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Created June 3, 2021 07:30
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heikin_visualization_leverage1.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "heikin_visualization_leverage1.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"authorship_tag": "ABX9TyOLEkzu96pH/tQ8C0RV6jXN",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/nagishin/fb3409c5d6bc06b5bed465316025d857/heikin_visualization_leverage1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yWkoDzePy_Vy"
},
"source": [
"---\n",
"# 【平均足を使った戦略の可視化・検証 (レバレッジ複利運用)】\n",
"* れたすさんの平均様を受けてrichmanbtcさんが行った検証をトレース\n",
"* BacktestAssistantを使用して詳細なバックテスト\n",
"* 損益結果を統計情報とチャートで可視化\n",
"\n",
"<b>対象データ</b>\n",
"* BitMEX 1d OHLCV\n",
"\n",
"<b>対象期間</b>\n",
"* 2020/01/01 ~ 2021/06/01\n",
"\n",
"<b>証拠金</b>\n",
"* 1 BTC\n",
"\n",
"<b>レバレッジ</b>\n",
"* 1 倍(複利運用)\n",
"\n",
"<b>[参考]</b><br>\n",
"[richmanbtcさん著 平均足を使った戦略](https://note.com/btcml/n/n6198a3714fe5)<br>\n",
"[れたすさん著 HEIKIN_ORACLE_ver3.0+環境設定用シェルスクリプトのご案内](https://note.com/letasun/n/n519d21d94d9e)<br>\n",
"<br>\n",
"<b>[注意]</b><br>\n",
"本検証は上記noteを参考に作成していますが、動作を忠実に再現しているものではないことをご了承ください。\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "dHFgTpkJt8jX"
},
"source": [
"## バックテストに必要なファイルをアップロード\n",
"以下のツールに同梱されているpythonスクリプトファイルをアップロードします。<br>\n",
"(本notebookは以下のファイルがないと動作しません。)\n",
"* [バックテスト補助ツール「BacktestAssistant」](https://note.com/nagi7692/n/n0c874a0cf2b2) -> backtest_assistant.py\n",
"* [時系列データ可視化ツール「ChartCreator」](https://note.com/nagi7692/n/n401a95653ad0) -> chart_creator.py"
]
},
{
"cell_type": "code",
"metadata": {
"id": "XNmToQgRt76q"
},
"source": [
"from google.colab import files\n",
"files.upload()"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "2C5C97i-uEVO"
},
"source": [
"## 必要パッケージインストール\n",
"上記ツールを使用するために必要なパッケージをインストールします。<br>\n",
"また、テストデータの取得や加工に便利な以下のツールもインストールします。\n",
"* [テストデータ取得&加工ツール【DataUtility】](https://gist.github.com/nagishin/1677ffa401476e9e98191a04012ac189)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "KRMvJtg5y5yI"
},
"source": [
"# 共通\n",
"!pip install numpy\n",
"!pip install pandas\n",
"!pip install datetime\n",
"!pip install pytz\n",
"# ChartCreator\n",
"!pip install matplotlib\n",
"!pip install mplfinance\n",
"!pip install plotly\n",
"!pip install webcolors\n",
"!pip install beautifulsoup4\n",
"!pip install lxml\n",
"!pip install japanize-matplotlib\n",
"# DataUtility\n",
"!pip install -U git+https://github.com/nagishin/DataUtility.git"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZQU0rSTbC2Xy"
},
"source": [
"## BitMEX OHLCV(1d)取得"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 265
},
"id": "nV1xyEGm0dc-",
"outputId": "e07615c3-0852-4b1c-e207-3efde2cdda2b"
},
"source": [
"# coding: utf-8\n",
"import numpy as np\n",
"import pandas as pd\n",
"import DataUtility as du\n",
"\n",
"start_ut = int(du.Time('2018/01/01 00:00:00').unixtime())\n",
"end_ut = int(du.Time('2021/06/03 00:00:00').unixtime())\n",
"\n",
"# BitMEX OHLCV(1d)取得\n",
"df_ohlcv = du.Tool.get_ohlcv_from_bitmex(start_ut=start_ut, end_ut=end_ut, period=1440)\n",
"du.Tool.set_unixtime_to_dateindex(df_ohlcv)\n",
