjgvfwGgM//zYWzh0csQxCZ/4HjWTj+UDz0DNdS0Dlf4Z6h6MIJFkCPoVbd71ImIGyiwQH3KoqfJY8Vs0k9aeQY+3UnAaCqCKAC2bY1iIVpcGtR5KoozvjSN9AICzp9Xk/N1jsQG3g1XQZ4aZhM+u200wTxc+vpPaUBHWduwVRcGy0xsBAN/6/Zs41n/KMQMJIHfth34tw2iqLEFDRQhJBrxyQLVedzuA0u2PxxZAeSMDlVl/wBjTdhzNPofcSbDQLo120W3M9UXAwClnds8nglyNRL1S82cFHz+DgmSSaRkoGRz4gOwmEp056p8A/b4MjMbT3seahC/gjITPKgAftZEJm1JdgrOmVoMx4JcvHMCHfvgsugbVc3fKRAIYXx3UiaEIjg9GoCjA+5orJmJotjGz8gf09UlLdYmnTQzEVg9mnyOnspFjxWozM2Ij+1qM0NUoAnqEBbSIoihCHdSo9vXXj6gZqAXTc6eAc3WfHys9Wg+o3IsdMxtzu+5hegBob/zdg7qFucjNq+ZiVkM5OvpO4dpfvYoDJ4cBADWlhV+s8YWvlQxRr4FTx8JlfId71EnJ9RooCydH0UTCiCjt9EJ9jpl97XA0oWUTzHafP3/RafjM0jZ8bGGrI2PMhVkjXakyUFn6QCWTTNvUcFuyagW//oC6A6xloGQJoLLYmHfmsDAH1MwgT07xDD4g2Ic7JOEzFtBr44jzXXjrZVPA78Of1r0f9113Hj70vkYwBsdrYYHxyfj2pLJPM+vLUeawwY3VAp5vJnDnYK+S9gybPAeDEWckfGPFKoC1s3lQjLi/8iAKjpULH6DWQe3tHkJHn1qwzBjDmx1qAGUrA5Uj+zFWrII+M8wa6fI6pVy7+6E8TSQ6+9Xfa1wINFaG8cDa8/HJe7dgX/cQvv/YWwCcWXjaz0DxAKoSLwiOgW67kmky0IR5DZRZEF0RDiAc8CEST3ojA2XSg4UH8UG/YrpzN7elCv90+XxnBmgDzQRgEtqYD4zGtGDWiU2NsSDWTySEDJQ0Er4sDmo8A9WcJQPl9ymoKQ2idySGnuEoGlNGMZp0rsAZKK3+ZhwSPv57Lp7bhIvnNmH/8SH87tVDqAgHC75RlS0DFYknbMuv3Kp/Aqx7ccnyLIjJMbP30JBDJhJjxeoZiNjYPChG6GoUAVYmEoBgZZ7a7TzSewo9w1EE/Qrm2WigNxYXOzvkI+ErM9iYJ5IMOw73AQDOmlqT9WfzHT+X8DWZ7KROqy3DA2svQF15SKupckbCl12GmJGBMujazVzunERsnijOOdkkfIqi4CNnNGNabanW28pNuAufuPsu1j5I4aJm0sTSqcaPE0EwSw0ON5CoCAe0Qn+vIS6AT8USetG8LBmoLCYSPAM1JUdPoVoTIwmnHMC0ANBiI2osu/CzGyvw7UvPwJdXzBn/AHNgJR/73auHMPcfn8DTb3XZ+j1a/VOLs/VPQKaVP0cGC3NAnZeySVkHPV4DZTV2ykCZ482ZhJgwEkmGvtQustlCdKrmxKdOcG+k5HtzW6ps7Vjlsg4eK8dTGaTGyvxNJHZ3DmAoEkdlOIDTc+yi8UWXXRMJTcJXab4QaG+qwG8+d77Wdd4Jxy/bJhIVegZKxG1Jkyg9sRtAAcDPPn0ONt98cU6jEyfQsjfCzqneQ8n98dlBdglftgxUj2Yg4d3zEBfAHb2jYEx1dWuwkYX3AtlszO3UQAH6Jo/YC8opBzCrAnqOHRc+N/ELmzTiJsKrB3rAGPDgq4ds/R4u4cs1dxYCPhUYM1AyWJhzstViDjhkKDJW9GbShgDKoVYCskFXY5LTOxIFY4CimBdP6wGUKuHjBhJnTbNngRnMonsfK4kk03Ys7bwwS1IZqJGUhG/be70AgEVttWmLEjPyHT9vomusgRKZP7Ua/7X2fFx61hRcdd50W793PARMsh+cRJJpixEeiMxprki7Lm7XQAVF6ZJwCjzwz7bo9UpBsZmFsFOWtROFbiKhf003kfD+OWSTsnq9BxSQvgA+1KO+j6fVlHrmM56LbI10+fu8OVcGKnV/TgoZqIhDGSifRf0HZ5QHch51IvP5FE1CJmYQBlNNUF/cdyJN5m7F4VT/sVkN+fUQmgj8Fs2A9QxU9s+PF8iegfK2JNqqITxvJUAufOlQADXJ0XZeS4OmwQSXh/AdntdTAdQC2wHUxNuYdw+OIp5kCPgUNFlkekR4BorvEL52UA2gzmurzfmzWt8O2zVQubX8AHDOjFrcc805eF9z4XfxeC8rs3vQlwqgAX1xEg74MbuxPPX/Pu36uUV68bz6J2MM/SM8gPLuopcTMFm8a8GHB0wu7MDPwTwD5f1zyLbzq/WAcnmzIBviApgHULLI9wDzZwBQF5K8JnVKDhMAvpnTK0r44s7Ih7ItfAHnArnxEDCx8h9OBVCReDKt2bsZw5G4ZuDhRrBi1UhXlhoowPweAKrKhWdTvRpAmVn5M8Z0AxXKQKVBV2OSc3IouwyKZ3iO9Z9CPJHEzg61gNSOgQRQmAwUr8dqqS7JmUECMk0ktqZ6MS2eaSOA8us7XnasX3NJ+NyAByBmMkQeQFeXBrV7Bej69rrykOv1OWbd20djSS2o9YJJRC7MFl/abmPY++MHMmugYomkltWVIQNltXsKiBkob58HX3wdkqwHFGAdgJwcUnv4+BTdut+KrDVQLptIcIl4aci7yyaze8ADKAB4Znd31p/nmZ6qkoArmXM9C5guhea1Q1MkeB6snoMh4T54tQbKrJFxNJHUNmG9vHngBt59ExATgm4gYC45a64Mw+9TEEswvHKgB0OROEqCPsxpsleYr8vHJi4D1ZFnwSg3kTgVS+BI7wiO9Y8i4FOwcHpNzp8NCpOyWfG5SCyRxIlUQJpNwuc02RqInrRwsuMNdb0gaUqTnqROoe+UOu6AT0F5yPsvbTP50sksNuxexNhIly9agML3sJkIuI05Y5mLF6/3gOLwe/DeyVQGSoIFI8eqHvZYKmvfVFmSVu9oRn2WAMqxRrqWfaC830zUrA5QXLhvers7a5PdfOfeicZMCn0spY6pLg16NvAQ0e5BRlN1dUOtLOTP+Ry4hVnwxw0kAO/KV93Cm3eRmDCyWZgD6o4nt+T+y85jAID5rdW2H/BszldjhcsJp9l8ifMaqCQDXtqvNoc9c2q1rR4WYv1NNEcWjRtbBP2KpxZimgtflgyU8f5/oL0BADB/qvNOS2YY5WN9I3r9k9sZMjsETGzMdSMU7wTb2dDPQf0775tUFvKnZS+9imgDbpTx9QznrqfzAnzxJaWEz2Ln3Y6FOYcv3N89MaR9TesD5VAjXWsTCe87kWkBiNiPLqLXPXUOjOKtlE25Gdrc69Lnzm/IggN6VmyKjc+PF7B6DgY9bmEO6CYS4jPALcx9Svp6iaAAatKjSfiySCf4LucTO1WbU7vyPUDPfuQKPvKBG1rY3QUTa3ie36tqvM+1Uf8E6LvWQO4sGl8INFV6qxt60KIRLWBtB3/2tBq8euty3HHl2YUfoA2ChomTL95lcH8DzI08TgylAqgcsiWvwM+BPwX7u9VF7Iy6MpdGlB/is2zc/ZXBRALQF19dqeBbqgyUhY05b/3QYiNrf3aq9nb3sUEt4+OUjblVE1eO1134AN2EwawGite9bnrbWsaX79w70fAsoLgBwjcBZdmI8lvUhXvdwhww3wgUDSRk2Mx0Eu++CYgJIVszUg7f5eQLvgXT7RlIAELdQQEyUHZf4kG/T1t4vJhqEHuejfonQJWPafKrHOfQzXdSPSTfA7JbyfcMWfcAa6qyV2PmBH6DfEzLQEkTQGVq96XLQBkKuHd3qjvV86Z4I0uZC6s+OIAg4fO4nJKfA98AniZJ8ApYzwVcwpfLQAJQA8aGijDiSYZdR9WWGhGHTCSyBVCMMcfGMR6M2Q/GGIaj6sL9YwumAsheB+W2XbjfZAEv62ZaZgbK+66smpV/moTP+xsHbkFXZJKTq5cOkOm2k08GKlSARro8ZZ+PfIVnofj5Lm6rs/2zdo0wdAtzb0kJQpr7lZmEL7uE0ysEDRK+gdSkKYOBBGDuQMbr5RoqJAmguI156u9vaw01ne8HMxZEMxLjs8ADcq+bSIhBoN+noFmS4BvQF47G4LXLpoU5oDYiXZjawNt+qA+Acws4XT6WOQ9EBHm0pwMog5HKqVhCy+pftmAKANVpl2/uGOlw2bzEzIWvX7K5wKofnRQSPkEJwh8DGaSrbkEB1CQnVw0UAEyt0Xc5q0oCmFlvf9dTz37kJ+Hb8OYx/HjjO6YFrfpL3H6gUioYDcysL8tr1z9osxmwpuX3WACV7R7oEj5vL8SMPYi4iYQMFuaA+aQpXQZKc6RU/747VSsxV5IMlFUfHEA+EwkAaKnKbbrgJawyUHoTXXvPATf/2XG4D4Bz/Zd0+Vjme5QHceo4vHtPjJlwbiChKGpfp/lTq8AY8Nwe8yyU2yYSegZE/wzJFkDlcuHzcgCV5oib+pPXQBW6BlFG6IpMcnK58AHpGaizp9XkpXPVHeDsZ6DiiSS+8T9v4O5n9uJvqV1GzsBoTGv8l89LXAygzp1pP/sEAKHUxGxmAy7S5dEAKpglC2hHwukFdNmD+neeMZBl0jSaqQxH4prtsTQZKE1GqWA0lsCBE8MAgHmSZKAAva/biNAwlDGGXslMJAC5DCSALCYS/bwGyt75LJyuyq95T0Kn+i9pGSjTAEp9rgM+xdNBrdEBjhtIVIQCUBQFH57bDADYZCLjSySZFuy6lYEyk1Fqveg8LH0Tsc5Aeb+thVjbTRmo3Hj3TUBMCHYkfKLjztk2G+hyxtIHanfnoLYbs7drMO17XL5XWxa05aLHEY0k7BpIcEI2s2jdmoTPWwtiOwGU1yV8RvmYbLuOxkmTZ59Kg36Ue7hoWEQzkWDAvu5hJJn6uZElgwYA02vV7PmBk8Pa10aiCa2nmEwZKLsupF4hYDIXMMaEDJS9jaezUnPQ4Z5TODkUEWzMnXLhy/yeU0YW48Uoo+QGEvwdtHxuEwDVbMm4Ydg1MIpEkiHoV9Dk0jNvdAIFJJRzm9TDAnJI+PzC5rnek9GZNgIyQgHUJCaZZOhN7eSbmQhwxExPvgGUXQMGEd7oFgD2dg+lfY/L9/KVEIgTW74ZKN4LKtc5eDcDZd53ArB24fMaRu173yk5MgYcYy8uzYFPouBDW7wwYHeXXv8kk/PSnGa1f91+4b3C5XuhgE/rGedVxAyUW1bSY0Xv4aO/RwcjcS0b2GLzvVldGtQc414/0qfvgBdawpfFRGI0LkchvXEjZ0gLoNRrd9bUajRUhDAUiePNjr60n+Wbly3V7rnM+iaBhM+qD9SAFkB59zzE948WQMWdaWQtI3RFJjH9p2LaZJBt57UsFMBpjeUIB3x5mS8A2bMfVmx9r1f7/32GAEozkMgzgOIZqNoyffK1i27FLmkNlM98/Kp0ydqFz0voJhLqC7xfMgmfPmmq94BnoBo8ft1FAkIB8R7NQEKO+idOe5MqN9zbpb9XRAMJrweDfsGKXVYJnyhd4gYSVSWBNJl1LriMb8ehPseCF5+JAxnnVFSODFTQnx6A8AwUt872+RScNVXdJH3raHo/qI4xzr0TiZkRiWwBlJULHw9mvdyU3G9WA8VtzD3+2XcDCqAmMTz7UFkS0GoDrHj4xqV48isX5b1jni37YQZjDFsPWgdQHWO0UeU7y4vb6vJeJNmRIY5E41oK3nMSvkCmAxwADJyKaxOR5zNQ/nT5TL9kGSjj4lHODJTuhLgnFYDMnSJP/RMAtDepGah9xzMzUF6X7wHpEj7R3EcGzJwouYQ43zrAhTNqAADbD/dpCzinaqCA9EaugDx1IMbsx5BBwgcAZ7SqmyLGhrpuG0gA5llA2QKonDVQXg6gzCR8lIGyhK7IJCYfA4GGijBmNuSXuQHsZ284HX2n0DkwqrlldfSd0nbJ+N+B/HfBuFvbBbPyy6ABYg2U9Tnw+qeykN9zjfCCFjJK7sBYEQ4gXGD5y3jxC/U3gO7CV13q/UUvICweDTVQshhIAKKJhFqnCADzJMtAzUkFUHu7BjWHT/4elCEYn2wmElxCnu+1X5hqpfH6YT0D5VQNFGASQEki4TNmP0wDqClqBmqXIQM1VvXHRKLXockbQJk1owX0GqgqDwdQPp8CHkPpNVBybB64gbffBsS4cKIHkNmuYza2peR7XIsNAPuF3eKx9IACgP+7vB03rzod1yyZkdfPAfZkiGL9k9dkQNr4DS9sWQwkAD0I1DJQkkn4AkYJX6oHlFwZKPUc+qLqwten6DVFsjCroRw+Ra03OJ7KAnIJnwzPgZiBmmLTdMErmDX0Hmv2b+6USoQDPgyMxjU3MDczUJoToOc3olL3wGAiUWGSgdrdOZhmOc+b6HoigEqNPxJPagt4WeYCqwzU0Ci/F94+D56F4sMnG3Nr6IpMYpzoARTSGvfZy0Bx+d7itjpdbiPI+MZqItFWX451F7fn5dzHsSPh0+ufvLcg1hYucWMGSp4ASpTwJZJMK7iVIWsApNcPJZNM6gzU4SH1z1kN5dLtOpYE/ZhRp0rf9qVkiHwRL0NPMb74aqwISXftzWo/tAAqz3dQ0O/D/KnphkZO9YECAONMIMsufMBQAzWUsjHnJhIA0FZXhvKQH9F4Eu+e0N0qxzr3TiRGKTSXvSmKt6VvItYufN6X8AGCnX/q77J89t2AAqhJTM8Q158XPgMVjdvLQHEDiXNn1moBFHfiiyWS6BrkNVDO7b7y+rBsfaB0C3Pv7QqHLHpxydIDChBNJPS+H4A8u44Bofg/nmRy1kClzmEork6gsjTQNWKsgxJNJLwOX3zJJt8DzDNQ47n2C1IyPkBdQPN620IhZqCMe2m6jbm3l0yZfaAyJXw+n4J5qWdbNJI46qEaKN6Lq/9UyrkuHHDNGTBfrGugvG9jDgj3gGegJPnsuwFdkUmMExkIM+taKwZGY9jdqb6wz22rxZyUYxbPQHX2j4IxNaBpKGDWzEi+Ej6voQWxCXklfOJLeyA1aZaH/Nq98ToBYXGXkDUDZVigytRAV8ToxCeTiQR/DqZWyxdABU0c1PT6s/yvPTeSANTsU6Gl02IAxSwCKK87kRmzgJqEz6DMMBpJiA3svSDh458h3gOqSpKNNMA8E5tMMgxFvW9jDmQGULL0QHMDOVYnxJhwYgEdstlDCQC2H+oDY8CMujI0VZVkSPg0FyCH+1CEArlNJLpSC2K3GgxmQ3dCNEj4UhnIOgmstLVJh4k9oLw/bo64+Iolk1oGyoufFyvELBogn4U5RzOS6FaNMMaziHca/jlyMgM/Ufj9mTvvfSNjn4MWTa/R/t+J3W9xyjHOBKNxZ3pRjRejBM7MRAIAzjBkoLh8r648lJfd/ERjNCLpH5WrFhYw7wM1HNVr+aTLQKU++1QDlQldkUlMjwM9gPiiK1v9EGdbqoHuuW1qjw++0Hnv5DAi8YRrEoKgRQZHhPczafFgYbdVBo2biMgh4dNroPol3HUUM2V9wzFt0pE5AyWbhTlH35hR6zt0Ewnvf5744mpmvVwW5oBuBBNPM5EYu4RvWm2pFng5sfutKErG4pEjjYTP4ABnZiIB6BmoXUf7wRgT5l535zefcP0Z0yV8MgVQZm6UXL4X9CueD0Q0E4nU3ykDZY237yQxLpwwkbDKfpjB658Wz1QDqMbKMCpLAkgy4MCJYddsVO1I+I4NpLq0e1DCF7RwQnTi/k8Uun2t0ANKoklT3L0+1q9+VirC+TUPdRvRAa4iHHBVyjMeZqcCqBNDEfSNRKUykfjSxbPx0RkJXHb2FLeHkjdi8MFrWHrHkf1TFAULU1kopxZvRgcyjiyF9PwZ5nPZsGYikR5Ava+5En6fgt6RGDoHRj3RRBdIfwcloUv4ZAqgzGqg9PonGZp5GyV81EjXCgqgJjFOZCDsONip309i+6E+AMC5bWqvJkVRtCzUvu4h1xr55ToHxhi6PGwiwYNYYy8uGU0kkky+JrqA+lnm94E7NhbSvKUQBIQs2tyWCs9P9FZUhANoTWWK93UPCUYG3r8fsxrK8ZGpTKrAmyN+fvjisXccEj4AWgDl1K49V7FaZaBKPb6INNqA6xK+9HGXBP2Y3aj2fXzr6IAnmugCmVbysvWAAjKdEAHdgc9rPSTN4PeASw6pka41eV2RO+64A+eddx4qKyvR1NSEK664Anv27Ek7ZnR0FOvWrUN9fT0qKirwiU98Al1dXWnHHDp0CJdeeinKysrQ1NSEm2++GfF4PO2Y5557Dueccw7C4TDa29tx//33Z4znnnvuwcyZM1FSUoILLrgAr776aj6nM6lhjDlSA2XmvGTG28cGcCqWQFVJQAuaAF1us7drCB0u9aHI1Ui3dySmOfR5M4Ayz0DJZCIRSMtAySfbAPSJ51hK7imTAx+Qvvt7erOc8j1Oe2r8bx0b0BaRMrjwyYzokhdPJpFIsnFvhry/vR6Ac3NCwNDQmyOLhM9o5DEctXZ+O7NVtYl/6+iAJ3pAAZkBFM/cyDQXmGagInI48AFmLnyUgbIir7fBX//6V6xbtw4vv/wyNm7ciFgshpUrV2J4WO8l8NWvfhV//vOf8cgjj+Cvf/0rjh49iiuvvFL7fiKRwKWXXopoNIqXXnoJ//Vf/4X7778ft912m3bMgQMHcOmll+Liiy/Gjh078JWvfAV///d/jyeffFI75qGHHsL69evx3e9+F3/729+wYMECrFq1Ct3d3eO5HpOGwUhcy6gUcgFtR/4GiP2fatMMIjQnvuNDY26iO15ynUNnv55RCHlwF8Zs/IwxyfpAZWagqiVb8PLFi/55kTiAapGrga6R9kZ1/K+l3js+BajyuPuV7IiL33iSYeBUTFuEjTX7t7itDr//4oX40VULJmKIOeGnkGEiIUkdiFUNlFHCBwhGEscG0NE7AsB7ARQ3kZCpHpYH4eKGpiwW5oBJHyjKQFmS19184okn0v5+//33o6mpCdu2bcNFF12E/v5+/OpXv8KDDz6ID3/4wwCA++67D/PmzcPLL7+MJUuW4KmnnsJbb72Fp59+Gs3NzVi4cCG+//3v45vf/CZuv/12hEIh3HvvvZg1axZ+9KMfAQDmzZuHF154AT/+8Y+xatUqAMBdd92FG264Addffz0A4N5778Xjjz+OX//61/jWt7417gvjNWKJZF6WzrwHVHnIX9CXftDEecmMbVr/p7q0r2sF311DrjXyy9UHqjNV/+TF7BNgngUcjia08ymkichEoWegFN2Fr9T74xbhi5dOSTNQ4vtlruQZqDnNqQDqgGpcU1MWkqaPjKwExV5oCaY58FWGA+NqR7A4ZTrkBEb5EkeWOhBLFz6TBvOilTnPMrgt4ROdQMWWFtJnoLQmut4/D2MdoCz1f24wrnC4v78fAFBXpy6Kt23bhlgshhUrVmjHzJ07FzNmzMCWLVuwZMkSbNmyBWeddRaam5u1Y1atWoUvfvGL2LVrFxYtWoQtW7ak/Q5+zFe+8hUAQDQaxbZt23DLLbdo3/f5fFixYgW2bNliOd5IJIJIJKL9fWBAtfCMxWKIxWJWP+YI/N83G8fRvlO49GdbcPmCKbj9snm2fl93v7qjVFseKui5KUx9uKLxZNZ/Z2vKgW/B1Mq042bWqUHJ3u5B7YFtLPM7ej/8ivoPR2IJIJh5Dzp61GvZVFnYazlWFKbuEMUS+j3o7FPHXBL0IagwT45bxJe6BwkG9KUyZxUhn+fHLcIXL0f5s1cakGr8LPU5AoBZdWGpxm6Ev1d4PVqNJPci2zwgA4qiBh+jkSiOpzaeqsuC0pyPaGYjjvlUSgrn9XepAvU9Go3FcWo0ogd+/sxxtzeowdJ7J0fAyx2bK9x9TpgQuSah2+DLNBfwexCLx7Ux94+o687yoPfPQ8vCMgWxWAyjqc++X8m+xptM2D3PMQdQyWQSX/nKV/D+978f8+fPBwB0dnYiFAqhpqYm7djm5mZ0dnZqx4jBE/8+/162YwYGBnDq1Cn09vYikUiYHrN7927LMd9xxx343ve+l/H1p556CmVl3rCN3bhxY8bXtp9QMBTx4/Edh3C+/4Ct3/NmjwLAD39sBBs2bJjgUep0DANAAMMjpyz/neEY0DWoftSO7nwZG97Wv5dkQMjnRzSpPrWVQYZnNj5p9msKxrtH1Gt18NBhLJmdeQ9eOOwD4EOkr7ug13Ks9EUAIIBoPKGNb/+A+rVyX8KTYzZy+KB6jZNJ4L1jxwEoeHf3m9hw/A23h2abWNQPQMF7Xf0AFHQefAcbNuzJ9WOe4cAgAATQWMLw0uZn3R7OuBiOAeL0xiLDUjwHHLN5QAZ88CMBBU89/Qw6htX3qi9a2DloIolF1GeYIf0edHSp76e3d76BDZ2vuzW8nBxKvUff2bcfj57aC/4MPL/paZgpsGpCfvRFFTAGBBSGl//6DNz2jvHBjyQUJBnQcbwXgILdb26Hcjh3qxQvcPCQeg/27T+ADRv2AwB2pL52sqsDGzYcdnV8uRgeVp+BJFOfgb5B9e/bXn0ZJ95ye3TOMDIyYuu4MQdQ69atw86dO/HCCy+M9Vc4zi233IL169drfx8YGMD06dOxcuVKVFW52zQyFoth48aN+MhHPoJgMD3Ne+LlQ8De3eiPKVi+crUtR6LhbUeAPW9hVmsj1qw5p1DDxr7uIdz5xkvwB0NYs+Zi02NeP9IPbH0FTZVhfPyylRnf/+WhLdh1VG16OaupGmvWLCnYeM04+sJBPH74HTS1tAI4knEPXnh0F3CkA+fPfx/WLDvN0bHZ4eRQBN/921+RYAouueQSKIqCv+zsBHa9gZnNtViz5ny3h5iTtzfuxaZjB5BggFJSDgyOYNmF5+PC2fVuD802//r2ZvRHRzEYV1cgFy9ZjOXzmlwelX0SSYZkwz4ku/eZvodk467dz+FESso8q7UJa9YscnlEuck2D8jAt7Y+jVOxJC5atgyvHugF9uzCzNYGrFmz2O2h2eL/e2sz+vtHkWRIuwe/PvwKMNCPped5+5ne9dQ7ePbYQbTNnIULl84AXnseQb+Cj310jenxj/b8Dc/uOQEAmFZXjksv/YCTwzXl5teeRjSeRIIByUAJgAhWXHQhFkyrdntotnjnmX14uuNdTG9rw5o1qmJo62NvAx2HMf/02VizYo7LI8zOvQe24NjIIJJQn4HvvfECEI1h+Yc+iPdJLu22C1en5WJMAdRNN92Exx57DJs3b8a0adO0r7e0tCAajaKvry8tC9XV1YWWlhbtGKNbHnfpE48xOvd1dXWhqqoKpaWl8Pv98Pv9psfw32FGOBxGOJxZlxAMBj0zWZmNpXdETaEyBnQNxTC7MXeBd9+oKsdpqCwp6LmVhtU6lViCWf47Hf1q+npmfbnpMXOaKrUAalpdmeP3oiSlD4+nNriM96BrUF2EtdY6PzY7lAofacWv1hucTH1mWqpLPTlmI6GAqq9WnZfUz259pRxj54hGGADQXOPNz4sVQQBfWj4HGzbs9dQ7cay0N1XgxJAqHa6rCEt1PrJe/4DfB8SSgOLHQKoHUV25PNee15MmWfo94I2xy0tDnj6XcFCdyxgURFKqjopwwHLM86fW6AGUR+Y3XoPDmO5eJ9NcEAqo9yAJRRvzcFT9/FSXef9ZCAb0eSwYDGr1cRWl3h/7RGH3PPOq7GSM4aabbsIf//hHbNq0CbNmzUr7/uLFixEMBvHMM89oX9uzZw8OHTqEpUuXAgCWLl2KN998M80tb+PGjaiqqsIZZ5yhHSP+Dn4M/x2hUAiLFy9OOyaZTOKZZ57RjplMnBzW67YOnbSXWjw55EwPIDs25u+lxjyj3lwmOUfY1Witdr6INZcLX1fKFMCLTXQBIBjQNRf8HLoH1c+MLEYGPPhIMOgmEpK58AUMhfKyXPvJCnf4BORwopwMaC0Vkgy9vP+WRNfeqpEuD6C8XkivGxgkhR5Q1vvkZ7bqypvWGm/Mb1oz4KTeCFgmEwmtD5TowieRjbnP8Azwz3444O3PvhvkdTfXrVuHBx98EH/6059QWVmp1SxVV1ejtLQU1dXVWLt2LdavX4+6ujpUVVXhS1/6EpYuXYolS1RZ1sqVK3HGGWfg2muvxZ133onOzk585zvfwbp167Ts0Be+8AX87Gc/wze+8Q187nOfw6ZNm/Dwww/j8ccf18ayfv16fPazn8W5556L888/H//2b/+G4eFhzZVvMnE8lQEBgPdODmc5UsepHkAhGzbmPICaaRFAtQt9odxwAcp1DrwQfUq1NyYYI6JzEbeu70qNualKjkU8n3RGE7obokyTJpBuAw7IZ2M+2RDfK7IF47KiLeAFFz4ZGhhzfAYLZ45mY+7xRWRAuP7cwjxb89YzpuiyOLcd+DjczXRYaA1aJUHgwZHdhS8g9IGKJ5LaeXi9B5ob5PWp/I//+A8AwLJly9K+ft999+G6664DAPz4xz+Gz+fDJz7xCUQiEaxatQr//u//rh3r9/vx2GOP4Ytf/CKWLl2K8vJyfPazn8U//dM/acfMmjULjz/+OL761a/i7rvvxrRp0/DLX/5SszAHgL/7u7/D8ePHcdttt6GzsxMLFy7EE088kWEsMRk4MSRkoHpO2foZp3oAibKlRJKl9XHgHOpRg74Z9eWmv0Nc6DjdAwrQMzixRGaR6qloQutL1OzRAEpsYMmDwOOpDFRzpTfHbIRbIA+mzG/8PkWKru0iAeE+VJYEPL9bPdkRG3bLtIiXmaCQAeGbeDI1MNYXj+nz2ClJGun6hUa62XpAcabVlqIyHMBgJO56DygOzwIOxXQJojG772W0lhxJPQyXqQ+UuIkwKrR2ofksk7zuJjM2RzChpKQE99xzD+655x7LY9ra2nK68ixbtgzbt2/PesxNN92Em266KeeYZCc9gLKbgVJ/ptA9gIyLd78v8yE7mCMD1VZXhpDfh2gi6cpLPORXx2zWB4pnn8pCflR6dEGvKAoCPgXxJNOa93UPqPdflgwUD7wHU5NmdWkQitt2UHniFzKBjZR9cp32tABKnkW8zPiFvoAySviM8iWOLI109cU7w1BK/pYtgPL5FFzYXo8nd3Xh7Gk1TgwxJ3wu4Bko2ZQI5hmoVADl0TWEiFiDFonprS3smJcVG96/m4RWzwQAh3rs1UDxRrp15YVdyIkNEs2a6Y5E41o2pK3OPAMV8Pvw5RVz8E7XIOZNcd4NMZiljqtTqH/y8oI+6Pchnkxo59A1mJLwyZKB8vNdR/XvNZJNmoC++w4ADVT/5DqNlWFUlQQwMBqnDJRD8EyyrBI+s0a6jDFpmokGhABWl/BlH/NPrl6EE0NRz2SgeBDI54IqyeYCMYgF1M8P3wSXYTNBq+Fiev1TKODz9PrHLSiA8jjDkbgmHwDUAIoxlvXDzBjTJHwFN5EQFo1xkwCE1z/VlAVRnWUXeN3F7RM/OJtw1xkzCR+vJWrxqHyPE/ArQEwNAiPxBPpSu7/NkmSguERD23WUMGMgylcpA+U+iqJg3cXteHH/SSyYXuP2cIoCbQGfSKJnOJWBkiiACpjUQEXSZEze3oUX5WOaiUQo+zIvHPB7JngCdAnZUJyrEeRapgYEIxVAVbGMRBMI+BTMqPNGv9Fs+IQMlLZxQNknU+T6ZBYhfOciFPAhnkhiNJbE8cEImrI4wo1EE9pLv9A1UH6fonWfj2YJoNo8/OLIZiLBJXxedeDj6OfAtIxfKOCTRv7AJ34GXcInG2I2lhz4vMGNH5qNGz802+1hFA1cxhpLChmocnmeZZ8vU8LHbZwB72eg/EIG0E4NlBfhc8Ewz0BJYLwg4jdkoPZ38xrwsrQ5wqsE0mqg5JCuuoX372aRwxtBNlWGNZec93LI+A6mnPoqwgGUhQr7wVcUJU22YSSXgYQXyGZjziV8XjWQ4Ih28l2p+qfGirA0aXfRgAGQU8InZqAaClx7SBBehEtx+0ai2g68TBkoMxtzvoj0+xTPL4ADvkwJnwzGBSKy10AFDDVQ+48PAYCt/p1eQNxE4JsHYY9nXt2CrorH4Rmo+oow2lImDLl6QW3ZfxIAcO7MWkcW0NlqiHIZSHgBPv6oSQDY6fEeUBwxCDyeqn+SRb4HpFuxA0CNRIsujihnpQwUUYzwxS/PgpcG/VLtXvtNJHy6hbn3l0uigYEdEwkvwueCoZicagS/IKME5AugxE0Erf+Zx+373cL7b4QihwdQjRUhTT+bKwPFA6gLZ9cXdnApAn7rGiIe7HlZ+5s1AyVJDZTYwJI30ZXFQAJId3ME5CscBtKzaNQDiihGuBrhOC+al6yW0W8i4ZPFQAIQDACSSQxFVA2cbAGUz2AiIVsAFTAocvQAyrsqHBHupJlkJOHLBQVQHudEqoluQ0UYM1IudoeyNNONJ5J45UAPAODC2Q2FHyDExbtZBkod68wG7748QgHrAKpLkhooLQsYT0rXRBcwyUBJNmkC6edAGSiiGDFmoGTLJJsHUPIsIgNpNVDquHO58HmNgFHCJ2kQbqyBmt0kWQYK4uYBhQpmyLU1UYScFPo58SxONivzNzv6MRSJo7o06JgluL54T89AReNJHO1TG//KYCIRNYw/IWRzvJ6BCgjF21oPKIkW8X5DBkq2XUeAMlAEwZ8BHkAV2sRoojGzMecBlAx1IOLiPRK358LnNfg5RJNySvgCaTLKuKZimd0gSQCVVgOV+uyThM8UuZ6sIoRL+BrEGqgsAdRLKfnektPq0oraC4lmYGDIQB3pHUGSqTp4L+/IBy0yUCeGIkgkGfw+xfMLYu0c4kldwufxrJlIMKMGSq5JE0g3kSh0A2uC8CJcjaBnoOR6jvnuu6hGP6XVQHl/EckX77Ekw4jWB0quZZ5x3SKbnNvv14PYd1PyvYaKsDSZtLQAKk4ZqGzQVfE4ooRveiqLc2IoqjnsGNHrn5yR7wFCDVE8PQDhtVpt9WWedoOzMsHgBhJNlWHHgtGxEtR2vQQJn4eDViMZLnySTDYiPAisLg3Sjh1RlPD3pNY4VDIJH6+/EbUIXMZUWmBH24nAL9RAyWpjbpxrZc5AyVb/BKSbSIzGuQuf9z/7bkABlMc5MaxnoKpLg9rC0iwLFYkn8NpBXv/kjIEEIHSfT6ZL4LiBRJuHHfgAXcKXZOnad556b5Ygk8OD2KjQB0pmEwnZJk1AX7x4OdtKEIWEP8e8kXutbBI+ExvziFZI7/3lkrZ4TzC9ka5kAVRA8gBKdOGTrf4JMJhISJR9dQPvvxGKnBODPIBSJ6JsdVDbD/UhEk+ioSKMdgcf2GCA24CnZ3C4gUSbh3tAAekNUMUkmiwW5oCewRmNJrTFi0w25n6DhK+6VK6FF6BnAakHFFGs8OeY1xBJ58LnzwygZFpEBoTNzOEoN5GQK4DKkPBJ1khXvAfvnpDLwhwQTSQUTcInQ/2fG9BV8TCReAIDo+ouEq/B0QIok15QLwn25U5K5oy2nRwZLMyB9AAqYZKB8rqBBKBn0Y72q6YdAZ8ilXxG9l1HQF88NkqU+SOIiSRoeI6lM5EQHMg4MtqYj0TimgtcuWQufLJL+EQjD56BOk0mCZ9gpMIb6cqweeAGcm1NFBknh9RMQsCnaC+RbBmoLftPAHBWvgfoso24RQZqpuczUPoLWwyguvrlCaD4xNnRqwZQjZVhTc8vA2IQWxbya9byMsHtgqdI8HkhiEKQWcsoWQCVxcZchl14Pv7+UzHta7K58ImbaaVBn3RzAR9/NJ7EsT51DdEuUwaKB4BpfaDkugdOIdeTVWTwAKquPKQthnk9kbGZ7kg0ju2H+gA4ayABiPU3egCVTDIcTi3mvV4DpSgKgn4FsQRLl/BJ0gMK0O8Bz0DJ5MAHpC+8ZNtx5Fx9wQzEkgzXLmlzeygE4QpGKa50Ej7ZG+nyHkop+V5ZyC/VRhoA+AT1jGwOfID+GeocGAVjQDjgQ2tNqcujso+YgeKffTJFMocCKA8jWphzpmsSvvRmuq8d7EU8yTC1phTT65x9WAP+TAlf58AoovEkgn5Fih35kN+HWCKRLuHrl89EgmegZHLgA9J3HatL5HwtTakuxTdXz3V7GAThGkYzGJlkxIC5iYS2Cy/BItIof5PNQAIwbKZJVv8E6OPndYCzGso97+Irom0iAIhSBiordFU8zHEeQAmLYW7IcKT3lKZxBoCXBPme05bhIRMbcC7fm1ZbpgVYXob3UeK9dBljUtVA8YXL0T75LMwBpH1GZOmXQRBEOsaFomwufOY25vIsIgOGDGClhAGUmMWsKpVv/MZ6Xpkc+ACDjblE2Vc38P4boYjhEr4GYRJqqSpB0K8gnmQ42ndK+7rW/6nd2fonQH9px4SAThYLcw7P4HAJ32AkjpGUDEIGCV/AIKOUIWsmIhafyyrhI4hiR6xlDPoVlEvQO0kkoNV/6O8jPYDy/rkYa9BkzECJpyDjXGCUscrkwAfomwhJqoHKCV0VD3PCJAPl9ymYXqsGJYdTdVDHByPY2dEPAFh6mrP1T4CQvUnLQKUCKI878HG4ix2X8HH5XnVpUIoGiiFDlk/qDJSEkyZBEOm777VlIU83UDdDrP/g6Lvw3l8uGbMfsjnwAcYMlHxzQUYGSiIHPkAff1Jw4aMaKHO8/0YoYvQaqHQZBK+Deq9nBAOjMXzu/teQZMC8KVWuyM149kCU8B3qUSV8MzzuwMfhEjhjACVD9gnIfGk3SdQDCkiX/lAARRByYgygZMNnVgOVykCVSpCBMkooZesBBchfD2u8B7JloMQaKN4HSobNAzeQ79NZRJiZSAC6LO7tYwN4ZOthvNnRj7ryEH7yqYVODxGALhuICQ4MucHHbwAAHR9JREFUvBZnqiTuM7qETz2XYyk3u2YJ6p8APQvIaZKsF1HQL/ekSRBEeia5RsJaxkCWRrphCQIoYw2UjBI+0TVQtia6QOZmpkw9oIB0J0ou4ZPhs+8G8j1dRQSvgao3BFC8F9RvtrwHQN2x///XXoA5zZXODjAFDz7EDFSXRAYMgH4OPAZ8fq9qyjFvijvXNF+MDSxly0CJEz+ZSBCEnIi777I10QWEDJTwNZkK6SeFC58YQEloIiHeg6k1pSiTrA+XqYkESfhMkevOFhlWEr4ZQl1RZTiAB9aejzNaqxwdm0jQYGOeSDJ0D6pjl0UCJ7rwjcYSeHZ3NwDgkvlT3ByWbcTibZ8C1JfLFkDpk04NSfgIQkrETLJsTXQBgL9GzW3MvS9jMtrIyyjhk13OLW4GypZ9AtJNJCKpTXEZmki7AV0Vj5JIMvQMqxmoRkMGat6UKiiK2iTv/s+dj7On1bgwQp2gwcb85FAEiSSDT8kM/rxKmGegksAL+05iOJpAa3UJFkyrdnlk9hClMw0VYan6TgDqS5sPWcbCYYIg0g0A6srle475+GVtpJuRgZIs+wGkn4OMc4FfCGJlq38CBBMJAJGYPD3Q3EC+p6tI6B2Jai9xYy+N6XVl+N0NS9BcVYKZDe7vcAQ0CZ86YN4/qbEyLEUPKAAIBtSXRpwBT+7qAgCsmt8ijYuUuPMom4U5J+D3IRpPUgaKICRFfA/JaCLhN5HwRWSyMc+ogfL+mI3IbiIhjl+2HlCA0cacTCSyId+ns0jg8r3asmCaPItzwWnO93uygtffxJPqwyabgx2gS+AiCeCZPccByCPfA9IlfLJZmHOaKkI42n9Kmro5giDSERfwMkv4RBvz4WgcALnwOYX0GSgxgPLABne+8E0ExuQyUHEDCis9yonBVBPdCu8vho0mEtxAQqZMCD+Ht/sUDI7G0VARxuK2WpdHZZ+0AEoyAwnOLz+zGP/3zATqJSw+JwgiffddZgkfNxNKJBlOpMycZHivZvaBkjuAkrMGSkE44IOiAO3N8mWg+GcoznRVkQz1f24g39NVJFhZmHsRKwmfTJkE3oj2rV715bHqzGap6ojEDvSyWZhzZjeWY5YcpocEQZgQmCQmEjwDdSJVz+v3KVLMxT6fAkXRxy97BkpGCZ+iKPi3v1uI0XhCyrmYS/hiSf0+yCBfdQP5Pp1FAg+g6iUwYTCaSHT2q2OXKwPFd13UP2WS7wF6AAjIsVNKEMTkQ1z8ylgDZbQxP5aSozdXymPME/T5EE3NxTJmoHgGJKAwaaVjl5wl1/pBhF//0YT+tTBloEyhq+JRuGxAhl0vo4251gNKqgBK0O6XBnHBaXUujiZ/JkMGiiAIuRHfo3USBlABoYAeADpTDdVlUlOIgZ6MJhI8A1ImX+w3KeDXP5oKoAI+RRozMKehq+JReAaqUQJDAD5p8l0vKSV8wg7LinlNpsYdXkYcbzNloAiCcAEegPgUoFJC+ZXfEEDxDJRMc5lYB1UZlrOGCAAk7KE7KeAmEpFUAEXyPWvkWiUWESe5hE+Cgnqe/YhzE4l+eU0kAGDVmU0ujmRsBCkDRRCEy/C5oKYspO1ky4QvIwPF1RSlbg0pb8Q+RDJmoLiRB2Wg3IFvIkRSOlayMLeGroxHkUvCx23MGYYjcQxGVNtXmXbteAaqxM+w1EMW8XbhAaAiUfNigiAmFyG/umCvLZMv8wGkNxEFdDXFFInmskCahE++KITHf6V+lv1AoiBoAVQqAxWmJrqWyPd0FQmaC59MEr54UptwKsIBqRyA+FjPrGVSFkzy/iv15fI0LyYIYnJxTlsNlp3eiFVntrg9lDGhmUhILeHzpf5UpJzLFs6oRXnIj7k1idwHExMOD8AZ1D/DlIGyRJ4VbhHBGMNJLQPl/WwCf2HHk0yTPMhWh/Op86bjVDSG5sG9bg9lTMxprkB1aRAXzWlweygEQRQpZaEA7r/+fLeHMWb47jszSvgkCqD4OZSHA1AU+WSUC6fXYNu3P4wnn/iL20MpSozS2xLKQFlCAZQHGRiNa4YMMkj4QgHdxlzGCQcAmqpKsH7FHGzYIGcA1VARxmvfXpFWC0UQBEHYxy9I+BhjQg2UPPMZr0OTSQFiRBbL+MmI3xB0Uw2UNfI+YZOYQydHAKg6chkcUHgGKpZgmoRPJgOJyUJIQrkGQRCEV9Bd+BT0jMS0jUyZ5jM9A+X9tQPhPYzBK9VAWUMrLg+y82g/AOCM1iqXR2IP0YVPxh5QBEEQBOEXaqD4XNZQEZZqcyogSPgIIl+MARRloKyhK+NBdnaoAdT81mqXR2KPkJ9noOSV8BEEQRDFjdgHqnNANXJqqfa+jF6E24DLLOEj3MPoQSWDCsotKIDyIDuPDgAAzpwqRwAV8OsSvi6S8BEEQRASkhZASdgDCtDbipSHKIAi8ocH4BwKoKyhAMpjxBNJ7D6mBlDzJZHw8Rd2LKHbmJOEjyAIgpAJn2AiIWMPKCDdhY8g8sVoIiGjFb5T0BPmMd49MYxIPInykB8z68vdHo4teB+o0VgCQ6kmurJNOgRBEERxExBszHUJn1xzGT+HCjKRIMZAZg0UfY6soADKY+w6OggAOLO1OsOP36vwAGpgVA2e/D4F9RLYrxMEQRAEh+++JwQTCdnUFJSBIsZDhgsfmUhYQlfGY+w6xuuf5JDvAfqOF6epMkx9HAiCIAip4JuWDEBnv5qBkk1NwduKVJRQAEXkj9FEgmzMraEAymPsOsrrn+QwkAD0DBSHDCQIgiAI2eAbfwmm10BJJ+GbBI10CffINJGgMMEKujIeIsmAt4+pEr75kjjwAbqJBEc2yQNBEARB8ABqJA6MRBMA5Aug2hsrAACnN1e6PBJCRowmEiWUgbKEtig8xIlRYDiaQDjgw+xGOQwkAN3GnCPbhEMQBEEQfPE4Elf/rC4NokwyO/Bb18zD33/wNJqHiTHh95OJhF0oA+UhjgyrH9x5U6oyghIvEyIJH0EQBCE5xtpdGdUUPp9CwRMxZsjG3D50ZTzE4VQANV8iAwlA11xzZOvcThAEQRAZARQFIkSRYSiBogxUFiiA8hBHhtU/ZTKQADJd+CgDRRAEQciGMYCSzYGPIMZLgEwkbENXxiMwxnBkSH15nylZAKUoSpqRhIyyB4IgCKK48SmUgSKKmwwTCcpAWUIBlEc42j+KkYSCgE/B+1oq3B5O3oi7FjTpEARBELJhVFPQZiBRbBhNJKgGyhq6Mh6B93+a01QhZeMynoGqLAlI51pEEARBEFQDRRQ7lIGyDwVQHmHXUbX/05mtchlIcHgzXdqxIwiCIGTEl1EDVerSSAjCHTJNJChMsIKujEfYdUzNQJ3ZKmfzOy2Aoh07giAIQkIyJHw0nxFFhtFEQkZFlFPkHUBt3rwZl112GVpbW6EoCh599NG071933XVQFCXtv9WrV6cd09PTg2uuuQZVVVWoqanB2rVrMTQ0lHbMG2+8gQ9+8IMoKSnB9OnTceedd2aM5ZFHHsHcuXNRUlKCs846Cxs2bMj3dDzDWykJ35lT5MxAcStzcuAjCIIgZEQ0kSgN+lBVQnJ0orgw7CEgTBkoS/K+MsPDw1iwYAHuuecey2NWr16NY8eOaf/993//d9r3r7nmGuzatQsbN27EY489hs2bN+Pzn/+89v2BgQGsXLkSbW1t2LZtG/71X/8Vt99+O37xi19ox7z00ku4+uqrsXbtWmzfvh1XXHEFrrjiCuzcuTPfU3Kd7oFRHB+KQgHD6RIaSAAk4SMIgiDkRqyBaqkqgWKoByGIyY6iKGlBFNVAWZP39soll1yCSy65JOsx4XAYLS0tpt97++238cQTT+C1117DueeeCwD46U9/ijVr1uCHP/whWltb8dvf/hbRaBS//vWvEQqFcOaZZ2LHjh246667tEDr7rvvxurVq3HzzTcDAL7//e9j48aN+NnPfoZ7770339NylZ1H+wEAzaWQ1oCBm0g0k+SBIAiCkJC0AIrmMqJI8fsUJBMMAFBCEj5LCrJaf+6559DU1ITa2lp8+MMfxj//8z+jvr4eALBlyxbU1NRowRMArFixAj6fD6+88go+/vGPY8uWLbjooosQCoW0Y1atWoUf/OAH6O3tRW1tLbZs2YL169en/burVq3KkBSKRCIRRCIR7e8DA6psLhaLIRaLTcSpj4lzp1fjt9efgxdefs3VcYwHXmjYXBGU9hz4uGUdv+zQ9XcfugfuQtffXZKJuPb/TRUhug8uQc+Bu/gVBTEwKACQjCMWK65MrN3P3YQHUKtXr8aVV16JWbNmYf/+/bj11ltxySWXYMuWLfD7/ejs7ERTU1P6IAIB1NXVobOzEwDQ2dmJWbNmpR3T3Nysfa+2thadnZ3a18Rj+O8w44477sD3vve9jK8/9dRTKCsrG9P5TiRza4CNGze6PYwxcWGFgpoWBYN7X8OG/W6PZnzIeg8mC3T93YfugbvQ9XeHaALgy6KRk0exYcMRV8dT7NBz4A6M+QEoCPoY/vKXv7g9HMcZGRmxddyEB1Cf+tSntP8/66yzcPbZZ2P27Nl47rnnsHz58on+5/LilltuSctaDQwMYPr06Vi5ciWqqtw1b4jFYti4cSM+8pGPIBgMujqWsbDG7QFMALLfA9mh6+8+dA/cha6/u0TjSdz86tMAgCVnz8WaC2e6O6AihZ4Dd/nH7ZsQScRRFg5hzZqL3R6O43B1Wi4KXnBz2mmnoaGhAfv27cPy5cvR0tKC7u7utGPi8Th6enq0uqmWlhZ0dXWlHcP/nusYq9orQK3NCofDGV8PBoOeeUi9NJZihe6Bu9D1dx+6B+5C198dfH6m/f/U2jK6By5Dz4E78FrAkqCvKK+/3XMuuD/hkSNHcPLkSUyZMgUAsHTpUvT19WHbtm3aMZs2bUIymcQFF1ygHbN58+Y0HeLGjRtx+umno7a2VjvmmWeeSfu3Nm7ciKVLlxb6lAiCIAiCmGSI7mNkIkEUKzyAoh5Q2ck7gBoaGsKOHTuwY8cOAMCBAwewY8cOHDp0CENDQ7j55pvx8ssv4+DBg3jmmWdw+eWXo729HatWrQIAzJs3D6tXr8YNN9yAV199FS+++CJuuukmfOpTn0JraysA4NOf/jRCoRDWrl2LXbt24aGHHsLdd9+dJr/78pe/jCeeeAI/+tGPsHv3btx+++3YunUrbrrppgm4LARBEARBFBOKoqCxIoSgwjC9ttTt4RCEK/gVPQNFWJP31dm6dSsWLVqERYsWAQDWr1+PRYsW4bbbboPf78cbb7yBj33sY3jf+96HtWvXYvHixXj++efTpHO//e1vMXfuXCxfvhxr1qzBBz7wgbQeT9XV1Xjqqadw4MABLF68GF/72tdw2223pfWKuvDCC/Hggw/iF7/4BRYsWID/+Z//waOPPor58+eP53oQBEEQBFGkPPC58/Dl+QlUlRafdIkgACEDRQFUVvKugVq2bBkYY5bff/LJJ3P+jrq6Ojz44INZjzn77LPx/PPPZz3mk5/8JD75yU/m/PcIgiAIgiByMbuxHHvk7GdPEBOCjyR8tqDwkiAIgiAIgiAIXcIXoBAhG3R1CIIgCIIgCIIQXPgoA5UNCqAIgiAIgiAIgoA/FRmEKQOVFbo6BEEQBEEQBEFoEj4ykcgOXR2CIAiCIAiCIOD38xookvBlgwIogiAIgiAIgiCoD5RN6OoQBEEQBEEQBKH3gaIMVFYogCIIgiAIgiAIQgigKETIBl0dgiAIgiAIgiDgIwmfLejqEARBEARBEASBAM9AUR+orFAARRAEQRAEQRAEgqlGUKWUgcoKXR2CIAiCIAiCIHD1edNwRk0SF81pcHsonibg9gAIgiAIgiAIgnCf5fOaEDmQRENF2O2heBrKQBEEQRAEQRAEQdiEAiiCIAiCIAiCIAibUABFEARBEARBEARhEwqgCIIgCIIgCIIgbEIBFEEQBEEQBEEQhE0ogCIIgiAIgiAIgrAJBVAEQRAEQRAEQRA2oQCKIAiCIAiCIAjCJhRAEQRBEARBEARB2IQCKIIgCIIgCIIgCJtQAEUQBEEQBEEQBGETCqAIgiAIgiAIgiBsQgEUQRAEQRAEQRCETSiAIgiCIAiCIAiCsEnA7QG4CWMMADAwMODySIBYLIaRkREMDAwgGAy6PZyihO6Bu9D1dx+6B+5C19996B64D90Ddyn2689jAh4jWFHUAdTg4CAAYPr06S6PhCAIgiAIgiAILzA4OIjq6mrL7yssV4g1iUkmkzh69CgqKyuhKIqrYxkYGMD06dNx+PBhVFVVuTqWYoXugbvQ9XcfugfuQtfffegeuA/dA3cp9uvPGMPg4CBaW1vh81lXOhV1Bsrn82HatGluDyONqqqqovzAegm6B+5C19996B64C11/96F74D50D9ylmK9/tswTh0wkCIIgCIIgCIIgbEIBFEEQBEEQBEEQhE0ogPII4XAY3/3udxEOh90eStFC98Bd6Pq7D90Dd6Hr7z50D9yH7oG70PW3R1GbSBAEQRAEQRAEQeQDZaAIgiAIgiAIgiBsQgEUQRAEQRAEQRCETSiAIgiCIAiCIAiCsAkFUARBEARBEARBEDahAGoC2bx5My677DK0trZCURQ8+uijad/v6urCddddh9bWVpSVlWH16tXYu3dv2jGdnZ249tpr0dLSgvLycpxzzjn4/e9/n3ZMT08PrrnmGlRVVaGmpgZr167F0NBQoU/P8zhx/Q8ePIi1a9di1qxZKC0txezZs/Hd734X0WjUiVP0PE49A5xIJIKFCxdCURTs2LGjQGclF07eg8cffxwXXHABSktLUVtbiyuuuKKAZyYHTl3/d955B5dffjkaGhpQVVWFD3zgA3j22WcLfXpSMBH3YP/+/fj4xz+OxsZGVFVV4aqrrkJXV1faMTQXW+PEPaD52BqnngFOMc7FFEBNIMPDw1iwYAHuueeejO8xxnDFFVfg3XffxZ/+9Cds374dbW1tWLFiBYaHh7XjPvOZz2DPnj343//9X7z55pu48sorcdVVV2H79u3aMddccw127dqFjRs34rHHHsPmzZvx+c9/3pFz9DJOXP/du3cjmUzi5z//OXbt2oUf//jHuPfee3Hrrbc6dp5exqlngPONb3wDra2tBT0n2XDqHvz+97/Htddei+uvvx6vv/46XnzxRXz605925By9jFPX/6Mf/Sji8Tg2bdqEbdu2YcGCBfjoRz+Kzs5OR87Ty4z3HgwPD2PlypVQFAWbNm3Ciy++iGg0issuuwzJZFL7XTQXW+PEPaD52BqnngFOUc7FjCgIANgf//hH7e979uxhANjOnTu1ryUSCdbY2Mj+8z//U/taeXk5+81vfpP2u+rq6rRj3nrrLQaAvfbaa9r3//KXvzBFUVhHR0eBzkY+CnX9zbjzzjvZrFmzJm7wk4RC34MNGzawuXPnsl27djEAbPv27QU5D5kp1D2IxWJs6tSp7Je//GVhT0ByCnX9jx8/zgCwzZs3a98fGBhgANjGjRsLdDZyMpZ78OSTTzKfz8f6+/u1Y/r6+piiKNr1pbnYPoW6B2bQfJxJoa9/sc7FlIFyiEgkAgAoKSnRvubz+RAOh/HCCy9oX7vwwgvx0EMPoaenB8lkEr/73e8wOjqKZcuWAQC2bNmCmpoanHvuudrPrFixAj6fD6+88oozJyMhE3X9zejv70ddXV3Bxj5ZmMh70NXVhRtuuAEPPPAAysrKHDsH2Zmoe/C3v/0NHR0d8Pl8WLRoEaZMmYJLLrkEO3fudPR8ZGOirn99fT1OP/10/OY3v8Hw8DDi8Th+/vOfo6mpCYsXL3b0nGTDzj2IRCJQFCWtkWhJSQl8Pp92DM3FY2ei7oEZNB/nZiKvfzHPxRRAOcTcuXMxY8YM3HLLLejt7UU0GsUPfvADHDlyBMeOHdOOe/jhhxGLxVBfX49wOIwbb7wRf/zjH9He3g5A1cY3NTWl/e5AIIC6ujqSbmRhoq6/kX379uGnP/0pbrzxRqdORVom6h4wxnDdddfhC1/4QtrihcjNRN2Dd999FwBw++234zvf+Q4ee+wx1NbWYtmyZejp6XHl3GRgoq6/oih4+umnsX37dlRWVqKkpAR33XUXnnjiCdTW1rp1elJg5x4sWbIE5eXl+OY3v4mRkREMDw/j61//OhKJhHYMzcVjZ6LugRGaj+0xUde/2OdiCqAcIhgM4g9/+APeeecd1NXVoaysDM8++ywuueQS+Hz6bfjHf/xH9PX14emnn8bWrVuxfv16XHXVVXjzzTddHL38FOL6d3R0YPXq1fjkJz+JG264wcnTkZKJugc//elPMTg4iFtuucWtU5GWiboHXAP/7W9/G5/4xCewePFi3HfffVAUBY888ogr5yYDE3X9GWNYt24dmpqa8Pzzz+PVV1/FFVdcgcsuu8xycUmo2LkHjY2NeOSRR/DnP/8ZFRUVqK6uRl9fH84555y0+0SMjULcA5qP7TNR17/o52KXJYSTFhg0pyJ9fX2su7ubMcbY+eefz/7hH/6BMcbYvn37MnSpjDG2fPlyduONNzLGGPvVr37Fampq0r4fi8WY3+9nf/jDHyb4LOSlUNef09HRwebMmcOuvfZalkgkJv4EJgGFugeXX3458/l8zO/3a/8BYH6/n33mM58p3AlJSKHuwaZNmxgA9vzzz6cdc/7557Nbb711gs9CXgp1/Z9++umM+gTGGGtvb2d33HHHBJ+F3IzlHogcP36c9fb2MsYYa25uZnfeeSdjjObifCjUPeDQfJydQl3/Yp+LaSvFBaqrq9HY2Ii9e/di69atuPzyywEAIyMjAJCxu+L3+7Ud36VLl6Kvrw/btm3Tvr9p0yYkk0lccMEFDp2B3Izn+gPqTteyZcu0XXfakcyf8dyDn/zkJ3j99dexY8cO7NixAxs2bAAAPPTQQ/iXf/kXB89CbsZzDxYvXoxwOIw9e/Zo34/FYjh48CDa2tocOgO5Gc/1tzrG5/OZOmQR5ljdA5GGhgbU1NRg06ZN6O7uxsc+9jEANBdPFOO5BwDNx+NlPNe/6OdityO4ycTg4CDbvn072759OwPA7rrrLrZ9+3b23nvvMcYYe/jhh9mzzz7L9u/fzx599FHW1tbGrrzySu3no9Eoa29vZx/84AfZK6+8wvbt28d++MMfMkVR2OOPP64dt3r1arZo0SL2yiuvsBdeeIHNmTOHXX311Y6fr9dw4vofOXKEtbe3s+XLl7MjR46wY8eOaf8Rzj0DIgcOHCgq559cOHUPvvzlL7OpU6eyJ598ku3evZutXbuWNTU1sZ6eHsfP2Us4cf2PHz/O6uvr2ZVXXsl27NjB9uzZw77+9a+zYDDIduzY4cp5e4nx3gPGGPv1r3/NtmzZwvbt28ceeOABVldXx9avX592DM3F1jhxD2g+tsapZ0Ck2OZiCqAmkGeffZYByPjvs5/9LGOMsbvvvptNmzaNBYNBNmPGDPad73yHRSKRtN/xzjvvsCuvvJI1NTWxsrIydvbZZ2fY2Z48eZJdffXVrKKiglVVVbHrr7+eDQ4OOnWansWJ63/fffeZ/hu0F6Hi1DMgUmwv7Vw4dQ+i0Sj72te+xpqamlhlZSVbsWJFhuysGHHq+r/22mts5cqVrK6ujlVWVrIlS5awDRs2OHWanmYi7sE3v/lN1tzczILBIJszZw770Y9+xJLJZNoxNBdb48Q9oPnYGqeeAZFim4sVxhgbfx6LIAiCIAiCIAhi8kNiUYIgCIIgCIIgCJtQAEUQBEEQBEEQBGETCqAIgiAIgiAIgiBsQgEUQRAEQRAEQRCETSiAIgiCIAiCIAiCsAkFUARBEARBEARBEDahAIogCIIgCIIgCMImFEARBEEQBEEQBEHYhAIogiAIgiAIgiAIm1AARRAEQRAEQRAEYRMKoAiCIAiCIAiCIGxCARRBEARBEARBEIRN/h8cMSsyCIj/8gAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Forecasting single time series \n", "\n", "Our library contains a wide range of different models for time series forecasting. Let's look at some of them." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's predict the monthly values in 1994 for our dataset." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "HORIZON = 8" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "train_ts, test_ts = ts.train_test_split(test_size=HORIZON)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1 Naive forecast \n", "\n", "We will start by using the `NaiveModel` that just takes the value from `lag` time steps before.\n", "\n", "This model doesn't require any features, so to make a forecast we should define pipeline with this model and set a proper horizon value." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from etna.models import NaiveModel\n", "from etna.pipeline import Pipeline\n", "\n", "# Define a model\n", "model = NaiveModel(lag=12)\n", "\n", "# Define a pipeline\n", "pipeline = Pipeline(model=model, horizon=HORIZON)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make a forecast." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "pycharm": { "name": "#%%\n" }, "scrolled": true }, "outputs": [], "source": [ "# Fit the pipeline\n", "pipeline.fit(train_ts)\n", "\n", "# Make a forecast\n", "forecast_ts = pipeline.forecast()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calling `pipeline.forecast` without parameters makes a forecast for the next `HORIZON` points after the end of the training set." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "num_segments: 1\n", "num_exogs: 0\n", "num_regressors: 0\n", "num_known_future: 0\n", "freq: MS\n", " start_timestamp end_timestamp length num_missing\n", "segments \n", "main 1994-01-01 1994-08-01 8 0\n" ] } ], "source": [ "forecast_ts.info()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Now let's look at the result metric and plot the prediction. All the methods already built-in in ETNA." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "{'main': 11.492045838249387}" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from etna.metrics import SMAPE\n", "\n", "smape = SMAPE()\n", "smape(y_true=test_ts, y_pred=forecast_ts)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from etna.analysis import plot_forecast\n", "\n", "plot_forecast(forecast_ts=forecast_ts, test_ts=test_ts, train_ts=train_ts, n_train_samples=10)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### 3.2 Prophet\n", "\n", "Now we can try to improve the forecast by using Prophet model." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "11:47:57 - cmdstanpy - INFO - Chain [1] start processing\n", "11:47:57 - cmdstanpy - INFO - Chain [1] done processing\n" ] } ], "source": [ "from etna.models import ProphetModel\n", "\n", "# Define a model\n", "model = ProphetModel()\n", "\n", "# Define a pipeline\n", "pipeline = Pipeline(model=model, horizon=HORIZON)\n", "\n", "# Fit the pipeline\n", "pipeline.fit(train_ts)\n", "\n", "# Make a forecast\n", "forecast_ts = pipeline.forecast()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "{'main': 10.514961160817307}" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smape(y_true=test_ts, y_pred=forecast_ts)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_forecast(forecast_ts=forecast_ts, test_ts=test_ts, train_ts=train_ts, n_train_samples=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3 Catboost \n", "\n", "Finally, let's try the ML-model. This kind of models require some features to make a forecast. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.3.1 Basic transforms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ETNA has a wide variety of transforms to work with data, let's take a look at some of them." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Lags**\n", "\n", "Lag transformation is the most basic one. It gives us some previous value of the time series. For example, the first lag is the previous value, and the fifth lag is the value five steps ago. Lags are essential for regression models, like linear regression or boosting, because they allow these models to grasp information about the past." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The scheme of working:\n", "\n", "![lags-scheme](./assets/get_started/lags.gif)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "from etna.transforms import LagTransform\n", "\n", "lags = LagTransform(in_column=\"target\", lags=list(range(HORIZON, 24)), out_column=\"lag\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are some limitations on available lags during the forecasting. Imagine that we want to make a forecast for 3 step ahead. We can't take the previous value when we make a forecast for the last step, we just don't know the value. For this reason, you should use `lags` >= `HORIZON` when using a `Pipeline`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Statistics**\n", "\n", "Statistics are another essential feature. It is also useful for regression models as it allows them to look at the information about the past but in different ways than lags. There are different types of statistics: mean, median, standard deviation, minimum and maximum on the interval." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The scheme of working:\n", "\n", "![statistics-scheme](./assets/get_started/statistics.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the window includes the current timestamp. For this reason, we shouldn't apply the statistics transformations to target variable, we should apply it to lagged target variable." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "from etna.transforms import MeanTransform\n", "\n", "mean = MeanTransform(in_column=f\"lag_{HORIZON}\", window=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Dates**\n", "\n", "The time series also has the timestamp column that we have not used yet. But date number in a week and in a month, as well as week number in year or weekend flag can be really useful for the machine learning model. And ETNA allows us to extract all this information with `DateFlagTransform`." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "from etna.transforms import DateFlagsTransform\n", "\n", "date_flags = DateFlagsTransform(\n", " day_number_in_week=False,\n", " day_number_in_month=False,\n", " week_number_in_month=False,\n", " month_number_in_year=True,\n", " season_number=True,\n", " is_weekend=False,\n", " out_column=\"date_flag\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Logarithm**\n", "\n", "However, there is another type of transform that alters the column itself. We call it “inplace transform”. The easiest is `LogTransform`. It logarithms values in a column." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from etna.transforms import LogTransform\n", "\n", "log = LogTransform(in_column=\"target\", inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 3.3.2 Forecasting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's pass these transforms into our `Pipeline`. It will do all the work with applying the transforms and making exponential inverse transformation after the prediction." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "from etna.models import CatBoostMultiSegmentModel\n", "\n", "# Define transforms\n", "transforms = [lags, mean, date_flags, log]\n", "\n", "# Define a model\n", "model = CatBoostMultiSegmentModel()\n", "\n", "# Define a pipeline\n", "pipeline = Pipeline(model=model, transforms=transforms, horizon=HORIZON)\n", "\n", "# Fit the pipeline\n", "pipeline.fit(train_ts)\n", "\n", "# Make a forecast\n", "forecast_ts = pipeline.forecast()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "{'main': 10.78610453770036}" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smape(y_true=test_ts, y_pred=forecast_ts)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_forecast(forecast_ts=forecast_ts, test_ts=test_ts, train_ts=train_ts, n_train_samples=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Forecasting multiple time series \n", "\n", "In this section you may see example of how easily ETNA works with multiple time series and get acquainted with other transforms the library contains." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "HORIZON = 30" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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42019-01-05segment_a279
\n", "
" ], "text/plain": [ " timestamp segment target\n", "0 2019-01-01 segment_a 170\n", "1 2019-01-02 segment_a 243\n", "2 2019-01-03 segment_a 267\n", "3 2019-01-04 segment_a 287\n", "4 2019-01-05 segment_a 279" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"data/example_dataset.csv\")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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VV19FNBrFwoUL8dRTT+Hiiy8GAKiqim9+85v49a9/jZ6eHlx55ZX4xS9+gUWLFvHv6Orqwn/8x39g+fLl8Pl8uOOOO/DjH/84qzqKIAiCIAiCIE4mm4534Y39bdjZ0EuJESIvZDIZ3H///bjyyitx9tlnSz/z29/+FmeeeSauuOIK0+sPP/wwrrvuOhQVFWHlypX44he/iIGBAXzpS1+Sfs9jjz2Ghx56KOv1lStXoqioaPg/ZoisWrVq1NZN5Ac6hhMPOqYTEzquExc6thOP0TqmsRTw5y1aSuCM9HGUhUZlM0aMaDTq+bM5JUa6u7tx5ZVX4v3vfz9effVVTJkyBYcPH8akSZP4Z773ve/hJz/5CX7/+99j3rx5+PrXv46bb74Z+/btQ0FBAQDgE5/4BJqbm7nf7j333IPPf/7zePbZZ3PZHIIgCIIgCILIKwdb+gEAA7HUKG8JMVFYtmwZ9uzZg7Vr10rfHxwcxLPPPouvf/3rWe+Jr11wwQWIRCL4/ve/b5sYefDBB/HAAw/wv/v6+jBr1izcdNNNKCsrG+YvyZ1kMolVq1bhxhtvRDAYPOnrJ4YPHcOJBx3TiQkd14kLHduJx2gf065IAtj8NgBg/vmX49K5ckXzeIUppr2QU2Lku9/9LmbNmoWnnnqKvzZv3jz+b1VV8aMf/Qhf+9rX8E//9E8AgD/84Q+YOnUqXnrpJfzbv/0b9u/fj9deew2bN2/mKpOf/vSnWLp0KR5//HFMnz49l00iCIIgCIIgiLxxQE+MDCbTSGdU+H0TS1pOnFzuu+8+vPLKK1izZg1mzpwp/czf/vY3RKNR3Hnnna7fd9lll+GRRx5BPB5HOBzOej8cDktfDwaDozqZMtrrJ4YPHcOJBx3TiQkd14kLHduJRz6Pqaqq6IokUFWSHQdaUfxp/u/67jiuXDSxzqtc9qkvly9++eWXcfHFF+OjH/0oqqurccEFF+DXv/41f//48eNoaWnBDTfcwF8rLy/HZZddhvXr1wMA1q9fj4qKCp4UAYAbbrgBPp8PGzduzGVzCIIgCIIgCCKvMMUIAEQSpBohhoaqqrjvvvvw4osvYvXq1aZiMiu//e1v8aEPfQhTpkxx/d4dO3Zg0qRJ0uQHQRAEQRAEcWry1Hu1uOjbb2D5zibXz6YzKv/38Y7ISG7WmCcnxcixY8fwi1/8Ag888AD+z//5P9i8eTO+9KUvIRQK4a677kJLSwsAYOrUqablpk6dyt9raWlBdXW1eSMCAVRWVvLPWKEmgsRIQMdx4kHHdOJBx3RiQ8d34jHej2k6o+JQq5EY6RmIodA/ihtkYbzu11ORZcuW4dlnn8Xf//53lJaW8nFOeXk5CgsL+eeOHDmCNWvWYMWKFVnfsXz5crS2tuLyyy9HQUEBVq1ahUcffRT/9V//ddJ+B0EQBEEQBDH22VHfA0Drl/jB86ajdzCJE50RnDuzIuuzqbSRGDlGiRHvZDIZXHzxxXj00UcBaD63e/bswS9/+UvcddddI7KBADURJEYWOo4TDzqmEw86phMbOr4Tj/F6TNsGgXjKCI9fXbUaNaMXamaRSyNBYnT5xS9+AQC49tprTa8/9dRTuPvuu/nfv/vd7zBz5kzcdNNNWd8RDAbx5JNP4stf/jJUVcXChQvxxBNP4HOf+9xIbjpBEARBEAQxzuiOJgAAdV3aeOFrL+3B8p1N+PG/nY9/On+G6bMpUoxwckqMTJs2DYsXLza9duaZZ+L5558HANTU1AAAWltbMW3aNP6Z1tZWnH/++fwzbW1tpu9IpVLo6uriy1uhJoLESEDHceJBx3TiQcd0YkPHd+Ix3o/pa3tbgR07+d8XXnYFzp9VMXobZCGXRoLE6KKqqvuHADz66KO86MzKLbfcgltuuSWfm0UQBEGME/Y29eJI20DWhCZBEISMzgEtMVLfrSVGtp3oBgB8//WDuPXsaQgFjG4a6UyG//tEZwSpdAYBf07dNiYMOSVGrrzyShw8eND02qFDhzBnzhwAWiP2mpoavPnmmzwR0tfXh40bN+Lee+8FACxZsgQ9PT3YunUrLrroIgDA6tWrkclkcNlll0nXS00EiZGEjuPEg47pxIOO6cSGju/EY7we0yPtZkVGLJ1b876RZixtC0EQBEEQI8d//mUnDrT0Y1F1KRZPP/kFwQRBjC+YYqShaxDRRApNvYPa392D+POWenzq8jn8s0nBSiuZVtHYM4g5VcUnd4PHCDmlg7785S9jw4YNePTRR3HkyBE8++yz+J//+R8sW7YMAKAoCu6//358+9vfxssvv4zdu3fjzjvvxPTp03H77bcD0BQmt9xyCz73uc9h06ZNeO+993Dffffh3/7t3zB9+vS8/0CCIAiCIAiC8ILYeB0AInFqvk4QBEEQxMmnvV/rs3u4rd/lkwRBnOqoqorOiJYYSaQz2HS8C6J4+advHsZgIs3/FpuvA8Dh1gE8+dYRvHXA7PB0KpCTYuSSSy7Biy++iAcffBAPP/ww5s2bhx/96Ef4xCc+wT/z1a9+FZFIBJ///OfR09ODq666Cq+99hoKCgr4Z/74xz/ivvvuw/XXXw+fz4c77rgDP/nJT/L3qwiCIAiCIAgiRw7qjdfDAR/iqQwG4mmXJQiCIAiCIPJPVJ/ErO+i/mIEQTgTSaSRSBn2WGsOdQAAFk8rQ/tAHG39ceyo78GSBVUAgGQ6Y1r+8ZUHcaClH7Mri/D+M6pP3oaPAXJKjADABz7wAXzgAx+wfV9RFDz88MN4+OGHbT9TWVmJZ599NtdVEwRBEARBEIQrrGpqckm2FasdsWQatZ1a88HzZlZgU20XKUYIgiAIgjjpZDIqBpMsMTI4yltDEMRYp1tXizDeOaQpP86oKYWvTVOgxVL2ipEDumqe2XGdSpyanVUIgiAIgiCICcvT62px8bffwN93NHpeprk3BlUFikN+zKkqAgAMUGKEIAiCIIiTDEuKAEAdKUYIgnCh05IYOdquFXvNm1yMoN5UPSkoSlKWxAgjEk9BVeXvTVQoMUIQBEEQBEFMKDYc6wQA7Kjv8bxM32ASAFBeGERJgSaqpsQIQRAEQRAnm6jQC6C+mxIjBEE4Y1WMMOZNERIjQsP1VFqe/MioQDyVkb43UaHECEEQBEEQBDGhONGpTSKwxqVe6ItpiZGywiBKwlpihKy0CIIgCII42YhNkpt7Y0imM0ikMoglqfcZQRDZWBUjjPmTSxDiiRFRMaL9e/6UYsycVIgLZ1fw9061wjBKjBAEQRAEQRATBlVVeWKkLYfESH9MGwSUFgRQHCbFCEEQBEEQo0M0acQf6YyK+q4obvnRGtz4w3eQSp9a1dwEQbjDFCPzJhebXp87uQhBvwIASIiJEV0xUloQxJqvvB9/+fclKAr5AZx6hWGUGCEIgiAIgiAmDO39ce7N3ZGLYkS30iorCBqJkdipNTAgCIIgCGL0Ea20AGDF7mYc64igvmsQPXq8QhAEwWCKkfNmlvPXppUXoCgU4FZaon0W6zES8Cnw+RQE/L5TtjCMEiMEQRAEQRATgNa+GPY09o72Zow6tZ2GF/dQrbRKmZVW4tQaGBAEQRAEMfoMWhIjf95Sb/seQRBEV0Qb8yysLuHKD6YeCUqstNJCYoRRrC9nTcxOdCgxQhAEQRAEMQG463eb8E9PvoemnsHR3pRR5URnhP+7P57yPIEgt9JKI5ZM44erDlHSiSAIgiCIk4LVyqa+y4jtqM8IQQyPWDKN57c2oGPAewHVWKcrohV4VRaHMbuyCICYGNGSH7IeIwG/kBghxQhBEARBEAQxHlFVFUfbB5DOqDjU2j/amzOqnBAUIwA8D3rMVlqGx+6qfa348ZuH8YOVB/O7oQRBEARBEBIGHZIfTu8RBOHO89sa8J9/3Ykfrjo02puSN5hipLI4iLlVWkJkYXUJAEMxIusx4vcZaQGWGKEeIwRBEARBEMS4oj+eQlIPcJt7Y6O8NaPLiS5zYsRrA/Y+XTFSVhhAidBjpKF70PQ+QRAEQRDESMKsbPyCzQ2DrLQIwp7nNtXhxe0Njp850jYAAKizjBnGM91RQzHywE2n4YvXLsAdF80EAAQDupVWSuwxoiVJgsI9pmQIiZGd9T14/PWD4/q+FBjtDSAIgiAIgiCGR9dAgv+7may0TH977TPSr/cYKS0ImgYGrX1aoomsKwiCIAiCOBmwxMi8ycV8EpcRS2VkixDEKU9fLIkHX9wNv6Jg6TnTEA74pZ9r7tFi+7a+iWOl1TlgKEYWVpfiq7ecwd8LsebrGdFKiylGjMQI600SiXsf8zy0fC+21fXgrOlluPWcaUP/AaMIKUYIIo809QwinqKJE4IgCOLk0hkxEiONPRNXMRJNpPCRX6zDh3/+Hv7fhhPSiiZmpTW3SvPXbfdspaUrRsTESCKFtn5tf8ZpIoIgCIIgiJPAYEKLSU6fWip5j+YbCEJGbzQJVdUm/Xt1BYWMpl6tiMzrGGGsk0xnuLK9sjic9T7rMZKQNF9nNltA7oqRRCqDPY19AICeQfv9PdahxAhB5IkjbQO48rur8eU/7xjtTSEIgiBOMbqExEhz78RVjGyp7caWE93YXteDr7+0B/dbnrk90QR69cD8wjmTAHhXjPTpipGyQqP5ekYFaju0RAspRgiCIAiCOBkwxUh1WRinTS1BSTiA06Zq/QIoHiEIOZGEMaHvNFHfpKvruyIJU0Py8Up3VBsH+hSgvDCY9X7An22llUxnK0Z48/WEt8TIgZY+nmwZz31JKDFCEHniaPsAVBU42HJqN70lCIIgTj6s4R5gBPsTkeMdmk1WYVCTetdZGq3X6n9Xl4Yxp1JrPNje701B069XWpUWBFEU8kPRxwnHOjQLC1KMEARBEARxMmCJkaKQH3/63OV47f6rMVuPa6j5OkHIGRD6AfbYKEZiyTQ6BAvijgmgGmEFchVFIWlfIqYKSZoUI9q/A5LEiNckx86GXv7vXOy3xhqUGCGIPMEqN8bzDYEgCIIYn3SaFCMxqKrq8OnxC0uMnF6jWUtYq7xYf5G5VcWYUqpJyT0rRvTKsrKCABRFQUlIGxzEkhn9//R8JwiCIAhi5InqFdtFoQCqSsKYOakIhbr/P1lpEUNBVdUJH8sOxMXESEL6meZec8GU13HCWIYlRiqLQ9L3Q7qVljhuYj1GAn4hMaLfY6Iuc5rse3bW9/DXoh5VJmMRSowQRJ5gAcp4lpARBEEQ4xOx+Xo8lTFZa00keGJE99xOZsyJkfouTTEyq7Iop8RIOqOiX39+l+kSdFY1xYgnSTFCEARBEMTIwxQjTCGr/VubviPFCDEUHnllP857aCWOtg+M9qaMGGJipNfGSqvZoqyfUImRInlihClGxB4jKW6lZaQFuJWWw5zm81sbcNY3XsfLO5uwq6GHvx6hxAhBECxAGUikJmylLkEQBDE2sSZCmiZoA/ZaXRGySPfZFr1yAWMioawwkFNiRBwAlBZog4LisN/0mUQ6g0yGnu8EQRAEQQwdVVVxqLWfNz+WMShYaTEK9CSJU9W/qgKH2waQIPtPwsLG452IpzLYeKxrtDdlxIh4SIw0WhIjbRMpMWKjGGGJEZYMAQzFSFBQjPDm6w5Jjt+sPY5EOoMv/Wk7DrcZSTY3lclYhhIjBJEnWGJEVY2JGYIgzKiqincOtU+IygyCGEt0WhMjE7ABeyKV4YoQOystI8j3GYmRgbhrwQKz0QoHfAgHtImHEotiBKA+IwRBEARBDI/ntzXiph+uwS/ePmL7Gd5jRIhFmHrEyUprf4+CpT9dh0dX7M/T1hITBZYoqOuKunxy/DIgTM7b9RixFo9NhHkJlhiZZJsYkVhp6f+WNl93SHKcrhenAdrcJ4MUIwRBICYEKGSnRRByNh7vwl2/24T/78Xdo70pBDGhYAExGzRbZeITgfruKDKqVj05o6IQgFkSDoBXSAb9CiaXaIODZFq1rRpj9MX0/iK6jRYAlBTIEiNU+EAQBEEQxNDZ39wHADjeYT9BHdWLLouC2YoRJyutDn3Od7vg/Z8Le5t6TfY4xMSBxcL13RM4MSI2Xx+U2wo36WOkkK6imAiJEVa4JVrvicibr+s9RnyyHiP285mi9Zb2t7b8eO61TIkRgsgTYoDi5MlHEKcyLBCp7554k7YEMZqwxMji6WUAgKbeiWeldbzdaKwuC/ABIKX3HAn4NOVHRZGW6HAb9PTrA6kyIRlSHMpOjMSozwhBEARBEMOgc0CLSZwssdjEpGilxZuvOyzHwpSGIagCkukMPv7rjfjnn6/DkbaJ24fiVCSdUXmsWz+BFSOiasFWMaKr6s+cpqnP2/rH/5gpLWmkLmL0GMm20gr4s3uMOBV6py39Hc+bWa4tQ4oRgiDEAGU8Z0sJYiRhsvD+mHP1NkEQ3lFVFR36IPtslhiZgIoR1l9k3pRihAIsMWK2yGI9R5hkfEqJtz4jzEqrtEBQjEittOj5ThAEQRDE0GH2p04JDt58XUyM6NXgcYciDdZ6rTOSyNnFojuSQO9gEqmMih+uOpTTssTYRlRSTOTEiJfm62yMdN6sCgATQzFiNFK3SYywcVMq20orILXSsr93sITKxy6dhc9cNQ+fv2Y+AOoxQhAEgMGEcZPpj9OkL0HIYJVR/bHxW1FAEGONaCLNJdRnzdCqdponomKkQ0+MCIqRdEY1NS9NZpiVlva+2GfEiT6mGBGstIoliRFSjBAEQRAEMRzYRKxTrxCWNCkKSXqMOCRUUhljkjNXyyQxVvrH7mbsaezNaXli7CImCbqjyQlbpCgmgGSJEVVVeY+R82ZWAHAfI4wH0pnsJIdISC8YSwlqD5bgEJMpRvP1tG1/RjbuWjytDF//wGJUlxXoy4zf+R1KjBBEnoiRYoQgXGHVTwPxlGszZIIYaR5dsR/X/+Bt9ETlHrTjBWajFQr4sKhaa4g3ERUjPDEyuZgrQgBrI0GzLHxaudaL5Khuw2UHGyCarLRIMUIQBEEQRJ7xphjJttIqCLk3XxcKwlHflVss2Dlgjod/sPKg9HPt/XHc/9x2bDzWmdP3E6OHNUmQ67kxXhBVUjIrrZ5okl93583Sisna+uLjfl5CluQQkVpppVXTewBQFNbuMemMyovurKT5urTlWDIl6nBfGutQYoQg8oTZSmv8ZksJYiRhD8x0Rh3XD09i/BNLpvH7dbU42h7BpuNdo705w4INsKuKQ5iuNyVv7YtxifREoVZPjMydXGwK4lOiYkT/zawy6sI5FQCAzS7HuG9Qe26LVlqlkubrpBghCIIgCGKoZDIqL2ix6zGSyag83pBZaTn2GBHmd+tytEzqjGiV8zMnabHk24fapbHkm/tb8dKOJvxm7fGcvp8YPayJkVzPjfHCgCkxkl341qgXjk0uCWNGRREArXF5/zifv2PJCnF8JMIKxkxWWpJkithf0W5O09q0nSVvx/McKCVGCCJPRAXpGDVfJwg5g8J1QnZaxGiy7UQ3r4QZSXXFc5vqsOzZbSOqNOjSB7KVxSFMKQkj6FeQUSeGnVZ3JIEH/rwDN/9wDW8oP9+SGBGD/KRFMXLp3EoAwPb6biRsKp8AoI8pRgrF5uvGZARr4k6KEYIgCIIghkrPYJJPLNolOMTXiySJEaem7WbFSG6T3x392kQy672gqvLxWkJPltj1cCDGHn0W66yGHG3WxgviPFxfLGWy2wWMsdGMigIUhvwo1dUOY63PiKqquO/Zbfjyn3d4UrO4K0a010WVvcx+y+9T+H3GzgXHui6WTImnMuO2KI8SIwSRJwaFKtLxnC0liJFEVIlMVG9TYnyw9kgH//dIJRD6Y0l8a/le/GNX84iqUpj1QVVJGD6fgnmTiwEAR9oHRmydJ4Md9T247Sfv4oXtjTjY2g9As9GaVByC36fwgFwM8pOWRoILq0tQWRxCLJnBbgevbMNKK7vHiKIY1ZOkGCEIgiAIwoqqqlmTsDI6hX4GdgkO5tWvKEBBQEiMhLTpO+ceI8a/c06M6IU2NWUFfMK4R5L8YBY8VOQ2fjhVFCPWebg+y+/u1lUklcUhAMCUMq0XYVvf2EqM9MVSeGVXM17c3sidAZywqjishJhiRBwz2Szj1oA9bUmMMPstQOtNMh6hxAhB5ImYcBMgxQhByIkKgXwfBdPEKPLeUcMXuWmEEiMrdjfzifSRrKrrEqy0AGBRdSkA4LCeTBivfOlP29HUG8O8ycX49Z0X49nPXoYXv3gFf58F8gmxx4he/RQKaCGuoii4eM4kAMDmWvvkFLPSEnuMMM/cquIQr4ZyqtIkCIIgCOLUI5NRcfvP1+EDP12LjEtypEPo42HXK4S9Xhj0wydMWhYEPfQYEVafa/N1o9AmhHJdKSuzI8qoLDFCRW7jBTYOYadTrkmz8YJ1Hs46/rL2IpxSoiVGxloDdlF54eVYee0xkhR6jKT1f/st9lvFeqIjatNM3ZoYCfl9fExmt8xYhxIjBJEnxMoNSowQhJxBUowQY4DewSR2N/Twv0fKSutvWxv4v9nE+0jAEiOs+mnRVK0B++HW8a0YYTL/P3z6Uty4eCquWDgZFUUh/n5IEuRzKy2fEeJeOk+z03LqM2JYaRmKkWl6v5Z5k4v5ZIRdI0KCIAiCIE5NOiMJ7Kzvwf7mvizLIisdJsWIPKZgCnvRRgvw1mPE2nw9l6bSbNsmF4dRrsdDUsVIhhQj4w2WIFhYrY0R6rsnZvN1Ng/H8gPW89dqHzWlVE+MjDErLVF95kXdI7PFEglKFCPsOg5aFSMhb4oRti5FUYQ+I+OzgIwSIwSRJ6j5OkG4E6UeI8QYYMOxTmRUI6BrHoHESG1HBJtru/nfbgPl4dBpTYwwxUjb+E2MZDIq2JiASbqtBAMSWbj+b+alCwCX6H1GNtd22VZysvuRaKV13sxy/PKTF+Hxj56HsL4uUowQBEEQBCHS2mcoj536mQFmK61EWu7JzxIjhdbESMi9x4iYaxlMpk0KFTeYYmRyaYj3VuuNZsevbGJ0IJ7KKfFCjB7MUurs6eUANBXCRDt2qXSGJxtrygoAZCuerMoKlhhp6R1biaKkMF5p8JDEYkoYv08+xR8KZNsPM5W9VWXCFPP2PUayl2PLkGKEIE4Saw6148EXdo25anPRSmu8ZkoJYqQxK0bG54OTGP+8p/cXuf7MagBAS18s783iRLUIkO1xm0+yrLR0xciRtoFxO+hJZozjEfA7NxIUJyHYwEBszn7W9DIUhfzoi6V4rxIrLHFVKlhpKYqCW86uwZwqUowQBEHkk+beQawTen0RxHimRbBkTbjEk9Z+ATFJXMHGS0VBc2EI6zeSTKumCU6RlCXsy8VOiyVtqorDqCjUYkqZlRZLjKQzqqN6ZbwSTaTwzqF2V1u08QRTjJwxrRQ+RYtnx5pKYriIc3Az9N6AVistdu6yccKZ08oAAFtPdMOJE50RR0vefJMW1PBerLTceowwJb3JSiuTPWYCDCstu2Jvq5UWABS5JFPGOpQYIcYdj7yyD3/aVI81h8ZWMC0GBf2kGCEIKdR8nRgL7GzQmnDfdu50BHwKMirQlufBwZYTWvA8Q7djGopiZFdDDy5/9E386p2jjp+zKkbmVhXD71MwEE+hpW9k+qeMNCkhcA/aVD/JZOG8+bqQTAn4fTh3plYht6+pT/pdLHElWmmJkGKEIAgif3z5zzvw8d9sxP5m+T2ZIMYTrf1GrCVOPMqwKjhk/UJY1bWdYgSwj0dSGfPEqNdeEqqq8m0z9RhxsNICJmah2+OvH8Jdv9uEP22uG+1NyRssQVBVHMa0cm1skmsPmrHOgH7dhPw+rgTpsSiekmnzpP4VC6oAaGNDp7mJz/5+C/71V+tR2xHJ+3bLEAvEvFhpufYY0ccxCcmYyboMT3LYqD9k6yoOOSdTxjqUGCHGFa19MW4NMpK2JLmSTGdMAcJ4vSEQxEhjSiBOwECaGB+wniLzqopRU65JrZvzLKFmKoZZlXpiZAg9Rt7Y34aWvhgee/UA/rK53vZz7JlTqttAhQI+zK0qAjB++4yIiRE7xQjrMSI+fw0rLXOIW12qHeduSeWjqqpSKy0RUowQBEHkj6aemP7/sWVfQhBDobXXu5VWh6XJsyzBYddjhBVpaMs5K0bYxLDXxEh/PMUnTSeXhFGhF4pYK+4BmJQUE7HQjSnL1x3pBKAV1fx27XFblY6Iqqp4fmsDdutFWGMFVgBUXhjEpOKg/trYGovHkmn85t1jONo+tLELGw+VFARQzhVPzj1GZk4qwpyqIqQzKjY59CJsH4gjowKbTpJqROwx4iWBxeyt3FT24jlspzIpCTH1h1uPEeN+VBRyTqaMdSgxQowr1h01VCLDST40dEfx789sx5E8Pa+sElJKjBCEHGq+Tow2iVSGD0qnVRRgul411diTX2UFCxqZikM2sHSjUfCUffDF3XjnULv0cylJXw3WZ+SQjXXUWMdkpeXWSFC00uKycPMyk/TKR1liJJY0ihtKCuT9TAqC2rripBghPPLYY4/hkksuQWlpKaqrq3H77bfj4MGDps9ce+21UBTF9N8XvvAF02fq6upw2223oaioCNXV1fjKV76CVIriTGJ8w8ZOUUm1PEGMN0R1rtvkeaclMSKzorJLjCiKwhuw2ylGWL5k/uRiAECjx+Qj6y9SEg6gIOh37DEiFqT0TbBCt0g8hcNtWuy8s6EHAPCVv+3EI6/s4wkTJ9Yf7cR//nUnvvr8rpHczJxhx6msMMj7QYw1l5PX97bg2//Yj++9dmBIy7Mip+KwcP5axl8ytcMVCyYDAN7TE2EyWMHWLv2cGGnE+0hTj7vlcyrtrBhhxWSqaoxR2b4IZFlpsebr8nuMzEqL2W+N12c6JUaIccXaw8bNamAYN/LlO5ux+mA71rXl5xKIWW4Aw9k2gpjIRKnHCDHKtPbFoKqaqqKqOITpFbpiJM9VqyzYnFSkJUaGonJs7NEqhGZOKkQ6o+KLz2zFnsbsjL4syD9N6DMyHmEBfsCnTRbLCOqNBE2y8JRcMTJJT1B1RbKPg7h8yC+PC8IBUowQufHOO+9g2bJl2LBhA1atWoVkMombbroJkYjZhuFzn/scmpub+X/f+973+HvpdBq33XYbEokE1q1bh9///vd4+umn8Y1vfONk/xyCyCts7CSzESKI8UZLn7mhuhPWHiNOVlqsCluE2WnZ9fZgYcp03cq1K+Kt+TrvL1KixUvlhfZWWhl14lpp7WnsBcv7NHQP4nBrP/bqNqytHuxp3zmsFTHVdZ4cyyWv9AqKkZKwdmwHxtixY716xJ49ucCKk4tDAeH8NZ//sr4aVy7U7LTEImwrLFGxs/7kKIFExUg6o6JZ3yfRRAoPL9+XVSzn1mNE/L3st4hjLRGvPUZEdUqRi8pkrEOJEWLcoKpq3hQjrFrYxQLUM6QYIQh3MpYGfROtwog4+aiqij+sr8Uf1tei2+PAj1XOTS8vgKIomKYPHPNt58GCTaYYGUrzdWY18r07zsUVC6oQSaTx6ac3Zw3MZA3HF07VFCOHx2liRNYrxIqskWBSIu8GjOMgO0/EKiyr0oTBFCPUY4TwymuvvYa7774bZ511Fs477zw8/fTTqKurw9atW02fKyoqQk1NDf+vrKyMv7dy5Urs27cPzzzzDM4//3zceuuteOSRR/Dkk08ikfB2zyOIsYaqqohyxQjFgsT4JycrLb2nHYs3ZAmOQRvFCACuGLFLKrLVTy1jFqLe4k82PzK5RLPgKndovi7anU40B4CdFkXAL4Q+f172JbPfiiTSY2ZOSFVVU2KktIApAsbWsWP71+s5a2WAWwsHDCs4lx4jALBkvpYYOdDSn2V1x2DJgAMtfSdlLGDtVcT6jNz/3A787r3juPcZcyxpFMk592UEjORtSpLgAAzFiFuPEZ+iZC0zXhUjcr8AghiDHOuI8EwpYC/t8gK74WVGKDFCihGCyCaWMl8nEy2QJk4+exr78I2/7wUAfPuV/fjvW8/AZ66a57gM6yXCGg9O13uMNPXG8I2/70EknsbjHz3XVqXgFeb1yhMjOSYCMxmVb+vcycX45acuwj//fB2OtA3gxe2N+ML7Fgjryg7yF1VripHDrf1QVXXYv+dkwy2xbAJ8wFB3yJqvZ1tp6YoR2QBf2H92+4kpRigxQgyV3l6tyrCystL0+h//+Ec888wzqKmpwQc/+EF8/etfR1GR1iNo/fr1OOecczB16lT++Ztvvhn33nsv9u7diwsuuCBrPfF4HPG4MbDv69MqXZPJJJLJk//cZescjXUT+SHfxzCRyvBJpv7BBJ0bo8DJvC7/vqMJf9rcgB//67l8sn6iIRasDMbt77WDiTQi+sTh9PJCnOiKYmAwnvX5AX2MFA4oWe+xPiP9kuWSyaTRY6REmxjuGsj+nPQ36DFnZVEQyWQSJSEtHuqJZl+jybQRC/VEvH3/eGFHXTcAwKdoc0Uv72ji73X2xxx/a080iT1NhqKguSeCOZVFedkup2u2sWcQD/x1N+66fDaWnlOT9X4knuL33KIAUKQX+/RKju1o0jWgXUfdQ9yu3qgW+xQF/SgJ+aTfldStSBWo/PWysA9n1JTiQEs/3j3Yig+cO830vaqq8rFCMq1id30Xzp9VkfP2WXE6pvGE+bXa9n4sqCrAyn2tALQEhLgcL/JS0/J9J6i8orEECv1Aks3NZDKmZQp0RX7/oPxexvq0IGOsq5AvM3bOqVy2gxIjxLhhncXTcTgZeOahmbfEiB7glBUE0BdLIZlWEU+l+UQKQRDZFQQTTXpNnHzYQNSnaNUv//fV/bhp8VTMchiEMBUGsxhg/19zqJ3bJH31ltOHPXi39hjJVTHS1h9HMq3C71NQXRpGwO/DlQuqcKRtIOv5x5IwYjJg3uRiKIqWkOmMJHgF4HjBi2KEWWmJiRGZegZwVoyw6k47+Tkg9BghKy1iCGQyGdx///248sorcfbZZ/PXP/7xj2POnDmYPn06du3ahf/+7//GwYMH8cILLwAAWlpaTEkRAPzvlpYW6boee+wxPPTQQ1mvr1y5kidcRoNVq1aN2rqJ/JCvYxhNAWwaYvf+Q1gRGZqfPDF8TsZ1+dPdfpwYUPDzF97CZdV5GnyPIRJpoGfQmFZbt3ET+g5l/05VBboTABBAQFHhS0YAKFi3cQsiR8yf33/cB8CHprparFhxzLy+QT8ABe+u24jO/dnrSWW0+YfGw3sB+NHaM4AVK1a4/o4N9QoAPyKdLVixYgWaItq2tvVEspY/pm8fAGzesRulbWOrn8Zw2HBY279nVWSwu9tn6qey+9AxrEgfsV12Z6cCVTXmf15e+TYWlNl+fEjIrtm1LQq21fnR290N1G/Ler87DgAB+BUVq1e9jtZG7fjtOXAEK+KH8ruBw+CAfl71x1JY/o8VcBgCSNncrJ3DfV1tOLCrFYAfje3dpvP3iL6O2uPHsGKFcSynwIcD8GH5ezvha9hu+l5tmGFc48+tXI+mafm7l8mO6aFe7bcw3tqyB6s2Aey6qy5QTb+ru0c7b7dt2YLoEfm2+RQ/MqqC11e+gYow0NevLbN50wZ0CY/hI+3auk80tUjvHQNRbbkN699Dg9bKCI312n7df9j5GjmZRKPuTesZlBghxg1bTmjZ+xkVhWjsGRyTVlqTS8O8KjgSp8QIMb5p6Y3hJ6sP4+4r5uI03ZbHiee3NuBEVxRfvmGRtOraKvnuH2PyXWL8wRppX7VoCjIZFWuPdOCHbxzCE/9yvu0yzDKL9RZhyhFxwtvNBsELTALNlArxVAaxZBoFQW/PBWb5VVNWwJvi8WbjlodXOp0tny4I+jG1tAAtfTHUd0XHcWLEXjHC9od4vOwSKuw4yOT5KYnfsBVSjBDDYdmyZdizZw/Wrl1rev3zn/88//c555yDadOm4frrr8fRo0exYMEC69d44sEHH8QDDzzA/+7r68OsWbNw0003mWy6ThbJZBKrVq3CjTfeiGAweNLXTwyffB/Dlr4YsHkNAGD67LlYuvSMYX8nkRsn87p8aNdbAJKYe9piLL1izoiuazQ40RUFNhn39vPOvxA3n2VOaNd2RvDRX23CginFAHowpawQM6YU43h/Jxafcx6Wnj/d9Pk1L+4BWppwzpmnYen75pve+39Nm9AQ6cHZ51+IWyzrSSaTSG5YDQC45dol+N2hTRhM+3DrrTe5Koc3Ld8PNNTjgsULsfT6hWjpi+G7u9ZgMJO9/Lq/7wVaGwEAM+YuwtIbFnrbWWOczkgCXevfBgB8+UMX49O/NycZSqtqsHTp+bbLb1q+H0A9/3vh2Rfi1rOzFRxDwemaPfbWUeD4UUR9hVi69JqsZQ+09APb1qOiKIzbbrsWDWuO443Gw5g8fSaWLj076/OjxTPNm4Eubc7vivddj6ocxy7H3z4G1B7BormzcPPls/GzfeuR8oWxdOm1/DObX9kPtNTjjEXaec5oXXcC7756EKFJ07B06Xmm7x1MpIGNb/K/0+UzsXTpOUP4hWacjmnpkQ5gn3H+NWXKcaQ9AkAb54QKi7B06dX8/Z8dfQ+IRrDk8ku5NZiV/73lDQwmM7j62msxa1IRHj/wLhAbxFVXXoELBAVMcF8bnjmyA4Wlk7B06WVZ3/PI7reBRALvu/pqnF6jzRE1rj2O1xsOY3LNjLzsm3zAFNNeoMQIMW7o0SczFk0tQWPP4LDsqjryrBhhEyUl4QAKg34MJjVPSVahSowsPdEEVBVc8kvkh+e3NeDZjXXwKwoeud05aEqlM/g/L+5GPJXB7edPx/wpJVmfIcUIkW+YX+6koiA+feU8rD3SwW2m7JJ5zJKRW2lVZCtDUnl4OKSF5uuKolUK9sdSOSdGZuiKFsBIEiQtjT2TGbniYXZlEVr6YqjriuKC2ZOy1tHcO4gpJWHH5MNowZUfDioOlsgQjxfbN9Ym6lwxEk1kWYulPKhTwqQYIYbIfffdh1deeQVr1qzBzJkzHT972WXaAPTIkSNYsGABampqsGnTJtNnWls1G4WaGvlkSzgcRjicPZkQDAZHNTEx2usnhk++jmFKNZR78bRK58UoMtLXZSSeQldEi9WiycyEPNadEfN4JqP4sn7nmiPd6BlMYmtdDwCtj0eh3qw4kVGyPh/T/bBKCkJZ77HlkhlkvZfOqMioWiwzs1Ibi6UyKuIZBaUFzvu+W4+pq8sKEQwGMaXMx78zofpQIjSCV2HESxPpuO5v0Sbl508pxhULqxH0K6ZipN7BlONvXX+8C4A2JzQQT6Erav95VVXR3h9HdY4Kddk126dbzLf0xaAqfoQC5hg4ktR+Q3mRtmy5XiwUiTsfu65IAqUFAcfCoXzSK6jrB5IqanI8rwb1GL2sMITyIm2/DibTpt+Y0c/dUDBgen3eFH2CvyeWfT1aaqJ2N/Xl9ZyXHVNFMY8X9zX3AwAml4TQMZBAyvLsZKdp2OGeHvT7MJjMAIofwWCQj1ULQuZlpupjz46BhPS72HJhYbnSQi3uHEyNnftBLtsx9kbCBGEDa85XXapddHbNgNzIZFR0RfLcYySh3YQLg37eeIgmfU8OyXQGN/9oDW760RpTA11i+LBme16aaB3viPAJw5bemPQz7Bpmdj/9sRRUNX8yVMKZtw62Yd3RDvcPjiNYwryiMIjzZlXg5rOmQlWBX7591HYZq2KkvDCY1dzSmngYClyFEFBQoj8X+nLoq9PYrSdGJhmJkZA/2zoKMJII1ol9ZinW0J3dWH5nfQ+WPLYa//7/tma9NxZg9mBOSRtrjxFtQgDS5SqKgvwz1n4vSRv7LRFSjBC5oqoq7rvvPrz44otYvXo15s1z7n8EADt27AAATJum+VsvWbIEu3fvRltbG//MqlWrUFZWhsWLF4/IdhPESCMqiMdro1bCG/XdhpVJ3+DEHBu39JnHPTLV8aGWftPfVSUho4n6UJuvS5YT111eGOT9SHo8NLNmhaNVJdqkeUHQLyxvtiEVC1Im0pzH7katP8h5MytQEPTjjBpNZXnxHK24SNanjnG8I4Jj7RH4FODGxZqSp92mkTcA/GrNMVz66Jt4aPleZIY5KcWOr6oahVUizM63TE+OlfDm6/bHrrUvhssffRM3/2gNHzuNNCyJav23V5ijTHE4wMdEKYvKns0X+X3WMZM23mJNzs3LmL/jaHtkxHulsrFNoVBQd+XCKvz6zou1bcqY7zMsWeE4bgqYnQdkPSoBYNYkbfzY3DsoHROnJcsV6/eq8fpMp8QIMW6I6JnwKSwxMsTm693RBJ84YRUVw4VN+BaG/CgJazeFoSZuiNyo7YigtS+O9v64NEAkhg4LlqwPXhkHW42Av61fHgSy41Ndqk1IpzMqHbOTRF8sic/9fgs++/stEyqB2DOoDVBY5dMnL9csGrbpjRNlGIkRLQBWFAX/cd0i3HbuNJTqA4X8JEYMFQcbiOTSZ6TJUTFiBOhiQ8CApVH5bD0xUteZHeSv1ft2vXmgTfr+aJO0SfaIsCQrmwgQj5t1uYKgn08wWPuM8B4t1GOEyCPLli3DM888g2effRalpaVoaWlBS0sLBge1a/vo0aN45JFHsHXrVtTW1uLll1/GnXfeiWuuuQbnnnsuAOCmm27C4sWL8alPfQo7d+7E66+/jq997WtYtmyZVBVCEOOBwaQxRhqvkyiEN+q7jAnVXIpDxhNtfeZxjyyGPKCPk+6+Yi7On1WBf714Fp/wlBVcsLmFonC2wUuhHstYLYoBrd8eIxTwCTai9hP6DGY1Llqvlhdq8as1sZIxJUYmznFligXWZ/Deaxfg0rmVuPdazdrSmiAS+cmbhwEA15w2RbdMA9ptxsQAcEg/J556rxYPvrCbTzYPBfH41ksm9tnvYsezJKz9v98hMXKiM4pEOoNj7RF89JfrcaIzMuTt84Kqqqb96+WctTKgJ+lKwobKJZHOmAoxjTGTPBnQO5g0KVcAQ5mvKJpiA9D2z0jCzoczp5XihjOn4qMXzcRv77oEZfoxtCZgeZGcB6U9u0fZWQlPKQ0jHPAho0KaFEtLxp2sODwST6GpZxA763u8/dAxAiVGiHGDdVJ1qFZancKESL56jLCARlSMDMfqi/DO4bYB/u982N8QBqwCyFolIeNgi5gYkStGWABfVRICe2afjCqjTEbFtrruU7rSu6M/jlRGRTSRzgr2xjPdgmIEABZP0yq7ajuj0ntwJJ7iaoFp5YZ0/d5rF+DJj1/IExheznk30mkjaGRBrFWp4ESjJYEDZAe0AEwDqWCWYsS++okNlgHgqXXHPW9X50Ach1v73T+YA/2xJHY39JoHLtxKyz5UtSaKxGeA1UoLMH6zteLPSMLYr6vAYQKDIGT84he/QG9vL6699lpMmzaN//fnP/8ZABAKhfDGG2/gpptuwhlnnIH//M//xB133IHly5fz7/D7/XjllVfg9/uxZMkSfPKTn8Sdd96Jhx9+eLR+FkEMG6a01/5N99SJjBh/5FIcMp6wKkasiZFMRuVx0ycvn42Xll2JW8+Z5pjgYK8VSuxXnRIqrHhDUbQJUqaWlfVXs9LRzxIjRnzIlreOHSaqYiRtmTRfes40/OULS3DW9HIAWoJI5nZwqLUfL+3Qeq78542n8/kqu2JBcV0A8Oct9Vi1r2XI2y0eX1nMn50Y0eerHJJaYiFdY88gvvny3iFvnxcG4inTeeWUhLL/Dt3eviBgGgeI+9pOWVEcDqBKt921JpfEMQlT48sSUPkkyeyqAn785q6L8f2PnoeCoF9Qy1v6TdqoP0RY0RhLoNqpZxRF4b9TqqBh6/KLihHtnIom0rjrd5tw+8/fO2lKo3xAiRFi3MCkcdxKa4iJhw7hAZU3Ky0hMVIiZEuJkedwq5AYyVemiwBgnMMJD9XzB8TESJ88CIwKsvASbjk38oOkv21rwD//fB2eWHVoxNc1VhEHNF4GR+OFXv23TCrWAv2qkjBq9Cqv/c3ZDdeae7UArbQgIPVa5rJrDyopN0R5cpmuRMllUkBmpRXksnBj+8RBhDWwne0Y1Brf8dctDZ6vxbuf2oxbfvyurWXeUPjq33bhgz9bi426NzMg9E1xVIxYKp9ExYhkYMD6jGRZQnjpMRIgxQiRG6qqSv+7++67AQCzZs3CO++8g87OTsRiMRw+fBjf+973shqkz5kzBytWrEA0GkV7ezsef/xxBALUJpIYv4hqYVLYT2zEycOJNIEu4mal1dA9iGgijVDAh7lVxfz1AgdLLDbpae0VIS4XS2bHI2zd4YAPiqLYxj1WxMKhqULPi4pCtrxFMSIkB/rjE2dcwWJjazzNEkSpjCpVWfxg5UGoKnDr2TU4Z2Y5dzhxUoxYCzr3NXlvFG1FVEKL9nWMPktipNSDlVa+tm/riW78XU8aOWE9x3IZr+6o78GK3c0Y0M9F0UoLMCcR7BQjADCTWxDLEyMBv8KVJbL9nE/SNuMgo7+iRTGSUaWfly2bTBkWxIC8CG2WPv4UVX/GtuljXKFfY5HumtPQPYjDbQNQVefE4FiDEiPEuIFNqrIHTTSRHpIfY4fw4MjX9AarfCoQJnwHJmjwN9Y43GZMyJNiJL9wKy0PiRGzYsTGSosnRoxJ6Vwq6IfK0XYtebZqX+uIr2usIiZGhlKBM1ZhVlps4AYAi6drk4qyAL6pRxu8Ti8vzHoPMALGRCp/zdcDfkVQjAzFSssYoAYlVUIpk2JEbqUl84gVv2MgnsJftjR42q7Dbf1IZ1Qc6xhw/7AHookU3jyg9U8QK4tSHlQc1p4rLImrKPKKqUn6BIHVtzjlMDBgOE1EEARBEN6JCskQUoxMbMTEyES10mrVC0WYXae1oOxAixaPLpxSYoppnHqFWJULIk4JFVa8warKuZVWxDn2tyscKtcTAizeZojFiBMp4cUOnXW/FwT9/Hj1WGLIvlgSr+/VxpgP3HgaAHhKjDBlObPMrZf0A/SKm5UWG2+XFWrzVF7mq9g5yLavrT8+JNX0l/60Hf/ruR2uVlxW6yyvVlqqquJzf9iCL/5xG7bV9QAASsPmhvHiNWmnkgDsC8rEhJlT0Vk+SdpYYwX52Ec1qZfSgoWzHSGeVNGWS0qUHwzn4jpZj5HsZJus39JYhRIjxLhAVVWh+boxSTSUKiNRMZIvgcEgWWmNGkcEK63heHMS2XArLZf9GomnTA9NOystsRcPq1Q5GcE0C2CPd0TGlaQzn4iJkS6XwdF4glUXsYEbAJzlmBgxN163woLJfChGkkIQbfQY8Xa+9w4meUWaq5WW8CCzBvlOHrHWhOfaw+2u2zWYSPPEQL7Oo/eOdEp7hLDtc+r7IfoHa8sYCQ5FkShGmKWEZdsTuShGyEqLIAhiWIiTa9RjZGJjar7ukhj5+dtH8Nct9SO9SVm098fxrZf3YpOgWs0FphhhE4nWyUDWS+L0mlLT64UhLa6ISa4BO+UC4K35OotZvFppNeqFQ2JfO8CwqrVW84tj7omVGNH3uyQenMT3pTmGZMldnwIsmqodY+Zw0jEQt52fYOPr+Xo/kqFaM6XSGdMxkFX4Z1lp6ePwSCLtun2TS8M8kdKQY/ImnVHRpCfdZE3hRaznqDUBZceJzihPQLHzvzgcMNkLpyQWxLIEgp1KQuzFwWyKZfs5n9hZfol/ywrl/A5FXtZxk+O+qJQrY8TCdHE5lhgWyUfPzpMFJUaIcUE8leG2VxXFQR4kDKUBe2ck/1Zash4jQ20OT3gnpTcEY1BiJL+w5J7bQ+2Qpd+AnWIkql8nRUE/nyiu64zgkVf2obZj5Bq6if0E3tMbTp9qmBUjE6dir8fSYwQw+ozsk1hpNelVfdMqnBUjw7Xly2RUsCKeoM/HByJeqyWZjVZlcQhFIcMyJ2BRSABGAgbIDmydPGJZAD2nSnv/mIdrUBwM5isxslpXiwDmyYSkoLixIxhgknC98sklwcEVI1lWWt57jJCVFkEQxPAQVSKUGJm4qKpqbr7uUBzS1h/D9147iK+9tEfaw2GkaO4dxL/+z3o8va4WPxyi5S6Lh1jvOuu4idkNZyVGhqgYcUqosAlPZsHltfl6s6SvHWAkVqxWsGnRSism77sxHuGTy5LimgqbfZmSTGBXFoegKNpck128zJIwzF5tqAqEHsuxkX1PP29Kbu4xAtgXGosFSjN5wiC3bewdTPLxUMeA8zlodTTwqhjZ2dCT9VpJOABFUfj1I7XSksT8s22SAXx84VNOWo+RlLBOkZApMeIt4cPgapOU1pDeU2LEZvwIWHqMhLMtXkkxQhB5Rgyai0MBFOsZyaGoMjr6BSutfClGWIO0kB8lur8eeeaOPCe6omZpJCVG8kqEW2k571dmo8WqjNpteowMCj1GmGLke68dxG/XHseP3hi5/h89lBjhvTgA74HmWCeZzvBngNhInFlpHWzpzxqc8oFfuY1iRJJ4GArWoJFJ1732GLFTtsga7onN9mQqCTspNPuNp+vVbfVdUcRTzhNU4rnT6TLA8YKqqnj7oJAYEQcubEDmkKyw+uyy/WK3TKWNpYQXdQqrvkykM5SEJwiCGAaDgiXhII2XJiwdAwnTpL/TBHpULyiMpzLSHg5uvLanGXf9blNOdrH9sST+9VcbeJGdneLdDRZPsYlBa1NkO8WIkyWWzKqG4ZRQYXFcrooRFndOs8TH5R4UI8m0OmGKRpwaWLN+htZ9IZvADvh9vJG33XnFjvG8ycX654ZmVcXO+YKgdsx7B5OmgjhtXSymVvTPGk287ey0xHPQLmHgRpdQkNw54NxvgsXmbD96LeTbWd8LwOibAhiJH9m4zksyIKuYTBhfsB4jDd2Drrb+tR0RfPzXG/CuB1W+FbsEjlkJI1OMeOnNqJrGqgFpjxF5YkS89sUEYnE4WzHipU/tWIESI8S4gE3QhgM++H3KsBqcj4RihAUmBUE/z8R7Tdocax/Aq7ubJ0ylxclEbLwOGJUXxPBRVdWzYoRVQl29aDIAoD+eknpGswRngWilpa9jzzAazrkhDgbeO9p5Sl5rJiutCZIYEX9TmaAYmTWpCCXhABLpDO8vw2DnQmVxWPqdsh4eQyFlUXGU5dhTh9ky1JSZK/ekihGbiiIGH8xYZeH6b5xWXoDSggAyqiZHd0IcpORDMbK/uR/NQhN3sbIoZeOtK2LtMWId+FlhihFrcpCpU5ySMGwCw7qdBEEQRG6IyZBoMn1KxmWnAmxykTUAz6iadY8McQLNq4UOI5NR8dDyfXjnUDte39viebk1hzpQ1xXlE8pDiWtUVeUxI/PYF2OERMpwNzgjy0qL9S5zUozYN1+XW2npTdstPUbcEkbMSsuqGClny1t6jFgLRCZK/xinxtxMMWI9T+yWmaLbv9v1GWH7sKokJFhV5a5CYGObmrICnoyxm8wW49wSlwbs4jI8YeAyTrAi9vRzK6jq0n/HbF3J7nW8uktXjHz1ljMwo6IQlcUhVJeF+bYD8nGTLIFgl/QQkw7Tygvg9ylIpDNodUmmrtrXinVHO/Hc5twtAu3GQeJ2y3qnOCtGjP0hXsMypT2zDOuOJtEvXN/iGFfclpDfl7Xu8TReosQIMS5gE6qsEqNoGImRduGmPDI9RnQ1i8cJsK/8bRfu/eM2/H5dbX425hTiSJvZwulkKUaS6QweXbEfL2731qx4PBJPZXig7zZJzBQjF86ZxKuYZNUx7DouCpob+wFagnCkGnCKg4H2/jgOt+WnafR4QpRZ5zrgHKuwSfqygoApMPP5FJw5TRt8WvuMuE2cs9fdeoy4TeJYq3BY4sZawWUHG0Sx5o3G9mUH+G4JBDv5O7PgCvh9WDClBABw1OXayLeV1luCWgSQW4Q52Vux99hEALPUsktwGE1Ibar9PPQYAeSTGARBEIQ3xAldVQXvXUVMLNgk78LqEj5Rb6ecFSfQclU2bznRzYss3Ox6RA7qTdGvXKAVdvUMJnNWhIqfLwpnN18/1jGAVEZFaUEANWVmNYah/Mg+/x0VI3pCRTZuYoqRkJ7sYSoHt33KFCNee4xYx9wTpc8Imwz3S+JI1mPEmmSys2N1a8CeEpJfs2yKmOzojiRwy4/W4LEV+7nSoqIoxL/HmmCRJQNYMsbu2OVbMdLhohhh+3W+rqDxov5KpjPY06QpRq5YUIUVX7oabz7wPp48dFLay8ZN0yr0pEcqY7IGF8cJAb+PXydux4vNfXh1DBCxuwcoiiL8Lm27MhmVF3w7K0a09xLpjGnMJVumtCDIz3nxd4pDZHEfKoqS1WeEeowQRJ5hTZvZxTacBueijC/vPUZCvpzVLMd1X/fvvnYw5yz8WOZ/Pbcd//zz90Z0Ask6wX2y7E1e39uC/1lzDN/5x/6Tsr7RQLy23CaJ2XE4fWopr9CQ9RkZFK5jUe4KaNfiQUuvknygqiqvpDltqjb5eyraaYkT8hPFSosFzBWCjRbjrOnlAIC91sSIi9USq8xzSgYebu3Hxd9+A/+z5qjtZ8SG6JpiJDcrLTZ4mFJi/m1G4sabVy5gb6VlDOQU3vjRqrCxIlpQuQ1wvLC9rgeAMXCRKUbskljae+aBgZFMsVOMaAG+XY8RJ8VIQKiEmiiWEQRBEKOBtdI9SnZaExI2rp1dWWRYitooC8QJtFyVzX/f0cj/nUtswsYdl82vBKAl6XKx4gLM8Ribp0gKMQKbFJ9RUZhld8omb2W9QozGy/ZWWrIxNoujWFxVYVMQYqW517nHiLWwx2oh5LUgdCwQiadsJ2ydeowY/VrkNlXWyWXWgN2u96Zo28WafnvtM7JyXwsOtPTjT5vq+LhuUlHQ1grKUH/IEiNJxFPprPuwqEBg6oG6HBuOd5rGDc7XFtuv83hixL13zaHWfsSSGZQWBDCvqhjlRUGuDgfkSnuncVPQ7+N2cmISiDdf18eJxv5wPl4xPVHp1TFAJO1QzMfHg/r4Rez5I1OZGcsZvTRNihE31wHTvrBPqFj7jJBihCDyTFToTQBgyH08VFU1BUx57zES9Atenu6BVTyV5lW3g8k0/vv5XRNCTh5LpvH3HU3YVteDDcc6PS/XE03gF28fRWufN49Xq5XWyVKM/G2rphTpjCQmrNe8mNhz6jHSG03ya2pBdQkPAmXHkCurQn6TYmRhtZawsFb354O+WIofo6sWTgHgbhc0EZmIzdfZ72DVLCJMJWEdILs155YpMqys2t+KzkgCL+9ssv0Mm6BXFE3BUpZj83WeGLFRjJgSCC4qmFk2VV5GXw1BMdLu3IC9O89WWmwgzgYYcosw+1A1y0orbR64WGF2HtYeIzyh4lBlBQiTGKQYIQiCGDLWhuvUgH1iwuKOWZOKuKWoXXW6GNfkkpxIpjNYsbuZ/51L/zOmeF88rZz30si1eEiMW4qYlZbwGvtdouqU4dhjxMHux6nHCE+M6Our9GCllcmoaNIVN9YeIxWFbPmJoRhp6hnExd9+A59+erN0zsVJTWDXfJ0nHbKstLwqRnJv6P3eEW1+pS+W4rH7pKIQZttM2LOCL78QHzMrrf5YCh/4yVq8//G3LeMLIznHJsgbuqI5zVWJ8bZoZy+DnaNz9cRIKqO69hva1aCpRc6dWQ6f5JjJxnVuTcpnS2zDrOPH2R6PFxsv9A9BMWIcs+zt5Ip5fbtMfT+cCsoCxv4w9cO0cx2Q/E6n3pZsrpZ9HSlGCCLPsElaFnAwD8+BeG6BdDSRNsm1R6LHCH8IeqhYYQ/KgE9BQdCH9cc6sVO/wY9F3BrzMtqE5tvrjnpPjPxh/Ql897UDePKtI54+f6JTCwTYzfxkJCla+2JYc0hroDWUyqLxghjgJh0UI0c7tORUTVkBSsIBVOt+qm2SBuxigpM1lb58fiVuOHMqAGBfc/7PfXZ8ikLGtTlegvd8IjZfnyg9Rpg9WLlEMSJWxIiIsnUZRgWO/TnPBtLH2iO2g4O0pbKI9xgZ9HbusaqqySXyxIhJMeIQOANG48yo5XmZFAY8LDFyTFeM2P3+fFtptegD8TlV2iAobjMgsyNLMeLSsL1SGNRmJPvQSTECGBMbpBghCIIYOtbksmyC91Qimc5gS22X53HWeKGR2TNNKuRKcTvlrKjUdVM3iKw93GEq2vCqGBlMpHFCn+w7vaaU92bIJbECmONMrhiRFHmEJIkRpwSH0+RtQcghMZI2J2KYyiGSSNtWb3dGEkikMlAUoMaSGCkMad8Ts5yb1jF3/zjpMbLhWCcGk2m8e7gDb+5vy3rfycKs0qb5Op/AtsSrU0qc54SYIsAvJB7quqLoiSb4WEOGqqqm+ZVtJ7oBaIkblsiKxOXHSzyfSvXq/hOdERxuG0BrX9w0ryH2uZmp997oj6dyKrDrzEFpzsYY08oLeN8fN/vnnfU9AIDzZlZI35eNm5wSDoBxzQxIikRZQmKmpDH53qberN/I5h2HphixH7Naxz8pD+oPACYLLtGK2ZrgYMgSQE6qqo9ePAvnzCjHVYu0YtTxNF6ixAgxLmAPfta/Y6jN1603q3yFn2KPkSklRqMtt4x6qz55XFNewP1N2cNtrLFybwvO+sbreG5TnetnWRUwoAWsXmGWTAccggERFvwV6YHlyUiMvLi90ZRQy8fk4FhEDAaYb78M1pNgQbU2sTnFQTY8KCRGlp4zDY/cfjZ+/G8XYPH0MgDZtkf5oJurCkLGoGycBO/5xKwYmRjnLLfSKsxWjAQtlTQMY+JcHgAGJF60VthgJZpI8ybpVqzJCjcLCSssaT45SzHiIAm3TfYY+0J8JqWEJMICbqUVwdPvHceir72KN/a1Zn2XOBiyJhdyJZZM8wETC7zNvVMMRYsdxm9j/ZCcFUGs2i+jWpK/HnqMAKQYIQiCyAfW3ginumLkmQ0n8JFfrsev3jk22puSV5r0ht4zKgpdlbPi8z+XOHWlHquwOMZrYuNwWz9UFagqDmFKaZjb7+Q6rhMVwixGEBMQ8ZRDYiRkb6Xl2GOExyLZk45xi5VWaUGAV2/b7VfWX2RqaUFWgQifgLVMcFon2sdL0ZmYcHh85cGsODbjUJTjrhgx7ztmL832rxVxYpopp493RPAvv1qPW3+8hheAWjncNmCa09rVqBUWTioKSq2jxL/F38UUI/ubjX2SkIwv/D4FBUE/d4XIpc+ISTHiZqWlJ0EqikKCbZnzMmzu4NyZ5dL3+bhJOH/TLipx3odDVqzlsyhG9H1xpK0fH/zpWnzuD1tM3xVPMiutIShGHLYzZLXSEsatTj1G2Hcl0hlbCzgR1oy+vts4h9MO96YvvG8Blv/HVfxcsY7DxzKUGCHGBSzrXRjUFSNDToxoN1d2Ieetxwif8A1gcql2I48lM649UNr0SbWpZQW4YHYFAGC7nvkea6w72olURsXfd9jbxzDEycJ9zX2eg8w6PQA45uJzD2jVEmzyMqwHiCNtpaWqKv66pd70WudETYzEvPUYOab3yJk/Was4N3qM2DdfLwwFEPT78KnL52BqWQEWT9MSIwea+/Oe3DIa0gX5oGy8VDXlE3OPEXfP1vEAm6SvkFhpyRII2t/O/TiYDF485zMZFT958zDePtiGZDpj6sNxtE0+aLEOGNm5l0hlPE2qGz1GbJqvywJ8m0l9cTAuJnzEAdnsqiL4fQoG4ik89uoBqCrwJ0kSXLyXZ1RDtTMUmKosHPDxhKo4CEmm7QenDCYJT3HFiLPyIxTw8Qo5UTnF1+WQhGHbClBihCAIYjhkW2mNj0nVkWJLrVYUt6dx7LoG5IqqqqaG3m7K2bip+br32KJ3UHuWXzpP6xPiZtfDYEV4p00tBWBYbeaqqhYtPEOWYg3AiGtkcYmTYsSp6KXQoTeJYd2lW9r4FD6hX9sZxV+31GfFMKygcVqFWS0CCAVDlvEZi3NZDD5eis7EfpYHWvrximDDBhjxv8+hx0iWrZiN7Rnvd9jYl5UMBswTzGyi/XDbAA61DiCjGn1oraw71mX6mx3zScUhfrysinnZZDYrNN7fbBQmpkzjBPPEvF3/EifEeZJoIruPiQhL3FUWhWyTUFbYXFuVZbzEkBXKufVmZOMm8zLyfcGakq8+0IaMCjR0m5NgTGnldfwnknYYswYt22jq+2Gj/hCXS6ZUT2p5VlQqHjc3KzLA2IdOxbVjDUqMEOMCdjEyxchQm6+zySaWxcy3lVZhyIeiUIA/aOw8JRmtPDESxoWzJwEYu4oRNtG9vb7btZFSc695UnzdUW+qkVrdy7FjIGGy/pEhHjs2WTXSipHGnkEcbY8g6FdwRo0WSE9UxYjYv8epep4rRvRKLWalJTv32XXCpOaMeZOLURD0YTCZRq1NdcxQYQFVZbGhGBmJqqY9jb249cfv4q0D2bLs0SaeSpsGXemM6lnSa+3LNJboGbRvvh4SPFRFDBWCW48R45zf19yHJ1Ydwv1/3oHDrQOm9451yJO4KUEeDwAloQBYnOo2eIwmUnzSyKoY4c3hJZJwuwBV9LUWg/ykMDAIB/x8UMYmJ9472pEVxFurDbs8TkDI4APx8gK+jUnJIMQpYM/uMeKsCAIgrQr1shxgJOHHkzScIAhirJFlpXWKK0bYZG0uE45jna5Igj8rp5aHhRjcXTGSS58PFgNNLSvg6/UyHjykJ0ZO18dzzEqra4hWWgG/Ikw6Cj1GmJWWQ2IklVFNv19VVceqbKZMiXroMQIYyYsvPLMVX/nbLrxsKXJs1JU91sbrgFAwZImnWbPn8kLn3jFjDaYYed9pmtXPnzebi4CcJn0n2fSRtVP3zK0qwvTyAiTSGWyuNSczzOsyrKpE7Pbp+qPad82wHK9JRSFpgZe4jWJMzRQjx4Wxt7xJubWvhvcG7NZ5EjvVSDyVRkR/DkwqCvF97WbblbQkb6zIEkVO1xYgJEZExYgliTBH3xctfTF0DsR5zxdrsjIuqLpyTR5aVSoi7DX2+9lv8um9Le0IcWuxjKMqjSEbF/PlHMZMRpJ4/DzbKTFCjAtsm6/nmBip1TPvLMs7Ej1GAPdmW4zWfpaoKcC5syqgKNrke5vH5uMnE2b7FUtmsNuloon5xrP7LHtYONETTZiq2o/aTDgyxAc386EcacVIM29MV8jPoYmaGBGDMad+C6x6foHeQJ0lHeU9RrTvZAMBht+n4IwaTTWS7wbs3VFDlls2glZaL25vxP7mPvx9R2Pev3u4sOtKk/nrnq0eB52/WnMMF3/7DbxqqagaC3DFiIOVlrVShQ8MJJYGAKQSdPac6YkmswZQLDFoxVrp5/MpXKlg56/N6OjXjk1B0IdiSxIxFMjePicPWsA8CDIH+eZkwHy92aG2Hh9iyQzWHzPfu61VnLl6cYswZWFNeYG8OosPQtwDdm6l5bIvALmtWVIyYJRBihGCIIjhw8ZNrGAgMkETI6qq4ndrj5uag1uJp9K8Mryhe3DEFb0nOiP4zj/28eK8kYLZaE0pDSMc8AtWWl6ar3uP01ksU11aAEXRxvZeEissGcUK3VjRhBcngA3HOvH46weRSGV43BLwKbxYw1SE4mClVRAyXrMWMDGkNjpCQaA1CRTnihHju5nSgY1ZrT0vRGWPFRYXZVTzdhmKEe27x2Ji5PmtDfjNu8e4PVZvNMnH8h++YAYAs0MC4Gxhxn6r1rM2+3hZY0hFUXDFQs0q/T1JkaidVRVDtk/TKrBJV5h97NJZpvc0Ky25JbDMNomNS8RbTlKaQNC+c9YkeWN3J7ot15NdsR275n2KplKwnrN2uKkerAVU4jJ2yZSQX7fEk/QKYuPEScUhnDNDUwT9fUcTNh3XklXRZNp0Dxd78+R6jaQcHAHseozYqWCM5Yx7lHHe2o+zwpIkET8vHJQpRoEiKUYIIq+w6nXefJ1baeUWSDMPxgtmVQAAVCjDVhlkMir3+Cy0JEZkfRZEWgUrrZJwAKfrct6xaKclWiPJqh5EWCXwNXo1xntH3BUjJzrND1m7CUeGeNyYXDg9wjdfFjjWlBcYlUUTNDFi6jFic40k0xl+3OZPycVKy5/13pm6ndZhQeKcD1hANqkoyGX8boHJc5vq8MTKgzkNTllCZywODNhEfGk4gKpi7fh4tSlg1+7G487X/GjAEj5yKy3nHiP2vrLZlUViwvW5zZqVHlMFHm2XK5xkQTeTeXe4JBPaB7RrZ3JJOKsZHpvwF7fPrT+G36fwgZC5Iag5ibBIf/5cOrcSd1w4EwCyFFCiAgsY3v1PTDTz45USf5d7kM8HgHrAzv5vl/gCjOeFLEnk3mOEmq8TBEEMl6hQGQwAgxPUSmvlvlY8/Mo+3P/nHbaN1Y+2RfiYZiCeyslGaij85t3j+PW7x/HCdndr5OHQpI8FmQqhzLX5+tAUIyxGKwj6+PnkpWiDKQdOsyhGvKz72//Yh5+9dQSbjneZ1K0ytbKTYiTk9/EiQrHS3NRIWRKXmC1SzfEIX58pMWKOk60xDBvfTi+XWWkZ65cV5bBm7Ztru8aUTW86o+LBF3bj2//Yj//8606k0hkcatOO+YyKQp4Is07c8mIjyX4vKwjweFpM3rH9IkumXLmwCgCwTlIkalWnsLFwmYO6qjOm3ScKg3588LzppvcqikJ8kjtLMSJYvjHYWEZE3sPQaqXlzd1BVVWeaGTjBrtrk113FUUh3f6NKUZcEiMOx0vb9mylvVtvjWAgu8eITEn0T+dr+/8nqw/zxGY6o5rOKbEPkFthnBWnBE4oYB4PerG3AsyFg07nbdbnJYp+5+Wy9+FYhxIjxLiASaxZ9exQrbR2N+iJEb2fBzB8lYGYCWYTvl4VI6yqfqo+mcy2a1vd2LLTUlWVK0YA8Ky4HWzCiz0w6rqiWRUDVk5Yqg/sJhwZ4sSgoRgZ2ZtvC5/IKxhyk77xwoAHxUh9VxSpjIrCoB/TdAk7s9LqjiazHoaDFuWXCKvizncDThZoac3XjcSIXfB+oKUPD764Gz9ZfQR7Gr2pV1RVxd4m7d4yFj12ewTVDAs03a5HxjH9OrTzuR1NhtJjxK2yiEuTM9mDWsAYTN5wZjUA+35Isoozrwnzdl0xMqU02y/X6ikLuFc+AYKkOZUd2LLBxKevmot/v2Y+nvjX83DdGdrvW32gjV8ryXSGJ/54k9PhJEaERHNIksjikw0eAm+jYsp9GVb9FJc0VXRTjFDzdYIgiOHD7qFssmwiNl9PZ1T8YOVBANqzV2xwLHKw1Rxr1o+wnRar9h7pfW6oELRxQS7N173GqIARA/l9Ck9udLpYwHZHEjwWYz1GvFaoA0CdXhQWSaTMVlqSWEtmbcVQFEXaSN2sGJH0FxAmga0FQDLFiNVy1jo+a2LjWwfFCCBPjNxx4QwUhfzY3diL1/e2Zi1v5VfvHMUDf97hapk9XFIZQ83z4vZGPPCXnbyvzOk1pbbjBKtKQkRRFK5SFxNoTpX3VyzQFCN7mnqzJvmtE8yP/fM5+O1dF3M1i6zYjh264rAfMycVmRNgxUEjEWCjmDcpRgqyx0/iXIq1d8p8Pfav7fB2jxpMpvn5uEh3lrDrAWQ0Xte2iV2Pf9xYh4/+ch2fw7PbXlvVvMTezk7hwwhLkgEyRfoHzp0ORclWuInqL3G84NXGmuGkAhGbqIufdUpWAOZEh5vjgPb5bBUcO0Wcx53ZqpuxDiVGiHEBb76uK0ZKhtB8vSea4MHgebpiBDAa1w4V0Re3QK9EZQ1zrVJVK6JiBAAumKX1Gdle1zOsbco3vYPmSe4ttV040taPp987Lm2ixRIji6pLMblEe7A19jj7UZ7QJ17ZDd2tAbv44GYVwCfTSqsqB8n1eERMOlrl0wyWvJo/pZj7WZYLtkbidyRShpdlUTC7QoVVsOT7GLJgZVJRkPsbpzOq7YDw8dcPcUkxS3a40dgzyIOdsagYYcqK8sIgn4TwUhEXTaT4dXsiz71f8oFYXWQlJFF+AM6yZMDclI4vI1Gi3XrONADaYFL2HErzCkJjPYbNnLN9BZOZT5Y0EuSVYDk0ERSXi0v9chV9+wrw4NIzMXNSEa5cWIVQwIeG7kEc0dV77FpSFK0vEJAvxUiBdODiRTESsgxeEi6JL0BIjAiDFTclUday46gCiiAIYqzBxk4TOTHy8s5GHGo1xjI7bdwA2GQtY6T7jLCExUiPmdh6ppVrk+1uff6G2nxdVGxU6WNOt/E3U7NMLgnzOYXKEm+JkYF4isf8yXRGiB98UrUyi0tkiRHAKKoUJ1PFYyOb6BTVJ9YkB0/ECJ9ZrCsR2KSzdZlOx7jT+B6zmtqwMPvMVfMAAD9YedDVieNnbx3BC9sb8bFfb3BNYA2HtGUfvryzCc+sPwFAS4ZxhbhNU3k7m6AySU8Vp0npqWUFWFhdAlXVLNhk62JjkukVhbj+zKlCIV/2dcCOHFODz60yepNMKgoZlsBZipHscQnrMSIiKretCZ95k7XkRmPPoKe+UEwdEg74eH8SO9U8mzNgv50puTojCWyu7cYfN56QLudmuxuSKGjckgjyHiPZ48ea8gJcOrcya3lx35gSIzkrRuzHJlYlRzrjbRwjJgTd1DaAzb6w9NGUrkeiuhnrUGKEGBO4PUQHk8Nvvs76YsytKuKBuJd1u8ECmXDAxyeHPfcYEZqvA8CFcyoAALsaehz7OpxsmFqkrCCA4pAffbEUbv3xu/jW8n14ZafZNzeRyvCJvZryAu5X6poY0QcCF83RkkNHXRMjxkON3dBHuvm6qBjhE8wOAfSuhh7c/dQmHGjJb9+MoSA28vOC9dqyVtQAxjFiNlqAdjzYM1k8h8WAX2alZWd9NFy4YqQ4hKKQnwdBsoHZ1hPdeGO/Ue20r9nbcRP7ouQa9JwMxMQISyJ4GXSKKpH67kHpOTCa9Dr0GAlIqn20v136cUiaFsp+9+XzqnhyVKamESsYGUxN5fZccEyM+LK9nlMeguGQnjw2W2nZV1kVhQK4fL4m/1+t22mxSrfywiDftlwTI4da+3HPU5uwo76H9xiZVl4oV4x4sLeyNgX0sgxLpMuSRG7evKQYIQiCGB6qqvKYkBVPTbTm66qq4kdvHAZgjPF2NvRIP8uagLNneH33yCVGVFU1EiMjHNM1WRp6MztbeystY4wymEx7fs4mBdUsi03crLTYMqKqotKjYqRZGM+m0qqgOFXkVlrM4tMmvmBxRS49RhRFsVU8xCUKlTuXzMHr91+DO5fM1bbJ0hCZfUdYkrzx+xTeC0icbGer9fsUfPbq+SgvDOJw2wBe2eVs0cbWta+5D3f+bhPv/5FvxIQH68Uh9pWRqXvE5WxtlqQFSs6qhSsXaPG0teeqXXNtpyQiWy1bFytUKgj6UBD0C9vnQTEisdKSJxC0dU0qCvICyFoPBXNdgo3W5FJmJywfA7HzgiUyPnjuNLy07Eose/8CAMAxG+cCNzsotp8SYlLPRWkvOzfsHAc+dL5hZ8auE7NixPiO3HuM2J+LVist67GyQ5xvsSqCnD4vU4s59hixGYePZSgxQow6jT2DuODhlfj2K/tsP8MUI0VcMaI3X8/Bk3aXLsE7Z2aF6cE1bCutZHbfBC+JkcFEmlecVOuKkfmTS1AQ1JreNnQ7JxJOJiyBM72iEBfqiQsWVPYMmgPItv4YVFW7IVYWhTBDb9TV6PJ7WEU6s3A50Rl1vJmaEiN8MnOEFSNCs+BKD4qRF7Y14u2D7fjVO8dGdLu88Jnfb8H7H3/b80DDrhmdCFP1MFsdRkAyyckGvQGfIq2aCkgCzXzAgrKKohAURRGCzeyB2c9WmwexXhvBiwmUXGWyJwOeGCkKcp9hL83XRTu7dEZ1vYZPJsl0Bv168k6mGJFJfwF5xZSIrGmh9T5UU1aA8qIgl5TLkrjW5uuA2H/HzUpLe9/JSkvcLic/ZIaseV7KUglm5brTtR5RLDHSzdVXIX7/sxvg2PHYiv1462A7bn/yPZNiRNZUnm+fo8TbfK9xs0oDgLCkT4gXCy6AFCMEQRDDJZ7KgIWUE1Ux0hVJ8B58X//AYgD2ihHW6+LSeVrl8UhaafXFUrzR/UgXkzFVRraVlnvzdcB7A3ZRMcITIzZ2PXwZSSwojuucemWIhX4JUTHi90ltS52stAAhMWLqMaItoyjgRZdWZOuyW1/A78PpNaXSWBBwj51YHGZuzG0U5ZQXBrlq5M96Lz47xPNub1PfiM13iH1Hv3TdIpON82lTS4W5A7mVVk49K9LOyyyeril2GixJz3RaPpnNVBOya4VtbcCi4mCJPb59HqyEZYoR2QQ421eKovCxj5vFciKVQZfQl7DKpcdIMm1cx2xd58+qwM1n1Tiuz80KV6ZId+uREZLYFidtitBuO2cappcX4NJ5lfz+I17LYm+pXO22nYq2sqy0PNgqA+ZemmkP4yxZE3Uvtl1295qxDCVGiFFne103+mIpvHvYvkF3lDdfNytGcmm+vkdXjJw7oxzidTxsxUhCu+CZjRbgLTHCmlMXBv08Y+8Tq13GkEUTS4xUlxXgoxfPQnlhkDdoiyfNNzymqphaHobPp2C6LqFuclOM6AOIy+dXoTDoRyqjOg4OeFDrU3hAMfKKESYLLxCaD9sfY2ax8/bBthHfNidUVcU7h9pR1xX1HIBaFSOyhMXhtmzFCCC3MWLXsEwtIi5jbYI3XNjAigWMLDEiCzaP6BPc/+v60wAA+5v7PFUyiQmUgXhqVI+1DLYPRMWIl0r/o23mCf/jY8hOS6w4LJME9rIKF+1vZ2VAQFKBx5Y5fWop5lQV4V8v0SrPFujnvawfkkyezK20+r1ZaU0pyU74iAEv20Y3FQwgTxQZEm35ctedMRUAsOVEN3oHk0KSceiKETHBKioLuRetyUrLXf3BEirstyRcEl+AmNww4gdmHeBVMRInxQhBEMSQEAt0Kou1Z4nMlnc80y0oLJn68lhHJGtirC+W5P0drj9Te+bWd41cEYo4FkuOdGKENfT2rBgxx2teG7CLk9Js8rWj35tiRJzYYzZciVTGMVHHlDBsm8UJSdkkolEJb2OlJVGiemmkHJSoUwC5YoRhN1npFm/JVBJsG1nihvXFWH+s09YyVlWNxtRMeTBS1nFivDmlNIxPX6klbvw+BQuqi6XHChB7jDjvi6Sk0MjueNlZfrsrRrKvFUMxYu77wcZ3vNDQziJMWJe8+Xr2uSsuwxQqTomRx1bsxwUPr8S7h7S5vcriEB832BVU2SUB2Pra++NZ+0N0w7BVf0gSYG49RmT2UWmb5FdFUQjvfPX9eO5zl/Nr2U4xkrOVlsNvy7bS8thjRLhvJD0sI0vAZjJexp2kGCGInGFVqE62WFFL0+biUO5WWoZipByKkj+VAZuIEQMQLz1GWNXw1LIwFEUMzJgMeOR8N3OFb2tpGB86bzp2fONG3KRn8K2Vs7wKuEwLhLlixCExEk2k+DrmVRULldj2D92TrRhJpjN8G2tMiRH7yiL2YOyOJrHDplLsZNAXMybrvWbus620zL8xkcpgr54QOFuvhGEYQZmxLus1bEU2IZ0PjD4UWgDOB2aSYJMFZWdO06qqIom0p4DdarllVduMNkwxUlEYRCVXjLgHZ1YlxIkx1ICdJbZKwgHpZLbdgCfpogwwknrZE/SzKovwzlfejy/fqCXOWLAu678i83plVlptfW5WWto56+b1zH6bF1/ZkKRiKulS4Ta7qggLphQjnVHx7uF2rjKqFBQjuSZGFlYbSVRRWShP3LgnK7KttNyX4VZaSXFQ655Q0ZbVvjc2jiqgCIIgxhIsNg76FV7YMNEUI91Cf7vJJWHMqCiEqgJ7LA2EmY3WtPICnDOjHMDI9hgREyMjWcSTSBljJlmPEdm4aaiJEdEWlNn1uCpGBJUJozDo5894p9imKctKy/guHpPkoBiRTabK7FitsHjVOg5ncZTMFktWCQ+4K3RlamrrhPSsyiJcOLsCqgos39Wc/SUAxFOOxdBerONUVcXept6cqs/F7VMUBZ+7Zj4umTsJn7xsNsIBP99u2+brNjZBRm8SWWLERrVgo+6xm8xm14psniutKqZ1XXvaFMyfUox/0i2dgpJxjLi94lhBphhJSY6xGBvP14/bMYc5ml+tOYZIIo3fvXccgDkxYqcYsVNulxYEecGxNRkjno92cb91nKCtyy35JVOM2B/joF+z02dzHLY9RiRzD4OJNJptLgGn8Z1VCeOlXwhgWJVpzdc9WBZL7hleFCOhcaiwzykx8q1vfQuKopj+O+OMM/j7sVgMy5YtQ1VVFUpKSnDHHXegtbXV9B11dXW47bbbUFRUhOrqanzlK19BKjW2JpGIkwvr0eAlMcKUIizDnUhlPE2kdg7E+cT8WfokLruYhxsYyjLVrDK4cyBu+/2iCkNk8hAnnEYSa5N4RVGMqhPL/ud9OHTptJceI2wQUF4Y1C1qtMmzAw49HsRs/8noMdLeH4eq6h62xWFU6VVuybRqe+6KVQJv6XY0o4Fom+S1h4dbj5F9zX1IpDKoKAry4JZhBIDG8WABPxsAWBmJyoLBRJo/kCcVmxUjMp9P9qAPB/w4Q2/6ttfFTqs3muQqHHYPyFUqO9L0CT1GJgn3l7cOtDk2VWdBL5vMru0c2YaguZCUJKRFZIPTdEYFG4vbKkbYQMkkkZdPmteU2/cMkfYY8WilxRUjEistWQ8ftwQHIASoEk9kJ9spZm24+kAbn+ipEBIjuSobrfdopix0au7nZG9lte1zq8wE5HZYXiXopBghCIIYHmxMVxj0c4vkCZcYEWxcAeD8WRUAgJ2WxAhTXi+aWopZlYbCfqT6f5gm9UdwzNTap9sqB3xcxcGstBLpjHSyzPqaVystcfKWK0ZceozIrI8UxVjeMTHSK6hu0hlTDMbiRDHWSrjEJQWSydR0ThXZlgIgSfN1hp39llfFiMlmSQ+ofUIC4Z/O11QjL++U9xkRkwlsgt1LIvDF7Y247Sdr8bO3jrh+1rouFoeXFwbx1y9cgYf+6WwA9uNON5slo5BPSCAwZYWtTa88CWPXI9Bovi6x0uLjGG2Z6rICrP7Pa/Hv71tg+i5x+zIZVVjOOC9Kw9k9GmWWtqLVF7PuOtbh3AtWpLI4xBVZdknLhMNYxk6lIp5P9hbJ5n1vGgvaKnxkPUbckwjWfkEpocE5ID+eX/v7PvzfnQFsr+vJes8p2cEL+Vi/SQ/9QgAx6aN6GvuI9wyW0PZi4XxKKEbOOussNDc38//Wrl3L3/vyl7+M5cuX469//SveeecdNDU14Z//+Z/5++l0GrfddhsSiQTWrVuH3//+93j66afxjW98Iz+/hhiXsOAjEpdXkLD3AGNStViQ/kU8qEY213YB0OSG7GGTL5WB7EZZWRyComgPL7sHAGtoPtWSGDEeHGMxMWJM1PHJJcsEEVOMsElDJqF2stKq7dCCorlVRQCAJbrs/K9bG2yTHaK8M5CnJJcT7HdNLSuAz6egMOTn56NdAC1WCawe1cSIMbjwOqGX1WPEEnhvr+sGAFwwq8KkeALkslUWXBTYJkaYTDt/x5B5m4b8PhTrAw8j2JTJk43BFfOD3dfcm/U5EaYWmTmpkE8W946xBuw9kubr64914p6nN+M//rRdukwmo/Kg93p9ctxLo72ThVEh6DyIM1X7pL0E0NmVVixYtyYQuDJQlhiR9RjREx29g0nHXj/s+2SKEXE7EkKQb12X7TI5JgPerx/7dw62c9vASUVB/pzqdvHitmIdwDNloSyAdrM905YzBjyqqtp6AIsYPUaMY8C9jW0SbXxZphhJjp9AnyAIYizBJoALQ36jwjY5sYokewTFCACcO1NTg1j7jLBYu7IoiKmlBQj5fUhlVD7myDdNwveOZPN1bqNVXsCtlopDfl7YIbOUsU6geS0QFGOFKhe7HoZdhf8kL4kRS48R3rvB5zM1X2exkbtiRHvdpBgZhoc/SzA5KUbEJJRob2Xbp0FikSybHF16zjT4FO08lxVeictzxYiHxAgrQGO26F5wtViS/CbTcrZJoux41c1KyzqJDZiTFXaKEelY1WVS30nRYl1XQdDH/2ZDeaceI4A3K63Tp5aa/q4sCpkseGXzNUYRWvY5aKdSEX+Xm1qH/S5xv9glsmSNw916mQDZ6i+rulx23zukJ8frJVbnxjjNvceIF/s9QFB/pTKuSifAnGDlSRhmo+fUfP1U6DESCARQU1PD/5s8eTIAoLe3F7/97W/xxBNP4LrrrsNFF12Ep556CuvWrcOGDRsAACtXrsS+ffvwzDPP4Pzzz8ett96KRx55BE8++SQSibEzCUyMPO39cZ7QYFLZVEa1lVsNWhQjoYDR4MyLndbz2xoBADfq/q2AoBgZ5kSsLJse8Pu4ouCVnc247gdvY62lhwrz35xqqQpmfru5NrUdSVgSR1S32EnkWvr0Phz6Z2fqVlodAwnbyUCxuTug+ZSWFwZR1xXFm/tbpcuIDwC2760N1PJJi9AomOFWNS0Gufua+/h3nGy686EYsexbVtlwwexJWcvKfG8TLpUWMtnqcOkWeiKw5I3hcZx93xCTbYun6YkRF8UIC/wXVpfwajhZRchowq20hObrjFqbwLapdxCxZAZBv4KrFmnP+RNjSDHi1ijSKaj1tly2YsR67k4ptVeAyKp8yguD/L5p138qmkjxytnJEsWIuI1sH3jqxSFJjPAkgkOQf8ncSpSEA+iMJPDmfi25O6nYUIykMipXknQMxF2fx9aJGJZAlzeHd7e3Yr9LVbVnQk5WWrJG9A6DA0BQjKQmVnUzQRDEySImKIhZ37kJpxjR4+5JejHKOXpiZH+LOaZMCspNn0/hYyYv9kJD4WRZaTFVBRvXAZoio9TBztaaGOnx2mNEKIiY4mLXw5exUQJ7UcOKPUZEK62AX8mKSQC55bbIkHuM2DVfd1iftHeCKTZ2qbqXTLaLE+1TSsO4cqE2ZvjPv+zMOs5iHD5vivfECDtebv1KZety6xWSyqimAh+3JIcsoTIUK620aj+p72Q7xxMjLr0SzdsnLwxTFIXfo2ZXasWpbj1G5k7WPtcTTfJxtpWMZZsrS0KYVBTkRcOyxKPTuI4lY45ZFSOilZZLI3XDflg433M4Xl7s7QwrLW0sZJ33kvU3Zfc52fyHnaIIEK20zMkKv8s4JsTP+4ynBGwwYLxn7WfiRWmS796xI0nOiZHDhw9j+vTpmD9/Pj7xiU+grq4OALB161Ykk0nccMMN/LNnnHEGZs+ejfXr1wMA1q9fj3POOQdTpxqT0zfffDP6+vqwd+/e4f4WYpzQF0vi2u+/hTt+sQ6A+eYom1RRVRURS/N1ACgOa/92a8DeMRDnNkYfuWgmfz1fVlp2kzds0uy7rx3AsfYIXttr9tu02lMxJjPFiEtQdzJpk2yrbHIJEBUjWjBcXhjk1fp2dloJS3VLYciPj182GwC4P6UVsUIokKcklxPNepBfI0mMdNkcK/ZAZOfamkPtI7Z9ToiKES+Z+0zGsAdjxQBZipF6XTEyuyJreZmMl0m77SakA5JAc7gYFXtGE2vnhnZGUGYoRpwTIyxIKAz6hcbuY0sxwhIjZYWaTV1VcQjT9fO4L5aSnhOsv8+cqmJupVXfFR3RCsNcSLn4orLzKSMMTsVttwvm5M3X5bYEUwQFiHWiPC2R4iuKMWi3s9NiDUMLg35+33TbRk8VP5JkpTEIcR5433bONADGgKSiKIhwwM8HKs9trsORtn5c+/238RH9uW6HVaHJEs0ySwhvTeWN95JpVThW7lWWYo8RL8klAAjzCYyxcR0QBEGMN7iVVigg9WR3IpZM44mVB7FNVy2PVUTrScAYL1hdDqzJ/Fn65KSXyeKhYGq+PoJjJpY8EBMjAFBWyOLk7PF+ImUeT3d7tNIyNV/Xx9CDyTSiCftCDbt+Aew47W3qxQ9WHsw6DpmMaipyM1tp+UwxCZvoTLiMfwol14CbnRMgj+sAI7aRKkYkRWimqns7xYjPbE+bEeyIrL04/vuWM1BWEMCWE934xK83mo6DOOcyt4r1GNHOyec21WUVkTLY8XKy5bZiKD+cx52AvHeKXTW8YbkrsVlya9guUWMA2coFlkBMZdSseNNOZWKsy7kwzLrcdz58Nv73rWdwq3l5k3JjmaJQgI8hrYkK2W8DNMVIwO/jqhE2BybipPhmFuvHLfZdbL/7FHBlmhVrLxmnfcGQFf96sfe12uJlJUYkihHm6iCznEo5nMOGCik3xYjZSst7YR1g3Mu8NHofj4qR7I47Dlx22WV4+umncfrpp6O5uRkPPfQQrr76auzZswctLS0IhUKoqKgwLTN16lS0tLQAAFpaWkxJEfY+e8+OeDyOeNyYROjr0yaqkskkksmTPwHF1jka654IHGvtQySRxoGWfgwMxrk9BwD0RGIoD5sv/ngyzR8CQUXl+7045Ed3NIneSAzJpDm5IPLC1nqkMirOnVmGuZUFfHl2MccSwzuPYnqQ61fM58TkYu2hxm6qsUTa9D5LNkwqCpheryjQbqodA7ExcY5lMiqfxKss9PNtCvi0gxJLpKS/q6rI+Oz0igIcbougrmMAsyuyq6DjuoTeJ+zDj108A79ecwwbjnVhZ10nr+DnyyT046gAisLkytoDaCT2W6NevTW1NMS/f1KRdgtt7x+UrpNVDCyqLsGBln4cbu07Kcc0k1FNAUJHvxFIRuPu57uYoCwrCKB3MIXBeIIv1zEQR33XIBQFOKumOOv7WNAwKKwrlmDnjSJdv6KyAYT5OhnO/Zb97grhGisOafeX3mgi6ztZUKJm0lhQVQhF0dRS9Z39qCmT32Niwrlbqidru8fItctg1SjFQQVhn4q3//NqBHwKznroDWRUoK03kpWgPdyiydXnVRWhskBrSBlPZVDb0Y85+sA9Hwz1+A7G2