"display(df_ohlcv.head(5))"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"read csv: 1514764800 - 1622592000 (len=1249)\n",
"get df : 1514764800 - 1622592000 (len=1249)\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>unixtime</th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" <th>close</th>\n",
" <th>volume</th>\n",
" </tr>\n",
" <tr>\n",
" <th>datetime</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-01-01 00:00:00+00:00</th>\n",
" <td>1514764800</td>\n",
" <td>13873.0</td>\n",
" <td>14011.5</td>\n",
" <td>12772.0</td>\n",
" <td>13477.0</td>\n",
" <td>638958746</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-02 00:00:00+00:00</th>\n",
" <td>1514851200</td>\n",
" <td>13477.0</td>\n",
" <td>15269.0</td>\n",
" <td>12900.0</td>\n",
" <td>14786.5</td>\n",
" <td>904159652</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-03 00:00:00+00:00</th>\n",
" <td>1514937600</td>\n",
" <td>14786.5</td>\n",
" <td>15524.0</td>\n",
" <td>14555.0</td>\n",
" <td>15157.0</td>\n",
" <td>812686550</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-04 00:00:00+00:00</th>\n",
" <td>1515024000</td>\n",
" <td>15157.0</td>\n",
" <td>15500.0</td>\n",
" <td>14150.0</td>\n",
" <td>15186.0</td>\n",
" <td>814142088</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-05 00:00:00+00:00</th>\n",
" <td>1515110400</td>\n",
" <td>15186.0</td>\n",
" <td>17088.0</td>\n",
" <td>14805.0</td>\n",
" <td>16891.0</td>\n",
" <td>1010611092</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" unixtime open ... close volume\n",
"datetime ... \n",
"2018-01-01 00:00:00+00:00 1514764800 13873.0 ... 13477.0 638958746\n",
"2018-01-02 00:00:00+00:00 1514851200 13477.0 ... 14786.5 904159652\n",
"2018-01-03 00:00:00+00:00 1514937600 14786.5 ... 15157.0 812686550\n",
"2018-01-04 00:00:00+00:00 1515024000 15157.0 ... 15186.0 814142088\n",
"2018-01-05 00:00:00+00:00 1515110400 15186.0 ... 16891.0 1010611092\n",
"\n",
"[5 rows x 6 columns]"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "d1W2yn7wC68B"
},
"source": [
"## 平均足計算"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 315
},
"id": "--crTgaFzRda",
"outputId": "6e6e3335-d3f7-46b1-c77c-d1bbec51bbee"
},
"source": [
"df_ohlcv['heikin_cl'] = 0.25 * (df_ohlcv['open'] + df_ohlcv['high'] + df_ohlcv['low'] + df_ohlcv['close'])\n",
"df_ohlcv['heikin_op'] = df_ohlcv['heikin_cl'].ewm(1, adjust=False).mean().shift(1)\n",
"df_ohlcv['heikin_hi'] = np.maximum(df_ohlcv['high'], np.maximum(df_ohlcv['heikin_op'], df_ohlcv['heikin_op']))\n",
"df_ohlcv['heikin_lo'] = np.minimum(df_ohlcv['low'], np.minimum(df_ohlcv['heikin_op'], df_ohlcv['heikin_op']))\n",
"df_ohlcv = df_ohlcv[['unixtime', 'open', 'high', 'low', 'close', 'volume', 'heikin_op', 'heikin_hi', 'heikin_lo', 'heikin_cl']]\n",
"display(df_ohlcv.head(5))"
],
"execution_count": 2,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>unixtime</th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" <th>close</th>\n",
" <th>volume</th>\n",
" <th>heikin_op</th>\n",
" <th>heikin_hi</th>\n",
" <th>heikin_lo</th>\n",
" <th>heikin_cl</th>\n",
" </tr>\n",
" <tr>\n",
" <th>datetime</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2018-01-01 00:00:00+00:00</th>\n",