fUvP5+QMYLRwVgc4aAfg/GE8HYKyUx2QMfOw6RwHhr3J9W0rqKANlhIplW0dEdMEwCxRPY9DQCmlIbQ2DOI5u4IktONRuSMlh5tkFFVErLtv8aC2qh+TSZstk+EjY/Fa5IH4ZmM4/5/8JZF2NPUg71NWpPYsrB2b7/3mnn46gt78Mu3j+LV3c0YiKdwoKUf3QPadSf7zoQ+SPjAOTVoH4jjw+dPQzKZhA/atsSF/Z7U7+eK6rB9wgAuGotzq0AF7vtCfHZ5WheApYun4Mr5V6EkHBi1a3ws3VsIgiByxeg55+OJEa+KkZe2N+Inq4/gl2uO4ZefvBDXnTHVfaFRoIcrRrSxIG+UbZnktCoXWNX28Y6RSowYE5Ij3ZcRMFswA1qxXD0GpZXmbHJ6SkkYTb2xITVfLwr5URD0IZbMoKM/gdlV8qkuuwlBlhh56r1aAFrF/rc+dBZ/vyMSNyUVNCstY8JUVGkkUyoQcrfSYoWGgzkrRrT37Jqve1WMJDwUDRn2THrVvYPa4ewZ5fjT5y/HJ3+zEbsbe/HG/jZ86DytMbg4kT1bt8/uiiTw3pEO/O8XdqO6NIxN/98NsML2R38shf5YkicOnHCr8Bcn+5PpDN83bva01qbXgHvj66BFtSAuo63LvByzncuoWiFfoVAoxb7Crqgp6DMfK8BcdGhVSdx8Vg0A4H89tx2AVbktVyHMm1KMpt4YjrUP4KI52c4RVpcJdqynloXR3h9Ha18MZ88oNy+Tsk8CcPuu9ghUVeUuEEmX5BcgsdLKSWWSm72vYaWlz/1Z7vdWR4lYMs0/I0tUO1keW620vKg/AHMPTjd1FPs+RdFUcMa63BMq47HHSE6JkVtvvZX/+9xzz8Vll12GOXPm4C9/+QsKCwsdlhwejz32GB566KGs11euXImiovxN0OTKqlWrRm3d45mDPQoA7cbx1+WvoanDD0C7sF5/823MNPdxxkASYKfqO2+u5P6k6YS23Ftr16O5Qh7cqSrw1C7tc6cHu7FixQr+Xkpfft369ajfPfTfs6NT+z19PT2m74/3+iCKso7X1WPFihP87+Z2bf37d+9AsHE7f/2ovn9qmztN3yejfgD45X4/Pjgng8urRybA7U8CqUwAClRseXc12PPgYKu2nfVNzVixopF/vi+i/a4tG9ahSd+vgYS2L15/dxP6DmVv574G7btaGhuwYkUdf/2cST5s7/Thpy+twwfnmG+sh3q1ZQajETTWDQDw4dCRo1g4a2Suze2HtN/Q1XgMK1YcBQAMdmuvrd+6C0UtO7OW6erT9kVRsheAD1v2H8OKtHvjuK64lvApD7l+NIs3GhW80ejDbbMzuGqqCkUBttQb5+KmLduQOeF8rvTEASAAn6LCn0kCUPDOu2txQrcM3d2l7fupBSreXZ29ryMD2u9ev9E43lvatWV6u+Xn9R79Ozu6uqXvD+WYvlSr/e5Mv7HOxiZtPQeOncCKFWY1Uiqtbffbb61GeQiYWeRHfUTBr158C5dMke+zPfr3tTY36QlcHzZu34VCyfkwGqgq0K1fk9s2rEWtMEYtDvjRn1Tw99dXZ913153Q9l2ypwWvvdaEyqAfzSkFf3v1HZw5Kf/3mlyPL3uODEYHpOeLFmdqz41/vPo6CgLGee1XVLz66qvS792l38/bOrr49+6v0/ZFY10dVqyoNX2+xO9Hd1rB319/C3MES90d+v2xq73NtH2ZiPZdb2/chrTkOtzbrS2nJKK29/9kXDue77y7FrUlwL56bZmmBvMzRqSrXVvv9l27UdK2CwAQjenX6Xvv4rhLKPVv04AfdvrRFVfQtH8rVpwAgipQU+hHy2AKuxsNZdXzr76F6cXyY1rfpG1H4UAjPl6j4uDmd3AQQF8CAAJIplX84x8roChAR5e2fTu2b0Wy1v4Zz47zqytX4bh+3h47cggrBg9KlzmkH5u6xiasWNEAAGjT45BdO3fA17BdutxYIRodO5Z2BEEQucKttEJ+FAZZ83VvFqTMxjWRyuDf/99WPH3Ppdy6ZyzB3BAq9In2cFCusrcqF06bqhVMHG7tz/s2pTMqWoRK7ZG0Hzb6XJiVrzVlhdjT2CftocKWqS4rQFNvzHPz9ZRQ1a4oCiaXhNHQPYiOSJxPyGYtY2Pbw5qvM6wV3mJiiX1PMmN8lzjBGE+nAQRtVccMuZWoPsnpVMltpxjx0GNEZhHEfoMMWQNrhix/cNb0clwytxIr97WaelaKCueygiAqioLoiSbx7CZt7N/WH0cyncnaDvE3NvfGPCVGvPYYAeS2WHb73uijma0ycesxYlKMCOu0TmYrioKScAB9sRT6YilUC7WhvIm6TeLGyUpLcVRWZCdU7H7XvMnFeO9IJ370xmG8vLMJ/99tZ+KMGmMj2bp/+rELUBj046zpWhKkpqwAexr7uEW7CNtGmeJ7dmURfAoQSaTR1h/nxXxiUtIOaw9TL/uCXycmlb17MoAnRvTnmdVNwOooISZ/nRUj7lZaaQfFjWk54Vx0U1UB2rkY9PuQSBnqODdVFWBvuT+WySkxYqWiogKnnXYajhw5ghtvvBGJRAI9PT0m1UhraytqarRMZE1NDTZt2mT6jtbWVv6eHQ8++CAeeOAB/ndfXx9mzZqFm266CWVlZbbLjRTJZBKrVq3CjTfeiGDQ/cZMmFF3twD7tYmZsy66AvE9WwFoN47zL7kcl86tNH2+oXsQ2PIuwgEfPnDbUv76Uw0b0RztxTnnX4QbF1dL13W0PYLmDe8hFPDhvz/2fpQXGsfr+/vXoCcRw0WXXIqL5w09qE7vagYO7Ub1lCosXXoxf33vykPY1F7L/54ydRqWLj2P//0/J9YD/f1YcunFeN9pU/jrc5r68Iv9G5D0hbF06bWO637kHwcwkKpDHarx8NKLhvwbnNjX3Ads2YCqkjA++AFje5I7mvDcsT0or5yCpcK6v7FjNZBM4bpr34f5un/ohtQ+7N/cgKrZi7D0+oVZ6zj05hGg/hjmz5uDpUvP5K8npjdh+/N70KZUYOnSy03LlB7pAPZtQ0V5GebPm4R3W+swZ+48IH10RK7Npxs2Ap29uO7yC3HLWVqF2s5XD2JzxwlMmTUfS285PWuZb+18C0gkcfV5i7Bt9VGkC7XfsauhFxtru/DpK+ZmBUPRRAqXPvY24qkM9nzzBmlg68Qffr0Jg+ke/O24H7GSGvzgI+dgy4oDQEM9AODMs8/F0otmmJZRVRVPrTuBC2ZV4ILZFTjSNgBsW4fSgiDKikLoikdx6eVLcLFeFbJv5WHg4HFcvXgmli49K2sbnm7YiPpIL86/wLg2B7c1Akf2Ylp1NZYuvTBrmZLDHfj1wW0oKinD0qVL+OtDvd8m0xk8/P01ABL47C0X4brTtWsssrUBL53Yh9JK83ZkMirU9dpE7s033oDK4hD2Bg7hf96tRaR0FpYuPVu6nvo1x4EThzFn9kwE/T5s62zArHmnYel1Czxv60iSSmdw/4Y3AAC33XyDyVbs58fW4WDrAM684FJcbZlY2LbiANBUhzMWLcDSGxfhlZ4daN7fhuoFZ2Hp5bPztn1DPb7Fh9qB/dtRWWE+XxjpjIr/2qgdz2uv145nfXcU2LYWoYAfS5feLP3e8IE2PHVoB0rKy/k9Z9drB4HGE1i4YF7Wdf7b+g3obujDaedejOvPNJ5D3ZvqgWP7MX1aDZYuPZ+/vim9H7s21WPK7IVYesOirPUH97UBB3ZgStUkLF16qXQbnzi4Ft1dUVx62RJcNGcSDr5xBGg4hvlzzfdPkTciu7CzqwWnnbEYS6+YAwD4P9veBFJpXPf+93FLAyduuyWJhu4YzpxmZIDC89rwxT/t0LZdV8/MPvMCpOq2S4/p37u2A13tOP/cc7D0YsPasncwia9vfQsAcOPNtyAU8OEXx9YBkQFcftklWeenyFc2r0IyreJ9778Om14/DLQ34+zFZ2LplXOln0/saMKfj+1BRZXx7Ppd/UagvxeXXXyR6TiORZhqmiAIYjzCrbSC/pwVIzsbegBoE2V1XVE8u6luTCZG2KR+pR5zhYWJNlHVnbTYR52mNy0+0JL/xEhbf8w0oW21tswnMjtRAJhRoU1oynpFsIlBpjLxqhix2pFNKdUSI60OfR2TNtu3sFrb/yyeiVkmNq3bnRQUIwE9MRMKmCcRDQWH9+p0N9WCtpx27WT1GEnZJ2LCDhO+PsWLPZN5YtRpG2VNwK2NzWdXFqEn2ouVew3nmK5IIkvFLq6vsWeQXydOuNmRiRPISdk22lru2lu/2vV3kNn0mpqASyaYSwuC6NMVMiJuzdel/WBYItDxfDLfk8Ttte7D82dNwjMb6tDYM4jGnkE8v7UB/99ti4Xfpq1vYXUJzhQcP9hxbZFZaTkoMkIBH2ZVFuFEZxTH2g2XAy8qDmsPU24P5qHhuCxZ6bQct4Zkzdd1NUhpQQD9Ma2HpJj46444W52nbPa/+LvYeeRVMcKPs3jvclkmrCdG2DZ6UZqwZ1o+e8eONMNKjAwMDODo0aP41Kc+hYsuugjBYBBvvvkm7rjjDgDAwYMHUVdXhyVLtEmLJUuW4Dvf+Q7a2tpQXa0NPFetWoWysjIsXrzYdj3hcBjhcLb9TjAYHNXExGivf7zSnzAukMa+uCkYjqWQtU+TqnbzLA4HTO+VhLV/JzLZyzBOdGvLnjmtDJPLzFUj7Caq+PzZkzc7GvHcpnr89OMXcD9EWxQf/z7xe+ZP0R7aAZ+CVEZFMq2a3mc386KCkOn1mgptgqormoTfH7DNZgPATr1Kt6FncMTOxa6odnymlhWY1lFUoAX7yYz775qlT7o198Wl25nRFUOhgPkYX3P6VAB7sLupD9EkUC42jtb3eyjg48Ghqn/PSFybrLphZmUx/+6qUu3B3DOYlq6PPRDPmKZVSjT1xBAMBvHNV/ZjT2Mfzp1ZyRtbM/r6kzy7vvlEL95/RvYk3WAibZLVinQJFVav7G7BRy+Zjd6YIM+GkrWtG4914rHXDuGcGeVY/h9XgX28JBzkD15VMc7vw3r/ifNmTZL+7iA7HsIyKjtewezrDQAKQ9praVWVf2eOx/Ttw63ojCQwuSSM68+s4dd7RbF2zCIJ8zETA5KCsHbuXn1aNf7n3VqsP9qFQCDApbsi4rnLEq8DicyYeTakYRz7wrD5XlNVEgZaB9AXy95eFniHgto1OX9KCbC/DXXdsRH5bbkeX1XRzrGgX34+BaEFh+mMCuj3eLaM9V4tUsDOQ+G5klYV/b1A1nLVpYUA+tBluQfwe1HAvH2s91JXJCXdBnadBB22kVUJqYr23fwcDGZvHyOsV+WmVON3sYFSQSjkad9XBoOoLDU/R289dzr+vbEPUIATHVG8trcFLQNJTIb8mLLzKhwyv1esCgMNnx/BYAB6ERQKQs7nRsDnQzKdBhQ/P9vDDvuiKKw9uxLCM5kF+eHw2I/rxvr2EQRBODEo9hgJGxNJokWKjGgihUO6kuLOJXPw7X/sR+eAvF/XaNNtsdISi5wS6QwKfNrvtlYEs6rrxp5Bz5ZBXrFO6uezp58Vux5mzHLUKTFSrY+t7Bo7Zy1n8f6fOakI2+t6HBvY223fTYun4qVlV2JXQw++8fe9Wb1v5IkRs/okxKqrU+YeIyG/fNwm7fvhodFzSDLZDhgV2lIrLX92MsWbHRGrutcnlwUrLbt5Yj4x6jDRPmtSEXY19JqSDB0D8azEiPi+1wbsbgkOrRJeMfWnU1XVtX+CzCIobdNvNnuZbDWGXX8M1rfS2n/XaL7ubKWlqto6+FjI4TcBRoIrKVOMWNb14QtmYEZFIf648QRe2dWcpQqwm3BnttSypKWbImP+5GItMdIxgCULqrRlXPa79p5533u6thysz5yWKwiaEyPM3ndKaZjbaPXHUtyyr8dFMeKUIGX3u6yG6C69EvlxTqve7bcCPiBurCvjodF72EbRNpbJqRT5v/7rv/DOO++gtrYW69atw4c//GH4/X587GMfQ3l5OT7zmc/ggQcewFtvvYWtW7finnvuwZIlS3D55VrV5U033YTFixfjU5/6FHbu3InXX38dX/va17Bs2TJp4oOYmPQIgY61IkbWfJ01qiuyTASzieGIg/yaNU2bOSnb6o3dBGQVM0+vq8X6Y51Yvb/N9rsZdnLcD184A49++Bw8qFfwWjOmdlJXdrNMZ1TeNFlGLJnGvqZeAEBj9+CIecXaNYnnfrlWWbjkwTZDD4Qbu+XBjNVjlzG1rAALq0ugqsD6Y52WZYybObsxj9Q+SGdUtOp+uWLzdSa5llU1qapRabRIl8Z3DCTQH0viUIvWPKytXxIYCL9hxe7mrPffO9KBxd98DU++Jbfk6tC3c5HeMPtEZ8S0fbKKhBOd2nXCJJ6RuLbdpQUBaVN0ZnkgKrBEZJLhpM0xZsgqcIbDX7doCpl/vnCGKdgv0weZfYOWBphCZQ3bxkvmViIU8KGlL2bbYE4M/lhTSVlj99FCPAZZlgF60rdDMrFgVBdp+2KOntw80SnfDycbL1Uu1kGZ3b3avEz2+c69VCUBIGvA3m5ppm40LDQvU13Gmq/LKxmH4tvqRT4ttU+w2cZcUBQFDy49Ew/eeiZmVTrf58Vttt4HxL+N48U+67x9YlUSr751UNqFJfJuL9V0BEEQxPAx9xjR4iZVzfZjt7KnsQ8ZVVMUsASCWHE7lrA2XxctpeKSiWIWX5QXBfnk4aFWc6Ph4dJosYEayR4jds3NeWJEMjHKnv0L2filK2pqdC5DbALOYv3ZeixS32Ufi6Rsts/nU3D+rAo+vrGek8xKy88nJdWsptHWSmm3HiMyyxkvPUZkdj/i316ttHjclMOkuWgDZW/pZJ8MYL9rlqRnYedA9pg6JfzG5h7nc4Ivk0MygMWA4iUhU3EA2UkiL+uSjYvtzkEGS4xY+1J4tdIS1yebm7Hi1LTdui6/T8GSBVU4o0YrArbOLVhVXAxnxQg7D+W/i82/dPQb54fRg8N7Us+L2kGqGHGZxwCMuclBvQiczQOVhAN8HlOcI+gWilll8x9JhzFhkF/L5oSP077Qtt84zl7Gxdr7lvG0J8VI9j4c6+Q0AmxoaMDHPvYxnH766fiXf/kXVFVVYcOGDZgyRbMo+eEPf4gPfOADuOOOO3DNNdegpqYGL7zwAl/e7/fjlVdegd/vx5IlS/DJT34Sd955Jx5++OH8/ipiTCPeBA40uydGmKLEmhjhcjUH+XWDPkEjS4ywi1kWGLKHclOve1WC3c0hHPDj45fNxjT9Rm5tuGdXQRIK+FCmPww7Hapl9jYZFRapjIpmD9s6FNik6eQSs+9qOKgHckKzOFVV+TaJN9kZPBCWb6Mhhcy+wV6pVwW8d6TD9LooaQw4JLnyQTyV5ueJmAxgSSzZcYqnMjxYry4rQGlYO6brj3byoFXmnysGWiv3tWZl2j/xm41QVeD7r2f758eSafTr19A5Mw2Viphgs/pdApriCDCC4wG9sXVJOGAEFELiwMm/FpBLhtn5bvfwDdpUPg2FzoE4Vh/Qkpp3XDjT9J4RaJr3vXjusMC2IOjn9mHrLOefdbmAX+GVfVYP0dHEyTu4yuH85dexfoznTtYGL7WdY6O/QTJjf89gWIP8pIdkCntPlKAz/1bZoJYnRgYsvtM2gyRWCdnWL69yTXoIbEOWa9Lp/mksY94XYlWcW3WRV2ZO0s6RBodqPrsgPOD38f5hxvFyD7wBsw2FF6k7f3aZKibdBzwEQRDE8OE9RoJ+7skOuPcZ2VnfAwA4b2aFY/w92qiqajRfL9biQq3/hfa+GIezZ6IYX5ymTzYezLOdFqu0Z+MRa4PkfJK2mdCb7sFKa1ZlIS6eMwmqCryyq8lxPeJvYOuapccidV1OihHniWJW+W1npcXGteLkIpsEtiYfnJqhyz4P5FYkIy6nqqpjIkaWhOFV9w4FJdaG4+KYyS5EMwqNJBPt+nusoEZEVqwlztXkrhhxnzS3NpUG7HuMsO9LiAVULvGqXGXinExhY0pbKy0XdQpg7G8viTZZwseresaanLMmCxlT9TmxVllixKVYi41jxGPk1vRe/D5rMZlT/56gLIHowbbLsNLSnmUssVoQ8EsLM916jKQdzqvs3+V1zCRYaXm235LbkXlT3UzQxMhzzz2HpqYmxONxNDQ04LnnnsOCBYaPekFBAZ588kl0dXUhEonghRdeyOodMmfOHKxYsQLRaBTt7e14/PHHEQgMy9GLGGeIsrEDLX2m9yKOiRHzeeLFl9ZIjGRXJPgdEyPaQ9lLVYJb8MKrU60VHWxyOZh9GbJKbieJOGtAyHAKAIdDh54kslqKseqnhCTgAcwPttl6RUhj9yB6ZckAh4rsK3Tv4PeOyhMjmmLE/ljmA9mkOQBU6cmirkj2cYoJCaPCoB8z9X3w1sF2/nqPRBEk7s/ewSTWHTWUMhlhOwok5w0bIIb8Ppyu+6829w66KkZYhTdbN6tOKQ4H+AOWVSRov42du3JZuEwy7FadLgsaRZLpDG9m6caWE91IZVScPrUUp9eYfWjtKnDE6idxUpV5V691SYwE/UZC06pGGU1YcKoo2QEMS3bK7jMpS1DLelDUd0VNQfNo4UVNYATRqun/jooRSSBnF+AD7ooR6zLs83aJETc5PmAE5YmUecDjRdLMrv+kzfk+HFgBQqPDoNVpX7LjEucDb6+KETZgN+wQgjZe3oDx7JJNTjkNeAiCIIjhExWstPw+hT+f3PqMsP4i580yEiPd0YQpNh4LDMRTPN5gfd0UxfidYqGc7JnIqrAP5bkBO5tgZWOXEVWM2BR5MMVIS28sa/0JoXDiQ+dPBwAs3+mcGEmZlAvaPmRjTkcrLZciCp4YsRQ1sgJOFj+LPv0sbrOOZ4zCMBs1gUNDdKe4TmbBJf7bs2LES9U9L0DUlsuoxhjczv5OZvVlTSDMFhQjbFwrU4yI9k5OMaaIl0lfq0rc3DvFJhkQsFeM2MWQRvGfClU1j0ns1uOmGPHSO4VtYy69OExjd5eCMtkygL2tU42DYsQtWSlTIHlxD7Au56bUAczXlnG83NfFrbQSrMeI9v9w0MddJcTiSdEuMJHOvh/bKe+0bTRfk55tsYT94WXMaVom5X1d4nrG2jPaDhoBEicdcTKY9W1gDMRkiRE2SWtVjAT0950SI1pQNMtBMWJVGcSSaUT07/SiGHELKGRBCCB4gEoeUnaV3KqqYvnOJhzviGQlRupHKDHCtoENQhghWYBvsu0xbpbVuiVWRgXWHDYSAww7r1cAuHx+FXwKcKw9YlLFiA/QgCVgyzcpm0lENuDpkgRxLJgO+BQE/T4+afj2QcOerUdiwWUNLl4V7LR2Nfbyf18wa1LWsmyCu6okZPLx7XFp7tXYEzW9x2wOikJ+afM8NqFopxiRqUysDSazlzEHp1aW/WkHrvruauxr6pO+L8ICkSqLygkQKnDiKVMALCYQRK9XlhhZf7RT+mAXVQhlhWNXMSIb/LEErCzhZK3srykrQDjgQyqjeh6UjCRu1VmAEVxnWzM5BHK+7PNQpoJjTCmRJ0bsGhYyK63Ogbh0UsLTANUy2OQJhBwkzSlJleVw4YoRBystJ9m2tbrISFZ4C9gT6UyWLYkM2eSUl3ODIAiCGD6DgmIEMArdnKyRASExMrOCKzHSGTVr4nC0YWrwgqCPT5QBYlJeMlEsPBONBuzu8W4usPEu26aR7TEin0SsLi2AX++9aY2bEvrYIuj3Yek50+D3KdjZ0ItaGytbbT3iRDZTIRixiN2EnJu1EDs3RVcEcTlmmZNIqVmTl1YbHidrK0Bede/JqoarOIzfKI7xZPML0glfhzE4IyBM7Ivb52hTxSZGhWNgbYguJkauP2MqAKBDUmyYFmLWZhd7NesyuagJ7AohTcuwcYL4uxyaZANmNY7RwN5ZucASI33WQj7VvB1WxG1IWhI+XsZMUistu7G7RUkEmN1DrLE4S4z0RJOmAlLA/TyUFVB6S/hYxkwexo8h6fFyH5MUWnqM8EJSk2JEbqUlm59xWmd2kZz7+Q5Yx0weFSOWe1TGw/lk2ocjqE7MJ5QYIU46sn4MjIF4dpKDVxYF7RQj8oBYVVVeCZ+LYkRMRniRa7r5u8uqUwE3xYi8kntHfQ/+40/b8U8/W8t7bjAv1pFSjHRyKy2rYkRiR+Jg23Od3kT8rQPZfVsSPEDN3hflhUGcPaMcALDtRA9/XQwa/XwifqQUI/JJ86pibZ9EEumsBzx7KLIBCEuMiAGdm5UWoNlpsQfQamHfyQp0OiSJkbquKLfXAuQPXuaZK/PDlSUs4kmPQb7ER9mu+lsWkInsauhDNJHG918/IH1fxKnxIAs0AbN1H+8JYQnizp5ehqKQH32xFI62Z/s9i8FmGZc9j51ButPkMkt2dkgSewnLoNHnUzCnypudlqqqeHj5Pvy/DSeGvuEuuFVnATIrLfdlrIM/wHnS3E4BYtdjpKo4DL9PQUbNTqaI6/IykMu20nKofuIyaNW0jNu6coHd43oHU7ATTTlNRlgDby9JDsA86PEywGf3ZPGZ7FSVRRAEQeSPGFeMaPdbbosliUUYnQNx3jPinJnlCAf83BKqUzKRmg8SqQxe29MiLWJywmi8blNQJj57JPHFGYKVlqrmb1zDno88MTKCVbx2E6p+n8InR63FhywuCQV8mFwSxhW6lfLLDqoRccKN7cNp5VryJZHK2Kpz3bz1mXph0DK2Y7FdId+HmazCL2vj5iQvhJSr7K2KXnE9zs3XWcxkbKM4Jney0tKWMyduckkg8ObLNmoR0zKS38Xem11ZhHuunIsvXbcQZ80oA2DuIcEQY9bm3kFEEymsPtCaNfYW8dJk2zr2FBNpdr+NF11JLKdsJ/WF2NJa4W+vGHG20rJLqLCm8uK6kpaElHQbHey+7GLjsCSpJ86rWfdHWWGAn+9tluLohEvML+/t4q7isM5jeEnqiUnFXMYkhTaKkYKgjxdPinMEbs3XnRQxdkk9J5WZdTkvdnOApHAt1304TvqM0AiQOOnIJoMZrLeBCLPXsipGCl2stPoGU3xCOJfm62Iyork35hqUuvm7yxQjmYxqeI7KFCPMSstSyc0GDX2xFLoiCfgU4LZzpgFwbjI3HFg1ubX63gjksgN8IPsm/v7TtcTI24fas5JRbtl7VpUtWq2JVVa8X8wIVT/ZVd2XFRpWU9aEH3soGomR7OSck5XWvMnFKAr50RVJYL9eNSYmlWSVXmyCu6o4zH18raqsuOXhlBH607BzWTw3ZQkL9h0FNlZaAUk1jVfvUFnzMVUF75Py1sF2bK7tkn4HI+GgxioI+vk1KQabdgF0wO/DuXq/lm113VnfJ05KcyutUVKM/HDVIVz13dWmxt5O1kXcSksyqcCTAcI5z+y0nKr3AGB3Yy9+995xPPqP/cMa1PfHktJkFCDaLLkHZUaFm5cAOvt8d0rqVQtWWuJvtQsa/T6FP49qJY3sc2lol7RYaeXSfF0cWOTLSqs4HOATXF0281ROEvaQpfox5TLQZIiDHrcELECKEYIgiNFEtNICjKa6To22D+j9NuZWFfFef5MEO62R4KUdjfjCM1ulPf2cYOOmiiL5uElWUCY+ExdWl8CnaNXE7Q6WyrnCnnNs8m4krbSc7Cnt+oxYY/d/On8GAC0xYhdLirE7s3QK+H18HXZ2Wm4TxYaVlqWqnSVG9HNX9Oln46UsKy0Xi09po2cP8ao1ASN+h19RpRZXYkFbtpravdDIOrnsqWdFxj42VhQF3/zgWXjgptMxuZjNfdiPSQDt937yNxvx6ae34J6nNktt2AGPsbGNzZK4jdm/i+2LbGWF3aS0GFsmLc2y7XuM2Flp6eeZh6by1nGC8zFmiQf3sQxfJpA9ZhL3ofX6VxTFuN9b7LT4XIurskrNXsbDuWv0x3BPBIak14n7mMToMaInRlLGXFCpZI7ArceI05jJmvzy2mOELaeqYjLKo8okB3WKOAcjm9sZi1BihDjpyAJYdrOIOChGspqvW7KyVlgwNLkkLJ3AtWu+LlYsRRNp134BhszNecJXDIRNHqCSbauyqZ6y3jRPm1qKM6dplUUj3WOEqSMYsgZuYuWTNSC7eO4klBYE0BVJcDk8w81LXlZlJSp1/JKJ+HxiV3WvKAofmFmPFXsYsoo4WXKu18FKqzDox2XzKgEA6450oq0vht2ClZbMNqxDUPcwuboVa9a+rT9ukommM+bGfbIkh5uVFm/sJZ4bKeeHaMDygBeJp83r/95rBxwn3J0aDwLgCQwx2HQK8i+YPQlAdl8fwFzhL1aD5LPKzwttfTH8/O0jaOgexNZaI4HjFDSya1pWpcknpYWB3NzJemJEMqEvsle3OxtMpnlCayjc+8w2XP+Dd3BckojxZjllqXDJIYC2DsLslmOKkXgqY1JmOVX5zNP3o+PvclK1WBrEu1lCiNuesFT7+CwquOHC7nNdcfl3OiUgjG1M65913xeAuZLJy/6TNV+nHiMEQUxE0hkV/7PmKHY39Lp/+CRhtdKaqisIWvvtEyNs8lNMNnhRmgyHA81aMuZAjk3QWQHgpKKg6XVpUl4ywVQQ9PNClHw2YGcFSkwNMZL94pwm6USrX9P2WZqU33zWVIQCPhxpG8D+Zvl+SNrEWsyiqc5G4exm1VkQkPcYYcerMGhMPFsrycXxcSZj2ArJirXEz+fSmFv8PnFcx+IaiRlF1jYY1qry4j8R3m/S0nzZKX6UWoQ5FEIabhn2YxLGNn08tv5YJz71240mBwDrMl4UIynL73LqnSJPIDhPMGvfp/3bug/txjGuihGn4+U3jxO8qGfkx8t5fCFziDAlRiTrm2rTZ8TNFth6rACv4x9z8saLlZbYv5a7DnhQVxRYEyOs+XrQx10llu9qxvdfP4DuSMJkpSVLHjhZmVmL5HLtMQIYrjtOjeiBbEW/MYa0X87nM6zuSTFC5IV0Rh0TjW7zRSajSifKZunV9P25NF8Psx4j8sQF6y8im5AGYDuZ3mGpznHz03dr/MQmYWSBC+DWY0QuM5w/pRg3Lp6KL994GlcijESPkUxG5Y3FsxUjhldutk+pLLPtwzWLpgDIttNyU904VlmJipERttKSPWwqWZ8Ri7qHWQWw4Fp2HnY7WGkF/Yqp8fcru5rNn5P8VhZMTi4JmeTqIgnL/cR6fifTGYuVlr1ixK75Oq9UERUjDgopwNyky5pUiKTYZxSEAj5sru22VRKY1mWbGMn2+XQK/i6YVQHAJjEisdJKZ1TXJqL55v9tOJGl+AGcg0Z2TUcT6awEs0wyzAbqJ1ystMQ+MMymbSjsb9a+55jkWHuynAqYB3JeAmiZJ7LTcmIVkGiN5RTMOilvPPVBsXj65qIYYcsYvym/YaCRGJG/75S4MFQt2meSLoMkhjhgl9mSWGHPrkQ6w20TvFZNEUQuPPbYY7jkkktQWlqK6upq3H777Th40Kg+7+rqwn/8x3/g9NNPR2FhIWbPno0vfelL6O01T2IripL133PPPXeyfw4xDllzqB2PrjiAR17ZN9qbwhHtRQDDd77VQTEiUxByhaKkT1o+YAVnuRaecSutYvm4STZRbH1mLZqq2SQfbbOPdXOFqepPhpWWk1rZSIyYjzdXVujxQWlBENfpbgN/39koXY9dJTybV7BTjMhU0SIFelFbLJU2q4GF4jVA+53WYyiOm0SrL7sxiazQMBf1sKnwkhWh2SxmmqzMITZmcae1SbmnnhUSJYxsPM3cMqzzMOJ6Ra5aOBnlhUFsq+vBz1YfyXrfi02QXdFQ7gkE53kMzd4qNzsiWREfYDRfdxwnZCl83GPcgGUZcRvdm69nJ1PslrO737sVNoVk6/KQ1LPuC6/2UWz/WpVVnnqMJLTPsh5FBQE/V8rsrO/Bk28dxR/WnzBZacmSB16stPi5m6P6Q9xO12UsY0gvPUbEddnZpI81KDEyxvnoL9fhhifeGTeZNjf6Ykmw+GJGhTFRzCo7ZHJIlvjIUozwZn3yCcgG3l9EnhgxJtPN+9YaYDe7NGB3yyAbihFjO8XjKXuwGcGBeVvYTX3mpCL8+s6LcfNZNZit+/53RhK2ctKh0jOY5A9gq1eu2BvFOiFrV5H9fr3PyNsHzQ3Y3QJUWcNCMSizs0XLFymbwBswBmZZVlqsIi6UbaXFzl1583VjH7LEyKbjXXhq3XEAwC1n1WjbJLXSMveDmVYuSYxY7iXWxEg8ZU2MmGXGqmooSuwUIzL7LTcrLbP/qvm3RfXTuqo4jHP1fjN7Gvtgh9v2yeTJTjJophg51NafZZMlylwLgkaSLlc7rSNtA7aVbW7Ekmn8cWMd/zspDWqzf1dJOMDvT9YkrGywPpf1GHGx0trXbByblr6hWfwl0xl06deHtBdPDsGwkQzwsAy7l0iSS3ZJvSml2Q3Y0w7n0/wpWmLkmCwx4iFgt0r/PakksgJoti/ymwhg9zlbxYjD4EwM8tMZlccKbskbMfB2ulczTFYSlgGq03IEkSvvvPMOli1bhg0bNmDVqlVIJpO46aabEIlo135TUxOamprw+OOPY8+ePXj66afx2muv4TOf+UzWdz311FNobm7m/91+++0n+dcQ4xFWRNI1QnZTQ8FqeWhXQey0DCAkRhx+2xv7WvHw8n2OvQjsYAV27f1xW3cCGd12ihGmVkxmWxBbnz1sn8h6wFlJZ1R8//UD+OPGE46fY5P0J6XHiEOhnJ1ihMXuYtz5ofOnAwBe2dmMo+0DeOAvO7D1hKCKtrF0YQ3Y7ZJabk2l2T5SVXnCglWGi8kPFquIVfTm8b7zPIGsT4OTKkCmNGFzDTbDH9NyCUts7Nizj4+zM6b/e1G0iOeZk8vGZEExYi2QY+tj3xny+/Ddj5yLH3z0PADA0+uOoy1LgeBFMWKeNPfSO2UoCQRx29nxcksulegFwFY1jKEYcbLSsqgkXM53bfuyx+5uSQSZnZubHdnUMm3MZL3fuxU2WecjxGVy6Y+T9HBeANmOL14SKtxKS5+7jAn9Zj952Rw8eOsZvOfu3qZei2LEPD+Tyah8Dk52vWQpYTwrRoz3B5Mp198EGOdGdgLRZTlJ0ncsQyPAMUw8lca2uh7UdkZxwsW6ZLzAbgDFIT9mCAmLWZXavwckTYvjSXMgxzBuPm6JkezeDoC35usA0ORQwSQub6t2kChG2I0lHPBJpZqsktuapDEm6IxlygqCqNCDb7vKmKHC1CLlhcGsShdxkpAFYm4PtbOmlwEwNyAH3B/YUusT4QHA1jdSihE7qTYAVNpIf2OW87a8MMirPy6YXQFA6xVj3WbRtuf0qaWoKg5hMJlGfdcgyguD+OjFMwHILafYNrDzZ3pFdlJQTNABQGO3RDEi6THCJorFY2BrpSWzI3Kx0hItm6zBQTSlvVdRFOTnkDj5bsWpfw8gyJOFnkZOjfOmlIYxq7IQqgrsqjdX8ooV/opi2Gm5WfC9daANf1hfC1VV0d4fx4d+thYf+eU6U+M/r7y0vdF0r5A3vc/+XYqi2ErXZQlfZqVV3x21VTKmMypXegDZ17pXuiIJPjEu68WTWzBsqZjysExGNc4Jt0Ej64EkJkYMq68cFSMettFqpZX2MEDl6hlunTC6ihGnpqDJVMZ0D3BrDm+20nKvfhLvW/Gkpnh0e44TxFB47bXXcPfdd+Oss87Ceeedh6effhp1dXXYunUrAODss8/G888/jw9+8INYsGABrrvuOnznO9/B8uXLkUqZnyEVFRWoqanh/xUUZBc+EIQVNhaK5rlwajhYJwSNxIh9Pw2Z3SFT13c5JA8++4ct+N17x3PuE6KqqmlSvSGH8VWPTfN1mfrdrhhicol9vwUry3c24cm3juJbL+91dJkwmq9r6xrRHiMOk3TTy+2ar2erva87oxol4QAaewbxoZ+uxQvbGvHUe8eFZeSxFkuMNNj033Rtvh4w5hxE6zNr8/VkSs2y5gkLMYkYj7tZacnsiLz08EjIFCM5JEZSkrkFKwFL8oYNQXNVVjjFxszeN5HOZDmIsP3Bej7euWQOZlQU4vozq3HB7ArEkhn87C2zaiTtQSURtEsgeFhGHId7KWqyFg26JZcMKy25YsQxkWVJShnnqMP2Sdwe3Cbbpf1xhGMsm+Pi1ol2PUZsfpes6NKL5ZzVVsxLfwwACAWM5Kf4f0+KkaSmNBOttMqLgvj39y3AZ66aB0CbxxCLKK1zH24JJnsljPPv0tRL2mfYHKrbMtYkrNcx03hTjATcP0KMFuKNsL47ikVTS0dxa/IDq6qvKArxGyNgKEZkHpF21bqFQW9WWizpYsVOZcCq7hVFqxSxVrTYbZ+tlZZfu0lmVC34CPh9vFrITlZreP+bA2K7yqJZk4rQE+1FXWcUZ9SUOW5vLnRYJtpFTJNLqQxK4f5QMwYFctueXJYTJ6RZxnqkgnynh02VjZR/UKgSYMycVIR9zX24eE4l3jvSCUCzcxLl9uKD1+dTcMXCyVi+swkA8PHLZvNAyZNipMK4xtj5bM3aN/aYB3sJYVIy5Pfx6np2nZgTIzZWWjx4ya7qsBsYiMGa1WeTWWmVFwaxmCVGBLsmK649Rgr1BmhC8oJtn11wdcGsSajvGsT2um5ctWhy1rayc7BM76Nj9YS1cs/Tm/lv6oulEE2kEU2k0RGJo7rU+4SXqqr4nT5I9PsUpDOqKQBxs0yqKgmhuTeWNfiWJbJqygoQCviQSGXQ1BPjajWRE50Rk42YUzNVJ8Qkg8x+0Vu/EPPgxVP/DrFBYjoDv8/vmvCVK0bsA2jWY+REZxTpjGo65zz9riE0KQ/5zRYeRgI234oR5x4jTs9LsSJJfC7b3TMYos+ul+brAb+PXyvxVBrJtHEfI8UIMZIwi6zKykrHz5SVlSEQMA/Rli1bhs9+9rOYP38+vvCFL+Cee+6x9UCPx+OIx437UV+f9rxMJpNIJofe92mosHWOxrpPdWo7NMVINJEe1v7P5zFkMZqiZpBMJjG5WDvXW3sHbb8/ltBe9ysq/0xZgXbv7uiPuW7XH9bX4n/fvMjzNnZGEqZY5nh7P+ZWeovN2NitNOw3bRd7xkXjCWN/6uMaBRnTZysKtd/W3uf825LpDH6w8qD+bxX1nQO2TgkJfV3WyeCRuC7571IzWd9fXaKNYxq7jeOdSmf4hK+SMZbxA7jxzCl4cUczd4iIxI37WEwvcPL7FNN6ppdp46oTXRHp70voiWfrfueoKnyKNnbvH4yBiX+MsQz7O833qw/aucnCqlgiiUhMGxsG/QrS6RTSklpORc3o22RsS0Kv5PYJ57uVgKKPy5Ip/hm2voBif1xZTBWJaeehcW3ZL+PX15VIpvVlEq7LKMiYltH+ndR/V/ZyAUUrnI0k0mjtiaBQLyICjDHJ3Utm48s3LMBFsyfx5R+4fiE+9dQW/GlTHT575RzulhDn+9B+G9kwMZbQzqlYXP9dlvNJxAe2343flWLzE5LzncGuu0H9/I2z/g4226cPVdE3aJzvyWSSK0bY+SaDhbIx/V4T93CM2fFKptKm6xIAkJE/P4xz13h/UN+HAb98H04p1i6mFsv9nvUXlN0z2O8FtLkgfv277EMA8FmuL7f9zuD3a/06Yde+3fYBQEDRE4eqdn1F9f0e9BnrWlClnZ8N3dmKOfF7Y2LhdyYF6yqt+z6RZM8S+/OCEfT7kEyn+Ryq2zLGPU271yQ8nO9A9j4cDXJZLyVGxjBiYsR68YxXepm8uDiIqaVGM++ZDomRuM2k1HAVI2xixjrBzCqn508uxtH2CJpdEiNuGdqQJYEQ8PsExYh8YpklIrqjSZ5MAcxqApHZlUXY3dib9wbsXIFQnJ0YURSFT5KyQY6blRbrSWG1c7Lz2OXLMSstU8NCo0ogYJPkyhdOE6qsIsyqNIrx5pLGMpfOq8S+5j5cc9oU/G7tcfTHU+iOJqSJERa4XrWwCst3NiHgU3Dnkjnck1f2W62JrOnlxuBockkY7f3xrH1v9fhNpjM8+REK+LIqNFhST1G8yF2FCXo3Ky3LhLQIs9KqKApi8TStWmhfcx9UVZVODMVdEiOsX1FESKra+RQzLpxdgZd3NmF7fY/pdesEOEtcebXS+v26WlPyrKU3llNiZO2RDhxqHUBxyI8lC6rwxv42i9er8/2JJWGzbPsy2deyz6dgTmURDrcN4GjHgDQxYlXyDFUxYkqMyCznvFSCWSqZvFTFib/XWmlld26wxEibrMeIjb92SH8ONPUM8spGQEy0ea9WM5J67pYLxr5wrx4bCuzc7bc5/Z32pViR5OZRLBIUEyoeEkuAlmyPJtKIpzKmqr98J4oIgpHJZHD//ffjyiuvxNlnny39TEdHBx555BF8/vOfN73+8MMP47rrrkNRURFWrlyJL37xixgYGMCXvvQl6fc89thjeOihh7JeX7lyJYqK5DHxyWDVqlWjtu5TlQP1fgAK+mMJrFixYtjfl49j2NOrbdOWLZvRf1hFTxwAAmjri+GVf6yA7Ja/o0UB4Ednexv/HQ1t2msHTzRixYp66boU+KFCQTKt4k8vrUB59nBGSm2/tk2M19duweBRb2OMI3U+AD7UHd6HFT17+evdHdrrW3fsQkHzTgBAZ7e2L7Zv3YKY8P21ndpvO9LQ5njc3mtVUN9txJB/e+1tnFYu387GJm39jXW1AHx88n0krsvefu13bd60AV0HzO9pMX0A3dEkXlq+AiE/oA3ltf391purEBaGx7OT2nEM+4FYWkFTi7FP2HFKxmOm/TSQ1F5v64vh76+syGpGfqJe2xeHDx7Air790t8QUPxIqApef2M1Juth+UBE+13HDh0A4EdvfwSN6QEAPhzYvxcruvagvVX77h279yLduAdAAIqasT2OLVFtWwcGjd+wu0k7/q0tzVixQt5f5UCr9pmG5ha+3N5u7bWgz/64phLab3jn3bU4UQpsbdeW6enqtN3GWv2cPnLsOFasOIrj+n6PDQ7aLrNfvz4bhe3b2qG91tstX1eh4kcECpavegcLhDrP7h5tm/fu3IYzKlS8bmmZNL3Ij6bo/8/en4fZcZznofjbZ599sG8EuG/gTkokIUqURIqLhvImxfkl17JjX8W/xKYcW3ri68j7Em9yYsU3ppfYiiRbsa04lmxLhiVSoiiKO8UNBEGAJEgQIIAZ7LPPWfv+0f1Vf1Vd3fXVIQYcQOd7Hj7EzJw6Xb1Vfdv7vsDnvvxNXLk8ev63xWvG4YnxzDmeOBa/k888i8Ibz+DAbHRerVb2erk9PofxQ4fVZyYOR/N7/rlnUdr/jHUcXfcHHvw2Xh0EdsT3amZm2nqsY/G6ODlX1/7eCaOH+ZWXd2Hr3M7UOACoz0fHeuiRxzDxQoin6bqfOJZ5Xs/Ha87E4eTeLNSj73n4oQfxsqXeSu/f5MysGnN4PvodOm3rsV6div7+2vhx7e9Hj8Vr4dNPofFaeg17IX5OxyeS9//ZifS+YNqB+P2anYver2fj85w6cSJ3bW3E5/6thx7GG8PA9Ez08+OPPYLx7fYxUegSrWP/+E9fxetvxO/NrhexdTJ5aAfLRcw09Y3uyDF9PvOt5Lu+fu+9KRSYee1f3hPvO3v2YOvWVzPPCwDCdnQu44ePAQjw8ks7sXXGvg4CwKGD0XdveyHa03a/Fv2859VXsXVrWt+HjK7hg/E1fCtsbk6eG+0VRpaw8Y7jM6UwohAjfRWsHk4KIySSNltvpZKd1CVQNlaEgdhrmrPwxoZhqMTIs8XX7cl06vy/YsMIdh+edVJpOcWiOJ95q4OBapLgz6IiIl5JIEIeDBmJ5iwuVZcosq9RFzklT02rFqPCCCWiXXRJnK+R32enTosVft5RYxJatMWB6uUiRqiIlVEY4UnvX/7AZvzULRdgxWAVI/1lTNdbKZogs/h15+Xr8HdP78fNF67EupE+lTA24fLtTqioz4jah1NprRmOCyPGOJNKixe6dI0RnUoriwaOz10rjDiejSCIClytTpgqVqrCSF8FF64ZRLEQ4NhsAxNTdSVmpp2Do0Bnwk+jueYnpK+KBdi375/Ufm9269vQKHn29N4TWhLg4OQCrjxLNBQA8OmHIrTID75toyoS296TrGuRRduXlWC+8qxRvHxoBo+8cgTvjUUxuRGSZ6hawnS9dVIQIzYqLRuthmkmlZZrnYn+xtEbeuEh6xpSMYxrPLUMJBG3YiHA2SuiAtNrR2a1woi6Xx70BKqo50G50BRCyX2N1uosOtk8qjAuJMpRY26+3DSVlqvAkRRG2tqxTnahqGc9I7v77ruxfft2PPTQQ9a/T01N4a677sLmzZvxq7/6q9rffumXfkn9+5prrsHs7Cx+7/d+L7Mw8olPfAIf//jHte/euHEjbr/9dgwPn/rotNls4r777sNtt92GcrnsHtCzk2JhGOLnvvMNAB20wwC33XFn16i4k3kP/+Dlh4D5Ody05QZcf85ytNod/NozX0cnDHD9zbdi9VA65jj86OvAa7uwcf16jI1dCQCo7jyEv979LEoDoxgbu9F6rN/Z8aBq0KivuQxjW84WzfEr2w4C259XPw+vPw9j779YNPZP9zwKTE7j3VvehvdctEr9/t6ZbXj++DguvGSzmsd/f+VhYG4W77jxemw5b4X67Nq9J/A/X3oC7XI/xsbeZT3OQrON3/rUQwDqKBej4s+Gi67A2HV2J/JLR58Gjh/BZZdciG8c2I0OCgDaonvaaHXwg//jcawaquLPPnxNpv9P9ns7vw0szOOdN70D18T+M1kYhvjP2+7HbL2NK298N85bNYCp+SbwxDcBAB8YSz+n/3K6jif3HMfP/O9tGF62AmNjbwcAPLnnOLD9SQwPDmBs7J3aMX5r2/2YbbRxxQ3vVtpuZP889RxwdAJXXn4Zxm7YZD2HX9v2TRybbeLGm96Fi2LWjv/8/ANAo4Hrrr4S/+e1F1Cq1rB81RBw/AiuvvJKjF23Ad9a2I6njx7ABRddgndcsgp45hH0VysYG3uv9TivH5vDbz/3EFAoYWzsDgDA/odeA15/GZvO2oCxsSus4xrPHsDfvLody1aswtjYdQCA0o4JYOdzKBWQeV//4OWHcKw+h+uuvxE3nLscs0+9AbyyA2vXrMbY2LXWY+3+5m7cu3831p+1CWNjm/HEnmPA9u9geEi/7tyazx7AX+/W51d/5gDw8nasWZX8jttn33gcR/ZN4qIrrsMdl61Rv6f3ZIvxnpD9r4NP4sCe47jiqmswdkWkxXkoXjM2bEjWDNP+/tjT2Dl5BJsvj96bHQengG2PYaBWw9jYu61jgu3j+IuXt2Fk2XKMjV0PAPjc/ieA6RN4+9uuxe2b11jH/f6uh3D82Byuv/EduHbTKKo7DwE7n8XyZSPW9Wtqvolfe/qbaIUBbr39TlRLBTSbTfzly98AAFy++VKM3XSO9Vh/9OojmJifwXVvvx7vvGAFms8dBF5+HqtXrcTY2NusY6ovHsJnXnoWQyOjGBu7AQDwiae+AbTbuOW971HsLtx2HJzCp7Y/hnIluV6vHJoBnn0EtYr9md93fA5/8MJDmG4X8f73367Wkj969RFgdgZbbojmnLLnx/H5V7ZhhL3/Rx/bC7y6E2etX4exsaus5/Xq4Vn87nMPo1AqY2zsDnS2HQReeh6rVi5X32OzP9z9MI4szOJt19+ALeetwG9t/xbQqOPmd75T0Xrb7Oe+cx+a7RDvfM8t+NrkDuDYEVx39ZUYu3aD+szfTHwHj756TBvXNziIsbGb1M/H5xrAkw8AAO4ae38qFnrhQHztq9G1f2brTuDgXlx4wfkYuz0fHfnr2x7A/GwDlf5BYGYWl1+2OXdvfPQfd+Dxw2/gvAsuwth7z8cTX34RGN+Hiy+6AGO3XJA5jq7hdfE1fCuMENMS6xVGlrDpiJGTm/B+q4w0Rkb7y4pKq1IsKCGmVidEvdXRkslZSam+uOt7rp4ujJyYayrI7QaLzgKQJMBSGiMxBPqKs0bx988ecFJptTKKFWSEaKBzA5gGgkOjAbDrBZjUIhesHgQA7JqYzp2rr5maFaZVywVM1xOKK0oSZ1GfcMH2RrujkCCua2il0mLFisVGjOTNb3kWlVaDECPJs1woBFgRFy1G+8t44/i8QlGRmcWvkb4y/ve/26L+nlXQOzHXUDB0QqBw8fU1QzVsx5SGugnDMCW+3mibhREdWUX3wNT84WaO4eeVT31UQKvTTiFGZkljZKCMWrmIC1YNYtfENF44MGkvjDgQI1WDKxNwI78IGTRnINTMbv1hxQmbjxghKh8g4YsF0pyrefbKoRk8sOswggD4sZvOwZ99+1VtTtG/83lACQ2Wou3LSGDfcslq/N3Tb+D+nYfwC3dtTn3fC3Fh5OaLVuGfnj+Ig5PdFfUPs/lYxdcFWhKm0KFrnQGi+0K0c4p2ylFEqJXT65PreTpn5YAqjNzMEicyui+9sCcZY/LDSpEVvqb0hSxLcRiGjF/aghjRRNSTAocrAVNh1yMLVWlatPc0sdDU0Sk9xEjPFsM++tGP4itf+QoefPBBnHVWOmk5PT2NO++8E0NDQ/jSl77kTFLecMMN+I3f+A3U63VUq+kkcrVatf6+XC6/pYWJt/r43212aHpBcZwDQDMsoP9NXv+TcQ/JNaxVyvH3RajmQ9N1HJ1rYcPywdSYMJZFrZSL6virR6JE3fG5ZuacuK/8D88dxNvOWYFzVgxoSG2bHZiKfHqiU3rjxII6RrsTYnxqITO+nIwbY1YO9WnzqsUU0K1OkHyXuhYV7bNr4nM7NtvIPLfPPbYPE9N1bBjtwzsvWIkvfGcf9k/WMz9Pxxqo0rHj/VJwT187No0dB6eBg9M4ON3E2SsGcj+vtDiM8yJb1l/BbH0ec60Q5XIZnYXkOe2rVlL7/oblZewYj3TZmu0w+c4gei7KxULqOBuX92Pn+DQOTjdw8fpRfX7xtaiUS5nnHlF2N9EMC6n7NVirqPPsqHsYfVc1vs8dBOjE86uU0vMjG4i/q9HqqM/Q814uFTPH1Srl1PVohdF1KwVh5n0l7YQOojl14mNVy3nHis8pjJ6XoBB9R7GQfV419pyl7lfGea0cqgGYxImFtvb3rPeEjBgpOgjY3+naZ5+XeS2S8wqyn4tqdL9aHaSei2rOu0R+OB0LQXSsctE+v9FikqZdaAODsYYlPW+VUvazq5qJg+hYIQJ1vq771eqw5yk+WK1qv+798bVotJNnF/E1LFneSQBYNRytbY1WB52gqPIJdKy+qv0aVivJtaa/d+i8cp7d/vj9Uu9Jwf1uAckz1Y7vVzI/+7Ugq5WLaLZbaIWBYr3pr+ljLlk3nCqMNNvQv7eQMHTUqun9Sj2H8XmFgmtBNtxXxtHZBo7NNuM5Zz9L9HcA6IRBvGbQ85Q/zny/3grzOW6vNW4J25mIGOGCdFQYWTZQxkAlWfxNOi1KdJjoin6iZTJoN4Ckw3iwWspM4BYtgt1hGOIIQ4wAUaIyTxBZInZUNWhMXIiRQiHQ0BVkWUmfS9ZGnSy7xqcRhtlz9bUEMZJRGCnp1FhOKi0DPUMm1yaxUAQVOWJkkai0cjrNqTBiajQsOAoIo33RuBPzhui1Q4vDFFQjIyqkZf1l9RmOGFkdv28cMTK10FLvG93jRquj3UeTxm3B8ewCyXXix3IVzQC7sBqgI0YAOHVGVGHEQdulCQI6kt82cUQg3a0/VIsRIwvZiBEu9kxG19OHeuoLT+4FALzv0jU4e8WAFamj3q2MTngq1Jni61nj3nXRSpQKAXYfnsVeC0KNqLRuuWS1Op9u1iSXxoh6J3NpsfTnSVIMCIIg0dWhwkPLUfCN18EFjeov/3k6L9YZec0QYJeIAlaM8/Lag8wikQON4Wt5iBH+zNsKEGX2jvlQfZXY+ywRrweSIn1EpZWgxVxFmJ71zMfCMMRHP/pRfOlLX8L999+Pc889N/WZqakp3H777ahUKvjHf/xHkaj6s88+i2XLllmLHz3rGdk+g143S5PxVJttfacml4kMAfaGZc/K0vjTj5VsRtv3T+EH/ugRvON37seDLx3OnSNduyvPGtV+BoBPfm0nbvqd+/HArkPW41E8kBJfL6f9yCyUIzWkzTbaVsro6YUm7onFpn/61gtx/uqBeJ7Z+QK67n0xFXUY6o05eXaENauQRmKeuUSbzbiOC69n7cO54vUW/4zQuOZ7ADCdyhwfg+7XAmOmoHn2MWpoU8uPx/wUO2U1agGsuaMTqnxDIiotb3jhc61k966lchItY/42M/UmJaLXJmqbj8/yPUkj84jRrOXy7awi4F5z7OhjcoXodTpbQNZ4ZR7LdQ2LhUAxiPBmabqceY08SkjdI06wsSm4YgXrPRbSowP2dzlrXKWUzhH4iN7T/XJRTJOZdMwS8XUgWRvmGu1EfN14/y9mutHDcd7AzH247pmZy5A872TUkE408HnrDMByIOp5iv5fEIq2m7mTpWq9wsgStqkzUGOEOn+X9Zdx7aZluPOytfiJd5+PAlv8Z4yEYlayvY/t+iadFnewssyGMpipt9TLe+m6oUiwqx2mNmjtWIJFOVlQ2tr/cx0ly2KStShfsDqiF5qcb2o892/WEsSIPfg2Ka6kVFp8DODWC6CqPUc78A2jZClynUzLS1ZmI0bizTCrMBIr+R2ftVNpZV3DRBtH32So45/fq2X9ZdXNTtQE/Hk6FKMTRvvLGOlLOo/oOauWCik9g4RKKwcxUko7Vw3HswHwjvEMKq34mhGE1dSzIOPzt86PiTWTtXOojwDdKeCJfrNbf3lMO7ftjRPW7wHsyKYfuCaC2E54FEZ2TUSiqrddGsG27YFBvH6W8hEjR2btBTrzfg3XynjbOcsAAPfvnND+NrXQVAWNd18coSDmGm1MW7SjXHZoOrkOdvF1GQIJsCA/HI6ccqLje+sKyLpFjADpwoirkAWkgyuJs55y8HOSCW/G6D1ph0GqIMafe9txqxZKLAnVFz83OWIkuWd5gvA969mbsbvvvhuf//zn8Vd/9VcYGhrC+Pg4xsfHMT8f+fRUFJmdncWnP/1pTE1Nqc+0Yz/xy1/+Mv78z/8c27dvxyuvvII//uM/xm/91m/hp37qp97KU+vZaWBmknzWgrB3f8ccnnr9+MmaEgD7nkrNcuNTC3jl0DRePTyjj7EgIwn1ESWg7OdG4z5w5TpsXN6HlYNVzDfb+Lef+w7ufWE8c477YqaGm2JKl33H5tSe9vArRwBEFC2mPfrqUSw0O1jWX8YGg8rZin7P2LMGqyX1eVsM+j8f2oPjc02ct3IAH7x2g6KkztOapOteY/67vDCS+IgP7z7i/Hwro+BDVjEa61xNYdEY2us5e0D2ceia7LPkUFqC5pqaanpJ+3aUg2i2Q+a3BdpcmhyBLzgvIJ3klKCieZMXFdEqOS6Qamo0jpVHx1rKSMJKmpNa7XRMkjVu5SCh2O3NWi49V50JwO3bmcWAtiCnQ/65FkNKxpkJesH8rPFFfNjcopnRRCnJVZmxRYehoTKT86X0M0jnlZWgj5Dg0b9ta2HWHM04JhqTv87wcc12qDUmOosBpk5lxx2fAYkG8kKzbaVVB4CL1yaFEdKpNAsj0uuRfnbdsczaYb0BxxVrmXTMkvWJz9HM6yxV6xVGlrDx6vCx2YbGX366GmmMjPRXUCkV8Cc/fB1+9Kaog440Q0zECL2EptNYLSVIAbObJhmTT5kC6LoUlNzurxQxVEvovky6IW6iDt8SdZ10tPnldd3bOmOyHMdauYhzYiHkneMnj07LSaVFc2wam0aGA0iC7UA2+iPvOFqHP0ucFY1OlpNtzRyHjAojJ+abWmFmvpmm0uJGSf60xkh+wreUca5EPbSS3asgCHD5+hEUgqjQB+gOBd2DvnJRczi4I28iRsiJyXt2ybluWu5XXsIyCzGiqLTi4s3mdfmFEReVlhVZ4dB24PPWu590x/YHrtmAIAC+9sIEnn9j0vpdvGD0Rz90Lf7kw9fixph70wcxQl1wJIKeBAaWwk2GYzUadzSaxYdmTscPoUHu36V3XJIDGARRwYWe8W50RjSNEYv4usQpI4edgheJLgn/TlpvsvYgMhtipOkotJ0bF0b2HNUTK01Bx4/5Tko699JUWu49shvTA3x9jeLvm+2+8TXItZfYxvHkhStwoXtW9yim9KxnvvbHf/zHmJycxHve8x6sW7dO/feFL3wBAPD000/j8ccfx/PPP48LLrhA+8y+fZGYdLlcxj333IMtW7bg6quvxp/+6Z/i93//9/Erv/Irb+Wp9ew0MDNJbkMeuOxHP/MEfvBPHnHSCvuYFTESx1s7Dkzh+/7wYfzLP33UmlCtsD1rqFpSe1gWaoT2kp+78xJ8+/+5BY/8p1vw/svXotHu4GNfeDbzmtC123LeSgARcuP4XOTnvxw3pZi+KgD847MHAABjV6yzxK3JvmOelxlDBkGguuePWs7tLx/bAwD42G0XoVQsKHREHvU2XQtOayzNV3G61Ud3H81lUgC4zlo++kMxDgjidrNrGciPzzYtjwpTdsSI2x/sq1jQwAbqptXppBpNuF6aKx4x/2Z2ZIv8uhaPPSmWyRyWarxUaCxBo1GLJc0BoJiDsk2ak9JogizfeEUGC4MLGcCvuTkmHzFiFHwczy0f0+ykY1wJOqXR6gJ1w+6xKlYIUC0KMULzk4yJz6vNmpsyNWBZPE2FY0kuyMwfAfw5zGoMTec/fFBB9PmmMKmfRUHsKiJQEWS+2VbPo1kYuYghRlTjqlkYcSJGjPl5NLytMQsjUvSM+f47xiX5O3/f462wXhS4hM3kqD8TUCMcMWKaQoykqLTszlIQBIpOyywaSZKwtmT6EaMQQBoNeclKV+IRSHdn1D0cJR0xkr3ZXLI2ShbvGrcni7sxp/i6seBJOn5MZ5iPc8Eu65auHa4xsliIkTwHmqDyYagncGmufRltO0QLNTmXQWGUVRhRHSf6uWahez79b96O+z7+bpy3KuJs5t0ZHI3FHQDuyJvOlUKM5HjdarO2OC95z4atYAEkiJGReN24NC6MvH50zqrl4dTwsXQWSWH//PuBtKN08dohfP/VEfrjk1/baf0uDr++9dLVuPPydYxGQlZEaHdCFQBTQGw6LtH8XF176fdRH5e+hlQYeezVoxo1B0c7BEGgEh0+xR4yk0rLDMIlQW3SMaV3JLqKAQkdlKxLKA8xknUsKozsOzanJ39E3U/6OykpIpjUjHnJhDdjWfpYgF4QtM01SXokqDXJ/Ggc1/9xUmmxoExCgdCznnVjYRha//vRH/1RAMB73vOezM+cc845AIA777wTzzzzDKanpzEzM4Nnn30W/+7f/TsUBDRzPfvuNjMhPOtJpTVbb2H34Vl0QuDVIydP69LWbU4+0JeeeQOzjTaOzDSwYIl/+J4fBIHywbMLI/r6XikV8N//9TVYOVjFbKONHQfTDSytdgcHTkR+y4VrBhXtyN5jc3j96GyK/olsodnGV7dHKJTvvWp96nttiJG8GHKF6p5PI0ZIs/P6c5cDSPzAIzPZjZS0B/MknbwwklzfY7MNZxOeyy8xm+RcfjuQgYrOuX50TWwoGlczFJD4drzpgsZR01uzHSq2hDJ7xqK/JehXyXnxc3PRCkV/S/v8NFefwoiEZtbUjpQkpE06JyBNP2zayjhJfGTajI1lsQxvDJN00JuafZ3QXfAxx/BjyZAL8q77JJ5m19CB4rDN0QeB1DQKN0B2QYXGhGHyeYn/bqOLbzlySFYqLY9nl8ZKikR8Hsk7KYtLqGg63+CIEX1+A9USNsaF21WDhBjRF2NX43WZ5YM6ndALMWIWRlwFjqQI2x1ipEel1bM3bdMGpdSZIMB+nGmMmEaFkawih22hpMXHFEQW6RlYkunkfBIdzrpYoyGvU0qSVKkYlfF6K3/xB7Ic6OxkJcHy8pzVdif0Qh5Rl1IWYsQ8Lwldkm9goI+xB0lZguQny/I2w3KxoGioeGA2nwGfJHMjRrI6JtLQZCCB2q8yCiMj/WWcv2rQGlBwZ56OV291tMJdImwcP7tKYySbSksVU9ixJM9Gln7KbPzI0rqxbKCC9XEQ/eLB9POevF/2OZqQUIA7tfndSIB+XrYupo+97yKUCgG+/fIRPPHasdR3cWeaxvEigkSTY2JqIRKSKyYFiKSziN1jR5dV8lwYdIQ5nSfnrxrEupEaGq2OElsH0pROqrDcRacpL4x0QqTouPLoE8hM5IekiM3/noibx8fKoCPL0xjJcjaHa4mIorX7UdS5RwGPT6ea4eCfbCotHuAbaxRdx0Jgn6uGGPFAcdAzwJN+TiotVszqIUZ61rOenYlmJoR9NUY41aO0aUNiNt566prl+6iESjiLzhaICpO2fb9ULODqjSMAgOf2pQsjBycX0O6EqJQKWDVYTSiZjs1hF4uxTFTkA7sOY7rewrqRGt5+zvLU96p9p5k+L5svk6W3wOlg6BqO9CWUuFmNlHQsHpd0ozECAI846LRclElmY50LmQvwJpS0r2U7Tp7GiMTXMqm0OLUQZwMgTUmaO0+A1wXnFQRBKi5x0fsC9sYmpTGSVxihpLQHgribjnFKZPN4tenwV9X7nNE0mDXOdi2S4o27KJXSGJEUEDya6wCGYk9pjLiT+jyuSxAjOeMMGuxutDhcKG9Aj4saxnnlzU9RpNuotFyMGZwVwYMuDYiKPhLqOEBHqGm0Yo5YoY8hRrKotADg8vXRHkQFErPQ7mIeKLNia7PTET2DZNSIoL7LcU7mMy9BO/Fx5l65VK0XBS5hO5MRI6M2xEgtCzESFzks3RbE4zdvaowIkrA2wW4qBKyMN+YNqjCSHRBIqqYmFZREp8FHYwRICiO7cgojP/bZJ3HDb30jVzOFH4vul0t8vW5UkPMW2AT9kXZsXZ0gdS2RnWyGSbHg1CNGAC7AnjhyeZshABXAUNcXmUvAnubQCaF10SvESMa9skHQ+f3SECNsDnRtKVEuodIyO/Xpe/POK/pb2gEMwzClMQJwAfZ0UCul0rIlpPNE8IpGoh2wF0Y3rejHB65cByDhouZGjlzAEsTkpMw327nC7WSU8DhrWb/6Dus9dhRubWP4OJvjGASBen51UUp9LVw7khSWv/HiBP7i0T34q8f3WrsfgQhx9Y0XJzBbb2E2LnbTuU1lUH3l8uWmqLTcwR+gQ9CzEivcrF2FQj5kwK4JI3HyTeh/roiooZHjEkfs1gqFdIBP5tI14WuQVEQdSK4Hp0RxnRffuySdoz3rWc96droZxY20/ptNZC57VSuMZMcNC802fvkftlvFyG1m2wvMRA2QwSVv7HPUuGUrjPD4ztwTropF1Z+z6MHtU/5VHwqFAJsY8mDXRBJjmYmsLz8X0Wh94Mp1VlFaK5VWTnyhNOAMvQXeWczHUYItS2eENw3S9KRhE82BaJttvi0Z95uc4utNvXElV4ujqOuS8HFW8fW4oDW10MKkEWtJfAyK38i3401bXOeUfA/y23gjmkLCCBOPPhz+No2RbhAjEv2JLASCDDHCkBUOOqKaJWHOj5eJQLIUK5IEvbuBStFHCZ6LJEZgrAiCBpsKiy0AT8QIv4Zh4BxnztElos6PpYpzXBdQQjNt0hZL8mIeerN2VgR3EYZ/X7PTkWuMsDlyxI4rLunXECNxMdqS7/vE+y/FL951KX7g6ghdmEaM5MdpfC9stUORpg5Zt4iRtNC7/BqeDtYrjCxhI8QIJV3OBMQIUQ2NWhAjAxV7YSSvi6Q/HmM6+67kMsA679nCf2w2i0orDzHiXpQTZIXeGZMHrbU50HmO4yVxYeTlQzMpNAEQJdEf230UM/UWvrPneOZxyY7H16IQ2O9XNMek6zaanxwJ47OxWVEmzKGw6cWcTHNBf6kwctyCGMnSGCH0QxaVVta14JsXf3bn4uMNxMgr06qlxLmiggp/T6waI6UCc4Z1xEhWwYfPXeOVFRTNlBPNzmu20UYndgKJfgzI1xnpRmOkLUAg2MXN7Q4giWsfmk4nE2xw11q56KXJsZcF7sn8/GHGNue0LeiMqZbS11BxgMd/o/XzMw/vwUc+9x388j+8gJ//0vP4zX960fqdv/D32/GRz30Hf/Kt3QCid4cQUCfMoFaA1MuCrbs6Y3ggwt+xrHWtWkoH667urGIhUIkJH+RS9De9C8+VgACSe0Jw9wTqfvLdQFuwzuebtY5WWEHFh+qLrtUcS04EOTQIgI5ClHSO9qxnPevZ6WSNVgcH4tiF+MznPMXXX2Pi4jZfhuyR3UfwF4++jk9+dZfoe20+kCkGC+j+RTNjbyRf2qbDwfdvc32/cuMoAOC5fSdS4yamIx+MfBiivnxm7wmt+axpJHtIpP72y9amvhPIimWy90Wixk0JUbNYh/usm3IQEoDuN9HeL0WMELXyHfG55bET8O/MatgwKaZFlFM2VECOX9FXKSrUzT4jhyJJ3qrCiCVRzGMg5XvEzxindZLE+9q5eXRkEyKDXw+KPSvF7BubKowI9F1MBIKXPoalIc+NYjf8RwfSxN4Y5oHiMJL6Eo0R/h76FIooNpZQOtmuoYrPRFRaRhEm9x4XtM/y9TPrvPgczHdZxh6SznFl0++lEUiShjeOyIoar2TxBS/EaFTAjriJ1oa5RluhyUwqLSBqovy37zoPw31R3qbN6LBorkC+iD3/rEu/hxvRQ9q+y34sei+jY3Q8r6FNj2spWi8KXMJGhRHSjjidECOfuu8l3PGpBzVB30aro7qArRojtXwqLXthJF58MlAm+RojacQIISnIGV1HHc85iUoJp59ZDJCIr9tQEnmQ643L+tFfKaLR6mDP0bRTPDG9oI6fhyohoyBj+UBFDF2V0CWZ9FuAm49SQS7ZGAUzLhYyBcnzrBNrNNiKSKZJob9HtcJIfgHBRaVVyeoQYL/XEBnk2Dp0NQBLp3kx0BLdvMBl8sqKxNeLaedF5HgbHJZAIgpeKRU0x0IhRmyFERcXraUDxye5bHO8zbVm9VAUUB+eTq8dWZzIlBgYF1BWKOH1OBDmc2gwkT5XB06e5g+Qx21qC1D186IOUKLBomLWhOWa1Jtt3P9i1G3610/sBQCsHq6y98RMDLgRD2ahSOKs8+9sGc5wdodbdL4LFg2kvIAnb42XFXzi4EpQ1OPPZ6PdEV2/bi2rQ8hVgNAQI11QaamuTcE5Jd2q7Z7GSM961rMzzg6cmEcYRvsT+Qn+VFoz6t95VFpEfZnXREZmo4ECgDUWxIiNf95cp1dYGpPUmJyO56vOGgEA7Dk6p+kDAjxGi/x3KnQ8+NJhPLP3hPqcmewh/5gQtaaZe367E4KYU2173cpBQozoRSkuxMz9SEJIuBAjpUKgrqMcMRLNgeip8hJdEh8yi4o5t+O+lMR6Ss/AkfDdlIGikTSHmL4d7xrnMRAVI8gX4QlVCVqen5sfYoR0TjhihApF/sfKb8gxkvoSmiqLJoSroGKLSTTktiM21huNBCgJo+Aj0Rix0RaL0N70/HohRuLz4tdQNa5Jzku/X/nz0+8Xv1dZzUZBEKR0O5NmUnnzL98XsqnELbG7AO3E/95qJ4h5p8YIexYlRSIyaoidWmiq9b2a00yqoW4s70rWexndl+jfjXZHdI/JKEeRfJe0YVB/dsVIkx5ipGdv1ohKi4SGT6fCyN9+Zx92TUxjG4Mo84LHoKWrXYmvGzQyiSCbvRsEsGiMCJALNsSISUe0QaAxIuE3rBgdxeQ85yNGLJ1FKjBIjysUAly4JptOay8rluyaSCeTTaNrsTyDmkmfo9y5sp2Xa5wVZcK6rGxFLpf9ryf24p2/+02843fuxye/ulOjYTHNlaRbYeE4rjsQIyrh60mllYUYcRVU+LNmCkeWOGKk3dEKd0mHS0cbm18YSXcINASJTtNBBRj9Xl9Zc8wui7k5XxqfSQVorsKj6fwB3GkUBAYCfmPiy7Z1WWZ17lAhYVyQXLAVRvIKN65ktA3tAGSvoWaQxI9raowAwH+8/SL8h1svAKAXOMke33NcBZdE2bBqsKoSDOZ7IglqMymnHAEqRy7xa5m9PtnQfYJ9wdZNJ+hizDovCWoRIA0P9/Xr1lwdf5mwcDau2QWV1lwz8h1c3VyASaXlDuJ61rOe9ex0sv1x3LJhtA8D1Wi9m30zVFo5iBFqCjo+10xR4JimFyuSNXeoWsLFa4awcrCCgUo2ZZK5f6yOG0oOWPwm3pxj7qmj/RVFC7XtjUntbyZi8eK1Q7h4zRAa7Y7WuGLyprv2bzPp6yogENqB0BpqfhmIESpaZDFMcB+IYgkxYiT2y6iBJ68RrZ1xj7mZyFKJ+HrV8GOApOs+y//J0hmRiGXXmFZAdCzWNV4spHwdOlfuV0saIbUxyq+LG/Jym8lyECN5hRF17XW2Bwl9FM1LJGzehSaErWFIgkBSNGsWdEouiqOLhK8awybWFvjhHLUA+KFu+DVMECM5OS6jgUqCjOaFh6gY5Y5jgLTP3xScV6K3RM9gNrqPrGyNcf0a3qICQpI/yjMeo7Xa9jXXZtS0zYv1NsRI8n3pxtXouPnXMULCsIKPh8ZIpVRQhXdAcI+NvUtCUwfYmSyWsvWiwCVshBjZvC5Kdp8uVFrtTqgcaE1EL34pCoF90VOFEQPq3czpIlGIEUNjxEzQ2cwmvk4OBVF0rRulru96prMvWRyU0JmBrPDXGAm17zPtotWDAIDdh2dSf+PdMnkQaDISPluWQaMFpBOCeffKHNOwdAm4RPrqzXQxpcg6n3wQIwSfPzRdxx89sBt//+z+zM+6Nhub+KOi0srwTkdiWqiphab2DLqSnCanJJlUZBtIB2WVYsHqyFdKBdbhQogR97Nrc+SSpKi8IwlIEDWjRgfeWcv6MFQtodHu4JVD+vOu5p8pvm57t9xrhh1dYQ8OVscw1UMWXu4srtd1qjDi1gCi93mjBTHStJyXS7/H5mja5miO0zqmjMLD289ZjvdevAr/4dYLcfd7L0hEyi1r6QO7Dqd+t2ooKYxMzptUWu6g1kRWSIrY/DtbQmc4DzGSF7hUSulATsb1rAeokq6zktFZ5Oq+ezNmC16AbKQUGX8WXZ/VjkeFkdh3yELNcasyEVcpkqhnPetZz04XI4TH2pEaox2WI0bCMNSotPI0Ro4xqiebz8MtC4UZBAG++JPvwH0fe7ei79WTRPZi/jkrIporLhSfjMnv8r2SdEYMOq2EniU51vfGPPD69+t7XNPh52bpMmaNIVrnFJUWS5jxhiHyB189PIswTMdDvJGHjidBjMw1WqoBkbjp2zkDJUhbMzGaIEbcKFv+eZeQMteH4SYSX1dz1I9F+oDmXBPESJIMFFNpZeg7SJprWp2EIlmiMWLGMpKmITOua8fPVyEPWWHxBV0FhDx9VSC7UGQrEolQEikEtts3Vk18VoowSTNUKB9joS0WIUZSRRh5sxbNTYpAMI8lKVakG2vdsZb1ugtpd3UNQzfaic+RI0by0DNkNSqMxA19QeDSTkq+r+n7/BaSa++jzQjoOiPu4pdxjzuU0+0hRnp2iowEeIky5vhcM5UcWop2eLquXmaeKHI5BwOqMGIX2bWNI12S+UYXVFqWZLo5xxUDFfXviYxkpUQEmBzABDEi74yxUmlZ0DMAMBwnEW0Ci7xbZs+RWe3e2EwhHiru4o2JQJA4tsmY/MAAYFRatg2j2B1ixITOE0LLZq5N3loYaRDlVD5iJAx1YWkX8qPAtAl8qLQ43DXhAU2uoYYYYUGhieKg56Ka43XTddKCWkHQYyZ8ASjBxBGDfi8IAlyqBNintL+5uIrzRPp8qbSyEuAEUz0yU1cBSzI/e2CwRlFp2REj7U6I59+YRLsTYu+x6DM2Ki2Nl9uVjGaOOs3TlUzgx7IVVOge18pFfObHrsfHb7sIQRCwQFh3kMIQ+OZLkZAn10xZNZRQaZl7n6SAYFKzSZAV/NyabV3rIssZrjnWpyzjmhpkkoAiHVy5x/DOogYXHF8EXY0sxIirAKHNT7CXmMebMwRQ84wjF3saIz3rWc/ONCNkw5rhWtJE5oEYOTLTUDSY0c/1zCT6MeZPu6hAud9q+hcD1RKWDVSsTSgqeWv4daT/YSuMcJSibf++inRGDMSIDdX7PVemCyMpVKRL062c7DvR5/ObUFYMRA02KSqtjOaay9YPo1Is4NUjs3jIIo7O/UEfxAgVZiqlgvLJOGoldZxO/nkBrGHQoDp1aYPSbay39U7zTMRITC+2z2DdkFAfkWByIr6ujzGPqTRGmC/jovYlM5klJMlb/i7QcboSXxcgA7KodKRJWzLXOFuxh8f22YiRdPwjuoZmo5FAp4GuRSdM5ibxw7PEzfOORdeJx1oixIhC66Tj/cwxnKrbA4GQQrGL2EPMxlo3ysx+3WX+u0alJUQ7aCh2IXoGSJhCjsf7YrVUyC2mBEGAYpCOvyXI+TIv+AgowblphRHhtTDRTj46LaeD9aLAJWyUqF0zXFMiOa9akABLzTjHrFYYcdBbDSmNkWRMGIZaktY0StrPmigTkYMVd8toOgO6AxMEAdaPZMO0AWFlXCFG5OLrppOkz88+rmY43dx4t0wnRKrL3jTX/QIs4utdUGlJugR4kYi6oHj3GDlKfoWR6P0ajp+7PLSJi2rFVhhZcBSWysWCQkmd0Aoj7mtohSfTs5EHXaXnUEFXk+eJ8/3yYqQJx5VQaSnH1qLhkcsfbHFssxAjQLYAu1N8vaSfE+C+x9HcYydfgDRZOVhBEETfe8wowmU5FIQYOZihabT1+YP4nj98CP/6fzyW4nsGmBBjTrHCNKv2jCOZANjF113FChvlFABMzEdUkZViAT97x8Xq96sGq6pz1CxkSmgGqPBA5+OiciKje9lsh6K9hK5FqxOmUByiQlsO6iZ/fvJjAcn77ytu7mu2AiLgDpZ4R5eUN5iPI59JUuxRz2KTFWEW4Vr0rGc969lbYROxH7F2uKYaz3zE1yne3DDah2IhQCcEptMyHgB033c8R5MR0P3CrLU6j7bUXKepMHJirpnSGXEhD6/eOAIAeH7/Ce33toaSTSv6cXVcSLF1cYehO+FWZX42oO+Rtv175VASW2jI8oy9dOVgFR++8WwAwO99bVcKNcJ9T8WaIAibyN9cNVhNtEkEVFp53dVmwyBdy7zYIgiCVONFFgKbLItKS+JrUfymCiNG4tEcS3Pgz4e3+HoXiBE6FsD0TvIKIwaLhSR2V34naXF40EDZCggu7VIgTRfL55E17qQhRnKptFiHv4cf3lVxydbIJ0CMJPdLPy9JwQcwNCscPnXFiKklCfpKKn/kzgXZr7ssriuz+FhaQLCh2CXxhVkYydKa5UbT155fjyJdoyVH+JDxwogLPWPTx4rG9RAjPTsF1mh11MM3VCvj/FVEkZTuiFlqxp3iBfYiOBEjMfqDdyi5YMbUBTXftBdGbLokZDaUQdNSDCAB9ixRQQllShox4hawtiNGuks8Akm3DPmoLjotBWvOm6PRAS6i0ko5w+4uAZujxDcAG/rHZZRwJw5fCSw8KwlroykgGrksjREAVpqgPB0ZMltgInFs04iR5HlPuq5b2udLRnJZQqVljgnD0EkxwMfxZ4KujU3McnMGYqTezl9r8rQdRGLZ1u4nI0AqFpT2jEktkdUFsjZea7ISCw/HHYBP7DkGILom/Loojl2LXogrmADYc9ESoDFy0A7uAqe+Xu84EX3+hvOW47bNa9ScOJWWqTGinFRBxxRRszUE5xXNnwodMpol7vTWhcE6kEFjJhFwZM+vJt4qdGybTHxwMVASFQulQXRcR5GOdRb5CKJvjMVViT9fgjLh+6tk7exZz3rWs9PJOGKE/NBZDyotQmCcv3pQaaZNZhRGeEEiT6Qd0P30rG0u2Rt5c519z+qrFFUD26sGasSVeCSfK+1f2Peqn73jYly+YRj/+u0bAdjRuUD2Xpyi0mKUoLYCwvK4MaQT6s0hefvjT773fPRXitj2xiS+9sKE9jfuz9BYH8TIisGKip3z4i2Zxpp+LSTi64CFdcDh45J/sP/4vDXez21qNDRGzAYqE9lPc+e0wEmTYX5yVCGIjYRvbnLZQpFMsWeuxkiKSsudXKZzpvhApsWRTmS7krdWPUwPBJIdMSIoIND8JBRhBuVUh/nhkrgpEUR332MT+R7NkY7lnmPLeJ7yGoD4/W+15SgJ89pLihVZdG556HybSLmEtQVInt9WO5RrjKg5+ul3UG6S9pVaTr6EjNKVWVq6WcZZPaQUYWRrPai0MhEjnkiTpW69KHCJGqf1GayWVGFEghhptTt4YNchJ1XSYhnvduaaELaiAzdKLtnot7LG9WXw5koWyiJbTMzj8Y2ZdEYOnLA7+xKoW7bGiCCJbelOzyr4mN1I3Agxcu2mZQCAXeNTqc9wU907uR3+Oke+iErLuBYSDv+qzVFiQZJNL8ZltGERh28+YiR/c0o0BpINg65JXqeAybELyK4hPbtaUCYoZKXh08nGRn/jGj+VYiHlDNP7KRFf551PKnkr0oRIzovu00hfKfV5G2IkDEOmMeLoRtQosdwOiNmp5tLHoaLboWl97WgbwRXZWkWlZV9reHcHkAR8ZCbPK/+3l/aMDyTcdiwnok1fn8bnouO8/Zzl6K+U8IEr1qEQRDQXWRojXhBjg8PW5cjRetJshU5dJ/NvC0YAna8xkl7jJRDvpHAT6rQkTqqG5HjSLqtuLJtKK/+aJLo1oVd31sVrh8HjKEmxh1Oa+BRhetaznvXsdLDxuCFjzXBNia/Pe1BpUWHkvJUDyvc40bCvkUe9CiPJ3pOVALOjKbP3rHNXRagRM0Z2re02nwnITrbfdMFKfOWn3qW0SbgeHt+LnYiRlo5AyNoTS8UClsXUVUeYzkgeAnvlYBX/903nAgA++8hr2t840kSxJkgKI7H4+4qBivJbwzA75pJ0LptNcg3hnm/qVLYcPu66kT6UCgEa7Q4OTydNShKUeK1kxnZxIju+v2kqLR1J0mi1lf+5GIiRAkP+0DNB73ilkH1jzSYvCZ0oddzTcy5K6hsFBMBNaWuLSSQIpLKRW+BzlPjT3aA4gCi+aArefT7OpEvz0SUBpFRa+nMhaf4LAv158qZLShU5sueXotIS+OHa86TOS+a/8/ssLSDwONcnZqK8jyqM5MG3YqNT8y3scSotf8RIVf3bKaJuNPLR3FwaIzZazKVsvcLIEjUSXh+oFFEsBDgvdvpsotqm/emDr+JHP/MkPv3Qa87PLobxpJ6PxogtadZ0JM0HMnhzpVylgO7Y2RyzDaNR8vHAiQzEiICSxHR4aGGRIUZ40jzfcaQxprjxfKOtHMLbNq8BIEeM5OqgGIgRiWObJT6Y5/DkOUqlQqB1MFn0BlMWhqHqviIOXx7UmObisFRFvfi68+c+DzHCO6TVsXxE8DRovTuxb25Q/D2h92uWIbYq7Pfk+NF9yyv4qM4Mi2aFj7gfkCB7lsWdc9xIj2JyvpniUQVyqLRsBQQPmLHpQAP24Gp1nEw4NG3nhzadnbVx1+OJuaa1sG0+o1xfBIBV6NAlUm6nJhAUAzyE6MmqpXTxGwCIWpa6bH7rg1fg0U/cikvXDSs+6xNGYUQVlwRUWokgoHtM9Pf4PgsRI4VCkOpiFAk42uhCBAEFp3TTaEnETn7bWaR4M5Y40Ppi7OpKVIFtOwk0JQ7+YLWkBHj59+QZ34d8ijA961nPenY62CGL+LoPYoTQF+etGlAJlKkMKT6NSksovi7phNcKDznrdJbOiCvhS3smp/oBuFBxxjhLF7eGfs/Y48w4tylItlGDzdEZntTP9/dvumAlAL2YojXysIR6J3TvsfQ9KwerWmI1K26SJNpTdE4OpDdZqtPc4QsWCwEGa2kNU0mi2GzYNBPZKfF1QpIwdG6CGJF13ac1RvyS0pQzONkaI/QuJJRTcM7PLCAA7mKAFpMYTZcSaiYrE4AAJaFQHAKa3iLTuml2Otra4UOL1RY8g2YMDkiptCgOlxdh+HdqBQQPmip+TElhVDGOKErb7Ae3yDRWzTi8GyotcTGg1RbFZmREwTcT51MkVFol47wAHue68xK+qBYAWDPCESOOwi09uy16/4VIHUthbylbLwpcokaFkaFalBTyodL65s5DAIBn951YnMk5jCNGFhhywQWTVQK2Fl2SQmB3sBSVllkYUUl9d9c9T27aCioJlVYWYsS/Mk4bQb7GiC3xmO+sK5FyAzGy73iEFhmqlXD9ucsBALukVFq5RQ6z+0kwxgwMBA5ZEAQpajENEs7GSpbe2UZb3Xfi8M1FjDjmWDOuO6d2ExW/+HsiuIbq2bVpeAieKROtUy4WFPqHNvJyMYi6kYxihaKBy/G6yQFRUFeNO9Sd8OWJ/TwqLe5sLBhFRyD72peNDR4QimVnQH8Bu+NI9BOHjcJIVsfUcK2kCmk2Oq2W4VhcunZYn5/lvCQUZplBkie6h5zhrHWNv/uc+5q+gsbVykXVoTraF72fkxlUWvkFBH2OkoI5/3tLqDECsKK0od8jS/5Y1ngRWifUn0EfWLgAmdatOREjWZ2CLNkkoWXkRrR60Rj3OfG116cI07Oe9axnS93anVA1ZKxl4utSxMj9OyfwrZcOAwAuWD2o0Kw2xMhCs601p024NEYEnfrW+CdnnT5vZRQjm4URVwGB+8u2hGo27WO6uUZDv2cidPVYQVKUJw1Djspx7aXVsu6PAHqMw8XXfTRGVgxWteufhRiRJEZ50jH6v2zPT3UuC4owfarAkfZX85rJ1LiMTviUxkj8XHBqIV+NEUJxSKlqzOuhECM5udh0EcY9R7OhrC24x3mJbB/9vQRl79do5KMx4oPi4OMiLUL93cocY8TGXhojLK5LECM544w8gQTFHo1LGhulye8k9tQbFHNp6lJ6s+4cBpBmK3Dlxchs4utSXUauNylBli83GjmrEo2RePq2ZsNcKjjGfiN5J7mdDCotadxpo/hfitYrjCxRIyotEiQ/f3Xk9L1+dFZzvkxbaLax7Y1JAGkH8VTZuEt8PStpZiSWADdCok91QZ0cxIiNqiqh0soXX8/tXDYWBte1AOx6IS4qrSzxdRKd27S8HxetGQIQdbGbQoXcqFPLp3jjR6VFCURZt26SyIrG8UWZL8wSNi1Ci1RLBQxWo4R7nsaIa5M3N3hON1XIRXDoVGTRsdzXkHNKkkmCijRyKQn+yGFLCiMF9Tcgec4poMsr+PDOojAMta66vPMyizAAL4ykqbSqpYLq2qFgoKEdKz8Ba01IeyBuNOoEyzgqjByaslNpmWOCIFAC7DY6LXoOP/LOc/EnH74WH3nXudbzsgX4uZ17GRDZ/GJvugtEihgJQ30c+fs2hEqCGNHXKt8CAiAPDGwdU671SRVHU4Gc+7rboNOSAmLEKSt7twBDw0MYdHdj2eLr+e8YL4z6zo9o9aLvcbu2OpVWDzHSs5717MyxozN1tDshCgGwcrDCECPuwsj9Oyfw//+Lp9BodXD75jW48dwVqrPUpjFyzIgjJqbzCyMSepu8xjArYmSVHTHi6njme6ZNLyQTaWJtDInGFAJk+v2KPspM6uVci/5KGmnroo+pWeJHU8CazkFEpaUQIxXNf8rqApZ0ZGc1u0mRFaq4JChw1AytkE4nTJLLOfu+2bBpJlQzCyPs+ZUXRqJjNY0ijJjuJ244oiKOH2JE3mhE86JHPy/G5eMSEXB5ziRN++wXk0gok0qsEAAAnbhpq+igCEoKD3LEiEmL5SOIbhVfzzsv41hiyikWl0g1RkxUgCTuzKTSEh6rZRxLGv9ElFPCYzG9RB+aqhvOW4GbL1qlfq453n0AVo0Rn3dFpwjzL4z4iqj3NEZ6dkptSiFGImd23XANtXIBzXaoRLRt9ty+E+ql2nt0zktz4WSZhhhhCXo3lVa6o0MhPzIW16QLytAYESSXbOLriTZBUt11UWlJFiIzoZokl3P0J2yBgSP5nSW+vpcVRgarJbUY0u9tJkOMmBub+7qb8EnpZl01Eo82rlxA5uQT7+Nof5lV27MHupwX89mlAKYvr2UHvGDGAx7Bs1tMz1nUoZUBXY8QI9HfiEqL5qaKHJ1QG5v37PL3tdUJtYR5Fl0aYC/4mOg5bkEQqACQrjk9t2bBTDuO0d0C+HUWmdRM/G/cVGEkg0rL9swTUsKKGImvS3+liDsvX6eSHeYcrOJtgmKlT4HT1p3l0hjRtYJ4J2M8D8vekKUxIisgmPfLfV6AXthL1lzH+mQU9iUQdNsaLxFt58+vhIpQjWPHk3ZZdWNZnLKuta2qBWRy2DqgI0YkgQvfu3w6wXrWs571bKkbNVasHKyiVCwojZG5uptK61P3vYxWJ8QHrlyHe37oWhQKAdYMuQsjtP2MTy5oiFDTmoKEr4kmAPKT7ecxKq0O94tpz8mixGK/b7XT/nQm0sRC9SVpyKM9rt0JDXFjd5y1wP0ER+NFzYIYMXUQyD+WpAkIMbJSjBhx79+pRi1hASEpLunNdZICh0L0CjUh6DrOq4Y83R/MotLiTR4SFgAgjSCWJmJNvylpynGPaRi+cT41U9ww1OnEtGyeSXMjT5D7/mcgWnyQH4DsGlYyUByuRDEvPND8gpyiqDZHL8RIGp0modLiDVT6sRyNYUzD1BcVQO+kRLMzS2/JjejXr4eEBhuwN7y5ReUTPSPJOkNWLAT4sx+5DrfH1PVrR2qOEQDdSluzoYSurtHK1zy12Wh/OdKNKgYY6U/nWPTjJGsaINcYsTU5LGXrFUaWqCWIkehBLRQCBRXefShbZ+SJ146pfzfancxkvs0OnJh3iua5rNMJte9Y8KAIUo5cK40yyYLW9WVpjLQEm3welRZHjMQL2tRCS3XTc5Ms5mYCnKCyeRz+Vo0RRzLQRFWQUQFkY6xJQNoMb+QU2SR8r+YcZYGBKdgu26zN7iLa7LtDjMSFkb6KtUBmmlx8PboO843o87Wc4gGQUfwSXMMyg4Qm49wIH/Pac2eYxqnCiIEYoXkpKq08xAjnIPagI7Il9qnDcSCjyERrwLxRGMl7t2yUXSJOZLPDjQVXtkcjS2Mkz1nPQ4y4HNt83Q/5+uQqcGjH8qCf4M+MRmkQ6l123MhZW2h2DDShoBBoUroJHVsa12p3RFSJQLo46gORt4mv56IdWQeeT4dQAgvviLusurEsR9hVgODXw5fq6zJfxAh7lxdTb6VnPetZz061TcQ6H5SQoSayOYt2GbeFZhsvHpwCAHxi7FK1lq5ViJH0ekyFkXNjnad6q5NqZOAm2XvyaCZt6/uG0T6UiwHqrQ4OMNYCV8K3wOIHH8SIDe0pagxjMUG9xRGp7uR83eb/ZPlaFlplU4+MjumDGFkxWEGB6StkaYxIEu1mY513AcEUX5cUOBp6EhbIR/WmCipGopLPlSOFuC/jS6VlFgPcGiNJPMPzJ5Wcw2UhMvKZCqIxYRjFMO1Qlhg1E/SyYoWeaJcgkOwIbPc1TGmnCPUnyjZ/Wpicp2fWR8Cer4USKi2V4zIRIx7oDyly26T7khQrUk2yAiRh9HfjfgnHaeeltF2E72S7IyrOcauWivijH7oW/+OHr8MvfWCz8/O0PFgbNqUMAp6xTBAE+F8/fgP++sdvxLCl+ZQbR9xoc3MWl9L761K2XhT4Ftn45AL++IHdmc7jtIEYARI6rTwB9if2HNN+ltJpLTTbuPO/PYgP/PeH3tTDe3S2oVU7bYmsrISqTZg3QS3YX7yBuGM6pTEiKDzkIUa4szNUK2OoGh2H04SRSSrqWZ0xeToNeXQ/2YlHO2JkX2ZhxI0YyUuAd6NNoJKwJgxayKOqIM3MESn5FkZiWp4RDTGS/dy7giQqgLTiLjByTqWIERuPcj7lVHrOqhgoeA7rhpNfYYiRGQMxYsJW64Jnl78/jba8I9tGpUWFGup4NI04gBWVlqCgZ27wgMxBzeroKhft3foJYkQvcuQl24mywq4x4kospx0QSdCY1p6RozF8inq6VlAaMWIbN1QtqXvC90vJHEtGAVFCucDHNTsMMSIUBK232imR0yyzca/6iEVGAZnsnPjxGi2mq7EI9FFZGiOuwh4PNJuenU+rhqpYOViJv8cDMdJsL6reSs961rOenWqjxgpCoBK6dK6eXxh54cAUWp0QKwerWM+6XOl7bIiR4zE17dqRGpbFjQwTOQLskmSlbQ/JKyKUigVsiuMbHvdKGhtoj254+E1WKi0PXwsw0YruYorNT8iOSRJflRA0ND9K4PsgRo7OxhojA5FPa2vO4iZpDDEbw6Ti6yl/VXCsPoNKy6QVyzKz4cXUXOBz5fdiIM4Z1FsdzDb0ZrMsM6+HOPHIxi3EcVAhSDrQrWNYJzwgbMhj59piTTnSRHujRX64vMiRvsfuBHHdllj2YQIQNhslNNOhGFmRopzymB89s51OiBDR5/PWjVLGebkLCEnxRonDCzVGzKZLGa065cVkiBEzfpcWpfh5yZ/deG9odUQxp2mlYgG3X7YWKwer7s8qxEg6ppY+v9LnkNsla4fxtnOWOz9H72Qn1Onj5GiiXmGkZzn2iS9uw+9+dSd+9m+fs0KObfQx58ccqq9mCLC32h08/fpxALA6iHm279gcphZaODxdz/x+iR00Cgc28fUs54A7IHRNXI4SdUHNGlRaDcECZhNfV0lVY9xgjQow6Re7KahWm536lBQUIUYs1GIu1I1ZGDlwIgqSzoppwc5aFj0feYiRhmBjS3PEJol29xgTBp2/uJrBAXdeeAeTF5VWXzmhpcoZ6HKuuAh4vdVRSfqaQ3DLlhhtCpyDog0x4iOy3U53aNE4szBSMpLtEho4/sy0GC2OKzCwdRYQGsykjSIz0TqS7iw6106Y3FtJ557iXiUH39GdsTqmnzg0VdfW+bwAel1uYSR/jpUuzysLtp5PpWUpwnhok2hBfnxpbPcsCAIMx+uvVhgRrLsp2LoQMVLSHGhZ4YHvXzrfsKRAl36Pc4PGeFwY6tRxLrM5+YshOJ6pMeLYU/h6mHS3yTufLo1RI5Jij6LjaPkXYXrWs571bCkbCaCvHdYRI7xRxWbP7TsBALjqrBGt2WPNcJTYWWgHqlmFjNAEywcqCRVoDvuABBVpbRpq5e8J562Kmgd5DOuToNOptPKTbabYMCBD5xYLAUvgtkX7cNWCGHGj2PWYJBqjz0+qMdLuhAoVtHKoos6D/mYzSRLRLAT4iq+ntQmyx9UMBI1GpZWrTaLHF2aTFx/L78Wy/rK6z/vjONtV8MmiqnH5M9zPpZxLrVxEHpCjG11Bfq5NLWkuR1YAyTvpUxj1KTraYhJJo1GC4pB13XNqMWnzX1bXvaSx1qSOco1LkAR6vCq9Xw2P+KdszFFShCFUmw9dWjQ/vTFUeu31AoIsbuLvyWJT7hYLoToWmeT54GidxdSO5OuyD5rILMIudesVRt4Ce+XQNL656zAA4N4dE/jytoOpzxCV1jBDjJDTl4UYefHgNGYbbQzVSorXTloYeYNRbr1wYFI0xmYHjWRe3aIx4krqR+P0RHu2+LqdSitxht2bvC6+HidwDQcmEQ/TX+x2JwTlOyUiu+SUSZK3VsSIk0pLF4ojI6eOulhEiBER3ZddPEtEpWU4PK5qf0r42gh46H5Kup8owbqsv6KOm0el5YStaxRBbdWVVMsjeYU9SSzq3CnKn13b8WzOJo0jxzqh0oqDxvhYhIbJO7cgCBhPqZxKyyYWR9cmCzFiiipKnlve+WR2nYh4b9tGkJThtKyOkwn1VkfpRgH5XUKUyDhoE18XUmkBFhSXB9ezS0QdcGkguZ1hjeIh/mc14571G8jAMAxFSYgUlZY35LojKrIDesGXF9vzNEZsYnaS/YQHyrT3SbqYbLDwxRAcz0KMuPZzt0q4ywABAABJREFUHjRKCnqmkc6IDDGSLsL0xNd71rOenQmWIEYiH4Q3lpjxErdtb5wAAFy1cVT7/VAtQVdzXwZIqLRWsMLIhKWxg0ySoEv2Kt40kJ+IId/pKBODlyRGzeYf/u9MxAiJ8tp0SaRNXs1kH87z22vlNGLE1VBm03Mz6YikiJG5Rkt9huhWXNqMIlRQRpOcL7JCQs2WhRhx6R7ya9/ppJHA3GfgflkQBKoxan+cX3E2hp0ExIg09kzRdgkKiGZilKi0xMgKD62LNK2YR0xiSSzna6focaecIiwpjkrvlYm0l5yXiWhrszyU5H6ZRRhpHN5qy6l6zUY5STzdrcZISV1DefMf/94GOy+pdiRHYyxGMxmQILysKEkBUqrRlovKd2NmfkGuMaQ/v0vdelHgW2CfeXgPACh6pl/5h+04OqPDjm1UWiQu92pGsePZfRFa5LqzlynaLWlhZD9DDuw4MCUaYzPqcqZFVKPFciRutQ4X6upwJDkT8XU7lVbeoqe67uOFp82cHnNhVo5zihok+VkksqsQI+6ue+48A5QMdCTolU6LPs/keNHfRYgRAYXMm6LSMh0D4QZlQ4zw/0sQI8fjwGm0v2xFDpnm4nksFAL1jC60Ei2Evm4QI4JraHIi2xz2vOOZCfAKQ4yYn+UFxDAMRYgRPv+mR6eF6cjNsvc6CzHSZ3AAiyjgDKovQBaEZELdM86rVi6qNfwwo9PKQy6sVYiR9LvpCl5MCjN+rNyOyZQQo7tTzUYlIem8t1Fp0TubtdakBTCTd1UUGNDz3nI7mfw7Iy5a2bPLOxL5WiLSGDEKba7j8XOmayJBjFRYUVqK1OvGMhEjjsKURvUloBgx7QNXrMfqoSpuuWSN87OculPSwdyznvWsZ6eLTRhUWpVSoikx18gWYH/ujagxziyM0HcAaa7wYzGV1rKBiipO5CNG3AkVG2Kk5YgH7WN8fBmO6s0flyQ4OV20fyzj04SyYEOMZMyvVEwohhcMlAT9nhLTrpiJX0+69qZWgmmS6242ycm1OMxOc8GxMpAfLr/JRN6Yx+I+q+mLki8vaVoDks7qrBg3y7gvPi+NPQ0aI4n+XrEQKC1FHyodM5EtKVZkxiS5CWLd3+fj8hL0ZlJfKmBdZjmk5F5JY4v4WAKtixT9FqeBEzRQmVTCTpQEm6P0WmSyDgjWtRTyyzNPINXV0JgAxBRhLGYSIom6tYRKK70P5eUXk/vcET+HXc2P3csGO1ZPfL1nb8qOzzbwd0+/AQD4ow9fiwtWD+L4XBPfePGQ9rnpui6+DiRd/sdmG1pSiYy6eNYM1XBuXETZc1RWGOEi7TsOTmGm3sKPfuYJ/Om3dktPDUCCGKG5Wqm0MpyDcrGgFmw6PxfKhJKlrU5oFRyWIEbIsePOvjlHG+VJNJYl6DzEjUWIEXJc2GZN3cRZgUGW+LoSzC5TYSQRX7dRuQEynZYsWiy/Me6O9mju5DTauwtovExjJHq/RvrLarPMR4wIghfmeEsLI2ZgwI+Vi3gwinocyZRXyDIdkYa69kGqkJAEQHqXkER8HdCdF2knmAlpJsqGYhBmHi9TfD2XSiu5j00Pp8x0UCXBhNIZYZzbeZ0WFEwdnq6ngk7X8UyoO/+/hN4qzTfs19Ep6bw3OZuBBDGS9XyY91grPPgEFFJxP/V+dUTrIMBpDNsq2Im+y7/QxuduM77X0DWRJPV5544UqdeNOREjDo2RTpisUT7FiivOGsETv/A+/IvrznJ+Vk9OLV6XVc961rOenWqjwshaphNC/mgWYmRyrqma6a7cMJL6O28Y4HZshiFG4uNNCKi0JHSR1DQAuJPt1sKIiBY0XfBxJfZsMaEUecjnKSsg6H47P24+DZTeNJSOmWSIER4nkLi42Vhomk/xq2vxdUXb4z6WiRiRds/XWByx0GzDRDvx58P8LioSqnkLtVN8ESPcj6R77WpcS46lx+GuDnqFruj462qkESNy31jiu9sacnw0Rnwpp3jzn6QBzXosyfwUhbN+/ZzjDP1UKUqCI2ikBQSOxgD8CqNShpjkWPp5dUNjJkb4EDKQ0/suEpUWLQ8++xCg70WLiWoJgiDjGspzQaeD9Qojp9i+9Mx+LDQ72LxuGO+8YCUuXjsEIK2RYUOMjPSV1cJ/yCJsl3T4B6owsu/YnKhKt98ojHz5uQN4YNdh/M+HX/M5PdXlfM6K6Ph2IXW3A0hJM5fORT8Tt+ZdUBIHy+RI5ZupeTzOJclNo0zx2OQlyWWTV5Y74E4qLRMxYnT5rxutIQgiJ5HDzrlJEsympomMSstweGgzdDiNZnBgOmUKFp77LZElGiOVFPrCZhLHm3eMc57XPLPyKHs8u6owwp6NvARuFm9ruZSNGOHf12TUVi7HmzuA0oDRTGTTO13NGaaotBq0ZrS1+dssCIJUkN+NWLbEaVE6I9PJmp1X4Fg5UEWpEKATAocNJKHrOeSOS4oWy0NjREbnpgdW0fzcjq1VfJ0KvlnFLwrwGxZkhQiR0dHot8SOdzsUXT+AIxASegxAyh2c7gTLG8eFU+maSBAjVRZgLSYXbVaHkCuA4fefUKASUflurMYK7VLtmZ71rGc9Ox1s3NAYARIq3SwB9m37TwAAzl7Rj2UDldTfsxIcHDFC1F02jTQySYevbQ9pOArYtmKKhHLTTLRp4xyIEZuegZQWuN5qixLSNiqtbgoqZsc4dSG7ECOEtNWExl0aI10h2GXJeZOaWkLB02c05IibZIoJ0mqh1U754DqVlv5da4zCiLRg1mzb71fmOBtipCJ7Bk2NEadvTPGyF32UHmN3pzHih/yihk/JNTSRJnKKIFZAEN4rk0pLonVRMdanpFMfqlBpszQ1tT+qRaoxkn525c2kqtlVSEWYXEOzuJR/XiUW8/u+W92Kr/tYHpWWBPHEURw+4us+xtdslYMTIiR7iJGeWY2QGe+6cCWCIFCc6uYDM2URXw+CQDmdh6Yt/POqs7WI1UNV9FeK6ITAvhwdCTJOpXViron/+dBr6t8+RgUWKswsaDBjSqjmJdqL2jiX+Hq5yOHh6WPlLbAmRyqHX5qOrQ2iCegwYkn3g+qM8aD7IcdFQwVkLMxUqODJaCC5nnS8aqmINXHCNotOSxVGchPtOuKhOyotv4233tQ3UVMET0KlNTkfB3L9ZZHGiAROqop6La4xIoUzJ9oJkoSlCWMXP4ckdqbQBMlGb74rpvh6dJwwKYw4OGwVL2qrkwS0ziBEd6Bn4gA+Q14EQDaVlhudojtyEphsFhVZnmNAxe2ZOtcYyX7mC4UgETA1kgsSxywruBIJnaacWlkQQkbXxWctBAB6fLPXNTs/tOtY/BnQC3RCx5vRwDk7C5mTz53TPP7qFJ2BUBCU/52uiaTAUbGc12IUA7LF1/OfX35fCC22WMWKKitKqaaNHmKkZz3r2Wlu8412wiDAESNxI5nZiEdGwutXnjVq/XtmYWQ2EV8/e7mbrUCSeLQlU1zJ2zz6LQlihBJt0bHyx3Fh447RXCdtotDRipKGQRuVVveIEdrv3IiRNCrV1VDmI75uxsUuZEWS1LcLotvMvBaSgpkay5tejAS9RqVlfNfakar2szdiRDhHnmyn+LgmRowYsbuzg55yDEliNC85z+dnNqH5xSTu+WkaCB4UyUoPMz6GXGMkicO7LhJ5IFoSNIYsqV9KFVRkfi5H+HjTuXnkghKGE6OJz1XgMJAw3Ymvy9Azui7j4hYdVGGk7bd/aZowi4x+58+vr66OiTRdqtYrjJxiMxP9WZ2VJL7OESMAVDJ7woIYUQmcUpSMIdTGa4fddFpUsKEH/OVDkcB7nUEzXdbphNh5cBoAcOVZEQxbo9JyFDmABLZq8oBKOkF4YUTilGUhRjhcmMykLlLHEVbueQGh1e4oRzRXY8QQKdYKN5mCe8n3cceAFiSeqHcJsLuKUtEcjcSeyBm2wyd9eHk7nVBdQ9pEpUKCAHB8LqHSkmiMSIIX7nhTt7NTfL1sT7QD+dfQLOrRvQ4Cvy4cXkA077MJtweiog+9L1IqrVbHp1NfD7zn4uRoXmHE1J+oC4MrnvwGWLDejZidoJhi6yzMuldZXZcyui+zO8u/c0/ijNkTF+5kuw3V1lLroX1cSjhTiNQjGDQQoz8EXNT87y0GJXcLgnLEiBSmbV73ZFxeQYXPR1FpCQJ8HkCrPXIRHOhMKi1HcMuvcUIRtjgOPi/szjQWtwjTs571rGenyg7H6NRauaC0LAFgIKYeNjUZyXaOR/HbFRuGrX/PpNJS4utVnLsqijv3HpvL1J+Q+PymfxaGoTOZlVdMyRdfT/toriQdT4jTviZFHlYtTRT5vlbaZ0qaUOQFFbOZjLqQXfkqm09N881qKJNoePCkI9fQ9BZfFzTy9Bl6pFLqIyCJxecb7VQykPtPLsSI87xSFGGyRCyntZU25dE17IS65oJT+LqQJDnfbDHAh2VDhEBiczfH+SC3vRO+HY4sd8SdGcfyQbTI0T1JHMPHyYscoagpFEhQLamClA+izRMx5hOHR3NMxqmmRuGYBkfPnFIqLcHzyxpsaTlerOJNuZjcs57GSM9OijWMjT+rs9JGpQUkG62Nv9XslCYHdffhmdw5NdsdJZS35fwVqb9LUSNvHJ/HdL2FSrGAy9ZTYcRGpSXp6qBigDspRQ6PLvTuLqiYhREbXJiMEmxmd4xE9A3QE+DcuZVojJjd/XlJM/59io6MHY8nHjcuzxdglySY6fvacTe2SxwRSBcDJB3t0bFYccmSGJXy5QI6lZZEY0TiRKuO8WZHUUANVu2C4WRmx3hLQwXJOgQAnbs/t0M9Q98lQowUrJ8NgkBdW456cFNpJe+M5LngY+j+zggKIyZipNsijKRbJauAIOK99aBBWDcSFS1NAVMfJIeJQshbo7oRYrRSSQiS7aYIJoBEY8SlI9PQA/xyMb+AwK+Trqsh7ATryNFOVYvGiCuwSq/xsmMBSYA170Glxf0NaZGoG6uU9CCJzPXcc4o7hRhZLEg4m8NM7G8tVsDTs571rGenysi/6ysXtf2x34EYoT15pK9s/bttz293QpxQVFplrBuuoVoqoNkONYpmbhJu8ix0LpC9f5hodID7aHn+j96BrI9zF/ETqhqZf8E7pSU0syblTDRXAYq9nNGEpmigZDGTTSPQ1VAm6cjm8Wij3VEd8b7ICkmXNEf0A9wvdu/5FNstsEKWlUrLeJ5ThRFXsxbTMwA8RMBZI0pC4yy7hoAfMpoLc0sTo2mxbDn6I0may4up0bHMIkf2eXFauE6H6WpItTg8aMUq5rUQxXT2ZjcfDRQ+zq2xmCBofDVG0vG0u+DrQ+GsH4vWXeF5scK++H7Fz2EYJvvj4ouv6/sr4IrFo4G8EX2x5mjbY6UFRCqAL3XrFUZOsRFUl5IaWZ2V9Yyq/+q4k9iGGGkYzsvlcXHimb0ncuc0MbWAThiNe/dFq1J/Pz5n16AwbcfBSQDARWsHMRgXdOo2xEjRjZJQtDiChdL2onZDpZV3LN4lwU3qCPPEY0NYGElrjMiKPXTO5ERzZ5o7oi7EiM+1p883BBuUSR8l2UD53KNKdbqAQBuHy8kPw1BRaY1qiJHsaraE57GmurramI2Tlf2V/MKIorYix4BB+fP1HciR667TwobwMbv1q9zhN5KVgJ/4ujS5bPKvEgqsWsy+qTUjaS6F4ysHvyXv3DE7upqC58K2xru6n7KptNz3OUu3QiSkbjqoHigTfsw8vaCa0f3Y7oToIB1kcjOLXxKO