" <td>1514764800</td>\n",
" <td>13873.0</td>\n",
" <td>14011.5</td>\n",
" <td>12772.0</td>\n",
" <td>13477.0</td>\n",
" <td>638958746</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>13533.375</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-02 00:00:00+00:00</th>\n",
" <td>1514851200</td>\n",
" <td>13477.0</td>\n",
" <td>15269.0</td>\n",
" <td>12900.0</td>\n",
" <td>14786.5</td>\n",
" <td>904159652</td>\n",
" <td>13533.37500</td>\n",
" <td>15269.0</td>\n",
" <td>12900.00000</td>\n",
" <td>14108.125</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-03 00:00:00+00:00</th>\n",
" <td>1514937600</td>\n",
" <td>14786.5</td>\n",
" <td>15524.0</td>\n",
" <td>14555.0</td>\n",
" <td>15157.0</td>\n",
" <td>812686550</td>\n",
" <td>13820.75000</td>\n",
" <td>15524.0</td>\n",
" <td>13820.75000</td>\n",
" <td>15005.625</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-04 00:00:00+00:00</th>\n",
" <td>1515024000</td>\n",
" <td>15157.0</td>\n",
" <td>15500.0</td>\n",
" <td>14150.0</td>\n",
" <td>15186.0</td>\n",
" <td>814142088</td>\n",
" <td>14413.18750</td>\n",
" <td>15500.0</td>\n",
" <td>14150.00000</td>\n",
" <td>14998.250</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01-05 00:00:00+00:00</th>\n",
" <td>1515110400</td>\n",
" <td>15186.0</td>\n",
" <td>17088.0</td>\n",
" <td>14805.0</td>\n",
" <td>16891.0</td>\n",
" <td>1010611092</td>\n",
" <td>14705.71875</td>\n",
" <td>17088.0</td>\n",
" <td>14705.71875</td>\n",
" <td>15992.500</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" unixtime open ... heikin_lo heikin_cl\n",
"datetime ... \n",
"2018-01-01 00:00:00+00:00 1514764800 13873.0 ... NaN 13533.375\n",
"2018-01-02 00:00:00+00:00 1514851200 13477.0 ... 12900.00000 14108.125\n",
"2018-01-03 00:00:00+00:00 1514937600 14786.5 ... 13820.75000 15005.625\n",
"2018-01-04 00:00:00+00:00 1515024000 15157.0 ... 14150.00000 14998.250\n",
"2018-01-05 00:00:00+00:00 1515110400 15186.0 ... 14705.71875 15992.500\n",
"\n",
"[5 rows x 10 columns]"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2QRziu-9DBVj"
},
"source": [
"## 期間設定"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 228
},
"id": "EQ6uolsUbsKY",
"outputId": "d2ed151c-50c8-495a-99b8-19100068371b"
},
"source": [
"# 検証期間\n",
"FROM = int(du.Time('2020/01/01 00:00:00').unixtime())\n",
"TO = int(du.Time('2021/06/01 00:00:00').unixtime())\n",
"\n",
"# OHLCVフィルタリング\n",
"df = df_ohlcv[((df_ohlcv['unixtime'] >= FROM) & (df_ohlcv['unixtime'] < TO))]\n",
"display(df.head(5))"
],
"execution_count": 3,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>unixtime</th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" <th>close</th>\n",
" <th>volume</th>\n",
" <th>heikin_op</th>\n",
" <th>heikin_hi</th>\n",
" <th>heikin_lo</th>\n",
" <th>heikin_cl</th>\n",
" </tr>\n",
" <tr>\n",
" <th>datetime</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2020-01-01 00:00:00+00:00</th>\n",
" <td>1577836800</td>\n",
" <td>7163.0</td>\n",
" <td>7234.5</td>\n",
" <td>7153.0</td>\n",
" <td>7179.0</td>\n",
" <td>762775093</td>\n",
" <td>7250.657488</td>\n",
" <td>7250.657488</td>\n",
" <td>7153.000000</td>\n",
" <td>7182.375</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-02 00:00:00+00:00</th>\n",
" <td>1577923200</td>\n",
" <td>7179.0</td>\n",
" <td>7183.0</td>\n",
" <td>6905.5</td>\n",
" <td>6942.0</td>\n",
" <td>1471023953</td>\n",
" <td>7216.516244</td>\n",
" <td>7216.516244</td>\n",
" <td>6905.500000</td>\n",
" <td>7052.375</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-03 00:00:00+00:00</th>\n",
" <td>1578009600</td>\n",
" <td>6942.0</td>\n",
" <td>7412.0</td>\n",
" <td>6855.0</td>\n",
" <td>7335.0</td>\n",
" <td>3050176897</td>\n",
" <td>7134.445622</td>\n",
" <td>7412.000000</td>\n",
" <td>6855.000000</td>\n",
" <td>7136.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-04 00:00:00+00:00</th>\n",
" <td>1578096000</td>\n",
" <td>7335.0</td>\n",
" <td>7399.0</td>\n",
" <td>7258.5</td>\n",
" <td>7345.0</td>\n",
" <td>1183967641</td>\n",
" <td>7135.222811</td>\n",
" <td>7399.000000</td>\n",
" <td>7135.222811</td>\n",
" <td>7334.375</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-05 00:00:00+00:00</th>\n",
" <td>1578182400</td>\n",
" <td>7345.0</td>\n",
" <td>7494.0</td>\n",
" <td>7310.0</td>\n",
" <td>7350.5</td>\n",
" <td>1533245110</td>\n",
" <td>7234.798905</td>\n",
" <td>7494.000000</td>\n",
" <td>7234.798905</td>\n",
" <td>7374.875</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" unixtime open ... heikin_lo heikin_cl\n",
"datetime ... \n",
"2020-01-01 00:00:00+00:00 1577836800 7163.0 ... 7153.000000 7182.375\n",
"2020-01-02 00:00:00+00:00 1577923200 7179.0 ... 6905.500000 7052.375\n",
"2020-01-03 00:00:00+00:00 1578009600 6942.0 ... 6855.000000 7136.000\n",
"2020-01-04 00:00:00+00:00 1578096000 7335.0 ... 7135.222811 7334.375\n",
"2020-01-05 00:00:00+00:00 1578182400 7345.0 ... 7234.798905 7374.875\n",
"\n",
"[5 rows x 10 columns]"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Qn-ALLcYDLu3"
},
"source": [
"## [関数定義] バックテスト"
]
},
{
"cell_type": "code",
"metadata": {
"id": "S3KC2tyXBNM-"
},
"source": [
"from backtest_assistant import BacktestAssistant\n",
"\n",
"def backtest(pos_side):\n",
" global df\n",
"\n",
" # 開始時残高(BTC)\n",
" START_BALANCE = 1.0\n",
" # 残高に対する注文サイズのレバレッジ\n",
" LEVERAGE = 1.0\n",
"\n",
" df_pnl = df.copy()\n",
" np_ut = df_pnl['unixtime'].values\n",
"\n",
" # BacktestAssistant生成\n",
" test = BacktestAssistant(\n",
" balance = START_BALANCE, # テスト開始時の残高(BTC)\n",
" trade_leverage = 0, # 取引時のレバレッジ(0:クロスマージン, 1~:分離マージン)\n",
" tick_mode = 'ltp', # tick_mode='ltp'のため、\n",
" take_cost = 0.5) # 成行注文時の取引コスト(スプレッド)を$0.5に設定\n",
"\n",
" # tickデータ設定 (1時間足OHLCVのopen, high, low, close価格をtickデータに展開)\n",
" test.preset_ltp_ticks_from_ohlcv_df(df_pnl)\n",
"\n",
" # 出力設定\n",
" test.set_output_option(\n",
" disp_progress=False,\n",
" tick_csv=False, order_csv=False, execution_csv=False,\n",
" position_csv=False, balance_csv=False, chart_data=True)\n",
"\n",
" # バックテスト初期処理 (テスト開始時刻を設定)\n",
" test.initialize(start_time = np_ut[0])\n",
"\n",
" # テストループ ----------------------------------------------------------\n",
" for i, unixtime in enumerate(np_ut):\n",
" if test.time() < unixtime:\n",
" test.sleep_to_time(unixtime) # 指定時刻(unixtime)までtickを進める\n",
" if i < 1:\n",
" continue\n",