8uj7kvnzbhonYqRA5xaKO+k4YoSCbmmnX6oTTODUKiqthhxZoYu+yhMDvpbl14ie33gsvfuLheIoFQvqGi52EaZnPetZz06VZfnuVBjJ0hhxoiQM/wcAJuebal9d1l9BoZBoXL6awVYgotxNNWu4m4byfK08X6ZUTPZ7c1zWnqAlYVu6P+hHpSXprNYbBgEee+b4WkYTiklhpJoDw/z52qifS0Y3umlNgT/NfXQeG0vF131YBzIRIwJfi/ufJupGo9Iyjp8SX3eelz1RLPYj2x3GViCjcabjSTXnuG4FUU75UulIGkpTxS9BAaHItPd8ECMm+kuMGGG5A2mhLYt1QIQY8aAHi8YlhQB9nKtAl8QlvlTnie6HvFiZygU54zO94NPNtRdrjLBnY7Yupy3uxui0eZ5Rkh+j85pnzYauol63RuvGgsex+DU8Hei0eoWRU2xZiBFTLNvWoQEkCbNDOYgRWtSuP3cZAODJPcdyq3SkL7JutKaQHgAwEDsSUsTIjgNTAIDN64YVJVaD8dD5iHmbegF5iTaz6gxwWrH8TRRgiJGcQkAWt64UmmhDjJTYJm6zbruJldMdO9F0vGIh0DacpDBi7+qSUGnx57PelHWdmILtbwZ+DqQRI651d67RVu/XaH85KZDlDJQI9XG0E1FAUSCaZdWi7hjwgDNvIywahTrJ8w7YhO+TRGUWYiT6e/Rv6qyuFAtOXlnuQEtRHCrYMhEjOcNMmiUSA3d3Z9H7pdMz5XJRG8ixtgBaa0MFupLS62JecBMxInEczY4kLySM0cUkKc5p5yVxhjMKvnwepqWQhMK1kCMQOH2I24FmAY+wi4nvXRIOZSB93SV0bskcdWdYghixU2mdfDeQUztwa0qeq5JeGFlMFAeth7TOuNbPnvWsZz1b6pblb/WT+HoGYsTVoV4xEm1AQqM10ldWxzsvZit49Yi9MOIjzG12O0fj7Ou0zdeSoV/TzVGucTwJa3bCu5soeCzjTjzWLIgRSTEgQUnYE+00T6fGiKVgYeoXmNYWIXX05LzU1+qGdUDphBixj8RvqjFaa7ODXr8m+vHXjvghRlQ+yDMBrmiMWh2FiHEhRkrFAuhrOQ25yx/kKIR2W5b/MBPZkvNSRaLUu+WHyJCgbvg5t9qhNxKm0Q7ZtZBeP6NI5KEx4qKkVcdSxUu/QltS8AnFOa40Ksjt65sUgWINFFa4aXdCUHrT9ewqeu+2m5bRHAP40RZ3Y4QY4blMSUxI606dFSsWDWlvxGeSY+noyuwG5KVivSjwFFvTSPTb+Of5z+aiQtzzE7ni69GYKzaMoloq4OhsA7tzdEYI7rxhtA/XbBrFFRtGcNcV63DJumEAiVC1y3YcZIUR1q2gkr4SKi3DeZFwjpoFBEDWDZI4dnrhxtYJz0W2uEm7ifkcqejjFJhjBYSIf9VeLDPNLDxQgcQ8r7OW5VNpSUSseddtvSWk0sqET8q7rHiQRPc40RjJ/x5CQFVKBfSVi6lkvM0kzxPn86VNoz+PAwq2hHRyLfIogninCiBLfmvHI7FD9vyaz6OtMDJNhQpBArHC3hlpwFgxCg8UwOdrjOhJc7qWVcexTMFNSaBEznoWNYF9jH7NAbczTAHVQRMxInCI03y0VOD0R4xIKMJ0Xm73fc4S3ASy142U+Lqw8MA/4xP8cQe6KSh+Afb1ydmNVDSvuyy44vNJxNfdY6psvfGhkvC1LE5ZEfWciRhZpCAESBB7RC2zWAFPz3rWs56dKstKIg4oKq0sxAj5F/mFB653OBXrYQ73JehoQoy8dsRO4yzp/k75JAKaWVujoUTo3U4L6k7Smc0hYnQpi9FkBQ4LYkRSDFAJfQNpm0KM5E7X2iTH6YdsJkHqBEGg3TM52lsvIEiSy4pyu6H7kBK/iesYmslbTWPEOH6tXNRo6cSNMh5oBz6u2e6o8+tzIEb4OM4E4NaSYMnlUOavKsF2g/pZgiZSGqviBH2Sj4iO6Y7r+HrSbHfESJgSj3G7pNKi9Smv6z6JR8xij7AI09ERI1KqqgYrfjmbyVLPrtvXz9KodR6LFW74mi1tePPRGImo66N/03uyWGiMYhDnIi25zPwcgx4LAouvMcKPJdUYAU4PnZFeFHiKLUn0Rw+SLYHQYVVa0wHME1830RWVUgHXbBoFEKFGsoyE19eP9qFWLuLLP/VO3PND12I03tBdiBHqtnwhRoxctmFEK4yYXb55SVUTMZI4ZPKkHsCh5Hld9+TYuRP0ZsWerBs43owwuVyNk7BhqG8AckoXnUorXRhJqLQ4LI5MFWI8+F59uphMiLwrAabx8sbXPQgS0Xup+HqiL1JGEARqk8vVGBE4ZVx8nZJ6Ay4qLTP4a8kcF5Pf11xXsiyLnqBUsGiM8E4og3Km6uhGAjhipCMufpmUdQRd9dEYkQZX2fBkebAuoXSyI0byHdvVQ1EB/Mi0vs77CKnX2/I5Vov288ql0bMUfHyCfB+KDBMVlDy3cpQE75KVc9F21DvpCkL43iUpYAHZz5MEJUHnlfDeusfwANrnWL6WTaXlLjCb92uxYOtA8lwdn20u+rF61rOe9exUWDaVVj5ixOXn2qi0qEjC/cVzVw4CyKbS8tJmS/kxORqLXfokXGxYzVHE7a77qw2hX8LnmTSh5PhnNo0Rie6hiZIwkvpKX9ERM9n0JhO0jH2wNPFYtVwLJ+WU0VwnYR3gOiGA3oTmsppGpaW/IzqVVvr41MwazVtW8CHUu5j6iMV1UvF1fjxeKHWi+lWy3Z9yqjukfXwtBO9JNK5oHMs9R77eNTn6Q1hAiFAmsnc/C1mRH9MF1jFSFIcvYqSknZe0ycs+RwmVFmnU+mqMNNq63qz0PWl25BojQRCo90TRFi9S0YFOmzceSGjcrVRajmJFt6b0TDwQI8VCoNBpPcRIz1KmqLRMjRHuaPLOGGMjXZ0jvq4KD2xRuf6c5QCAJ17LLoxwxAi3kf6oMHI8pzDy2YdfwxW/+jX80QOvqO7mS9YOaVoXPglLM2nWkCToDJ5CQEYtZCIFcjVG3iRihAtVTxMdkRAxAlBnEZ2Tq3NZT37T/02x7PWjfVg5WMFCs4OPfeHZVGFAghjhx1totb10SZRgu5iXN7nPtgQbjXcVRibn48JI/HybWjM2k8B4efcDdSC7qLTMDjfJ9QN0xwWQU2lliRZWSkHqebQ5/Kow4hBej8YkgZPkPeZ/p/OZ9RBfn/csjJiOnAQloToEPbpirOLrDshwzRDNTMbJaSGaZvHLR2PEq8uSJRN8qPSUjlQS4GclPPoq8Rpj8kN3iRiRQtCbHs66hhghZ1ZYqEw0a9z3Ss3RcNYlnY86lZasIN2N2YqB/GdJ4Tyh0lo8N/XsFRFqkpoVFkvPpGc961nPTpVlUmmRxkgGYsRFJ2qKAOtjeGGEECP2wogkKWU2a3Tjx0Tzc+9zZZbsJfPRQfGn0kqjS3OptAx65OiYbl8wTVuqx1p0/Z1UWpb4h46b1VAmSX5rc2y1xTFuWpjbfSyFOm74aVvysQvNdAe9jV6MGxdgdzVDcn3AMPRISnPECImvS1D9JdIcSgql4uY1JjjuolU2C6qSZG+K9lmAQAJ0WjH9WNnjePKbi8pLNTw4ZbwctRDdY4nGiNkwKL0WJk24lD6Kx8aS9RNI+/xNQVGP5xG0tdCVJ2AIJJ6TE+vj8BhN0lBmotgXKU6wia9LCrg0H8q1FgL3O9mt0X32RadkyUYsRetFgafYTK5Oc/EH9ERTWmMk6j6YXmilun4aFqfi7ee6CyNEpbRhmV4YWdZfAQCcyKHSuu/FCYQh8Mmv7gIQJRqGalHCuWYgF8yikM3MpJkPNYt2DVtu2ikTCpyXUDUdYDJJYjSaf/L36Rh6Lu0eobk1LcUA6zijULSgOkiMxHexgP/+r69FpVjAP28fxye/tlP7u0TfBUg2Nx5sSai0gLjiryDrsgJMnTlkfEEmJ8se8iWWIEYq2neYRS9ufoiRjhK3HKi6ECNG55MwmDCLOXIBe523lQfQ5j2rWBz+GUJwCJxuTehM3Ami3wvqZKp5iK8TUsLddaa/0yLe2wzea0lXoY1KKyswyHIiJAFgltChpFipngsBSsKehHA73qnit6CQZRa/pOsuwGDGTLMij6Yumkvyfkl5b60aI57Udj66H3ReCeWU3MGvtzpiodhuzIUYyU/m6FXQxRREP3/VoPbzYnWC9axnPevZqbIsP8Elvp4gOezrs60ZwtbMc36sMXJwcsGKThHpfmTQe+btjXnoXEliSevU9UA3pgSipcWAZps1Q7gLHBzZL9ImMXwtE4FA/3dSaSkfLdmbkxjEHjdJaXG4r6CQKcJmPEJWSJKwKTpWobYlH7vQbKeOpRWLLMfnAuxS7ZlGq6MVq6QohIYnYoSOR3FWMQeNRaaotDy67k0qLRk9kPn+yxBI2XFd/rik+TVM6K08kBVSOmtN6L0diuaXLizJ5pcgJPRihfS8mgwx4ouEkWhj8JgvikncDXmAjkDSESPygo+0cMvnObvIKHa6HLb9K5/iO45xm4vX7EZm07Z0rRkA8NWfvhkP/dx7lX7qUrZeYeQUW5b4up7UZ4gRYyMdrJaUc3vIoNOyCaRdu2kZioUA+0/MK2SIaQcyECNEpTWZgRgJw1AJrpNdtn5Y/btqcP/XLfMzrZZBi+NbGJHwr3LqpU4nXyDaFhAAckhjEARqnoQYcXXdFxjqRuumcVK62MXXbcfbcv4K/M6HrgAA/OWjr6vfh2GYelazjJ5hEuYGPDbDpox+i89fh59zp1TW/UQaIyMKMRIHBxKNEcFzuNBqd40YkVJpmQgmeVe7PdgsFWQaIzN1WVGPj4mcRpkTYr5nhBip5ByuW8RIStBOkrTN0ISRwIV9xNfNwI9MEgByCDrvSPIJQiQFOu6sh6FeXM7vEtILtxJkmhnU+nT7lQxHTuI08g4t0qCRFoh9NEZSAY+gS9UcO981lZZszejGshAjkmTOdWePaj8vJmKERILJeoiRnvWsZ0vRFppt7D5s1+wwLcsfVFRaFupcwJ2wtGtxpP330f4KlsX+9Z4jc6nvkeh+pH0S9z6c12goEQHnSTZJ8wU1IZqNRmJaYGGXtMkCoB1LgM41qam7RYxwHy1pKLMPlnaaVxk6WhrHZCHf8+5Vn5GP8KLSYl3SZtKcz9X2XaQXWCwEYuRHg3XqA27kMY8xshoh845HcZbMn06jCZyIkRSVliDZa/iQ0kQ2LxL5oG7o3BvtjioUuuiIuNanZE2LxiT3pdWRIRdSVFqeGiNpxIhsXLPdYbRifrG7hMK5WAiYRm1bXKzUqLQEFItkKq7rhCxGk78nPk1o3Rhd4oaF0lFSoF9QiJbFa/AyacWkWibnrBzAWcv6T4sYa+nP8Awzk/LGlkCgzxSC9EMXBIGCZpp0WjZ+zoFqCZfHxYonM1AjB05E37PeLIz052uMjE8t4PhcE8VCoJyOzeuSwojJ6SnhDzWFlG2ib6bZrqFK0OV1CbFr2w7D3PnxjYKbZNEy56kQI4IFwsZFK6XSouuuNEYyHKWbL1oFIFr0KcGZh1rKOt6MBseVboYdURGLz58jRvg9lGqMKCqtuPCnnIdcjRH382TVGHEiRoxChbAT3kQ7+QYUdfOdLAUaDySfGz+e0vwQdCNxR1NKpWW+Z9RtWMsVX9eDP2+NkVQ3naAYYHYIShx8Szdi1rg3gxhR6LZWqL3H+egPu6i8BGUCJNdBhBhR3ZIxYkSwL/QZqCA/Ki0DWSGiqUoKj1LuYJvGiDgQTsH+BcUbg6rSh1as0eqIuva6tSzEiCSZM3bFOu3nxXTyTcRIT2OkZz3r2VK0T351F279r9/CF59+w/nZLH9rIOYk5WLL3Fx7HaeBIcvyPYlO61WLALukGSqFYm279+FKUUdgA1Lxdb3AwecoQud6UDoBZhOFewynVqUYTVIMqBqUrKbovaLDchVGWkmcQEbn7hJf99FboeNIKads+jNZZmoRSotYgC5ib/q4OpVW+rsoXyOJ97l/1vbohOcFSzo/kfi6anhriefI0QRUu5HPj+IEOZogjRiRF5d8UDc0TitySIswbTk1kyb03pI1rvEmQ/5/Ke1ZqxOi05HRdgGsUOxBK5ZG+MiuIc+BSLVSdaSORzNZKVmvpecF2Aoji5M6t1Npue+ZootutpyffbNmUmktlpbJW2m9wsgpNrXxE2KkmOaSd+kMkDDvhCHMm1Bp6ePeTjojFgH2didUD/hInCgmG4mptKjD3jRCi1y4ehC/94NX4vpzluP7r9mg/p6F/sjVGMkSXxckAm38q3kbPV882p2wSyot2UYDII0YEXR06N00smRg1USMNPOdTf57MwgB5Foosx48pXwzlCboeKe5LcEm7X6iZ4vQHGaRwWaSTTShjuuohL7LOU0jRmQFjpLhaEqCOMCGGNGfKX6v7YiRuFAhQYwo+LS8O918z2Y8NEbMNcNXz0RCg5BFpSURKbc5O1kJYu7cUyDMjyei7jK6zmRCh/IOPJPqj4/L734kQVCdYjGvEzR1jz2otEyNEUkBgd8zSXEeSPa7BnO6pQiu5BmUdzHaIM0u452FTWFBuhtzIkZyzu/6c5ZjxUBF/byYsPDzV5tUWj2XuGc969nSs21vnAAA/N7XdmmUSi9PTOOhl49onyU/0twfTZ0F01w+kI0WNAsNTALsr1kE2CX0MVmJUR9KUECGsjU1+8RzNP1wz32/3kpTM+V9PhpjIGjy6KOoSU7RR+n3SowYsaB6FWIkqzAi7DSn+HG+0VbzcF4/I+aX+DJmPkJaxIrGJnGa2WnOx9uQsKowItL8YHGxh6g0H0dNpZLmtSThK6cIolwMbxoquDr1mT/d6YTqPkveLZMGTizM3fJD3agiQpujCeQJemmzVkQ9FP2bx2iSxHeCnvEvwvAco8vP1ZAVnhojJirIrTGUznG5UAW6Boq8OVlH+MhzdyrWit8TyZrRjdFp64hMd6y7bCDK3R6Oc8KLST+cXIvFRc+8ldaLAk+xKefORIxYILJZSX3aaA+ZiJEYflU1xuXpjPDjmhs3QaGpw960F+LCyOZ1w/jAlevxv//9Fpy1rF/9vWZ2BksoU8ykmYBayNRNAGTJUf5CtzohK0ilX/Skk113An2cK5qnT3eGFTHiAdPm/8+i7jIFsOh4ag5CLZQZBsd1QRqTzdBe5MibpwsxIu9+KmjjsrhyARkstFZONk9yTl2IkTSCw13QA5INnjpbuoWgJ90W5OSniyHR3wkxQkU9gfh6IXlnpFRaZoBKyey8wohJsyTvOtPRKRJkgOms01gJJJw7pq4EcTUumIehHniKRNF5B05LFlwlzwVpeEjgu6zzyaSSENA7+OwLKY2RLmDQ5NT60G81PbiDqywJ0RYGVlnJH8kcUw6qB1dusxXCRoFysszm1wCyLs1SsYDbL1urfl6sIAQA1g3XNMqJHmKkZz3r2VK08TjeOzi5gP/1+F71+x//i+/gw59+HAcnE6pk8i/MPZWotOadVFr29dlGpZVVsDh3ZRQLvn4sTaUl8WMqRjJQ1KxhRefKmzyalhgyl0rLbK6RdkkzHyiriKV93hKjSeZXNYsBRkOOOGayNIeUjBjENLHOWjyX6XqSZ3DSlpbtiWIJlVarE2oJVV/hYDP2dImvnxVrtw44aJUB/ZnnRTqxxkg7aXTt86LSkotK86Q5TdFH24HHMyIqLZNNQehTc/0OyThOiyfVTtGLRLLnKQgCbd2QPLucSSFk7Cau+fH7yYvpTlosio0zci3WMcZ6LdWEUfmqZke8fmoaKF3QDzfarOAjKgbG78lbIr7ujpkoJ0x5J0lc3K2lECNnYMzUK4ycYjOTQPbCSH4HLQmwm1RaLsTIK4dmcGxWR3/w45qJRBKnzqLSIsTIZqYrws0UX5d03mZRaUm6hMhh5LySeUkVDTGiJW/Tx7IFBNHPsqQ+n+dUjBiRdJAk9FFMY0RIpVU3qbQyjqd1FRj0NjY6t/Tx9IKPT0c2p9JywSf5BmrrGC95Ovk0T94pkmU+VFrH2Pvi0hjplkqryJxTPndxYaRtvl+BNh9AD6opuFEIDg+NkWZHjnYyKQ3U8QrZ98akWbIFcXnzI9qJtsCRMzsmJU5tHpVW1rvF524bJ0WoNKWIkS5g0KViQVGvpQVS3UG+SduV9/7XKnphRPENexQQfBAjXFhUWtTjdBdS+q0UNZvHfpKiCPMI8Dn0fzEQGfQ8dcIkWQTIGwnGrkgKIxJhv26tUAhw3soENbKYeiY961nPFt8OTS3gU/e9lIqPlrotNNv4b19/CbvGp1N/C8NQ05S855uvYKbeQqPVwZ6jUeHh6EwS22VRaZnIS9Ncfm6S4OQoVntH8WDcFGRDp0h4613oZuv8cnytXPH1gu53ApwW1N0ckvan5U1ekli1XExobuse4uFmk5yJzqdjShEjNtoos1mQTEpxQ/fsyHT0/BYLgbOIwCnTokSxAHXDCgULzTZLqAri8BLvatfPy0WldcnaIfzH2y/Cr3zvZc7jcL+ffN0gcGt48MamRGNEXoihhjeJP62S9K2EcsqJxmDPCi9W+KHYZQikpLjUFhdhgCTGbTHBcSkSpuGZoOcxmoiOOf58GEYxp5QGiv99gelVSnVQWlyLw0kr5t9oCOj5Kin6g+fjpAUYIMmN1pttEWqJTCGrPLR4ujFaPnwL+1QYITsliBEPbcvTzXpR4Ck2MylrdsUA3AmxP3AKMWJSaWV03i4fqODCmDLiSYNOq95ONl/zAVcaI/MZVFoH48II0xXhpoocpshubmEk+ltKfF2iMWI40EC+08M3ylYn6dyxHcvkeCTzgeMlVFrN+Ge54+JDpVUzeGUVYiSjg4QLw6cEkQUJ8MFaFACdiCnXROiZcvq8nPBJNkcbzJ02RpeTbwYvIo0RieMdz+/YbD2eTyBALSTXIQxDDyqtpFMFQC7aSTseg6C3GaSZHBF+XI1KKy7GKRo4wXOhnOFWftGRm3rP4onN1d2IEVNUUYJA4MdSaAcPIXWTfksijGYNujPG2QojvOCbX4hh3VmsAJOXYDYF4k0kUZalxMMFooCptUZQyFKIkYaJTJEURowCgkdnUdMDIs8RI5L7BLD3vwsqrVUxpSb5AZIAn5oVOAp0MRAZnIvcN9kEAFvOW6H+PdKXj7p7s8bptBYTndKz70777d/+bbz97W/H0NAQVq9eje///u/Hrl27tM8sLCzg7rvvxooVKzA4OIgPfehDmJiY0D6zd+9e3HXXXejv78fq1avxsz/7s2i17FoR3832uUf34A++8TL+50OvvdVT8bIvPr0f/+3rL+NT972U+tux2YZaR89a1odjsw08+NJhHJ5JYkANMZ8Ry/RV9CYB07pDjNj3rIoFya+OI/CbaG+k4roPopdTkEqoqhLa1+izYSjj/jfpY6SIT+73J93f2fOLYjRTL8TdHGLSR5k+LsVMbw4xkk+lJU2MUiFzpK/sbIbgMb800V4tFRSF0TzXCvGI3fXYUy8uZX1XEAT46C0X4g6GgnUdB/BDOPOC5bwqjAj8wfgziu3Bo6kxoiOKfucUKdcKAcl64IMYESOQGCq640FHxufYCWX+u65F6IP2TmI0n4a8aAxbm4TxGaAXqN0NW/7omaymQZ8isTSPUdauuzxmoveTszdIcnfU4Dq3yMUACpsabEGWXP/l/RXt/BdVY4S0LePnyVU8PB2tVxg5xcbFjqP/pztcXEnE1Rni63naJFl0WjyJaDojI3FhZKHZSXUYTS00sTeGSF+aWRihRJGZvM1LmtkRIyY9mD5GT7Rp+hg544IgQAFxtzij0rIdy6yGk/ksyon4ujy5rBcQ3A40/166Z/T/vEKM2Z0lEUQmG65Fzwl1rEm6brUuASn8vJR0Cdmcbm++3HgOLgdfmpCmIOT4bJR07K8U3ZRi7J5w2h43B6hezJEmshWFWbujPcsmtZ/5b3rmFJWWqKiX7rqXitm1Y7G4WYHGiNJ2iJ24urColym+LuhiomBdUWl5IkZcFFzFQpDqYuSFO1EhRlsz5IEmkAS1LhRXNjVbToBq7guC+9XHxC8Bvu6615oEMSIPNPl6L9m3AL0gLeEnB/TOMWnnIxnRVkoDl2hMROvAkaOLAQu36c8A8oJWqVjAP9x9E/7gX12NC1YPnfT5cTsvFgkGFgc907PvbvvWt76Fu+++G4899hjuu+8+NJtN3H777ZidTbQXPvaxj+HLX/4y/vZv/xbf+ta3cODAAXzwgx9Uf2+327jrrrvQaDTwyCOP4HOf+xw++9nP4pd/+ZffilNa0kbIitePpimclrI9vfc4gCRJyY1otFYOVnDtpmUAgDeOz2F8MokBtS7TjKR5X9lBpSXUGJFQaWXFTHx+El59INbE8mAPoDEAE1/PQ2QU9LlKm+vSOnVCP1yLf9yIEUBnD+BzlDShkK9lokzomjibySw+mlNjRJi8pe+kBo9RQ+s0bwxH3LiOFQRBwmLRkDfk8eNx7Q8b/fCb9aW430RNQD5UX41WR7E+SMTXh+NrfWRG3tTIacXbYmQ0S2RrFGE5z24XKHaANf8ZtF2uy8jpqqRUvUmRiAubu58BjQrKQ3wdoLVQ1pDL9UwWmAavXDulIyosAzqFGf+/k3GkzNdCv4Y8jepYUhhRtMryIhEAXLI2ynGS3OdiUWnRKfjokQIRomz1UIIaWUxKYJNKq4cY6dmbtqQQEW1aZkIacOsMrDY6RZNxetGF2w1xYcREjOQlpYaqJbWomXRaOw9GcO/1IzUsY0Kp3Ex+Ux/EiNlNnEcflZWcA9wbPb3TEe9odoWb82py8+G6TyNG5N0ZPMlpu7/6cQzESLwh5nWQVA2UiVRwGACG447eI7PywojNsXVqp3ABPEtgVZQ6+cb75dIYaQsT0nR9Kek4UHF3Ouuiiu0koHXcY1OLo+VYM8hszxOQvCeZiJGUxojc+eOOnGt+fENvtDuYbcjF14ForZGinSjp3/BISpuBd9LFlFMIMBx8wK8IUzeCWuc4Du8Wdu2k+Xx9E/vy57Cm1ie9kJ03xz6DSstHi4PmMt/0L6a0PCDy9C63OqHa86QaI6QlIw00gaTIQSZJ6o/2lzFU09elxXBsS8UCgrjpwFYQlMz1qo2j+L6rN5z0uZnWQ4z0bDHtq1/9Kn70R38Ul112Ga666ip89rOfxd69e/HUU08BACYnJ/HpT38av//7v49bbrkF1113HT7zmc/gkUcewWOPPQYAuPfee7Fjxw58/vOfx9VXX433v//9+I3f+A3cc889aDTsiO7vVjsRo+G45sbpYCSubkNYULFnzXAN60ejdf/AiQWtOU5SrKB9dCETMUIFFfv6XGE8/OZxzf0xS2cqOo67GGCiZiUJsKoxJpqfADFi+jGeFKSk5abOS0g/zGMZZ+OF0TQoacqrlXVfq2vxdUujHE9220xOpRPNUSFG+t2FEZ434c+961jq+WdJWB990Eh8XT8vl8aIjxVYQ1TSyCP3V5vtToIYETSvjarCSF37njzjQuqKckqIJuCFgCAQIkZUgVOIXFCIER3t4GpS5HOUHos3r/k8T7whSsI6wr+zJYw7k7HpRLYTkaVdC7+CFBVRpddD1xiRFYk5U4EUSQQkuQLOgiN5Z6/aOGIcf5EQIwW90RWQI+/WjiSFkcVEjJjP05moMbK4HAU9S5mpE2GjWXElioi7lWhm1Dij6MKNdEZeODCFmXpLfUcizJ0+VhAEGO0r4+hsAyfmG9qLt+PAJIBsfREg7chJUAjKketCY8REO7g2XiAujIQxYqSl3xtufLPlJoEzm/Oc9tEY0bhNhdBEQ9zYJb4O6JRdgJyOCEgQI0Qh5Urq87loXe3SDVTr2kkjRnzF18nxzISEc55SgdAhbRj9edn82MzOahuXr81MlItUB0HjsGXBMTkVfD7833SNutEYaXmIr/NjztRbKmCr5VxKDX7ebIvRTnzt5bde2rkTUYS5uzlMugVAqBVSKmCu0UajrdMgRMfLmSM7njSpb2qMiMelqCTkiBGftaZmCmd6dPvRXBQ1gUdXXKsjL+pxTueZuqybxnz/fbqfCDFizjnPgiDAOSsG8Pz+SfW7xdLVKBWAZkeHrfsEj6fKzl/FECOLdC161jOyycno3Vu+PPLJn3rqKTSbTbzvfe9Tn7nkkkuwadMmPProo7jxxhvx6KOP4oorrsCaNWvUZ+644w78xE/8BF544QVcc801qePU63XU60nz1NTUFACg2Wyi2bTrBi6m0TEX+9hE6br/xPxbcp7d2Ey9hZcPzQCIdALMee8/HqGLVg1WsHaoHP9uDvtHq+ozc/Xkvi40ov8XC6H2XaUgWn/nm+ljAElDRNhpWf9OCPs6G19vxvtqoN/bgiqMp49FiXqEYeY9CsMQQRA1DcwuNFCPz6lUCDLHBMyRm11ooFaMjg8AATqZ4woBnVd03vMLyefCdhvNpj02oO1ivhFd+7o6VvZ5AUAxvg8LzRZqcbyUNz8gKUrNLjTQbDaV3xSE2ePK8XnNN9rxGH1+QRgnncP893Ih9p2K7B4njQ/2Z6XRlF0Lct8PxYWR4VrJ+d4WwqRxcm4hSXKG7RaasBdqANacOFdXz20B7jWpFF/HhUYLFfLp4usehEkcVXCcq8QqpQJajTam54mS2T2/AqgJsp34ufEzljd2KI5Rj0wviI9Frlu92VI0UOjY15NkfslasBAX8vPeY/OcfN6tEnsnF+qJbo3zHsfjFhpNFceEjvNS70CznXq38o8VxyT1psohuY5VLgZotkPM1Ruox58rBO77VS4EaACYXUgovl1jAlBs1lb3GznrDAD1HjTa0edU3sR1XlQIrLP1KWdfMOdHz5Pk2V0zmLDgkIXtNpph9poBAJetHdR+ds2vG2s2m4pKi++v0mdx1WDSoF4UPBfdWpH2lDrtCe7naSmYzxx7hZFTaB2GSsgTX3ehJGpGAlYybv1oHzaM9mH/iXk8u/cE3nnhSu24WUmfkf64MGIgRg7GEO6zVwzYhsXzjL6zG8TIggEXlogNmwJz5UKaHsw0WvRbjErLVliixdtEFUjhgnyePlRaFUtnjJTrXiq+DvBiilzbhYzguIpKywM9o4vZuc4r6X6ycSHTPZB2P9F1pHHNdhgHY/q9lHYkmdfXJbwORJ025PD4CCJz2C8/JymEHwCmaWMrBKrjh99vjUqLECMNubAfp1KQ3mN+ffmakwdQKRQC1MoFLDQ7mG/IESNJsTPU77FDpJOC9XpbRgNnFQQVUElkrWuAjEqLC9NJYdCm0KFUE8ZEmuVr8ejFbx+NEYD4oeUJ9u7E15OOKem6y/dQJdLnUahs8G5EwRzTiBFZsWHTin5VGJE0D3RrpQBoQi+M+NBXnCo7l1FpLaWCTc/OPOt0OviZn/kZ3HTTTbj88ssBAOPj46hUKhgdHdU+u2bNGoyPj6vP8KII/Z3+ZrPf/u3fxq/92q+lfn/vvfeiv7/fMuLU2H333beo3//GRBFAgCMzDfzDV7bm+g5LxV6ZBMIwRl4fO4GtW7dqf39oXwFAAY0Th7D/lQkARby4dwKdyXEQ8cPjT3wHC7uj9XXn3ujzb+zdi61b96jvmWsBQAmtToh//MpWmFtuqxVdu2898E2MWIgA9hwIABSxd99+bN26DwCwY1/0u/1v7MPWra+rz24/Fv3+8NHjqfPZG5/PKy/txNaZFzOvSwlFNBHga/d9A69NR983efxo6vu4FYMi2mGAr937dYxWgfGJ6FgvPL8N/ePPWce8HJ/X6/vewNatezHTjI4OAPd97avICiOPxN/93PPbMXrkefF57ZqMjnfo6CQWKiGAArZv24baQfv8AKA5H92bBx9+FOPbQxw+Ev383LPPINxrD3p2noiOQ8/US3ui+e3bswdbt76KbUejv3fCIPe9fC1+nl59eRe2zu0EALwR/27XS69g60JaF2f/wejvO3e8gK3Htmd+98SB6HMHTswCCDB77FDu/QWA+fg5BoCt935d/ftrX82+VwDQrkfX7IGHHsbOE/SOvI6tW1/LPd4LR6LrdPDQYUyWAKCAXS/uwNbjL2DfTDKXPbtfwdbGy7nf5bR2NMeHH/8OgCLazabzeuyZjuYwOTOLqKYX4PFHHsJwJX+93X8wOq+JyXkAAWamppzH2vd6dN1eenk3pmeD6FiPPYqJF7LH7DgUrxEHx3Hf1w8AKAFhJ/dYB2ajc5qZW8DWrVvVu/Xyrp3YOp39bo3vj9/3F3eidvjF6FidtvO8Jo9H45586mlMzxQABHji8cdwNPtQ2MnOqz0J8Hcrz+rsXe6EUWzzwP3fwGAOWCoIozH3ff1+vHA8fq8PTTjPK4yfp28/+gSAIhC6r8X2+HkfP3Q4ZmsoYMf27dh6+PnMMVMNACih0Yq+v+nYS8hOHIuu+3eeeRbjhwNEa/VzqB58NnPMjsPx+zhxCI88Fu2HczMz7msRAn3FIubbySLx1X/+59w1g8b1F4uYi8c9vy1/ft0ahR8z8wvqXKamo+v4nSfyn8X5o9F1BCC6Ft3aa/vjZ+/ENIAA83Ozi3ask2lzc3Jq1V5h5BQa7/g1Of01uglH17hZcACgUcFkFTnOWdmP/SfmcXQ2LdiXlZQiqCV1YZFRsiOPx5KLr3OhZwnNihKLE3R/U6e+SaUlSXJQTqitia9bECOMnoabVGAKSBKC1HUvQ4wkRY7kucg/r5ohRp2HCjLn1jAS7TLESLSM+GiMJDRBbQ/4eZKspHvNk4GULM6v/aefD349O2GyOZFxJEle8tEsFvQLqLSA6Bo3223Um3K6NBMx4iMQTYl9KtDx8+f6Ojb0CB3PBzHCBaxdz1ORFR4m54mSrIhCkC8yWysXlRaSuDBigTMD+Un9IAhQKRYiobiWTHAvV3zdo6BCSfNCkA9d5zQDVECQaoUoFIdQm8TkEZecV1oTyj2mXAxQLARod0IsNNpeWhwVszAiKdyybBq9J64iR6EQoFIqoNHqYEZIg1AsJOfFqQkkCMQVAxX0lYsJRF5YbDhnRZIUlVyLbq1UANC2FwSXEi9tf6WEj7zzXOw7Nof1I33uAT3rWZd29913Y/v27XjooYcW/Vif+MQn8PGPf1z9PDU1hY0bN+L222/H8HA20nuxrNls4r777sNtt92GctlNl9Ot/db2bwGIYpyrt7wHZ69464pANptvtPF9f/Qozl05gD/9cIT0+bOHXgN2RAnV/oEhjI29Qxvz8N+/ALyxH2+7/EK875LV+LOdj2I2rGBg5UrgwEEAwOVXXY2xK9cBALZ9dRew/3VceP65GLvzYvU9jVYHn3jy6wCA99x6m2pqAqIY8qcfjZKot9/2PqywUCSPP/Qa/uH1l7FyzVqMjV0NANh538vAG6/hgvPOwdjYJeqzQ68cwZ/tehp9g8MYG9uifc/XvvAccGQCl1+2GWNbzs68Vr/4zP1oLrTwzpvfjf69J4BXXsDa1aswNnZd5piff+obmG20cdO734Ozl/fjr8efBCaP47prkutj2rHH9+LvX9+J1WvWYWzsqojW6TsPolgIcNddY5nHemD+eTx99CAuvPhSjL3zHHz1b6LzuvLyyzB246bMcZv2T+GPdjyGsFzD8GgfMHkCb7/uGrz/8myB7j/f+xgO7p/CVde+De+9eBX+fO9jwMwUbnh79LPNVu05jj9+8UlU+gYwNvZOPL11J3BwLy668HyM3XYhKi8ewmdeehbtELnv5b1f2AYcHseVlyf367l/3oUHx1/H2eeeh7E7LkqN+ftjTwPHjuDqK6/A2NvOyjyvp7fuxMMTe1GPk46bL9CfI5vVm238pye/AQC44R03A08/gnIx/14BwJ+89igOjU/j6uuux/yrx4D9e3CB8Y7YrPLiIXzu5WcxOLIsei+OHcZV8Xm9NDGN//L8o9HcL7kYY+8+L/e7XPafn38AczMNXHL5lcBLL6C/r4axsXfnjnnhwBQ+tf0xtIIyQkS+5x3vey8effCbufe18ewBfGnPdjTD6NqvWrEMY2PX5x/r3pfwwME92Hj2OdgxewioL+Bd77wJV2wYyRzTfO4g/nr38xhdsRI3v3sz8MxDqJbLGBu7I3PMa0dm8bvbHgaK0edozbjC8W595ysv4tFD+3DOeRfiXVevA555GNVK/rEA4P8cfgovTx3F5VdchfuP7AYW5vHOm96BazaOZo5pPHsAf717O5avXIVNqwaAA3tx4QXnY+z2C3OP9SevPYrx+Wlcde3bgB3PAADuuP02jOTo6/zSM/ejsdDCTe96N+Z2jAN7dmPD+mi9yrNf3/YA5mYbuOKqa4Cd21ATXIviCxP43MvPYWR0edTgefworr36Koxdsz5zzIm5Jn7pqW8iRIDb7rgTnUejfSZrLyHbOvksdpw4hIsvvQwvt8aBqRN423XX4s7L1mSOwfPj+MtXtmF02Qpcc905wIvPYMWyEYyN3Zh7XgDwp3sexYvjkRRAybG+c/s/R57CQ68cBQDnWt2NNZtNfP4fo/23UEzu0SdffBCoL+CdN92Eq87Kfsf2P/QavjUe+RDLRmXXohs7+PAefGXvSyhUakC9jpGhtL+yFI0Q0xLrFUZOoXFBN4UYYUkz6lZ3oST6mB5EpxOiUAi0pFtWlz+N4xQ6riTiaH+0oJmIEQkKocYonXhyJC9hWTWS+pIkZ9VIPCZ0Ze6kj64xkl0MUNQqBp+qlAYKSM7BqzDCij5NYREmhRiJr2U1p4jFeR7peNI5UnAl0YMxj9fg4l5CHQSA8a+y6y7VGDHPjXdMtzodFAv6deLvbV53tcnpOiBAjADRfZltRBRQciqtOKlvUGm5EuBBEKCvXMRco42pmIubJ0f5vbMhRtScBfy1HNUifTaCIEC5UECj3VFrjgR501cu4gSaWGDFJVfxJim0mQKObvojorZLEr3ZxzKLDoBMm8jUn5LqflCBgWu7ON8tk0qrI1tDKyW9KC0p0FVNikUBlVYknFnAbKMdIUY81l3FidqgAoJ7zFC1hMFqCTP1luKqlxW/o8LILENjuaxSLGC+09boEiVFjiAIcNayPkXBIi02nL2cU0ctXoGCXnWtICgs4J5q+6UPbH6rp9CzM9w++tGP4itf+QoefPBBnHVWkihcu3YtGo0GTpw4oaFGJiYmsHbtWvWZJ554Qvu+iYkJ9TebVatVVKvV1O/L5fKiFiZcttjHJ40RADg028QFa9+6c7XZ8wdn8NrRObx2dA5H5lpYN9KHFw7MqL83O2Hq+hyKm442LOvH2SuHAADH55rYezzRUemgoMa140RnrVLSvqtUClUhvsU+D+jI6L5qxXqPanGzT6sD9fcOomNVy/qx+iqV+LPp8+nE86tW8p+FaqmAaQCdoIAwoGbCYu6YSuwnhPH5kfteyzlWNf59K4zPq5DQduXOLxaz7yD6XCw1gqpx3U1bHgvlTi+01Pxc14Iar9phdCzyFfLOa7Avugf1Vgflclld90p8r6rx/WyH+e8l+Z78WOV4PiHs10h6j/sq+t+WDVSd60OplKSuGvFxSoWCc1x/TCHe7ASpa5E7rhZdx0aLNXjG4/qqSdLXdd8lpnzqOE3jegYB4NxVwygVAkwtJA1kg33R2p93X1cwwWY6tutYNfbMq0Y54T1udwDE8XWpmH9e6pq3O9p7bK4zptE72Q6BQB3L/WxQfqSDAB3L824dw84rBD1P7mtIMWErTPzvWrWCcjk7Jav0CAsFgNZCwbFUY14nUD+7xvRV4/WwE6pGU9ezPdCXnEszTPz7rL1E/Z32lDAAhciu615j8wtjlITkHgMRy40qjDieQW7XbFqmCiOu571bo5ip2U72zJbwWdywTKcEXiwfa/lgtGaQlu5iHutkms8cl1Z0eoYbLw7QYmWK+QJulATvTE8oTNJFl6xxc16FkRgxMm8URpoCWiyG/rCdu32OOhrGpD2yWUpjpCVPvqjCSDvMRUlwsSxuEuEsMjNRK0kuczodOZWWIb4uKGKlOsaFCXog0Rghk3RxczodX5EuIHmG+bESjZH87zHfL/4dNp2RNuuCz6NmM8XtyQl3mbrHTX8qLRJG80moUqFhkgojnD6Lo0S0woj+vVfmdC6Y39XiVFoiIcHo3KgwMiC4jn2MXlD67PICAi94Fl3CdByRIRERNYoOgEybqGKguKTFAB2pIxtDCAkq0HM6wjyrsOJXGIYKFZl3PFUwb7URhqG4CMsF2BNkheB5ir3NOeJCFxYdNi2POo1pSZAgEGmPna3LizC251Ba5OB0WtIiB++gXkzkBt1Oq/h6j7KqZ98lFoYhPvrRj+JLX/oS7r//fpx77rna36+77jqUy2V84xvfUL/btWsX9u7diy1bok77LVu24Pnnn8ehQ4fUZ+677z4MDw9j8+ZeUY9sodnWGhAOnFjI+fRbYwdOJMWMh+NEy7P7Tqjf2cTKJ2Lx9dXDNQz3lVTTzY4DU9ZxWf5WEATot8SBgEHVmbE+ly1xUCPDfyfUsxkzAXJtRu47tYTxjxnLSHxjU0i8WypRl3g9GcVMc422ahARMwGQkLpFZ9E0MxY0Ean0fLiayRIkezreamUMltKdmn7fqEB8nZDbgJy2FNDzC176oKz50kRFa+LrJwGBS3EuvZ8SceOR/jJuvihBDZUKgSh2NxEKMs2+JL7ohLL8B2+Sk6KGeZzFYxLxOHavJPkZ3mwoHcfjH2njGpBu1orGyeI6rtkp8d+VxiKJZYvG8BhSdi3488bZbNx5nWSNankKvbc6rDlR2Gy1cTmLmTze1yvPGlX/Xjzx9ej/vJmsLVjnAWA1K3IuZlxHqHrJ/nO6Wq8wcgqNFjOizwD0ZK8pHp718vHCiKnfEY2z39Z+llgiqzu6dUf7shAj7q7shNKprSNacpNmdiotCeVMXTmMcoeHvjYSX48dHss58WQjN58E3fJBHU4oQ4wkzgFRafmIlPP/51Np6ddQ0bIJ5mg6VxL6LR682PRCbFYqFtR7M2NxhuUaI3rQoyNG0oP5e5tnJpWWFDGSOHIJXZqbSkt/HqVFMz7PqYWkK46Mj+f3kb9L/+GWC3DTBSudx6HvbXZCr05xcnCoGCtBjHDdJYlmBZ9Lsx0q58NFU8W/l4tlS5AfNvH1XI0RA8Uloe3S5ycvIFRjXaUw1NFzUo2MRiuiIwupiCDQGOkYx3I9GzWGePRJsJtBiGRfACLqSdv35Bnda0KMSBxUjrrxdTa5ALsYMbKCa2osnguoECNaQVBGqdeznp0pdvfdd+Pzn/88/uqv/gpDQ0MYHx/H+Pg45uejBPnIyAg+8pGP4OMf/zi++c1v4qmnnsKP/diPYcuWLbjxxogO4fbbb8fmzZvxwz/8w3juuefwta99Db/4i7+Iu+++24oK+W41M07hRYilYgdZseaRV47gyEwd+9k8bYWEiViYeu1wDUEQYP1olJzgcRUJ1wKJf2HzgWqVZB/lxqmes/ySJBGY+MlZ/jtpNdoKPdLEY9nia0mR5aqhRJBsM+M7aYLOLBRJ9++hWtLsc3xWRkFsovqpCJNLTW00GtIYSrYnzWS5h1bXsqoVRig5mb6/gFx/04xLJYURIM3AIPFleAOVTzNZlTXzmGhvftyTkTCtGIURafL2e69KaI4kGpAAMNKn5yQkvjF/5sUxCU9kC+P9KtN6jdD5svulEBKthCLZp4DQbHXkBR9WTGm35b67iklYLk5aeGi0+XnJizALHs8Tp0iWHotfY150d77/TN+22ZLFB3SNpc2J3DYuT2ImH31FTmN1MgqgNuP5SLruUtrotSNJYWSxdCMBYP2ojjJbzGO9VdaLTk+h2ShD+L/TGhn221MsJN0S80YBgRddTOszig4Ad3jsG6lCjKQ0RmIUQq7GCDllHS1Zmdd1T07SAl0LAfojRTnjQ6UV/9+VoDPFrsmahqOZZx+56VxsXjesfhYVEFRHUpIMdI0zi0v0/zyEStWgxGm02+I5DvfpHf1eVFqtjqjL3BynqLTYs16SFkaMDnX+HS1LhCBOLqfE12WIER7wSJEVJrWbj65OCjGSgRLh/z4nFij+F9edhY/dluYTtlkibi7XTuHzmYzXHBFihAX7rmKveZxmS07nxsdFDqq8cNsJWUei4HgmRaBvFyMXDvcWARdohfBj8e4s1/G4fke91REXsnhQ61Noo+fAB8UBAJsY5VR0LA/ESIOotOTFFL2bTuaaaYgR4ZjVQ1W1Ny8qlVY8HdpLAJZEOwO7jHrWM5v98R//MSYnJ/Ge97wH69atU/994QtfUJ/51Kc+hQ984AP40Ic+hJtvvhlr167FF7/4RfX3YrGIr3zlKygWi9iyZQs+/OEP40d+5Efw67/+62/FKS1Zm5xf+oURXgR5ePcRfHNnhAKqWBoogMj3J9qKtcNRUoIKI9x4sSLPH+T7KLc2G5/l69oQIzY0AZDEAVbEiHD/5ogRdU4eKBPtWDn7o3le0mSUOkcj9nT5kaViQfnhipLEGV/o6A9JYj9BmZiIEdr/E980z2wobFPn0DRpQjVVGOnLUWpmli4gyP2zBU86Vh6jmY2X/B2Tdq3nGZ2XT4c/ANy2eY3y66SFEbMIJfGnObqK1oyCA2XPE9lSlg2TTcUXacILN1JKWyAq9EkLPhTjtjyKRHwcz8W5mAp44cangYrms9CUxz8KndIJGRImf5yG4moklG7SvEmd54KERaKmJxsFoBdGfJAVq4drWB8XH6Tvl6/x9Aidl7S4R74BsLjxlel7uJ7b09F6GiOn0GxIkEIhQKkQoNVJqJwSEfCcpFk54uE3ESN5yUDi8uuKSqsLxEiVQX8l8wOSBacR66dkOd3c0jRQ3VBpddgc0y96QgukO4GKZkmwwK4eruGLP/kO/NbWF3HvCxO44bzlzjEaYsRbY8RAjJTznyf+WVW599AYIfOi0mq1vSr+1VIBc412kuRkx6IkpKv7ySyAFQoBCgF1sKeDuLawcJMWX/dDjNTb8ntsBiUuXSJutA5Mzae1brKKtv9myzl414Urcf6qwdzCJrdyIXGuGsJAE2BUWl6IkcTRlFIzcXo81e0j6vBPv5MS8XUg2gNKxYKIPs6kCBQXOXhHl2eXJR1P2tWVBCGhlgDJpT40INfSvYGKXwvNttiBBqJ1F8CbEikHpGis6DMz8fokWdN8qdm4aYgR4ZhCIaIJe2liZtE6n4A0lZZGtbaIx+1Zz5aShaHDIQFQq9Vwzz334J577sn8zNlnn42tW7eezKmdcWY2cB2YXNpUWhNTdfzW1hcBAB+8ZgP+5sl9KVT6oZhGq1IqqHjM7NoEDPRITpOXTWsSSBAjQQ5q1l4YsftAnAbYNPKzpcnRelueDEzpngmSo7xDGoB4H64a10MhdQR78XCtjLlG28kQoY5loj8EPhDFgu1OqFPaxseia+JGjKQ7uYsqQZ5BpSWk+zH99BEhYkShcxtyxAhHlvuwPXBNTPN54nmak0FhYyaXpd85UC3hfZeuwVe2HUzROmdZmkpLnmhvtkO0Q2EBUUOZdNmsJWyq4YXRtkeckDS/JugPV2NTuZCsG9I1LZpj9Blag0VMBbaGNw9aLBX/eKCC+DWUNP9WSlFe0ue8NCotYbyqinMMWSFGjHQRM5H9xvdfjkd3H8U1m0a9xkmNn3az3UGtXBTH/X2VIoZrJUwttEQNed1arVzEioEKjsYF/R5ipGdvypIkv57oSyfA3HCypPNBRr8F2DuFxOLr8yZiJB9pos+xLSpw8DF0DEnSjPN/An60QvROtx1FmJIlIIh+lneaA9H5/fr3XY7Hfv5WXLZ+xPn5KgsuVMHMVRhh0EQaCzgQIwyZAkSBCCBDjAxWSuC5clEXN+8S8Kj40zkocWPerSNEjNjQC3RsW/eThC4JsFBpCTVGNPSMKoq6ukcSJyn6v/yZJ45p6q7kjlIWYqRQCHDB6iFxUQTQOwal/ND8M1SMHRQgb/q6odKK59doyztVAINvWCHG3IVbwC9YN/cFqf4M572W0gpypGGj3clNrNiOxQMX17hCIdDe/4blfbRZQqWVFLIkzrqphyOl0tpkFEZElAvm+iQKQpJuOt/9pFu+XKLTWiyuXAAoBdG50P6jUa31ECM961nPTrJRMwW5KUsRMXJgMpoT7YHH55pYOVjFv33XeQD0AgcAjMc0WmuGq8r/Ip5vbhplYc4+0mehVOZjcpEVyqezoVP0cbYiSupYHlSdUh835TcJYmOTSkuKYk8QszRO3gBkIu1de35KL0TQDKXRbnNqoXgMXRNnYcSSJ3BrjMgS2WnEiB+V1lxdjqzoY3kTHzpWrolpcv7z9+VkUJOaSBifxOMPXLMBALBqSEavWC4WMMjiVFF8ZkFkuB53nsiWaoUU46ZhwKCZ9WjWkupjRHNMn5drjvQetTjVl8exkmKFPC72obeKxhFiRJ5nSd7tjvh+8WP50MDptOqyIrGV7WERUfZkt166Br/4gc2LRkHMT7vZDrXmcMkx18RNgNIYt1tbN3pq0Clvlb2pu/s7v/M7CIIAP/MzP6N+t7CwgLvvvhsrVqzA4OAgPvShD2FiYkIbt3fvXtx1113o7+/H6tWr8bM/+7NotVo40y0LkZASD++iyJFVdNHGVOLFWEOMtLU5mEZcqNRdTibSGFFwQVmBg4+JjsG6aSSIEcXFn438MI0+whE7tgWIC+Ry8+lI6MaqDEEjpUsyabES2rPsa5gUUwh1477uZIVCgCHmXEnokngxwAcWSvNUXULsuos1RtSzmLwrNNZKpSUM4oqFQPuMN2JEowvIv+5pxIjs2eDzmrJQaWXRanVjiQ6KH5UWPQcKMVKVa4zMLLRU8pVz1NrM6mj6BAYs0MxzREqFQCVqzCKHhCKQipRSp5FDyZvCLitA77QSH8sCaQ4COa90nXE9uxy/vi67/TavGwafjhwx0g2VVrw+eWmMJPdZShdA1o3GCACcHcPJTwb1Q5aZiBGdaq3Xk9OznvXs5Npk3ExBa/eBE/MixM6pNNIYuX3zGvW7n7rlAtW93Wx3tDlzfREyG5UWj00S2t30npBJpSXwwyuWYkeWyDZPUJqWNIY4kpwW9KuzMSzVKOf27VJaIWIqLXOcPNlOAuxkrv07rQPpPhaPz7mvRceSx0yEgOWFkTgpnFUYkdKlpTRGhFRa8ffa9CazTBNf99EYYdfepFnTqbTefB7A1MTz8etuuWQ1/uBfXY3f/uAV4jEcNSJKfrP73vFs1uIxk0/SnMckUpqluuexuLi50px0HisuFHfY/ATPE32GihU+DVS+FGF0vXyo2Wz6mz7XUBVGfGjqWm0xswTXdvFZc4EoV7BmOCocLjW0QyFI7lej1cHkfFOtzcsE6yLpjCz2efHGjMVEp7xV1vUZPfnkk/jTP/1TXHnlldrvP/axj+HLX/4y/vZv/xbf+ta3cODAAXzwgx9Uf2+327jrrrvQaDTwyCOP4HOf+xw++9nP4pd/+Ze7P4vTxLIQCd0gHmoGKiCPBoqMKHR4YUQVODKO1W/oVahxTXeynSNG6irR7q7AJ5yIsmKAKgS0dSotyQZlQ4zYCyPJpsnNJ/HYjXE4etdUWk13Ecu8hlI9E7JhzbkSOJqamJ38WKZeAF+UfREjZQ0xohcauPlAZDkqZ0CsMcKKX55UWtTZ5qO5QB2DJL7O3y1am4LAzyG3ma514eEMx+OUxoigwNRnoGAAAWKkS2gyD7wlQTfnXjXfL5n4OgXCfjBjXqzwRXH5UnBpz64XlV7HiVok67MgECXr7kC1hAtWD6qfpd0+a4dr2px8zmumLtcYqbCg0ec9AYBl/WVV6PTZg86ONYMWq6APIBFfN575xT5uz3rWs+9OI2T7JWuHAEQJGlN35K20hWZbUVB8+MazEQTApuX9+FfXb1T7QBjqfuj4JCFG8gsjhDYGHFRaSo9Nb3aT+CQcIaqOlRFv0flwIVkyXzod3hgmpWZKCvLucaaGpG8StukRu5NxAXbJGJMlQtIcEgQJOnehlW68UEh5J5WWBTFCaJMs8XVh3GQyGQzXZHFTgqygJjlB7MM1Rjw6/LlOIBWmeHGJGp9OBkVoSjvFo4kkCAJ839UbcMnaYfEYrjMiaYQsdZGgV+9JJ/RK6qt3ud0WN1B2qzGiCY6HsmcjKfiEYi0Ifqxu6K10IXpJo6EeR0oavGxFGB9tkgWP8+L5KtXU7MgTVjQ2Cvl1J9tEjWFLMA7h1/7obESjOVwriRpVyUdYbBQH9z/OQMBId4WRmZkZ/NAP/RD+7M/+DMuWLVO/n5ycxKc//Wn8/u//Pm655RZcd911+MxnPoNHHnkEjz32GADg3nvvxY4dO/D5z38eV199Nd7//vfjN37jN3DPPfeg0WhkHfKMMFUcMB3ILPFwCZVWy0SMZI/phkqr36JLwsdJqLR4J7wk+c0FbMmfzqXSyrx+7jdWaYx0wtxrkQULT4TEFqdqqmmMCKm0TPF1EZVWSqdF3uEP6N1PPoLIdU/6mLykPtHqiGHhvPtJQX0tsH9hsQKAxu0qQToAPCHd9qDS0gs5UuojQIYYKRcLXrRZNuMifT4BYwoxIqHSMp4LwFNjpIsgqWEJNCVjAK5NlLOuGcUU8bEs9Fb+2inSxECCpOtKzFJIlwjoGiM+hUAAuHxDQqclpXEiLQ41TuCYmogRL42RdkesZ0QWBIGChvsE0JevjwJnnmw72ZZCjAip1nrWs571rBsj+s01wzWsGIg6LPcvITotovYaqBRxw7nL8fc/eRP+9t9vQbVU1Hw+jrKwI0byNUZEVFoNO2Ikb202tTgAjhjRx/H90oybpH6JRjPr2axBCWyJr8DFhgFGieU6VoY2icTfSmkzCimnzPNyah8yoWfzWtBYZzNZXPzizXWUbLYhggCIuf+53zdULYn9mGqqgCDwO5m+jg86l8fORN1F8wyCQPnxJ4MiVImvd0Gl1Y1xxIiEgocjMsjchRGeaJf7uPRsLDTliDFOTStBwZGVitwPlxVUeN6gJVwzAH5e8T32iBN8iwGKSqvVDWLETzsl/U4KmskoT9jsyJF6rFE5oT2UxxSkM7IUaaDK7Dk8MhPlxFcOyqjxyEdYbBQH9z96iJHY7r77btx111143/vep/3+qaeeQrPZ1H5/ySWXYNOmTXj00UcBAI8++iiuuOIKrFmTwIjvuOMOTE1N4YUXXuhmOqeNZVGGpDlRQ+33NuN860B20YVbv8UhdvHxkxM91+iCSssqiCwXUp5eSI4poZzxKSyRJYiRxPG2JejMjiIyKYd/t5YUEORd0mnx9bb2e+txUt3pvogRTyotRhHm46ASnJAEKflmLUWM2IoIxRxYuI8T0g1iRE+0y7ruFYw9nptPUpoKDZOWwgjNJQtB5mOcf9mLSis+N0pyDHhQaVGxh2tmOOfHrrvEQdWLAX48yg0zgPYQX/elJmh6Oo26dorfsXjiQrLuciFR6XpdY0GtjyYMAFzJCiNeWhzL/aiq6P2nZcQnCOlGfB0A3nPxatTKBVwad0lL7JpNy/DXP34j/ssPXiUe42sKMUL7MhP3XWoQ9p71rGenv1EzxUhfWfFgE3XVUrAD8VzWjfYhCAJctXE04QVn+x8vcpAftGwgodIgygwAihZEF0SXUGnpsUyWiDo3U4uDH8vcs/jPJgWxr15agyXoXBTJvDGEHysXnctQm4CctjTZu6mgIve3TCotJ820gRiR6qDwxKMZQ76ZmIliFBvKHkj8VSddGotLpcLrfJxPElajY/XwV/kcicaZP0/0nJwMitABo8lrsbvaOWJERCUcn2udNdiKESPdNmt5JOirvIDghRhJijBkcsSYXDuFj/OhS1MUS54NVLTGznu8JxqtWBfnRflCP8SIPMdVssaq8vfkrDiuW4pJfV6UOupZGCFR+PNXDeR/8E0aR4wsRdTNmzVZ5o7Z3/zN3+Dpp5/Gk08+mfrb+Pg4KpUKRkdHtd+vWbMG4+Pj6jO8KEJ/p7/ZrF6vo16vq5+npqYAAM1mE83mqYdJ0zF9jz2/ED3k5WKgja3ED9ZcPTqfhWa88SLMPEY1XgRmFxrRmHqyiWaNKReiBWSu0VKfITh1KbCfTyUeM99sa39XlW50Mo9XQqg+O1ePz73gvm60UB6fSQKaIGyj2bQ7YEFIyIhojgsNuhb5x2o2mwoGVm+0FI9qYDknOkazrf+NnIMg5169GSMB24VmG50Y3llwHKuApCASPU+CexVfh/n42VDPheB+AdA0Rgpwj6Hzmm+0Em2CsO0ctywuwByajp6NAn9u4+vTDh33Pd5I+fHIV1iop9cUep6KGe8IN158qhRlz0Qs/YP5RhP1+N0vBI6xIXWNRfeUil+uZyOaV/T/yfnk3NV1iN/Zcil7HZFaEMYBHNMKQif7GSSjS0jzq1FRMmccXcPjMf1WpeiefwCiIWwn62fgHqc4W+tN9uzmnxeNmYvXa3Lyw072M0/XYSF+J9Vz6Hgn6bo3Wm3UKYgTPLsVtafUkwJhp5U7Tq2fzRbm4zU+bw8io8Lb3EIjWZ+C/GtI9bHZehMNz3V389qESsv5bjHbuIx15nbaaBrJJNP6DWrJIHQfq8yep3rLfz/52dsuwH9473molgpe7+zbNkWokcXYt5rNpnp+aU+hd6xc9Jtnz9LWu34961nayGcY7S9j/Ugftu+fWlqIkVh43UaFxRMMvMhBvhP3LaulIlYNVXF4uo5Ny/sxMVXXOrjzmg2yNEYkDUomijU6VkbDHy/0tIzCiDABZmu8kCNG5EWOkmp2iQscwmRgljaJJEmXFl+XN7y1O6HS0nM1UakGxVY7pRdA17Ib8XWly5hRGJFSn/HnetSrMKLTlkqaE2tdiq+TEHirEzJhaVYYKRWARvukNEhSAfTwdLr5bzFspC8puPok2nkBwY2siN+Tjp9mhbVpUFqs5AUEkXZKuuDj1BhhOpo+yApTfN0XxeFDuZsWX5egZ5J3W6r7ASRMF1SEETXJMVplKTuHhkBS64y8yLGUqbT4M39kJloDVgzKdJduvXQNHvvErapZYrFMo9JagqibN2tehZF9+/bhp3/6p3HfffehVls8CgbTfvu3fxu/9mu/lvr9vffei/7+fsuIU2P33Xef1+efPRoAKGJm8gS2bt2qfj83UwQQ4JHHn8DUSyFeebUAoIDXXn0FW7e+bP2uyWPRZ5585jlUDz6L549F3z03M6V9N7eXJ6PPHD4+qT7z0mvR9+x9/TVs3bo7NWa2CQAlNNshvvyVrSqBPLsQzfnRh7+N3WkfHwBwZCEaO7vQwONPPhWd+9Rk5vzImvF3f+vRJwBEi+a9X/0qsph9aI6dEPjyP23FMxPReR49fMh5rEJQABDgO08/g+OT0b+ffvJxTO7SP3eiHh2j0Wpr37l3X3T9Xn5pJ7bOvJh7rG5se/zMHJw4Ep9/gO3bnkV5/zOZY2bYPfvKP23FXD2+Vw89iJcyXttXD0THee31fdi69XX1XLy+x/5cmDZ5JPo8ALyx73Vs3fpa7ud3HI6Od2DiEOYXAgABHn7o23gl41kiO3EoOg45Bvte34OtW18FAOw6GH1nB9nvZicE2p1o2Xvwm/djIPbDm/E1evChh/D6oD7mhePR987OTDufp8Z89D0A8MwTj+HIjvzzAYDxA9E5bd+xE/tmAgAF7NzxArYe25455sAcAJQwO7+ArVu3YuJQdNztz+U/GwDwxhvR+UQaHgGOHz2szoueg06z4TxXl+2eiuZ4YnoGEUtigG8/+ABecOzZk8eTZwkA9u9+EStX5K+3r++P5v36gcMAAqDTds5/z3Q0v8npWTzy6GMAipifm3WOOxo/g88+vx1HjkZrxrNPP43WnuzoshU/X9/69sN4fQjohNEz+MD938BgRiz4xuvRcXa+vBtbmy+r/WP6xIncOe6fjc5renYe27a/AKCIQ+MHsXXr/tzzWoif3Qcffhy07n7z/m+gP8dL2BfPcdfLuzF4/GUAJbSadec1nFd73pOYOBw987t2vICth7Kf+f17o2O9+NJuTDYAoICXdu7A1hNupGmjDRRQRAcBXn/tVWzd+opzDABMx2tKgBBf++o/Oz8/Mh19nmz3y7uwdW5n7phjh6Pzembb83hjMr4WL+7A1uOnN4KWApUdO1/C1rmdyh8IBO9mz/Jtbm7urZ5Cz3q25IzE10f7y1gRd1kuJY0RotLaYKHCIi2yBqMeBbJpkt9/+Vr88/ZxXH/ucjy557iG4mjkFBH6MzRGJFQwZcXtnhwrS48jCIKoCZAhhlPHEtKCcjpmcTGFdD8k56WotAzaUleCzhBf90HNDqXE1/PHVJmuqKbX5aTSYtpsxnX3RYzYNEZaxr0lk1Czmd852idLAALJs6G60wUJur5KglSWopbIqqUCWo22lZ4poSZ78x3oy2NWBNIiOpWIEQlDBD3zRM0ESAqISSK76YHisNECSxFIGhOApPDQxXkl70Aopo6LjkXFCiqyya+7LmDvgRhpyhEjQ7USgiDqNaVmQx+NkTl1LDliZKHZFq8ZVJAKw6QA7kOL9Y7zV2D5QAXvvHCleMypMk1jxLMwAuho0sWyDZrGyHd5YeSpp57CoUOHcO2116rftdttPPjgg/jDP/xDfO1rX0Oj0cCJEyc01MjExATWrl0LAFi7di2eeOIJ7XsnJibU32z2iU98Ah//+MfVz1NTU9i4cSNuv/12DA/LRaZOljWbTdx333247bbbUC7LOxxazx0EXnoea1avwNjY29Tv//LAE9g7ewJXXn0t7rxsDR76+xeAif247JKLMfbu86zf9fXZbdh2bBwXXrIZY+84G8H2cWDXNqxasQxjY9dbx2x7YxJ/uONxFCt9GBu7GQDw6D/uAMbfwOaLLsTYLeenxtRbHfz8d74OAHj3rbcpXtT/+MR9AELc8b5bsC7jRTw0XcdvPPMtNMMAl195NfDS81i7Sj93m/3Ja4/i0Pg0Lrz0CuClHSgXA9x111jm5+caLfz8d+4HANx62+049tR+4LVd2Lh+PcbGrswc12w28cc7vgEAuOLKq/DNI68ACwt4103vwNUbR7XPHp2p41ee/hbaYYD3v//9Sn/h3i9sA46M44rLNmNsy9m559WNVXcewmdfehaDI6MR7dfUJG5423V436WrM8fM1lv4hfh63HLb7Wg9Hv37zttuxaohe1b62ON78Q+v78TKNeswNnYVHnM8F6Y9s3Unnji8FwBw0fnnYeyOi3I/X3xhAn/5ynMYHl0OzE0B7Q5ufe97NE5/m+178DU8cDApFl7AjnXiiX34uz0vohMi891caLaBx6J7/v47b8dgjHT5r7u+jWP1edxw4ztwbQxHJKu+eAjY+SxWLB/F2NgNufP77BuP443ZSQDAbe99N84TQBq/80878eihvTj7vAswd3AaOH4E11x1Jcau25A55tXDs/jd5x5GoVTG2Ngd+OwbjwPTk7j+bdfhts3ZzwYAjD+8B1v3vYROXMDZsG4txsauBgAcfvR1/MPruzA82I+xsXc5555nz70xif/3hcdRrfWhXY8QPne8L/sZJPu7I0/h5amjAIDBagl3f+hmPPTA/bnr7ZHH9uLLe3eiUBsEZmYx0FfF2Nh7co/zwoEpfGr7YyhVa7j27ZcBO57G6Mgwxsa25I57YP55PH30IC646BLsqo8Ds9O48Ya34+YcJ+u/v/IwjhyexduuvzGCuz4Wral33n5bimua7OVvvIJvHHgVZ206G2Njl6K9Ldo/VjvW0N2HZ/HJbQ+jUKrgwovPAV5/GWdv3ICxsStyz+vP9z6Gg3NTuOyqa4Cd2wAAY3fenqvxsuvrr+D+eI7XX7UOeP4JDPUn+0uW/dX4k9gzcxyXX3UNnp57HZiaxLVXX4WxK9dnjtnzwKu4b/8rWHvWRpRnGsCxw7jqiisw9vazco9F9unXH8HOiRlcctEFGLvlAtGYwZeP4O/2PI1KqYixsTucn39/GOLrf/goXjo0AwC4bPOlGLvpnNwxX5/dhmePjeOiSzbj+GvHvM9rKVqz2cTf/1m0zm46N1qjXz08CzzzMGrVsuha9izbCDXds571LDESXx/tq2QiI95Ko8LI+hF7B1C5GKDRtoubm8miX/++y/Gr33MZ/tcTe+PPJeeZh5KoZSFGvKi0LIgRC1VvpVhAs922IEZkSWktyUnn5DEmOpab7lglo0wNOCdtV5LEArjeigAxYhRGXGNUgYMlfKNxwoJKK60DpwojCBCG9upIGCb6m3yOpRz6YSC5Jj7i6z5UWpRQna3Lu9N5kUhKl0ZWKRUw2+BJc84OUPD6rjxbPqAnQReb7meUxR+iBD0hnNm1KDiSozyR3fBIZFe1IoenxqKmHek+L/peHyQMR6c0hYUbILkeCx6IkUoxed98Cj4lhRjxEUQvYu1wDQcnF8R6K0CaIkykS2LoMvI5Zx6H7TW0j/noFq4f7cN3fuF9TkTQW2Fcw+fIrB+V1qmylYNVhaBbiqibN2tehZFbb70Vzz//vPa7H/uxH8Mll1yCn/u5n8PGjRtRLpfxjW98Ax/60IcAALt27cLevXuxZUuUbNqyZQt+8zd/E4cOHcLq1VEC77777sPw8DA2b95sPW61WkW1mn4wyuWyV2HiZJvv8dtxIrJaKmrjiAO0gwDlchnkc1Yrpczv769Ev292onl04g7rWjl7zFB/dA0XWh31GfJX+6r2cymVQhSCqKOkGRaiY3VCtQkM1CqZxxuMff8wBBZIv6NcdF4zpWvSTDQ/8sYMFBLHKgyKKuFbFRxLvdNBQXUy9FXT59THaj9BsaQWL9pCqznX/c1YfzVykhrtZAGqVfKfu0F2PertQEGuB/qqmeP61PMUolwuq+eiVpWd1+hA8n5KrsVALTmvVs51N231sB5Q8ntcLUfLWSfMfjfnWSzYX6ugHDvKalMN0s9aGBTUZ9zPbrKkjgzURNeOxrQ6CaS9z3Hda9Xob23jfmW9x9wGja6sCluP+uLvrZTc747LavEzVW+FqiNNco+5DtH3XLUOw/0xB3fOejsQz3sq1iUy11ib9cfPYKsdIgiS58A1rlah5yxQa7XrnaQ1vo0AhWJyfn21Cspl+zZM96LZjs49jNf4suPcaM1otjsI1VroficpQF1g70hftZorOk7XohUGQHwNJc9OLT7nZgds3c2/hgO15Hmi9yRvjzTtunOWY+fEDFYMyt5LALhk/SiCIApWpWM+8q5z8XN/F/lJxaL8WrTCpHPT57yWqtFj04p9FBTk71jP8q13/XrWs7SRHsdIf1lRCJki4yfD6q02Hn/1GK4/d7kqNEjs4GSiMWIzouSxUWnZurkLhUDRUtp0P2xjEvF1f3ore2Eku2BhOx+Ao1Pk6I+muFiRJFM7nVCk96XOi8TXPUWATR04SSI2TaUlR4xwlIYrMUXFgLpNfJ3Ns9UJYetL5s9VlfmudD2zNEbExSUNMeJfGJmzaH5kWa2SFAUpLpaLvRcBJOgz/uz+0I2b8Ojuo9i8/s036pqFkVOrMeI+FhWvjsVJW0CAGLEksr01RqTi6xaRclHhoZTeL9zvf/K9PsgFk0rLR0Sd662I0CmG0Lv0edq4rF/tV9JxSbGS6O3c7xat11TglIzj5+2j08JtKRZFAGDFQAW7D8/i8HQdR6YJMbK0CiPFQoC1IzW8cXz+jNSL9CqMDA0N4fLLL9d+NzAwgBUrVqjff+QjH8HHP/5xLF++HMPDw/ipn/opbNmyBTfeeCMA4Pbbb8fmzZvxwz/8w/jkJz+J8fFx/OIv/iLuvvtua/HjTLIsSDSHCwN2oTPT+gwh9Yag+4E6qLiQuo07lFsQBOivlDBTb6lFnPPLVnOCghrjW5+aj44pgWpSoDEdi4/lJeaAyLEpFgK0O2EMuZbDmelytTph7rXg17XZ7qRECE8GhNZmScdEG6HqSnFfD6rmkoAb/y7rccr2Z1Asvs66nyTXfSBGakzNN9k1dC+wed00ylHPgYXzzjV+buQA2Zz8pkfXCQ+S+wWi4XwejVYn6aZxia+nAjm5U0ZUCubxgeTeSe97niWOZrLeuN5lABpX9r+4TtY1T+shia9nrWfc9G4f+fXjHUlSEXAbVzYgEwRtGN2I7iAkobvwebcqhlMLyIPahgfVBZDsDXX2zLvuWR8LaqV8w9w+fttFuOqsUdx15TrxmA2jffjzH3mbl2P6fVdvUIURHjxmWTc8yqeDkY6UojTpggu4Zz3rWc+kpqi0+soq3llYBMTIXzzyOn5z64v46VsvxMduy0dHcyO9k/UWKi0gLeYNJCiGLN+J9nvu2+bFJYpKq5lBpZWzPtO+FFHShigWgkzx9azziY4lS+zR3tjU0A6OAoJlP3WNI58l0QrxFF9v63udxAcyESNuLY6Ei1/qQwK6robpQ/J5tjICJ17U0qi0SGMkg0pLSpnE49IRj8JI4q/K6Yj4mqB0VoSJvaqhH8fH/eR7LsBPvkeGQnZZKsZdZF+Qa4xI/M61w9HaRe9WEAi0ONj3Lig0gSBpbokvXM8Tj6d9KKdMGiiANc46xgB+hQdas+nZlSE/aC0MvQo+JhJGSjm1cXk/nthzLHX8PEsVfCSooPid9EKMsGfHp7h0OthZy/rwxJ7j2Ht0TtHprRyQU2mdKls/2oc3js97UZidLnbSI9RPfepT+MAHPoAPfehDuPnmm7F27Vp88YtfVH8vFov4yle+gmKxiC1btuDDH/4wfuRHfgS//uu/frKnsuQsgaMahRED+psnnEdGmzQtxllFF26UWFpoRp00/JiScVRQqTOoYV6yvVIsKF0QKnJIEpbkyFH3tyRJyzdDL1G1+CPtTuJs2o7H74XGr+shuNWNcSHBvADENLovk/Ot1O/sn0+cbkD2PHHjDi1t+nlG4lAHWEeCpLtgucG1yOHxJRa0ZRm/hgGD/+YJCSoBN4+ELwD0CzsJuaiiVHyMnIC2URiRFKX6ytmijzQX6X2XzJHDzyXP7rdfPqL+fe2mZaJj0ZpBgenmde7OLc7l2Y0DzXlvnY6cBd4N5D/z6X3Bj5dbK/h4BCFzDAYduCDymiCg/Fh6kC9b1xJqFL9jka0YrOJfvn2jKspK7dZL16SoFfOsVi7iv/3/rsbFa4bwr96+yfl5lfzxvIZL3WgJMf2aM9GR7lnPevbWWrPdwXScXBntr2iFdIl9dftBPPjSYdFnqZP2/p2HrH/fvn8SX3hyr0ZPFIYh0xixI0YqbD8lS9Af9nWzUtR9Hz4ml0rLQNK0BH6uHgdRw0Z2EcYm1g4AbSHtTFXzZfwQCLyz2jWO5hnGBR9pMxTfuwFeUHHv30M13Q9xjamxmJ8Xllw+WhJftFP3isetWZRYWjOZTWMkY5z0WnQvvk7+atydLorPmPi6hzA3kM4LLFbMv2JAb8JZ7ISvFrsLntvlAxXtWks0BmyJbMn9shU5xMXUth/lFL2PJ2JNDUn8w9dKH/qoFXGi+3CMCPCh0tLjVff9KpnFCmFssXG5vkf5oFp8UBz0/k/zwohjXKEQqGumjrVIzcmn2jYui677vuNzTGNk6YEG1scSCi4avdPR/DIEFnvggQe0n2u1Gu655x7cc889mWPOPvvs70rxzUzESJwkMhNgeQWBhG+0rY3NRZmwRG291UFfpagc1mrOuH4DnVKPj1kI8hewIAhQKxUx32wr5IIMMRIvlAvk8MiSevPNtpFoc4+j6bc6YYK6sSSF+XnyoMVHcKsbq7JngxYgyQZQLRcx22hrHfR5mzxPztPxADlvI9dJkBQ41sRdJ9zpliTMVuR009CGn1sYyeBrpmNbESPChDSQ3K9qqSDeqG1dMa7niRdGwjCED0rKRIzwMauHovtCXUFvxmxzkTwbH3nnufj0Q6/hh2882+mYkvUZRagfdeg6ANzRDEXdkmocC7ylDqrWxRjf44Kj06pivJPSQNPOvyp3vBUM2gNlwotEPoXbeivhH3ftDSqobbTRCZc2suL7r9mA778mWyOIm01gcqmel4+ZhRFp0bdnPetZz3xtiomsD9dKmQUA08IwxO99bRf+6IHd6CsX8fyv3u703chP235gEifmGhjt1/3Sn/6bZ7D78Cw2rxvBFWeNRPNbaKmu3TUZ/pWZaAfswtfcFMVKK10YsVJpnQSNEZpXrVxUiBbbsWznA0CclOZNKNKmAb1JjiFGcpEwesFHQivGxzXbOm2XJFbgMVMhkGtxaA05Hij2hWYndY/5efMiErcG81f5HPNQ9j7XgmuMdCO+PuuRGOXPPp2LmErLQIwslh+zbEAvDi02VY1OpeU+pyAIsHqoptBvkvlRIrvdCdW640NvVWdUeq456sUUeTPOsngNP+JRrODxLOXiJM+Fyn94NAvZBOxlcR0hRvyQFabeq4/GyJzHOzlQMQvE7oIUEJ1HuxOyY53+MROQFEb2HpvDkRnSGFl6iJFzVkb6uUO1M4/W900XRnomt6wEEOcOBFi3T07nvckTm+cIqzEseTjXaKGvUlRFjlzEiKLgosJIXEwpFZ0LWK0cFSwIuSBCjJR0Ki3JmApLtKnCkmCcKoy0w9ykdBAEKBeDKIlq4fJdrA5fnhyljUlUXIrHUUEqDy2iHUfRpbmLc9yGWfeTtHNntL+sOKGjcbJuFW7cMVFCgmH28Rtt+/NO19YM4AAWMHoU9Xy60qvc+RMWOExuYB8hwb6cwsiN5y3HZ3/s7bhs/Yhs8jlmu8YSXs+fed+FePdFq/CuHDFz0/g5XXnWCN52thtpQufdZjR6PpRTPug03u0j7kZMUWkJebnZ/fTppjERIzJ+2OS9SboYJYVb6n7sJGuNi0rLFtSeAcgK7XlSHW6n/3mR+5JCjJwhkPee9axnS8cm48LIULWEUrEgFl//L/dGRRH67NRCK+VnmkZrWhgCj716FHdentAzHp9tYPfhWQDAsbmESpESU4UAmbokZizIj5W1r5rIUgC5fqTZ6EaWh/xQx+KUwrSu5/glpqg5WVvqy9gaL4SxDG9CAfL3HT4PHz0D5de1EgSCZI6ATqUlanYrkc/UFvudAKdJTo/jlyRLKySLVSI3ZurIClLm93qJr5f1574s8Cs46oZiZGkTCi/gAItXsBisllApFpKk+SksjEiuIQCsHfErjABJItsHTcCbhqWo/jJ//z38aboOsx7z0wo+HoiRtSN6YVwk2M4b+YS0YkCytvhooAARlZb2PR6FrDmPIszG5X3YtLwfe4/NxWOEDaXFAuqtTtL8dwbETEBy3V85NIuZuElxKSJG/s2Wc1ArF/FBYQPg6WRnxpN0mlgjw9mqGo6tpFufNnUTMZKXXCoUAnUspRciGNdfMQsj7mIKGVXhJ2LouWRMNYUYkXcgc50GyThat+utRIyNC8xxowXbhhhZLOeFC0iq8xJQVRFvIwWLplOX+ryBWmp43GPAQIwIx5ioBMk1JKeRjDsGMo0R+ztYzul+antAruk6mgiGPKsocUQ52snkBs5aW2xmzo2/J0EQ4D0Xr8aqoTe/Ea8equLiNUPW4+TZUK2Mmy9aJUaLAEkxFQD+75vOFY21ISt8umK44y0N/hqtjqKRcDmoSeAXzU16LP4MJEUOuVNLiBEfEUFOdSEK1hWVVlu03wG88zGhklhs/uVTYbwAJu1UPR1MIUYUzcji6nH1rGc9++61E/OJ8DrAqYOzCyOdToj/8eCr+vfMuXWheOHi4VeOan/btn9S/bvOji2JtUztQn6szMJIDv2WbR/JKhhJCtdBEKCYoR1lmx/v+CbjCGep31TnjRdCPbc6Q/S60Lk8qdZqh3JEC+m7GA1zkiQdp9KSJfUT+lHyBSWNa+RrRRojepxADX+A/sxxy9KbpHG2mImjT6TFL8BPfD2l0SJpCmPPvo92JJA+/8WK+YMg0FAji90kw1E6Ut+Mx+7SwghdP4Vc8KBIr7fa4lyL7k/L8zPL+k39UnnBJ5ojrU/u8+om98HRaW0hegZIN2lKn6eNy4zCiKgxNG5qjvdiyTsZBAG+56qksUAa+9Dn5s8wxMhZMWLkSEyjVSkWtMbjpWLLBir49+8+H6tPArvIUrNehHoKzSW+7qMxopz+ht7h70oumd1CEhqT/hjqRmJ9BAd3oRAAYHWsJbHv+JzzOGTkyE3XY/F1j27nKFkp71ymtZQHCVmFB1s312KLr68ZrqFYCNBod5QQk6gjmxAj8QZVK+ePOalUWsIxJp2AxBEJgkDr5uPJdh+NkSy+WBtfrs89JsdgQCi8DujUTGIqLd651/HTn8mj0jqZFgQBPvkvrlQ/LzBtopNt60drqJYK2LS8H2NXyMS1+bVKupjk75YP5YKmFSTUJUqCApNKK39ckfGvEv+yT0eiDwzaTgMneU/ic2PFQC/xddrvzoAuoeQahgk14xlwXiZihPblLK78nvWsZz3r1pTwOhVGGIVQljWZtiCNO8EoubJMK4zsPqL97bl9J9S/FxhSIivBzE0lv2y0WBn7I/cfU2Msx6plaK9Ik220fBMtbR79o+18uIvtTHLyhjehH25DYLrGcM76Jk+oumhLi9wX5ELvskIHzdXHP6uz5j8f3cOFZjvxV20NZV0iRmwxky567/ZXaT4mJV2e3Xrpau1nKcU0ECG95jwoY6OxRmFkERs8ljOdkcVGjNTKBXVvpddiTReFEXoOfCidaF4c3SZF2vNjSebYbWHEjHck40b6ytr75EMr1uRNaIJxJnuC9HlaPVTVNYUE41bHDZWEJpIWHb/3qgR14KK+JEsLvZ/+MRMArBqsaLnVFYMVrybRnr15OzOepNPEnOLrqgNHoDFCTr8HYgRIdwvVBeP6UoiRuDDiSLYDyQY6PhUhRiRoAlV19tEY4Z3LGagAm9FaT5RkeePo99wBbnkKuPlauVhIcT1KkmaqMBJfQ1cRK4Fb68+gpPgF+FNpAXrXRKWYr4HCjRdGePcD/Tsv/Z7F15ynMZIkK+VBSH+lCyotnvD1oNJqt0Ox/oRtbovJ+X/VxlF839XrF+37yVYMVvHVn7kZf/cT7xCjnGyCgD7OeiTuKUtk28TXnTQNWeLrHny0PvyrtIYSfFfyvNsSAz7IqnqrI0oYATzR5UclsdRNR92cOeeVFl/vIUZ61rOe+RsXMc+yE/NR4xB1QNcEVFqcfmpVTFcxOScojLBxrx6exXiMiAeAbW+cUP/2RYxY0R+t/HhQJczi728zfQebj9GXob0i3b9VwTueY8KTnz4W13FT58PprYS0oJwWy4m01bQ45DRLnMNf2oSiU6TKaLu4EepBxIqgia/7a4xwpElJi5uowGGPnLKKbPQdLQvSRCsSCeZ43qoBDFZL2LCsz/lZsgtWD+HSdcPqZ8k9HqgkxSgfbRIgHQsvZsFihRbjLq4vGASBQupIY8G1I/6FG1N/QnJedM1n66ww4oFA8onr+ipF7R5Lz2uFof8gRUnw/IfkWPQZXdvSPe7t5yzX3l1pbFEoBAq9AAgpwuJzUugZ4bEuXpswS9gKrTYzCyNSGrilbkEQaDRm5vPVs8W3XoR6Ci1bfN1MgLmTnBweKx0DsG4hhTQRFEbKdpSJi54JSAojFNd0I74uot9SyWW/7nlVGInRMEGQvdmULUFLyyNZ2a2ds8IojEiotOJ7Q0Ge615xyCrgjxgZqJTUtRQjRhjPps/14xsFH6cEyXPF1+3PRi5iRNjhDyTXuVvEiIs2gc+X6ki861FEpZVCjCyuQ/G7H7oS/9cNm/CbP3D5oh7n3JUDXhRgBdap5lNA0Ki04uvuonSy6pJ4dEsCvAjrvsc0x1kfvRCDSktSxNbQTp3sBIlptKfM1ltiTSi+DyWUEKe/M5zc5zPrvGibIhoVn8JZz3rWs54BEd3Vv/iTR/Fjn3kit0BCenUmlVZeBypP2JPvQAWWPOOFEQD44jNvAIgKOM/um1S/X7AhP/IQI6Uk+aWO5RRfNxvr8gsPWRojUvoomn5TrevZ8VbiHyTH6kZ/gjdeuGJI3deSF+PLiio5FNMs8ZiQ+3XSJq/hvpLoOEBCF9vqhKrg5kMzvcAar/hzUc4pcADZBT36DjtiJBoTBLK46e9+4h345n98DwY9tBkB4HuvSpquJBRBpWIBm1kxBZD7IxUjhl5MP2YZK4ycCn+J0HLSY3WDGEklsj0Q6ZSfAdwxGn8nfIowgNl0KRtz52VrtZ+l19CXjkzTGPHISfRVirhm06j3/ABdgF0yrhsWELI7Llsj/iyQ3OcFz3t8Ohi/7isGlp6+yJluvcLIKbSEtkp/gSvFpKMD4Jyy2S+66fRL6UiUXkgXGiPzhsaIiErLSFSKxNfjBBjRQPnQb/kklwGOGEk26yyntsQ6ish8One6tXNXDmo/+4gbK/F1F5VWWX8Gpc8TWaEQYKjm2XXi2TFBtjzDaaSNMa/hoJ5xXkn3U7prqhvx9b6yP2JEpyOSd5BEGiPyTvNTRaVFVisX8Vs/cAV+6IazF/U43VgC1Y4ppySIEZWICOW8110gK6qs6ADkU1ZkjZ3z0AtJddJ5XItmKxQnLoCkuMk7bV0US7VKElgl1/D0d2FsArNnwnmRlBE9gz4Ulz3rWc96BgBHZut46vXj+Oauw2pvmlpoptC9lAQbqOg6b3kaIzyZTVQqJwSIERp39cZRAMAnv7oLn3n4NRycXFDc4MDJ0RhpOpqUshrrssZw1gBeaJIiWRWVVty5rNAplj2rzPwDdRwPyinNNxYWbjSNgY7cny5rRRjZOK7PQefo0+RFiBEfEXUAmPWgSK0xSrmkeSUdN7motMznQjWiWZAmvk0QQ7VyV7qGXJvg2Gw955OJXXXWiPaz9H6Z+Y7FTMRqiJFT0CTzrgtXYahWwub1w+4PwyiMCIuA9K7Um/KkPr3LGmLE4RuXigWV1/Gh7QJ0KjepD/49V+mMCNJxWmOopDBSSnIUplaQy266YGVyLA//m3RGisJir1kY8TnWr3/f5Vg/UsO/vn6T6PMKgeRRaDtdbCND6qxcgsLrZ7qdOU/SaWBZnT+ZiJEcBzpTfN2xiapgIYX+yEGMGMWUumAMmblQSpJmhJDw6Z7tluueUsTUxZA3PxssPOHlXTzn5dyV3VBpxcUlKoy4qLTY9QvDUESxZhp1P4mptBgc12dT0wojHCIqKIxkBZmqyJDDlys5r5suWIlNy/vx/svXOj9LxvUnpFRa0ZyTceq7JJ1xxYKhzfLduw2Y8G4fXY2FZls9a65x/P1SxVTnmIQSAvCjIurqvIpEmSinMOyWBmqVwUUbHV+GGOmEPDFw+ncJJZo1obqGZ0L300Apel4n4wYHHyq4nvWsZz0DdHTGoakFjE8u4O3/+ev4ic8/pX3ObObJEhm3fXe5WFBIE0lhhMb9u5vPw4+/61wAwK99eQd+7u+2aZ/jvpkEhW1Dpbsa5XghIBrLRMBzNEY6oV0v0bX3EBKQoyQAe7yqkOj8OB6UU3b/wsPXEp5TdKyk8U26V/FzTihd5P40CbD7NP8BwExdnvDliJHQUsTKQ34A2c1kRdaYZdqpavA4iwlEkwany66Ki5lk0jnyGFqaKO7WuN7FqdCb+6UPbMYzv3Sbdj3zTEM7CP25lCaEB20xxTFSBFKatkt2DZf1J1qp0st+2fphnL9qQP0svR5rWCFQMr8KW5981jUAeMf5K5JjeTy3hFyQHmftiJ7v86G3WjNcw8P/6Rb89gevEH2e9oFTkYM71captFb2qLROuX33ZsTeAhNrjDg4ZQHGG9o0USb5t5TGzRlUWnmJ8zRixJ9Ki0ySaL/pgpVaEOAtvu7RWU3rNl2PvPkpB9IicriYcNcUYkRApTUYUzkdmoq6aFz3it9/HXUjP6+zRqPFXFrh5s+GF5WWAzGSS6WVUXggZ8bWNdXySFZetGYID/4/78WHrjvL+VkyngD3QX7QuWvCdMIiByUNgO9uMeRunHU1hl13p5C6tj75UWkp8XUhOkWbowf/akKl5aFLYqOtEDj5VBgh7Sk+5yyrsWfWR39qqZtGzebZCbaUrS++XUlhRE4F17Oe9axngF5cODxdx/P7J1FvdbDj4JT2OXN94QjDLAou3qxGPPuThvj6iwenUr9TcVO5gJ8fuxQ/feuFAIBvv6wLsXO0ioS2mGtqABE1l2tchRXWo/9Hny9kJBG578d9mLYFTWAz2poardCgxUqPUygMdg/Jx5Ykl7uJ6yq2JhQJzRKj0pLSlvIYXTWUeDWTyREjxUKgzn3Gw/8hv4m048zj5TWFAcm9M58/pbmZQ6V1KpKVf/3jN+LyDcP4uTsvEX3+yrNGtZ+lMa6vEPWbseWDp05jhMynQY4nwKWJ9pIZa3nEF+rdEvqOCQWX/FiAXpCS+qlBEGji4dJiwFpfxAhjKvDRGAH0YuDLh6ZFYwBg4/I+r+Ms6y8beiZ+vr5PsdHMW1y0Zijjk6ef9TRG3lrrRain0LKQDJxjPO9z3BSVlgclFsCKHOa4YnbinMSaaXMieLhMfN2fSmuoVsbbz1mufhZx3TONDB8qrWox2mCOzjTiMdkLs8nlC5yazphzTMSI4LyomLL78AwAN2KE35c6Q91IxdcB4Pd+8Ep8+t+8DVdsGHF/GCaVlg9ixC78Rt+RhxghruMsIb18xMji3GOlj9Nqq6S5pIOMnD3eESl18rnOyJmQhO3WyLmiBIaPICCth4BcpFMTzvMQHgX8ECPEGXx8riEeY2qMyLRMeBeTvJhKQrd0LQpBiIKge5TQYr6BwVI23lUrFZg9HWwgZhOstzoxv7l/sb1nPevZd7dpiJHpuiqmmzofplYVJYTDUC+u6GOSWIH2TF4EeeSVIxj7f7+NX/jS89Y5EfXux267CP/p/UliljqPF7yptJL9FIj2OZc+I/lv7U6UMHPFjxwxzH3HppD+SEOMsOtqO555PvzfPlQ6vPHC5a/yRkOfPYfGtdryIgyfy7wHBSmZotISoxYSbTZA5ickmp3Jc82Pl0cjDGQ3XeZRcLVOoX+25fwV+MpPvQuXC+PO81YOYIhpmcjF15OYabHPK6v5b6lYrVzESFzUkxZuKNYialUZSiKOSTx1JGjcvOe4UYYY8SlIfe/VCZ2WlGVjjSfqhp7TpgetIBl/dyUNzWSblkdIGOk5BUGA1cP2/MzJNv7eXrJ26IwqjGzSECM9Kq1Tbd+9GbG3wLJEZqtGAkzSrV9T4uvyYgqQ5t2VOOt9BsrEh0pr9ZABrRM6Ibdcslr9uyopcJST7mofKq3ReM3Ze2zOOUZ1yDBIQusUwPjWj/R5d6tcuCYqjJDPWi3nb4Y86Ko3O97i60AEa7710jXiqv/ygYo6rk+yTKfSSiNG8qm0MhAjAr7cxercSXQuEmomEQ1c7Fjy4FvaUUPFTuC7nErLgGp7CQJypI5LpJOhP6TCninxdY+k+YWrIydRUSd4JAYktIJkXAel6VFAXNZf0d4nAQgOALDlvBXaz2dCUc/W4Xoq6BMW26rFZM08MddUfsOZcM961rOenRprGIiRiViXyix2JD5rtOZwZESWzginIB7tI42RhJLnC9/ZhzAEdh+e1cdZGlj+/bvPx3/9wavwfVevxw9cc1ZqjpKGrbSQej4tFqDHbpwGSsI4wH0YqZYe1xihBF0WOqVq+DAA0zLxQLHWW3K9EFsxReLjUlzVaMvHFQuBOu9ZDx+SzJd+WBU56vIOeuqCn5hKNDhscVMWYiSLbpuuV9MSM0lpz94KKxQCXMF0RqTJW37+i31eHLlwKjRGujFqepXGxSviBO+h6eg59KHSmvekzk0hRsSIh+4KUueuHMAvjF2Kn73jYk2nJM/WeGqsciqtpLlO/hz+/d034a4r1+Fn77hYPObSdUP40Xecg4/fdpF4zNoumUB8ja+Zps7L6W46YqRXGDnVtvR2rTPYEic8AzGinGG3A00w8YUYJi5FjPQp9Ecb7U4ChfYTX5dTafVVihiuJUlYaeX5vawwIkpWaly0Hgm6eA8jmHFeMGHrfmp5Vu67sUIhwLkrBtQcJIWHi9bo9Fs1x3UPgkBPcnqKr3djvLvAZ4NfocGMubPqptLKKjqWGYzeNB8Ko26MrvvUAnXSBBqiI8tU1x/rinF13ZPxpMF3cwe3STklcfJpPTzGEihSQdBmOxQXOPi+EIahV9L8krV694ysWFHWfpY4tYm4qp/GSKEQaNyp0mXmHRfohZEzAVmRUKEw8fUz4LyCABiJEz+T803F3T9qPGc961nPepZlHKF9eCZBjNRberHDjJvKxUJCN5pRGOF+rtIYiREj84027tsxASBdWMmKtz503Vn4g391jfJRFzREhruhLKGeCrXj2I6lxrC9oi7ch8mHmbNQabn8XHIlmoJYy6aZItUyAXQfiNAp0oaSeqvjhSzljW8+cR1d/7kudM8S8fXFQ4zYaEv5edH8M6m0MlDsdP/CEOgYY5c6opdTC0kLWaeSSmvF4NJGjABJYl+q37F+NPq8TzNpit7Xs4g1W09iaol1ixgBgB+/+Tzc/d4LxJ/XdFo81qdu44SrN47inv/rWi3p7rIgCPCr33sZfmTLOeIxuqj84uWPuBbY955hhZHBagmr43V7naHb0rPFt15h5BSaXHzdXayoMSHahrBLCNAFCSVON8DE11VhxE5HlGW8Mi7pQgYiuOvZsQi7RFPDxuEvSfguq+oOXT7MPd6YmBPY9uhIejNGdFpSJ+7sFQOaEyGhPeOd8NLn6c0aOQc+zh9HjPAgToIYSQJavfCQqzHSRXeGj5nP3NvOXqbpKWQZOUVzpCPh4ST1s8LLYt/jpWymXojE0Tw7LlIuNJNuSVdBitMlSmkG+HPhK25+sVEYkbxf77xgpU5N56PtpNFWyJ6nVUx8UIoYeecFK7WfzwS9Cq4x4guRX+o2UiNB44YSR+Xrd8961rOe5Zkuvl7HBKPS4tohLUuSvs+CjODGUWxKYyROuHz9xQkV83DaTD6nrL2uppD5afH1PH+rYhQSeFEoa0/g38cF0XOpmA3mACCJa1yJzlIQF21Yk0cmmoXx4pO1PZClHHHSFCZUua/V9NC6KFsaFCRzNIWe/ai0Sl5jzISvxEcjP4sXK3hzXR4lFpD9rPNjm0UVqXj9W2VXxYgRqZg3kBZfX0zTECNL1Mddqwojss+vH+3TfpY88yZtsTQGJ9TGYQ90CmBe98W9x76UU0lhJDylVHW+ttYTCdOt7RxPtFJ8ij2ni/3Xf3kVfuV7NuPC1YPuD/fspNrSXHHPUMsUX2eJEeKJtX2OW63EYeIdD8RIkgjUCiMCJ5q6rkjwXZJsB4zCiDADFgQB3nfpGgBJV02eUSdNvdVRTriISsvI0eSN4RyPZKcqkUWaIdKkY7lYwLkrB9TPEnSP2Y0E+AkJdmPUXeADP+f8qxodj4RKK6Nolqsx4sGJ3I2Z94bTyOUZJYUXuoDwc0TKUoS7nyojeLIP5HpZf1nx6wKeBQQmIupK6vNATB/nnmM3iJHR/gpuYoUHH5H3ZjsUc5STrRrkgYFoCDYt78cGFmCdCWgnus8R+jP63ZnyTvIu7GOzUZDag4b3rGc9k5pGpTWTFEY6oe6v2Trba5V0gYIbRzyYiJF/fO6A+txcw45OyWoO47px5nnkiq+z5DygU3ZlIcWDIBHllmpx1IyYDoC4oYym39Boi+1jykbTH4D/j70/j3Orrvv//2cyk8nsM522s3XfoKylFC1lUZbSDVmkXl4oahEExaIX8HO5en2RpagV3EFE/VwI6iUuXBdWxQIddpBSoLTKUrFIaQvtTOkynT2TSc7vj+ScnGSynEwnk2Ue99uNG53knJx38p7lvM/rvF6vtG7wMEu+dvsGEmYuxLJXD0inB6R5vmMPLqXTByWdcqymCWNC5zLjqpz9TTTnrSPcL8TJOdrYCq/sm8W+J3Me7Fk9dr4E37f287zYoEogx0uCnjh5jIrdrqi1ZCreqCz7zL4ve/Z2Ll78liLNw50GbibEBEac7FcR/vk3qyk4rdpgZqObN+M4HWNdgmsLmVDqKbLm2cn4ojJGcjgwYu8rnMl1zIeOb5IkffaD0zN2jGw6fdZ4ffrUaWk1pMfwKE69CYZLovJEkbtujaiTk+SNwEO1TQNBQ31+5w3HzRPN3v6AfAFnTZvt+0jpldKSoiPjyZq8x/rCWTPVWF2qC+dOSLmt/cJjOj1Git2hC+3mH9Bkn0OJlXI8uF5upu+MmWZljDg/zqyGSm3b66z5un2bLltgJNPZBA3hHjTppp+b3/v2P7zWnU8OAiOJ0sKT9RjJ1EXY2N8HZzoOjERf1E/nZL28hFJaUry7/VJ/hi6XS1PHVehvu9rD+zi/86k/EKmV7bT5uhRdY9vpXYJjyj06GL771enP17LjGvXUP99zvE+85qOZzBhxuVw6beY4/e6lXeEx5ubCOx0lxdHfg1Lu3mmZrhrbXdgHwn9j07kYAWB0s/fpeK/Tp9ZDfVHPxfblsP/ujL2pK5bfdtHX7DFyqNevQz1+PfXGe9Z2sRknqYIc8TJGnPRYsgIcZlllhze8lRS55Q8Eoi7qOymPbP+b47TETVSPkRQZ8/FKaUUyF1L/7W6sLlV5SVHM30ZnN5SkWz0g3h3Z6eyXbh8ESfrgEfX6ySdO1ImTxzja3iz1s6+z3/Gxitwuja30WnfPD8r8CM9DooyRRBUs7BeO/cGgyhRZU2T6ZrLDVV9dql9/Zr4qvM4vgXnjrDUzpbjIrZoyjw71+nP2M2xIs9pDU036GSMzwnfLm9+bTvutxDasdjrG2hEOSDVUl+pgj99hv5XI34ZcLlVnvxE6k9cWbj7/GF14wgSdfZSz6yWAU/l/VSGPJLq7Jir1Nyowknh6XC6X1Teizx9IeeeOqTROKa2S4sR3I0m2Ulr+0InfYZXSSiMDoba8RFd8YHrUBbRE4gVGnGanmLUvU43PPIE0M1IMw36XdGZ/lKaPD50gOCmxZJpZH7lr3FHGiNnYry9SuzHjpbRqQnObzp1F9v4E9u/ByvBJ7oDhGtSY05RoQWtljMTtMZLZObZ/xhNqyxynThYNCoykU0orsiAYzc2Qzffel2YZhOm2bKx00qDtmR+pFjwulyt+I1EHx3O5XFHltJx+755zdKP173fbe1Nub//56w5fGHD6fVhfZauxm8b586mzIlktubgwSJdVHsNWriVX77RMl1WeptdPKS0AabOXk3rnQI9197AUPxMhXimthM3XbTfKmBfFAkFDz7z5nvoDQes8cyAYfdNaorLIJrNJtj1jxEmJ5NhAgtN1nT0zI9KLI/Wari8qY8RpKS1ZY0uVxRGv+brTG0Ok0Ln+rIaYsqAOS2kFjUgwysn5jz1zwspqcXInd/gDGUrGSJHbpSXHNqm+2lkdebPUz3td4RJBTm9CsWfnJsqWT3BHWaI1k/19BmL29We4/PBwmD99rI6dUJN6wzB7hYyRuHHFvIEkV89xj2muliRNHFOWYssQ+3UWydlnOLmu3PpdKjk/L7b3aJGcB7JGspSWZO/TkvpY5u+i3jSCxNmQbu+UoRpb6dXCoxvIqMCwy72fqgLWb2VaJMoYiVz8klKfYNnvSnJaSst+p1Ci8STaZ6gZIw22wEamIsjRdwmldyG7MSrCnWTREj6GeTeM/Q6bTJ+8nDh5jC49Zaq+tOhIx/vYL7A76jESfu/mwrM4jWbeQzUjHPBJ92LZfy07SpeeMlVHN1Vbj9WUeax5MO9OjpWozJp5ghG3lFYaC7mh8BS5ZP5tP2t2veM/9IP6Y6RxMbWsZOTSwnOZ+TNtldJy+FlMHRsJjDj5/OwBDvP7ydF+tt9r6dTmlqTZjZGfDae/d+0/h6++25Fye/tYrKyboWSMpPEteMqMsfIUuVTpLS6I793m2jJ5i92ylcsvuIyR9t5+MkYApM1+Ub3TF93rI27gIU4prUQ9RqzAQ7FLpZ4iax2xeWe7JGnOxFprW/PvWzAYuSEq0d8fc20Ut8eIk8BIuPl6ojJGscz37LP14nDSY6Q3TsaI0+brUTdrJCqlFadMk9MbQ0yzYwIjqS6OlsS5WcNRo2d78/U0emTEZh1n8qYGM3i3N1xOzmlpoeh+BgluCkvUYyRcWSI2+GU/dOy+gaCzgF4+sV8nGYlghXkunqsZI3Mnj9Gj131Aty4/3tH2DdWlUd8zTj7DIrdLs2w3eDr9LMZWxGSMOPw+HOnASDo9Vq31vi2YnYvfG401zq6nAbmK79oRlOhkOvqu4EgKaqpfevbsD6f1V+13UJl3PTkNjFjN1w+rx0hmvuXsNX2dlhUzNdU4aw5vr0ErRZ8MZvpCVpHbpZvOP8ZRWTHTrAZbYMRJKa3w90ZXODCSqbmyO+PIet3+sbm68fyj09rvghMm6Kbzj4kK3LhckZqx+7viB0YSlRkwT0zipZNnOivI5XJZ8+O0v4gUOSky7/pLZ77KPJTSkqS68EIz3Zqt08bbMkacLLpt5RLTOVZ00Dy9AJ29z0g6dxZ9+yOhhc6XF6cOwtr/TlkNEp32GBliYGRcpVf/c/l83fvp9+XkwiBdniK3jp8Yfedirt4lmK6aslBm2v6ufrWHy7qRMQLAqf4E2b9SZC0iRQc5TGWewReTovaPaYhuXnjevPOgJOmIxqpIydLw+sdvK7eaKmPEnpGR6AKzXWzzdadlge2ZJmbGSLL+gObaMaqUlrn2dFxKy7BlViQKjETOX6zjpNl/4ohB/dKclyDtTSMT2Dyvspc7TeemF+tYGTyfNv92dqd7E0pl4psTi6zASPI+PLHf6y6XyxZUCcbdpxDOz0z29z8SDdEXzBirkmK3jrLd/JdrZtZXOa5i4SlyR10LcvoZHjmEdUxszx6n34dVpcVW8GYk5viUmWNV5Hbp+Em1Kbc1K6DY/6Y4DYyOpIYRar4OZAo9RkZQohqz9myHSIP21L9Q7CffTjNG4pbSShVMKYnsYxhG2qW07GnCTvdJV7wLiMNdSsteg1aKDozkYmR82rgKqxeHs+brofdg9hgZifdU5Hbp/DnNw/Z6YytL1Nbp075wo99Y/Ql+BpMtDkainudHT5qk7fu6dcrMsY73MX9HRFL40ymlRcaIJM2ZVKu1WyJNVp2eQE8bay+llU7mRyCtuxGjM03SC9BFl9Jy/r3xbydN0geOGK96hw1BPUWh3zHplpKwB0aKXEkaA8Uxf7rzn5N8MHfyGL34duhiXJHbVTDp4WbGyPZ93ZIklytUIhMAnOgfiB/UkKIvuCcrpZWwx0jMPrVlJWrr8OnV3aFsyWnjKlTmKVKnb8B6DXugJtHayVxnRZf6clJKK6bHSJwsmHjsa0jrPSX5m19eMvhzcRqwsJfSGkiROWPPeDWl09hcir7Bw8l+xUVuuV2hUlrmWsbJBdWhNjc294tkp2QyYyT6b6fTc/6oc60EzdcT9RhJdp2guMilgaAxqAyX9X1RICVBpegKGSNxM9n/b9GRWnnmzLTKZ+e6pppS7Qn3iHL6GR5pyxhzus+4mJtvnK5/3G6XastLdKC7f0Qu6l9wwgQtPqbR0RzHXn+ScjPwWOopsvrj5GKpLyAVvmtHUMrm62k2Di+Nyv5wVmYlXimt1OW3QvEzwwilhjtN7zY1VNvvVslQYMSedeOgyaFdk8NSWsUxaeGBHP8D5S0u0pSxoabtpQ6ye2IDIyORMTLcHGeMJKizGz9jJLOltCRp9QXH6leXz3dcnk4a3GOEUlrpmxvT9NLpiffUceXWv9PLGEkvwOG1apWn10hUko6IWlCkN8cN1aWOL86bv3u70wyoRtW9zr1fnyNqru2OsUK6y8rsMfJWODAyprwkJ/9WAshN9uBHrOiMkcF/V+P10rCLbW5uBnLNtdH0cRWRHovhC99OAiPmuXRUxoiDG9E8MYEEp2s083l/wEirlFZfnMBIyubr4Ze19+JIdKxkzdeHdh7j7KYB8/NI56aheKW0nJzLmK/da5XSytzftzG25tChYzu8ObEq8Rrc/HlJVEor0Q2d9n1j103mDWaF9LfeG5UxMjLvq5CCIlKobKzJ6Wdov8HLcSmtytiMEefrHzNrMNfmOPbnb5zXyNnAQzolwoBck5s/VQUq0YlxvB4jTppeR5XFGnBWTse+UHB60m0vu9PTP5B2jxH73SrpXPhNh/kefLa6t0MppZW0x0hsmrstuyBX/wCcc3SDSj1uHd2cOh3XPPEzm69nuvF6JpjNMvclCIwkbL4e524MUyBHGwnG1hxNVjohVjmltCRJRzdVDylFvqrUo3Hhk29HJbGimq+nbo4au59vIGCr5+1sjBXeYp0+a5zGV3kdN0gciuoys+612RA0s6W0CpE9QFdIgcqa8CLzvc7Q9wZltACkI1kpLbM8laS4meKlcXppRO8fvSaribnwPG1cxaAei5EATOIefNZNa7axJ7vAbErcfN1ZKa3+QMBZKa04vVecnpeYf977owIj8ffxFg8+r063zNL4Kq+tEbWzv42xN2uk03w93bKl5vljOv1MhmpMeeyd8E6zcxOXtzG/jrf2CT2e+DpBokz7dLKi84X9/efqej/XTbAFRpx+hvaMMacZSOMqh5YxIkV+xnJtjmN/lk4cl16W/Ugy+4zk4821AKW0RlDCjBHbRVmzTFV6GSPOAyr2pntOMz+K3KEeCL6BoHr9Afn86ZXS8hYXaeWZM7S3wxeVPTKczIBLqPlgenf4N0WV0kq8j3nyb5702ZsI5mrpk1VLj9K1C49wdFeC+Rl2jmCPkeFmXnhL3Hw9/kIzWcbIQMB5Wv1Iiq19HZsFk4yZBSYV1oXYdJUUu3XchBpt2hEqY5TOQm7auHLt6/KlWUor6PjOzMH7pS6REeuXl71f/YFgxgLSkjRpTLneOdhrNcZ1Gmir8BarvKRIPf2BUR8YaawpVXNNqXYf6iuoiwk1pdEXGgmMAEiH0x4j8cqklqYspRV9E5WZ4SaFskfqKkoG9eNwckOZ1fPQHy9wk3i/kpgbdPodZolGzhMifT+SltLyhM7/eqLG5+zGC6uU1oCRch+P7YYQ01BuNDqysUrP/Wu/43OLkuIiSQPWnKVTEmsgqg9c6jHWloX+pu0NB/8zeT5dOyhjZAg3ocSMb0xF6DUTZdkn+3631sSDmq+nd3NiPrCfQ2eq32Sha44KjDgN6nlVW+5Re4/f8blxbXmJVU5PSi/7wwyMJAp6Z0vstb0TxyX+u5htnzl9mrzF7rR6pgK5gt/uIyQYjJxsxZ4s2O/s6faZd3876TEyuPl6qhMRe1p4bONBJ/v19jtv2m735cWz9e1/m5OxAIJ50tbbH5AR/mPoNONhfKXXOnFOmuYe00gwVePBXOE0VXNQKa08PKk17+JPlDGS6OckcudTnFJawdycZzO7IdJgklJaQzHUMkbTxoX6jKTTK8RvK9Pg5MJAVGAkzYwRKdQgM5NBEUmaXFce9XU634fmgr2AYgFDZmaNFNKiu6Ys+kLOWAIjANLgS1ZKK07vinR6jMRe9LVfeJ42rkIul2tQPw4zSyXZeVO8jBEnAZXYNYbTrH57bxJHpbRKos8dJSngsPyRvZSWebNGorVC/Obr6Z9Pm+W0nJ6rmmuZnjSyOKJ6jKRRttQ8h9nd3pvWGIdiUMaIwxOn+qjsXFfMc6EbA83ATqxIpYvBx7LWTTHZJv4CL6VVSDevjKSoUloOP0OXy2X1GXH6/VTkdkXdhJNexogn7X1Ggv33ypS6cjWVJ9k4y06fNV4/+9