"\n",
" price = test.get_price()['ltp'] # 現在価格\n",
" pos = test.get_position() # ポジション取得\n",
" bal = test.get_balance() # 残高取得\n",
" signal = pos_side[i-1] # 前日シグナル\n",
" leverage = LEVERAGE - signal # デルタニュートラル調整レバレッジ\n",
"\n",
" # 注文ロットサイズ算出\n",
" balance = bal + pos['unrealised_pnl']\n",
" current_lot = pos['size']\n",
" target_lot = int(price * balance * leverage * signal)\n",
" lot = int(target_lot - current_lot)\n",
"\n",
" # 注文(ドテン時)\n",
" if current_lot * signal <= 0:\n",
" if lot > 0:\n",
" test.market_order(side='Buy', size=lot)\n",
" elif lot < 0:\n",
" test.market_order(side='Sell', size=abs(lot))\n",
" #------------------------------------------------------------------------\n",
"\n",
" pos = test.get_position() # テスト終了時にポジションがあればクローズ\n",
" if pos['size'] < 0:\n",
" test.market_order('Buy', abs(pos['size']))\n",
" elif pos['size'] > 0:\n",
" test.market_order('Sell', abs(pos['size']))\n",
"\n",
" # バックテスト終了処理\n",
" return test.terminate()"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "otQZGsArDFlf"
},
"source": [
"## [関数定義] チャート作成"
]
},
{
"cell_type": "code",
"metadata": {
"id": "tiHIE-pPfBpE"
},
"source": [
"from chart_creator import ChartCreator as cc\n",
"from IPython.display import Image, display_png\n",
"import matplotlib.pyplot as plt\n",
"\n",
"def chart(results, storategy):\n",
" global df\n",
"\n",
" plt.rcdefaults() # plot設定初期化\n",
"\n",
" dict_data = results['data']\n",
" dict_stat = results['statistics']\n",
" dict_chart = results['chart']\n",
"\n",
" #-------------------------------------------------------------------------------\n",
" # フィアット損益計算\n",
" #-------------------------------------------------------------------------------\n",
" fiat_blc = dict_chart['pnl']['balance'].values * dict_chart['pnl']['price'].values\n",
" fiat_start = fiat_blc[0]\n",
" fiat_blc = fiat_blc - fiat_start\n",
" fiat_unrel_blc = dict_chart['pnl']['unrealised_balance'].values * dict_chart['pnl']['price'].values\n",
" fiat_unrel_blc = fiat_unrel_blc - fiat_start\n",
" df_fiat = pd.DataFrame({\n",
" 'unixtime' : dict_chart['pnl']['unixtime'],\n",
" 'zero' : dict_chart['pnl']['zero'],\n",
" 'fiat_unrel_blc': fiat_unrel_blc,\n",
" 'fiat_blc' : fiat_blc,\n",
" })\n",
" # フィアットPF計算\n",
" fiat_pf = 0\n",
" df_bal = dict_data['balance'].copy()\n",
" np_fiat_bal = df_bal['balance'].values * df_bal['price'].values\n",
" np_fiat_bal = np_fiat_bal.astype(np.int64)\n",
" df_bal['fiat_balance'] = np_fiat_bal\n",
" df_bal_trade = df_bal[df_bal['type'] == 'Trade']\n",
" np_fiat_trade = df_bal_trade['fiat_balance'].values\n",
" np_temp = np.append(np_fiat_trade, np_fiat_trade[-1])\n",
" np_temp = np.diff(np_temp)\n",
" np_pnl = np.roll(np_temp, shift=1)\n",
" np_profit = np_pnl[np_pnl > 0]\n",
" np_loss = np_pnl[np_pnl < 0]\n",
" profit = np_profit.sum()\n",
" loss = np_loss.sum()\n",
" if loss != 0:\n",
" fiat_pf = abs(profit / loss)\n",
"\n",
" #-------------------------------------------------------------------------------\n",
" # レイアウトカスタマイズ\n",
" #-------------------------------------------------------------------------------\n",
" cc.initialize()\n",
" cc.settings['title'] = f'[PF]{fiat_pf:.2f} [Profit] ${int(fiat_blc[-1]):+,}'\n",
" # X軸設定\n",
" cc.set_xaxis(start=0, end=0, is_unixtime=True)\n",
"\n",
" #-------------------------------------------------------------------------------\n",
" # メインチャート(ax:0)\n",
" #-------------------------------------------------------------------------------\n",
" ax_idx = 0\n",
" cc.add_subchart(ax=ax_idx, label='USD', grid=True)\n",
"\n",
" # ローソクバー設定(OHLCV)\n",
" cc.set_ohlcv_df(df)\n",
" # 買い注文ポイント設定\n",
" cc.set_marker(dict_chart['buy']['timestamp'], dict_chart['buy']['price'], ax=ax_idx, color='blue', size=30.0, mark='^', name='Buy')\n",
" # 売り注文ポイント設定\n",
" cc.set_marker(dict_chart['sell']['timestamp'], dict_chart['sell']['price'], ax=ax_idx, color='red', size=30.0, mark='v', name='Sell')\n",
" # 清算注文ポイント設定\n",
" if len(dict_chart['liquid']['timestamp']) > 0:\n",
" cc.set_marker(dict_chart['liquid']['timestamp'], dict_chart['liquid']['price'], ax=ax_idx, color='magenta', size=30.0, mark='D', name='Liquidation')\n",
"\n",
" #-------------------------------------------------------------------------------\n",
" # 平均足サブチャート(ax:1)\n",
" #-------------------------------------------------------------------------------\n",
" ax_idx += 1\n",
" cc.add_subchart(ax=ax_idx, label='Heikin', grid=True)\n",
"\n",
" # 平均足設定\n",
" df_heikin = df[['unixtime', 'heikin_op', 'heikin_hi', 'heikin_lo', 'heikin_cl', 'volume']].copy()\n",
" df_heikin.rename(columns={'heikin_op':'open', 'heikin_hi':'high', 'heikin_lo':'low', 'heikin_cl':'close'}, inplace=True)\n",
" cc.set_ohlcv_df(df_heikin, ax=ax_idx, vol_bar=False)\n",
"\n",
" #-------------------------------------------------------------------------------\n",
" # ポジション推移サブチャート(ax:2)\n",
" #-------------------------------------------------------------------------------\n",
" ax_idx += 1\n",
" cc.add_subchart(ax=ax_idx, label='Position', grid=True)\n",
"\n",
" # ポジション設定\n",
" cc.set_band(dict_chart['position']['unixtime'], dict_chart['position']['size'], dict_chart['position']['zero'], ax=ax_idx, up_color='blue', down_color='red',\n",
" alpha=0.5, edge_width=1.0, edge_color='dimgray', line_mode='hv', name='Position')\n",
"\n",
" #-------------------------------------------------------------------------------\n",
" # 損益推移サブチャート(ax:3)\n",
" #-------------------------------------------------------------------------------\n",
" ax_idx += 1\n",
" cc.add_subchart(ax=ax_idx, label='PnL', grid=True)\n",
"\n",
" # 損益設定\n",
" cc.set_line(dict_chart['pnl']['unixtime'], dict_chart['pnl']['unrealised_pnl'], ax=ax_idx, color='green', width=0.8, name='Unrealised')\n",
" cc.set_band(dict_chart['pnl']['unixtime'], dict_chart['pnl']['pnl'], dict_chart['pnl']['zero'], ax=ax_idx, up_color='skyblue', down_color='red',\n",
" alpha=0.2, edge_width=1.0, edge_color='dimgray', name='PL')\n",
"\n",
" #-------------------------------------------------------------------------------\n",
" # フィアット損益推移サブチャート(ax:4)\n",
" #-------------------------------------------------------------------------------\n",
" ax_idx += 1\n",
" cc.add_subchart(ax=ax_idx, label='Fiat PnL', grid=True)\n",
"\n",
" # フィアット損益設定\n",
" cc.set_line(df_fiat['unixtime'], df_fiat['fiat_unrel_blc'], ax=ax_idx, color='green', width=0.8, name='Include unrealised')\n",
" cc.set_band(df_fiat['unixtime'], df_fiat['fiat_blc'], df_fiat['zero'],\n",
" ax=ax_idx, up_color='orange', down_color='red',\n",
" alpha=0.2, edge_width=1.0, edge_color='dimgray', name='Balance')\n",
"\n",
" #-------------------------------------------------------------------------------\n",
" # チャート生成&表示\n",
" #-------------------------------------------------------------------------------\n",
" file_path = './result_chart.png'\n",
" cc.create_chart(file_path, 'png')\n",
" display_png(Image(file_path))\n",
"\n",
" df_fiat['datetime'] = pd.to_datetime(df_fiat['unixtime'], unit='s', utc=True)\n",
" df_fiat.set_index('datetime', inplace=True)\n",
" df_ret = df_fiat.resample('1D').agg({'fiat_blc': 'last',}).ffill()\n",
" df_ret['unixtime'] = df_ret.index.astype(np.int64) / 10**9\n",
" df_ret['unixtime'] = df_ret.unixtime.astype(np.int64)\n",
" df_ret = df_ret[['unixtime', 'fiat_blc']]\n",
" return df_ret"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ui60IryTDlrC"
},
"source": [
"## [関数定義] 損益計算&統計情報・結果チャート出力"
]
},
{
"cell_type": "code",
"metadata": {
"id": "8aEN4j778S10"
},
"source": [
"# ストラテジー毎の損益\n",
"pnls = {}\n",
"\n",
"def get_result(storategy, pos):\n",
" global pnls\n",
"\n",
" # バックテスト\n",
" results = backtest(pos)\n",
" # チャート\n",
" pnls[storategy] = chart(results, storategy)"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "_Dw99zxLAooD"
},
"source": [
"## [検証] ヘーキン様"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "oHEQgqDtzpLR",
"outputId": "acdde73b-9056-4b60-9ad2-08323be2ac62"
},
"source": [
"storategy = 'へーキン様'\n",
"pos = np.where(df['heikin_cl'] - df['heikin_op'] > 0, 1, -1)\n",
"get_result(storategy, pos)"
],
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": [
"Now initializing...\n",
"Completed initialize process.\n",
"[Start] time:1577836800.0 ltp:7163.0 balance:1.0 [Fee] taker:0.075 maker:-0.025 fr:0\n",
"preset ticks period: 1577836800.0 - 1622484000.0 (1548)\n",
"Now terminating...\n",
"\n",
"[Result]\n",
" [Time ] 2020/01/01 09:00:00 - 2021/05/31 09:00:00\n",
" [Balance ] 1.0 -> 0.6164 (-38.36%)\n",
" [Orders ] Total:110 (Open:0 Executed:110 Canceled:0)\n",
" [Position] Max Long:0.0 Max Short:-44,083.0 Min Margin:4506.76%\n",
"\n",
"[Execution statistics] PF:0.85\n",
" [Total ] Count:110(Size:2,363,266) PnL:-0.2668 Avr:-0.0024 Price Range:+9,941.0\n",
" [Profit ] Count:16(29.09%) Sum:+1.5658 Avr:+0.0979 Max:+0.7277 MaxLen:2(+0.0283)\n",
" [Loss ] Count:39(70.91%) Sum:-1.8326 Avr:-0.047 Max:-0.1491 MaxLen:11(-0.3823)\n",
" [Fee ] Trade:0.1168 Funding:0.0\n",
" [Max risk]\n",
" Drawdown :-80.19%(-1.182) 2021/04/17 09:00:00\n",
" Unrealised loss:-17.71%(-0.0658) 2021/05/06 15:00:00\n",
"\n",
"[Fiat balance]\n",
" [Start ] 7,163.0 (Balance:1.0 Price:7163.0)\n",
" [End ] 21,987.0 (Balance:0.6164 Price:35670.0)\n",
" [Result] 14,824.0 (+206.95%)\n",
"\n",
"[Fiat execution statistics] PF:1.55\n",
" [Total ] Count:110(Size:0) PnL:+14,818 Avr:+135.0 Price Range:+0\n",
" [Profit ] Count:37(33.94%) Sum:+41,770 Avr:+1,129.0 Max:+6,408 MaxLen:4(+1,141)\n",
" [Loss ] Count:72(66.06%) Sum:-26,952 Avr:-374.0 Max:-1