RJUY3YgXxROCvwHGc/MUyUMSKlV6fd7BvR0x+wLug6LYvV5w9G0sgdBDjKbXdNmXdpeXOo/qWVzhz+/CTnJ6hFbpf1C9xJmrt5Evjme12SImmD+c7sZ/DOwdAJfuzdSfnA6jGSKGMkUSktK2MkcfP1XAsgWLWNh1JKyxYYGe0n+fYyRukEHaZagZF0M0bSL6UVuuCR+V43QzF5bPQZejo/J2afkdHeY0SS5k6ulZR7C7LDEVuahowRAOkwz9kq7Ocs4d+R9sBIvBvPzPWOPbMk6rVjm6/bLjxPD/99N7Nre62MkdRrrdLwzQiBYCSDI9kFZpN5TpduKa2S8PH89h6LSTNaBjeHH3DY+6PYZVhj86comRTpfWI7zhBu8DDL6Tg994ntMeKs+Xr4sw8GHWfPSJGgQ58/8zdQDb2Ulj1jJHp8ZhWHto6+uPsmu06QqD9JpEdL4ZzLUErr8NnLlqfzGZo//+msLcZWRL7n08oYCZ+j5lpQz/7elxzTkMWRAIUtt670FTD7iWHsyUJUYKTf+d365l1JZk+IeK8dy7wg2h8Iqtc8loM7istsTdvNcl/pZIxkmvl5vdcVuuvF5UqvFFRzuJxWssVE7KLlxe0HJEnvm1qX/oBzkPkZbg83yp06tiKbwxkSs7bo/q74dz8lKjlnZl/E3vlk3yfXTpTM8ZgNNNMpsUTGSIR5QVpK72T9qKZQ357YhpjxxOsj5az5euQChrXYzLGMgkl1sYER55+huWDPoT8lWfP+aaG/I/kYkE6kpjS6WisZIxhtnn76aZ133nlqbm6Wy+XS2rVro553uVxx//v2t79tbTN16tRBz3/rW98a4XeSHebF+4ljIn9nzJ5Z5lpEsjVStwdG4vTSsIsEEUJ/s+wZbmZGqH3tIw3uSxKPeZNRaIzRQY6kGSMxgQTzvadaa5XYM0YcZDtYpb4G7D1GnJ2XmEPpH3DSfN0V9T6koWWMHDexRtLgwEAisT1GnJwbW30GB4y0xmgPOthfJxOqSotlH1K6ZUulweePkcBIojVTksBIUfwbysxASTpNr3NddPP1wnlfI2nCEEppSdLxE2slpXduPK7KljGSxprE/Nvi9HfNSLH/rH94bnMWRwIUNnqMjBD7iWHsiYnb7ZKnyCV/wLDKGDm5WGneDdXRG8mSSBUMsJdVOtTrvMm2ddeU3958PXdODsyFiNkfY+b4yrQu+DbVlEk66KiUlnlh84VwYMS8oJXvzIuwZobElHE5nKuZQF2qjJFEPUZstXJbD/Vp+75uLZgxNvRYGo0YR9Kg5utpfL+X2X4P5GPJtOHUVFOqhmqv2jp8aQW/PjhrvL77b3N00tQxKbe1/142A1nplOAKXYTIzYaWk2Iau6dzYcAKjOTWW8qK4yfW6s6Pn6jp4/MvIJ1IcZFbld5i67xmbGVmeowBuaq7u1tz5szRZZddposuumjQ83v27In6+qGHHtLll1+u5cuXRz2+evVqXXHFFdbXVVVVGg3MtdOEMWV6o61TUigY//b+nqiMkf44fx9T9RixygJbGSORC2/Tx1dKGlyOy0mwwhvz977SW+woQ7/EdnFeSidjxFYGKpj6BooSKzCSfsDC3nw9VcmpSAnRwZkp6QRGjmmu0U8+caKVpZvK0DJG7KW0nGeJxwZGMpkl4Xa7NKa8xFrfpHOuVV/l1dv7ewadPzaGS2m1dcbPGDG/R+J9FolKaVnfFzl2M9nhsFfIIGNkaGrLPSrzFKnXH0hrHXP+Cc0yJJ0+a5zjfaIzRpz/nPzbvEkqLynOuf4YLpdLf7r6VPkGgpoxvkJvZHtAQIEiMDJC/LbU0nhNnUqK3PIHArZSWk56jIR+2XfYM0ZS/AHwFrutplRmYMR+d1Mi0Rkj5sIgh0ppxZy0mXcYOXXBCc16dfchnXHk+ITbFNtOnPv8Af39nUOSpPcXSMZI7EJvSl3+XaAzM0YO9PgVDBqDftZSldIaCBr6zwf+riffeE/3XPo+nTm7PtIsMsfuEjIXJebdkOmV0or86s+1C+0jzeVy6fLTpumBl9+Nyh5Jxe12afm8iY62jVcu0cniymu7gGE1X8+x+YrtMZLOYnjZcU16dtt7Orauc7iHlZfOPb4p20MYdjVlHiswQiktjDZLly7V0qVLEz7f2NgY9fUf//hHnXnmmZo+fXrU41VVVYO2HQ3MgMLsxio9u22fpowtV0X4/MV+w9lQeozE7hMvY8TqMRLOsI/X5D1WqLeXW76BoLVeivR0TLxuii091e/wAr29yXl/TBZMPObaLbpHi7PyUebphz8QTDk+ewlR08AQb/BYcqzzv43e2MCIo7Kl5hogkgnjZIxmjw5TptcJteWeSGAkjXOt8VZgJHp89eGMkUO9A+rzBwb1pOyPk4llsq+b7KzgV46dqx4O+/svpPc1klwul46dUK0X3z6oxjT6T3iK3PqIw7WWaWzl0HqMlJUUpX2skWJmzvj9/uQbAhgyAiMjJNXJdEmxW939AXX5nN/9XWpljPjD+8QPuti5XC6VeYrU3R+IBEYcZYzYe4yES2k5CKiMlNiL+sdPSC8wcvZRDTr7qOR1G+0nzn/b1a7+QFDjq7yaMjb/MiviGRQYycP3ZV54CwQNtff6B12IS1RmwAwyBIJBvdMeunPqNy/s1Jmz63O2t8OgHiNpnPyVx6nXPZpd+YEZuvIDMzL2+vZFVY8/jcV6nObruZbGX1dRooqS0N8UKb0A3cnTx+qR/zhN69aty9TwkGW15R69G25MSyktILG2tjb95S9/0S9+8YtBz33rW9/SLbfcosmTJ+vjH/+4rr32WhUXJ17C+Xw++XyR8jgdHR2SQhdVsnFhxTxmusfuCwck6is9+tPKBaopK9Y3HwrdL9vji7wX89zOZQSsx0rcRni7gbjHNbM33S5Dfr9flbY1zYQaj/x+v7zhAENXX+hYvf2hi9KeIlfS92IGRrp6fPJXFKs/XLbKrWDC/VyGWUIr9B56faHtit3JPzfzT25f/4B8/tDnVeRKvE+RKxh+/5HPZSDO5xfL7/dbx/L5A/KFt3MnOJb1fgKR92yOz63MXeAzz43Nm1DcMlIey6XQ90qfP9KzU8HEn4WptiymAoQr9bEOR60teOfkfZnMv72x+5QVGfK4DfmDLr1zoEtTYm50Mb9vi+K8ryJXuNdPf/TvlH3h7BOXCugirmHI5ZIMI7Pfu8NlqL9vM+3Oj83Rvs5+NVZ5Mjq2urLI30bDwc9xPsnVucXQMaeZlc7nSmBkhKRKo45tHp5WYKTPDIw4uyBVFr6I1d7jTzomu3Jbrd5cLKUV+x6OC0fWh1OxdVeWESmjNbVOLldhXFiO/QxjmyrnA0+RW+XFhnoGXNrf5UsYGBmcMRLpMWLe3fz4P/Zqf5dPgRzt7TCox0g6afXVXjXXlGp8lbdgvn9zmdvtUrHbpYGgYWX4OGrabm++bt7FmGOBLJfLpUl15fpHayjrI9fGh+yyl6epqyQwAiTyi1/8QlVVVYNKbn3xi1/UiSeeqLq6Oj333HNatWqV9uzZo+9973sJX2vNmjW6+eabBz2+fv16lZdn79yupaUlre3f2eOW5NY/Xn9NY/aHzsX2hh/7+2uva137a5Ikn79IkkvPPvWkasNVVF7f75JUpN1798UNvu/YGXqdN//5D63r3Kq+AamiuEj1ZdKTj66XJL0b3mbrP/+ldf5t+lv4Nbs7DyUP6AdC43n0yac0sULadyD09d9e3qT+7YN72UnSO92SVKzO7l6tW7dOr78TOlbru+9o3bqdCQ+1593QGF/d+g/5Ai5Jbu16+22tW/dW3O3/0R563f0HIu/hQHtofJteekndb8YfnxS5GL6nba9e621LOr623tD76en1Wcd59d3Qsdtad2vduncSHudwtB8IfR6dvT5JLm1/619at25b0n3e3BMa185d78jnd0ly6ZmnntSYFNUfA0HJpSIZCn0uO7e/pXXr3hyOtxGXrzP03iTpH1tf07oDrzrar2d/aL/97+0d9H1bU1KkfX3SH9c/qZnV0fuZ3xcvv/SiurZFf190dYaee/6FF9UZfu65Npd+/5ZbkkuB/Tu0bt3bab/HXFXsKpLfcKl1z7tat25XtofjSLq/b0dK8p/Gw/duW+jnWZJe3Pi89m/N8AGzIFfnFkPHnGZGT0+P420JjIyQVLViBwdGnJTSMpuvOw+mSJGyWFaPEQcBjjJP6FslV0tp2cdS5Hbp6KbqJFsPjfn5DgSDeuHtwuovIkV/hnUVJaouzc8mwFUeqWdAeq/Lp1kN0XW4E6WFRzJGDCv9fiBoaO2W3fJbjQRz64KvGcwZSu8Jb3GRHv/SGVzEHkElxW4N9EfKJTrqMRJVSst53euRNtkWGMnF8SF77OVpKKUFJPbzn/9cl1xyiUpLo8uMXHfddda/jz/+eJWUlOizn/2s1qxZI683/pXbVatWRe3X0dGhSZMmadGiRaquHv7z41T8fr9aWlp0zjnnyONxfm75+72bpIP7ddLcOVp2Qqjp7MY/v66N772j6TOO0LKzZsgwDP3HhtAFhcXnnG31Mqrctk8//+fLKqus1rJlCwa99l8ObZH279Wc447VsvdPCu2/eEDeYrd148LbT76lR999Uw0TJmnZsmMU/Pse6Z+vqH5cnZYte1/CcX/7H8+o42Cv3nfyKZo7qVZ3vPlXqbtbpy6Yr5Onx183bNvbpW///Tm5PSVatuxMvfHom9KutzRj2hQtW3ZUwmNt+ss/9FzbTk2bPjOUublnp46cNUPLzpkVd/txbx/QXVtfkre8QsuWnSZJofH1hMY3P8G6xu/3a/NvHpUk1YwZq+nTxki73tL0qfHHt+tgj7655VkZ7iItW7ZYkrTzqbeknW9qyqTQ55kJD7Zv0db2veoPhs6xjjryCC07Y3rSfQ5s3Kk/vP0PjW9oUnB/myRp0cKzB/UQiefrrz6hA92h9fTsI2Zp2VmZyz5+2veqXj24W5J0wvHHa9m8CY722/HUW3q69U1NbG7SsmVzrMf9fr/ueO1x7euTph09V8tiynl+941npN5enX7KyZo3Jbqf3j3vbNSu7kM6Ye48nXN0ve7dsEO/2xDK5vr4+yfqxnOPSlnFIp98bfPj8vcNaOrkzH3vDpeh/r4tFN5/7NVv39oiSTrt1FN0wqTarI5nOI32uS1EzGlmmRnTThAYGSHJ6nTaHx9S8/U+5wEOSaryeiT1am+HL+mYoo5VEtrGDKZIuVVKy/7eZ9VXWsGf4WQGq/r8Ab0S7i/yvgLpLyJFZwDlYxktU5UndKfa/q7BDdj9CWoim3PrDwTVHS7dIEn3v7QrZYPJbIkdT7oXpGNrCSOzSord6ukPWKXP0usxEoj0usmx70Mp1AzXlIvjQ/bUlEWCIWPKCYwA8TzzzDN644039Lvf/S7ltvPnz9fAwIDefvttHXnkkXG38Xq9cYMmHo8nqwvvdI9v3phS5i2x9isrCf3fb4Rez97cu8zrtbarLA39vukbCMY9prlbeUlkTLUx21WWma9hyOPxKBi+W9/rKU76Psz12YDhCo3Reh+J33+5N3SsgUDoWGZP69KS5McqDfdcGTBk7eNNsk9Faej7oj98HMm+X/L5MU8zB4KGAkbob32JpyjuPuXh7z+/7Tjm55don+EwMaYcVEmKuZKkUvN7KmDICH8W9u+5ZOqrSq3ASLLPfTiMrYwETVN9X9iddVSjfvPiO1p4dOOgfWpKDEku7ev2D3rOLOFaXjr4s7D65bjd+tmzO/TtR0JBkSs/MF2rls4uuGx0r6dI6huQpzhz37vDLdu/77OlsTbSI7W0xNnPcb4ZrXNbyJjTzEjnM82dK9sFLlEJH1NJ+G59K2PEQZDDar7eG9rHSYBDkibVlUmStu/rTjomO7NZc3tP5GJzrpbSOi7N/iJOmRee3znYq+7+gDxFLh3ZWJVir/xhD3TF1pnNJ5We0In8vi7foOd8CZqvm9kgnX0D1qKo2O3SP1o7dTBccs5J6aORFNtrwmlgFNlh/v6INF93UEorPKdm+S0p90q6SdEN2DPdfBT5xSylVVPmIZsISODuu+/WvHnzNGfOnJTbbtmyRW63W/X19SMwsuyKd85mZVL6Q8/ZAyP2puPmDVJ9/fGbr5sljpM1KjcDHGYmsVUWOcXvMvPGE2uMCc497cx1ny8Q6c0hpb7pxSq5ORBMWZ3Avr0vTvP6VDdsRJqvG1YWa8Ib/orNLHtDwfC2A8HMlwQ9Zca4qK+d3NRkfl49tu8Vpzd52LNKMp2FbS9Nmc6a5NgJNdqw6mwtj9NYuib8km0dg9dMycqAm+umjW/tt4Ii/3H2rIIMikiRax6cx+Q+ez+7XKv2ACB3kTEyQlJmjFiltAJJt7OL7THi9MLo1LGhSHqqvid25uLgoC0w4jQQMxLsQZrjJ2YmMGKe8O4ON5JtrCktqD+41t0/kqaMrUiyZW6rCp/kx88Yib9oNC/mmhlRLpd04/nH6NaH/mFlcVV6c+vXZexijzI1uc38fRnpMeK8lJb5d8HpfiPNHhjJpb8LyD6zWSyN1zEadXV16c03Iz0Htm/fri1btqiurk6TJ0+WFErzv//++/Xd73530P4bNmzQxo0bdeaZZ6qqqkobNmzQtddeq0984hMaM2bMoO0LTX+cgIJ5vt8fCP1d9A9Eeh/Yz+3MNVKfLQAQ77WTXeg0+yuavdwi40n+d9ie7Rkaq4PAiC1z2TCMlDfUmUqsz8Ow7vBPFgwwb4Ly+SPnFQGHpTqLrcBI0PosEp2T2MfQHwiq1F1kBVMyeQPF/Ol1crukoO0mp1TMsfbaPhOnF8CjAiMZPv+ps2VdeoZp/VnjDX1QrR19g57zJfkZMef99T2hMiWnzxqna885YljGlIvMn7NCWvcXqnGV9p9J5guAM7l1pa+ApbozqdIbOvne1x26Y8PJHS4N1aFf/OYd7k5L/cQ21U6n+bp597y32J1Td4QUu11yuUKfRSYar0uRu7nMk+2mmrKMHCdbCqeUVuKMEX+Cu/3ME10zMFJRUqxPnjxFHzlxota/3qpit9tRreGRZD85nz+tTh97/+QsjgapmD9fPVYpLecZIz228m65eJJPKS0kYt7hSuAWo9FLL72kM8880/ra7PuxYsUK3XvvvZKk3/72tzIMQx/72McG7e/1evXb3/5WN910k3w+n6ZNm6Zrr702qn9IIesfGHyzWGzGSL8tY8R+Edy8oas3RcZIsmC+mXVi/g1OdZObyQrKhMeY7AKzyXxNwwgFKpwEbuzP9w8EHWWZWBkmAXvGiLNeekVuw9rXzP5IdCz74/5AUKWeIqs0bSbPE6pLPTp+Yq227GoPHyv1uZYn5sYVyXn2h31tkOmSu7W2wMhwBWFqwi/ZdihxYCTe97v5+Zg3oTVWlw7appCYfTjpzZj7ykqKVF1arI6+AevvAACkQmBkhKQ6wW0OX2R/50Bv0u3s5k4aowm1ZXo3nMGQbsaIyckdvmZgxCyllUtltCTJ5XLpQ8c3q62jT8c0Z6axZGwJm+aawjoJjCqllccZI5XhjJF9cTJG4t19KEUWM+bdbBXhQGVZSZEuOMFZc8ORdvqscfrfTe/ow3Mn6D/OnpVzpb4QzQpy+NLIGDHLb+V4Ka2JY8pU5HYpEDToXYMoC6aP05Sx5TpvTnO2hwKMuDPOOEOGYSTd5sorr9SVV14Z97kTTzxRzz//fCaGlhfiZVqYFyjNi7bmBfqSougbtsy/Rb3+gAzDGHQzl5VBnGQ9U16SoJRWijWQWerYzDRJdFOOXXQgwbCCFanWaOZY/IFIKa1k54NWxshA0PpcIkGO5Ocl9owRM1Mn0XrVPu5+a67MjJHMXlw+deZYKzDiJFhhjseeMeI0M2B8pT0wktnzszFRpbSG5zOsLYmfMdLtG7DmLd6NDWY5X/MmtJqywq6Nb1734Oaf/PCNDx+nt/d1R924BQDJEBgZIalOcCeMCQVGnNaUlSS326Xl8ybq9se2Od5Hii57IjkLclSHT3j2tIdOnLw5ePHrjo/Nzejrx55cN9cWWsaIvZRW/p5IVFmBkeiMkWAwUhM5di5jF0AVOVY2K555U+r07FfPyvYw4FCk3IXzGttWlkm4nJvbFfq9n2tKPUW6+fxjdKjXT2YAokweW66nvnxm6g0BIIZ5YdYbr5TWgNm/I/55nZntIYWCALFBe3O/pBkjnkSltJKvm2KDN/HeRyz7Gq7fVqoqZSmt8PvuHwhapbRKkpXSCo/NMEJr05JilwJWxkiKUlrhp/sHgvKnCKa43S4Vu10aCEaCPOb4Mh8YGac7n/iXpNTvSYoEx8wAmKfI5bgqQr0tUyLT72tMhb2U1vBmjOzt8EUFEM1MkFKP2woQ2pnvtaMvdH5q739SiCKltHLv5iQMxs04ANLFb/cRkqpW7ISYi+xOsz+Wnxi5m91pbffm2rKoE1n7BfFEjmkO9e3oDF+gy7WMkZEQe1dZU8EFRkLvr6KkKK/rwZultFoP9UXdqWku4qTBcxlb1qiiJPcDI8gv9TGl2Jxk+Ji/m80+N7mcFfSJk6do5Zkzsz0MAECBiBccsEppxfTviP37WGrbJ145LSfZH2UJMkZS3YjmtWWMDASCVgneZPvZ12X+gLOyWPbxO93Hvn4zt/c7bIoe1Xw9kLpfiH1ski1jJMPnMidOjvTf2bG/O+X2ZpChN1wyLZ0+EiOZMWIPPgxX2a7q8Ev2B4JWuWwpUtp7bIU3bpCoKOb4NeX5u250wmq+noM3JwEADl/uXmUpMKnq0sYGRpye8EwZW6H3T6sLvbbDYEWR26VJY2zNch3sN31cRVSarNNjFZJCL6U1u6lKp80cpys/MCOn+sekq6ksdIdTa0ef/vbOIevxflsDzkQ9RkxmKS1guHzwiPFRXzu5s7Ak9i5GFmQAgFEi3trJG5N96U8QDCguclv72Uskxb528ubroZtkzMCK32EWh5md4hsIWtkSqfZzuVxRDdgj7yv5332rx0jUPql7jEiRBuxOm69bgZGBoKNSZObrWWXPwvtkuoF1qadIk+pC6+r508am3D62+Xo62RjRzdcz3GOkbPh7jBS7pbqK0Pq+1dZnxMwYGVcZP+ARez5aW/CltEI/07EBIQBAYRh9V7ezJNVdPGYpLVM6d5188uQpkpRWHUV7qSQnQQ6326UTJtVaXzvJMik0nuLok6FCLKX1P5+Zr/9YOCvbQzkspcXSoqMaJEn3v7TLejxqcTpoAR09t5V5UEoL+eXM2fVRX6cTGOnOg4wRAACGU9IeI/7owEi88lFmr4+4gREHgQezlFZPuE+JuY83VcZIcSRjJOqmnBTrLXPt5x8wnJfSspUWM89zk70nt9tlnQObfUacNl+3SmkFbMdKso/1fsKfWyBBOdtM+PPVp+n/rlqgU2c6CIyE35iZ2ZNOgKO+2hYYyXCZpZJit7U+Gc7PsKEqdKNfm63PiFmOeFylN+4+sSWlCr2UltVjhBuUAKAgcZVlhKQ6wW2MyT5IJzBy3pxmrV15qlYtne14H3tzbacluOZOrrX+PRpLacWe8DbXFFZgpJAsPzFUW/RPf9s9qPllsds1qE9D7IluPvQYQX6ZOKZcRzRUWl87+R0/Jlya4EBPf3gfFmQAgMIXtPWmiNdjxMxCSJa5YJbCildKy9wv2XrG3D8QHouTLBMpkjHS5w/KFwgd2+VKfVHV3ovMScN2+1j6A0ErI8Np+a3+gaAVrAjt57SUlrPsFG9MKS1/0Fkvk+FQW16ieVPqHGXAj69Mv9SpqcpbHCmzNALnaHMm1ajMU6SJY4avF6R5s+Trezqsx/aHAyNjE2SMxH4v27NZCtFRTVWSpFkNVVkeCQAgE0bf1e0s8aUIjHiLi6Jq0DsNVphOmFSrqlLnd2ukmzEiRddsHY2BEfuclJcUqbqMi+e56uRpdWquKVVn34DWv94mKXnZhNigVzk9RpABZx4ZyRpxUkpiVjiQYrbKyfTdiAAA5AIzO0OKzRiJab4eSFwGKrZ5up3fUSmtSHZ8b3/AUV8S+xh9A4Go8aW6SG/PsOg3G6k7zBix75OyB4otuDRgC4ykCgiYifNBI/KZJsuu8Ngaw0v2zzy3bvKYVFeu4ybUWF+nU7bU5XJZ5bRGIqv33k+/X8+vOlt1w9gLcv600Pr+r2/usx7bFy6lNTZBxkjsvNcUeCmtlWfO1KbrF0adxwMACgdXWUZIly/U0KyqNPEFV3s5rUyfNA4lMDLHXkrLM/pKadlPAptry/K6D0ehc7tdWj5voiTpgZffkZS8bEJszdhKeowgA+zltNwOfn+MrSjRGFt5gkzXrwYAIBckDIx4opuv27OBY5mZG8lKaSVbA3mK3Nbr9vgHHJe3smeMmPukKr8lRW7A8geCjrNTzH36bX0/Up0r2AM3UYGRFAEB+6mxWWop2Y18sdksL+04IEmanEbp55Fy/pxm69/pBjiWHdekxupSHdNcPdzDGsRT5FbNMJetWjA9VG7spR0HrYBXqlJasd8rwz2mXONyuRIGiQAA+Y/AyAjp6A3ViK9OktVh71mRrJndcIgqpeXwWDVlHs2sD93BPBozRuyLk6YCa7xeiBYd3ShJ2rKrPVQb2lrQDg56UEoLI2HelEjWXcAwkmwZ4nK5NKs+krZPbWMAwGgQ1ZvDdv5dUhRpbC7ZeowkKaXV5w9GPW7vq5Eq8GAvx+U4MGL2GBlwvk9oLPGarzvNGDGsUlqpqg7YS2kN2AJQqc4xit2hGzYk6Z2DvaHHkjV6t41tw1v7ta+rX2PKPTp15rikx8mGD81psv79XqcvrX3/a9lR2rDqrIRBhFw3fVy5Gqq96h8IatOOg5JSN1+3l0Nzu0IlxQAAyFej7+p2lhzqDWWMVCdJNZ1oD4xkOB134pgymTcsp1O268Rwn5HRGRiJLBgmFFjj9UI0s75SLpfU3uPX/u7+pA06Y8sa0XwdmeApcuv2j83VJ06erFNmpG4IKkXKaUk0XwcAjA5WQCGmBJWZMWI+3z+QupRWbMaIGRRJtJ+dWU6rx1ZKK2WpKk+kQbzTzA/7Nj5b9ofThu3RzddTldKKBJfsGSNOSnw2hJuNm4Gp5KW0ImP705bdkqSlxzVlfI07FE22vpHxMoxSyecqAi6XS6fOCAWrzHJa+7vDPUYq4gd77GvimjLPoN6NAADkk9w7MylQHX3hwIjDUlrp9hhJl7e4SPMmj1FFSZEmpdHAbeFRDZKk2Y2jr/lYdMYIgZFcV2b73t7W1pW0QaeHHiMYIefPadbXLzzO8YWBWfW2wAgLTwDAKJAo0yJh8/U4F+jNoEZH+OY067VtWRKpbvQyzwd7/QFHDdslqdRW7stpXxLJ3mPEiAoMJVNiK1fV77SUlm18A+FgSrHb5ejivr0fZqrxme+52zegh19rlSRdYCtZlWsuPWVqtoeQNaeEs3j++q/9kiI9RsZVJcoYiXyv1JYXduN1AEDh4+rfCOlwkDHSXDNyGSOSdN8VJ6u3P5BWXdBFxzTqhf/vbI3P03Thw2FfaDTVUkorH8yqr9TOAz16c2+nZoQvMMdbxMX2GKmgxwhyxKyGSBA6F++yBABguCUKKJTY+mNI0kAwcUbGjPGVenTrXm3d0xH1uN9WpivV31WzX0iPvZRWqn2KI03f0yqlZZaesmWMeIqTBytKiiMNzt0OKwHY+5KYn5/THmYN1dHrn2Q3bJjHaXm9TZ19A2qqKdX7ptY5Ok42rFo2W6WeIp2Wg6W+Mu3UmaEs5lfeadfB7n4d7Ak3X0+QMWKf90JvvA4AKHxcZRkhHX2pe4yMZPN1KXSSPpRmafVVpXmdMjxU9qwCSmnlB/Oi8j/bupKWGIhd2FFKC7kiKmOE5usAgFEgURDCLAPlDxgKBg35w6W04gUDjp9YK0n6+zuHol87HHRwu1KXjyqP02MkdSmtSFaL0/JbUqTUqz8QtDJiUgc5QuNLq5SWbXyRjBFnlwTMUlqmZD0xzbVsy9Y2SdK5xzXldMklb3GR/nPpbJ02a/QFRppqyjR9XIWChrT+9VYZhuRySWMSXCewl3YlMAIAyHcERkZIJGPEWSmtTDdfR/rcbpd1kk/z9fxgXlTetrfTukMw3s9W7MKY5uvIFeOrvNaiM7bkGwAAhciXopSWlLp81JxJNZKkrXs61GfrG5FOFocVGPEPqD8cREjdfD2SMeJPq/l6pCxW+s3XnZfSKrH1Mkk3Y6QxNjCS5LzE3uRdks6aXe/oGMiOuZPHSJIe27pXklRXXpKwt110KS0CIwCA/MZVlhES6TGS+OShutSjqvAF2Uz3GMHQfPYDM/SReRM1bVxFtocCB8zG1W/u7bIWjF4HGSMV9BhBjnC5XFaAj4wRAMBokCh4Yf/a508eQJhQW6axFSUaCBpR5bScBh2k2FJagbhjimU1X7dljMQ794xl7zFiZn+k6mdi3rA1EHTelyRe83WnPcxie4wkK/Vl/3xLit06ccoYR8dAdpwQDiQ+G27APrYyce8Q+/dLLRkjAIA8x9X3EeAbCKjPHzpZTdZjRJKOmxg6KaFUU2760uIj9Z1/mzMqS4nloxnjQxeU93X1q62jT1L8RZzL5Yq6+4keI8glZoAv0Z17AAAUEqvHSMzfvWK3y+ql4QtEGqLHCwa4XC7NmVQrSfrbrvZBr50q6CDFlNJyGFAxX9feYyRVrxD76/b5AwoEnZXFihekcVxKyx8YQimt2B4jSTJGbOM4acoYK8iE3GSWnuvpDwUAE/UXkWJKadF8HQCQ57jKMgI6w/1FXC5ZGSGJ3PWJeXr0ug9oKhkJwGGr8BZbQcbXd4fuFkx0J509MEKPEeSSWfWhXjlOLuIAAJDvEmWMuFyuSAN2f+q+GseHbziz9xkx+5I4yRiJ12Mk1d9iMwDQ5w8mDPDEYzZS7+kfsB5LVVo53ntItU9JnJJdzpuvR18sT/a+7HN36ihsaJ5vZjdVRc0nGSMAgNGCqywjwOwvUuktTtl0rqbMo5nhi2AADp95t/2mnQclJV4IF0dljBAYQe64cO4Efej4Jn36lKnZHgoAABmXrA+IvRSUVRYrQUaGmTGy5Z32yGsHQnfEp1VKyx+wgjApS2mZgZuBQFr9TMzxdPsi/VBSN19PXR520Pg8kcBSIM1SWrVlnqj3kiygYv98T5kx1tHrI3u8xUU6qilyDWJcZeKMEXqMAAAKCYGREdARzhip4Y4KYMQd0RA6yX/rvW5J0uym6rjb2U/yy0j3Rw6pqyjRjz5+ok7hjksAwChgBi/iZWd4bU29rYyHBCWd5oTLA731XrcOhW9U6x9wFuCQ4meMpApW2DNGIk3kU59XlliBEVvGSIpMDrfbpdNs5wbvmzomZUZLdGApHBhxWKrT5XJFZY0kCy6Zz1V5i3XchBpHr4/sMgOJkjQuScaI/fuSwAgAIN9xW/QIMDNGkjVeB5AZZmBEklYsmKKVZ86Iu525gKsoKUqZ2QUAAIDMSBaEKLFlZKTK4qirKNGkujLtOtCrV989pFNnjkur+Xp5SWipbA+MpCpVVeqJPG8GOVIFOOyv291vZrS4HPU0/NXl71dn+DhV3uKU+5TYAkvpZoxIUmN1qXYd6LXGmIiZmTJ/+lh6pOWJUJ+RHZKksUkzRmw9RrjxEwCQ5wiMjICOvnBgpIyPGxhpy45r1KvvHtKCGWO1+JjGhNuZGSOU0QIAAMie5KW0Ihf2rWBFkgv0M8ZXateBXu060BP92g6CFfZSWk77hXht2SGd4TWgkx5hsRkjTvqSSKEsjnRuvrOX+vIH0+sxIkU3YE8WXDrn6AY9/c/3dNmpUx2/NrLrhEmRzJ5kpbTsgbSaMpqvAwDyG1cAR0BHb+gEl4wRYOSVlxTrpvOPSbmdeZJP43UAAIDs8aXbYyTJBfrG8IX81o4+SbL2cVJKqyJcSqu9p996LNV+niKX3C4paEidfc6DHGZwx8oycTC+obB/fgNmKa0EpcjiabQFRpIFVE6cPEZ/+eLpQxwlsmH6uEpVeYvV6RvQ+KokgRFKaQEACghXAEdAJGOEEwcgV5kZI+Ve+osAAABki89RKa3Ihf1kgREzw6EtHBjpT6OUlnlx+J2DvZHjp9jP5XKp1FOknv6AtQZ0ciyr+Xp/ehkj6YoupWX2aBlixkgaARXkPrfbpRvPP0Z/29WetC9MdMYI1zcAAPmNwMgIOESPESDnmSf5FSX8WgQAAMgWp6W0IhkjiS/sRwIjvqjXdhKsaK4tkySrDFeiMcUqCwdG2nv8jvexAiO+QNTXw80bp0dLWqW0akKfZ5HbRU++AvSReRP1kXkTk25j9hip9BZn7PsUAICRwl+yEWA1X6fHCJCzzMaQlNICAADInv4k5a68HrMUVMBR9kdjTSjro/WQWUorecN2u+aaUGBkINykvMjtsjKMk6kPB2N27O9xfKyS4piMkYyV0rJl3ASdB4lMZimtdLJMUFjMuSdbBABQCAiMjICOPnqMALmu2CqlRWAEAAAgW5JljJglppz2GBlUSmsgEPU6yVSXFVt9RpzuI0kTakPH3H2oN+X4TGXhgM++Tl9ax0qXvZSWWYrMSbDHNHVcuYrcrqQ9KFDYzLmfVFeW5ZEAAHD4uAI4AiIZIwRGgFxVZDVfp8cIAABAtpiBEW+c4IDXYy+lFc7+cNB8fX93f1T5KCcZGS6XS821Zdq2t0tS8pJddk3hTBPDCI/ZwbFm1ldKitxQ5ynOTEZGVPP1YPrN1+urSvWbK07WGJpuj1rHNFfr3k+/T7MaqrI9FAAADhuBkRFgNV8v5eMGchU9RgAAALLPSY+RUJAjnDGSJIgwprxEniKX/AFD73X6bOW3nAUe7IGRkmJnN8+YvUlMToIwRzZGX2QeiR4jkcBIekGY90+rG/ZxIX+4XC6dcWR9tocBAMCwoJTWCCBjBMh9ZsZIBaW0AAAAsiZpjxHzwr7fWSktt9ul+qpIOa10mq9L0UEOJ5kfoX1Ko752cqz6Kq9qbVkYmSql5Y0qpRX6LNJpvg4AAFBI0jrjuuuuu3T88cerurpa1dXVWrBggR566CHr+b6+Pq1cuVJjx45VZWWlli9frra2tqjX2Llzp84991yVl5ervr5eX/7ylzUwMDA87yZH0WMEyH1m8/UKSmkBAABkjZUxEq+UVjhroz8QKaWVqhRUY00oUNF6yGcFU5w2N2+uiQQ5nGaZTIjNGHEQ5HC5XDrSVpooY83XPbbm6+HPL1PZKQAAALkurbOgiRMn6lvf+pY2bdqkl156SWeddZYuuOACvfbaa5Kka6+9Vn/+8591//3366mnntLu3bt10UUXWfsHAgGde+656u/v13PPPadf/OIXuvfee3XDDTcM77vKMZGMEe5EB3JVMRkjAAAAWeezSmkNvlklUgoqaAtyJA9YmH1GWjv6IvsMIWPEabCiaQiltKToclqZClaUFIV7jPgjPUbSab4OAABQSNK6AnjeeedFff2Nb3xDd911l55//nlNnDhRd999t+677z6dddZZkqR77rlHRx11lJ5//nmdfPLJWr9+vV5//XU9+uijamho0AknnKBbbrlFX/3qV3XTTTeppKRk+N5ZjujzB6yTe0ppAbnLvJtwcl15lkcCAAAweiUrpVVildIKOC6L1RAOjOw9zFJaTgMcDVVeuV1SOO4wpMBIxkppmc3rA5FSWk4zYQAAAArNkG+NDgQCuv/++9Xd3a0FCxZo06ZN8vv9WrhwobXN7NmzNXnyZG3YsEEnn3yyNmzYoOOOO04NDQ3WNosXL9ZVV12l1157TXPnzo17LJ/PJ5/PZ33d0dEhSfL7/fL7/UN9C0NmHtPJsQ92hcbtcklel5GV8SK+dOYR+eFw5vT6pUfoI3ObddKUGr4ncgg/p4WN+S08zGlm8bliNOgfCEhK3mMkVErLaWDEKymUMVJeUpzwteOxl8VyGkwpLnKrsbpUuw/1hY7lcL/Z9oyRTJXSsgWW/EFnpcgAAAAKVdqBkVdeeUULFixQX1+fKisr9Yc//EFHH320tmzZopKSEtXW1kZt39DQoNbWVklSa2trVFDEfN58LpE1a9bo5ptvHvT4+vXrVV6evbu7W1paUm7T1itJxSpzG3r44YdSbY4scDKPyC+HM6cPvT6MA8Gw4ee0sDG/hYc5zYyenp5sDwHIuGQ9RkpszdfNUlCpAhaRHiN9mjim3NE+poYab+TYaWRxNNeWRQIjDoMcsxoynzFSYgssBYKhz5lSWgAAYLRKOzBy5JFHasuWLTp06JD+93//VytWrNBTTz2VibFZVq1apeuuu876uqOjQ5MmTdKiRYtUXV2d0WPH4/f71dLSonPOOUceT/LyWFt2tUtbXlBddbmWLTt9ZAYIR9KZR+QH5rTwMKeFjfktPMxpZplZ00AhM0tpeeNmjIR7ZAwE5R9wVgrKLKXV1tFn/dtp+ShvcZHGV3n1XqcvrYboTbVl0o6DkpwHRqpLPZpQW6Z323tT9k0ZKvPz8wcMW1kxAiMAAGB0SjswUlJSopkzZ0qS5s2bpxdffFE//OEP9e///u/q7+9Xe3t7VNZIW1ubGhsbJUmNjY164YUXol6vra3Nei4Rr9crr9c76HGPx5PVRbeT4/cMhP5fU5bdsSKxbH8fYfgxp4WHOS1szG/hYU4zg88Uo4GVMZKklJZvIKj+gMOMESsw4rNeO17QJZHm2jK91+lLc59S69/pNFI/srFK77b3Zqz5uv09dPeHSpYVUUoLAACMUod9FhQMBuXz+TRv3jx5PB499thj1nNvvPGGdu7cqQULFkiSFixYoFdeeUV79+61tmlpaVF1dbWOPvrowx1KTuroDdWCri5lIQsAAACMBk8//bTOO+88NTc3y+Vyae3atVHPX3rppXK5XFH/LVmyJGqbAwcO6JJLLlF1dbVqa2t1+eWXq6urawTfRXYkC4xYpbQGAmn0GAkFKXr9AR3o7ne0j92EWjPLJJ19bE3b09jv+Ik1kqSxFYNvChwO9s+0xxe6g4+MEQAAMFqllTGyatUqLV26VJMnT1ZnZ6fuu+8+Pfnkk3rkkUdUU1Ojyy+/XNddd53q6upUXV2tL3zhC1qwYIFOPvlkSdKiRYt09NFH65Of/KRuu+02tba26vrrr9fKlSvjZoQUAvPku7acwAgAAAAwGnR3d2vOnDm67LLLdNFFF8XdZsmSJbrnnnusr2PXQ5dccon27NmjlpYW+f1+ffrTn9aVV16p++67L6Njz7ZkWR1mKaj+gUjz9VSBh7KSIlWXFqujb0A7D4T69KRTFqu5pmzI+6S732dOn66pYyt09lH1jvdJR7HbJbdLChpSly8QfoyMEQAAMDqlFRjZu3evPvWpT2nPnj2qqanR8ccfr0ceeUTnnHOOJOn73/++3G63li9fLp/Pp8WLF+vHP/6xtX9RUZEefPBBXXXVVVqwYIEqKiq0YsUKrV69enjfVQ7Z2xlquldfVZiBHwAAAADRli5dqqVLlybdxuv1JiwnvHXrVj388MN68cUXddJJJ0mS7rjjDi1btkzf+c531NzcPOxjzhVmj5F4AYVybygw0tk3EMkYcdCPY/LYcr36bodaO0Jrs3SyP44LZ3FMCjdud6J5iBkjld5iXTh3guPt0+VyueQtLlKvP6D93T5JUlkJgREAADA6pRUYufvuu5M+X1paqjvvvFN33nlnwm2mTJmidevWpXPYvLa3I3TCWV9dmmJLAAAAAKPFk08+qfr6eo0ZM0ZnnXWWvv71r2vs2LGSpA0bNqi2ttYKikjSwoUL5Xa7tXHjRn34wx+O+5o+n08+n8/6uqOjQ5Lk9/vl9/sz+G7iM4+ZzrF94YwRtxEctN/YstDytbWjV/5wjxFXMJDy9d83ZYxefbfD+tqtwa+dyJKjxmvtVSfriIZKx/uMr4gss11KPb6RVFLsUq9f+tfeUFm2pmpv0vENZQ6R25jTwsS8Fi7mtvAwp5mVzueadvN1pGdvZ2hhMp6MEQAAAAAKldG66KKLNG3aNP3rX//Sf/3Xf2np0qXasGGDioqK1Nraqvr66HJKxcXFqqurU2tra8LXXbNmjW6++eZBj69fv17l5c4zHoZbS0uL4237fEWSXPrrM09pa8wSqssvScU60B1Z8D7x+GMqT7Gq9Rx0SSqyvv7b5pc18LbheEyStCONbQ1DmlhRpJ4B6YWnH1ca1bQyzhgIfb4dfaEeIzte26R1Dt5cOnOI/MCcFibmtXAxt4WHOc2Mnp4ex9sSGMkwMzBCKS0AAAAAknTxxRdb/z7uuON0/PHHa8aMGXryySd19tlnD/l1V61apeuuu876uqOjQ5MmTdKiRYtUXV19WGMeCr/fr5aWFp1zzjnyeFL3XDQMQ9c8H7pIsHjh2YNuLjMMQzdtftTKFpGkZUsWqbwk+bL2A74B/fybT2ggGNrvlJPfr1NnjE337aRl8ZKgAkFDXk9R6o1H0Le3Pq2O9j7r64vPO0c1ZYnnJt05RO5jTgsT81q4mNvCw5xmlpkx7QSBkWHS2x/Q+T96VlPHVej/fSqS8v5euMcIGSMAAAAA4pk+fbrGjRunN998U2effbYaGxu1d+/eqG0GBgZ04MCBhH1JpFDfktgm7pLk8XiyuvB2evzOPr+McMxjTGWZPHGCCg3VpXrnYK/1dXmpN2XPkDEej+ZMqtWmHQclSWUlmf88cvU6hz1QU11arHHVzjKJsv09hOHHnBYm5rVwMbeFhznNjHQ+0xxK6s1vr+0+pG17u9Tyepve3NspSRoIBLW/u1+SVF9FjxEAAAAAg73zzjvav3+/mpqaJEkLFixQe3u7Nm3aZG3z+OOPKxgMav78+dkaZsYdDJfIKvW4VVYSP9OiMaZ3Y7E7dfN1SVEZIvEau48W3uLI5zqpLnvl1QAAALJt9J4RDrNdByP1y9a9Eqr7u6+rX4YhFbldGltRkq2hAQAAABhBXV1d2rJli7Zs2SJJ2r59u7Zs2aKdO3eqq6tLX/7yl/X888/r7bff1mOPPaYLLrhAM2fO1OLFiyVJRx11lJYsWaIrrrhCL7zwgv7617/q6quv1sUXX6zm5uYsvrPM2t8dKkM8tiJxtn1DTSQwUlLklsvlLDByysxx1r9TZZgUMntQaDKBEQAAMIqN3jPCYbZzfySde90reyRJe8NltMZVlsjt8E4mAAAAAPntpZde0ty5czV37lxJ0nXXXae5c+fqhhtuUFFRkf7+97/r/PPP1xFHHKHLL79c8+bN0zPPPBNVBuvXv/61Zs+erbPPPlvLli3Taaedpp/97GfZeksj4mBPKNu+LslNZQ22TPziIudrrLmTa1UWLiNV4R29FaW9tsAIGSMAAGA0G71nhMNs54FIxsg/Wjv11ntd2tthNl6njBYAAAAwWpxxxhkyDCPh84888kjK16irq9N99903nMPKefu7QoGRMUkCI401keBROpkf3uIiff/f5+hf73Vr6tjRGxCw9xghMAIAAEYzAiPDZFc4MFJS5FZ/IKiHXm3VmPLQCX09jdcBAAAAIKkD4f6MycoQN9h6jKRbEmvJsU1DG1gBKbF9ZpPGlGVxJAAAANlFKa1hYvYYuejECZKkh17dY5XSqq8mMAIAAAAAyRwIl9IybzCLxx4YKUmjlBZCvB5KaQEAAEgERoZFnz+g1o5QEGTFKVMlSa/t7tC/3uuWJI2nlBYAAAAAJHUgXEprbGWSUlr2jJFilrPpMnuMuFzShFoyRgAAwOjFmeQweLe9V4YhVZQUaXZjlaaOLZdhSI9vbZNEKS0AAAAASMVJ8/XGmqGX0kIkMNJQVapSW78RAACA0YYzyWFgNl6fVFcul8ul902tkyR19wckERgBAAAAgFT2d6cupVXqKVJNmUeSVOymlFa6vMWhYMhkymgBAIBRjsDIMHjHFhiRpPdNq4t6vr6aUloAAAAAkMzB7tSltCSpIdzDsYRSWmkzM0Ym1lFGCwAAjG6cSQ4DM2PEvOtmfmxghIwRAAAAAEjKScaIFGnATimt9J06c5zGVXq19NimbA8FAAAgq4qzPYBCYJXSGhO662ZyXbnqq7za2+mTJI2rJDACAAAAAIn0DwTV2TcgSRqbpMeIFGnA7imilFa6PnDEeL10/cJsDwMAACDruMVmGOw80CtJmjw2lDHicrmsclp1FSWkeAMAAABAEu3hxutul6weIomYDdjJGAEAAMBQcSZ5mAzDsHqM2BvYmeW0KKMFAAAAAMnZy2i5UzRVb64NZeqXlxRlfFwAAAAoTJTSOkyHev3q9IVSvieOiQRGlh3XpAdeflfLT5yQraEBAAAAQF4wG6/XpSijJYXWWlv3dOjDc1lrAQAAYGgIjBym3e19kkJ1cEs9kTuWxlV6tXblqdkaFgAAAADkDStjxEFgpKbMo9UXHJvpIQEAAKCAUUrrMLV2hPqLmHVuAQAAAADpORjuMZKq8ToAAAAwHAiMHKY9h0IZI00ERgAAAABgSPZ3OS+lBQAAABwuAiOHqTUcGCFjBAAAAACS+/PfduvCO/+qTTsORD1+II0eIwAAAMDhIjBymCIZI2VZHgkAAAAA5LZfPb9DW3a16xP//YL++uY+6/EDPQRGAAAAMHIIjBymPYfCPUaqyRgBAAAAgGTeOdAjSer1B/Tpe1/Um3s7JUkHKKUFAACAEURg5DDRYwQAAAAAUvMNBLSnI7R+Oqa5Wv0DQf32hV2SIs3XCYwAAABgJBAYOQyGYVg9RppqKaUFAAAAAInsbu+TYUhlniJ94axZkqQH/74nFDAJr6sIjAAAAGAkEBg5DJ19A+rpD0iilBYAAAAAJLMzXEZrUl2Zzpw9XlWlxWrt6NOX7/+7DvX6Na7SqxnjK7M8SgAAAIwGBEYOQ2s4Dby23KOykqIsjwYAAAAActcuMzAyplze4iItPbZRkvSnv+2WJH3hrJkq9bCuAgAAQOYRGDkMrR0+SWSLAAAAAEAquw6aGSPlkqTz50ywnptQW6aL3z8pK+MCAADA6ENg5DC00ngdAAAAAByxMkbCgZEFM8aqvsorSfqPhbPkLSZbBAAAACOjONsDyGdmKa3GGhqvAwAAAEAyuw70SpImhwMjRW6XfvrJefpHa6c+cuLEbA4NAAAAowyBkcOw51ColBYZIwAAAACQnL35umnu5DGaO3lMtoYEAACAUYpSWochkjFCYAQAAAAAEjnU69ehXr+kUPN1AAAAIJsIjBwGeowAAAAAQGpmf5GxFSWq8FK4AAAAANlFYOQwtHaYpbToMQIAAAAAibxzMLrxOgAAAJBNBEaGKGBIXb4BSVJdRUmWRwMAAAAAuSvSX4TACAAAALKPwMgQ+QORf5d5irI3EAAAAADIcbsO9EqSJteRbQ8AAIDsIzAyRP3ByL+9xXyMAAAAAJDI2/u7JUlT6iqyPBIAAACAwMiQ+cOBEW+xW263K7uDAQAAAIAc9tZ7ocDI9PEERgAAAJB9BEaGyAyMlFJGCwAAAAAS6vMHtPtQqJTWtHEERgAAAJB9BEaGKBIY4SMEAAAAgER27O+RYUjVpcWqqyjJ9nAAAAAAAiNDZfYYofE6AAAAACS2fX+PJGn6+Eq5XJQhBgAAQPYRGBkifzB0Qk8pLQAAAAB2Tz/9tM477zw1NzfL5XJp7dq11nN+v19f/epXddxxx6miokLNzc361Kc+pd27d0e9xtSpU+VyuaL++9a3vjXC72R4vL0v3F+EMloAAADIEQRGhshqvk5gBAAAAIBNd3e35syZozvvvHPQcz09PXr55Zf1ta99TS+//LIeeOABvfHGGzr//PMHbbt69Wrt2bPH+u8LX/jCSAx/2L0VzhihvwgAAAByRXG2B5CvrB4jxcSWAAAAAEQsXbpUS5cujftcTU2NWlpaoh770Y9+pPe///3auXOnJk+ebD1eVVWlxsbGjI51JJgZI9PGExgBAABAbiAwMkRWj5ESMkYAAAAADN2hQ4fkcrlUW1sb9fi3vvUt3XLLLZo8ebI+/vGP69prr1VxceIlnM/nk8/ns77u6OiQFCrf5ff7MzL2ZMxjbt8XyhiZVOvNyjgwdOZ8MW+FgzktTMxr4WJuCw9zmlnpfK4ERoYokjFCYAQAAADA0PT19emrX/2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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts = TSDataset(df, freq=\"D\")\n", "ts.plot()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "num_segments: 4\n", "num_exogs: 0\n", "num_regressors: 0\n", "num_known_future: 0\n", "freq: D\n", " start_timestamp end_timestamp length num_missing\n", "segments \n", "segment_a 2019-01-01 2019-11-30 334 0\n", "segment_b 2019-01-01 2019-11-30 334 0\n", "segment_c 2019-01-01 2019-11-30 334 0\n", "segment_d 2019-01-01 2019-11-30 334 0\n" ] } ], "source": [ "ts.info()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "train_ts, test_ts = ts.train_test_split(test_size=HORIZON)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "num_segments: 4\n", "num_exogs: 0\n", "num_regressors: 0\n", "num_known_future: 0\n", "freq: D\n", " start_timestamp end_timestamp length num_missing\n", "segments \n", "segment_a 2019-11-01 2019-11-30 30 0\n", "segment_b 2019-11-01 2019-11-30 30 0\n", "segment_c 2019-11-01 2019-11-30 30 0\n", "segment_d 2019-11-01 2019-11-30 30 0\n" ] } ], "source": [ "test_ts.info()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from etna.transforms import LinearTrendTransform\n", "from etna.transforms import SegmentEncoderTransform\n", "\n", "# Define transforms\n", "log = LogTransform(in_column=\"target\")\n", "trend = LinearTrendTransform(in_column=\"target\")\n", "seg = SegmentEncoderTransform()\n", "lags = LagTransform(in_column=\"target\", lags=list(range(HORIZON, 96)), out_column=\"lag\")\n", "date_flags = DateFlagsTransform(\n", " day_number_in_week=True,\n", " day_number_in_month=True,\n", " week_number_in_month=True,\n", " week_number_in_year=True,\n", " month_number_in_year=True,\n", " year_number=True,\n", " is_weekend=True,\n", ")\n", "mean = MeanTransform(in_column=f\"lag_{HORIZON}\", window=30)\n", "transforms = [log, trend, lags, date_flags, seg, mean]\n", "\n", "# Define a model\n", "model = CatBoostMultiSegmentModel()\n", "\n", "# Define a pipeline\n", "pipeline = Pipeline(model=model, transforms=transforms, horizon=HORIZON)\n", "\n", "# Fit the pipeline\n", "pipeline.fit(train_ts)\n", "\n", "# Make a forecast\n", "forecast_ts = pipeline.forecast()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "{'segment_a': 6.146211495853116,\n", " 'segment_b': 5.912030620420795,\n", " 'segment_c': 11.833167344191251,\n", " 'segment_d': 5.026194101393465}" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "smape(y_true=test_ts, y_pred=forecast_ts)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_forecast(forecast_ts=forecast_ts, test_ts=test_ts, train_ts=train_ts, n_train_samples=20)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }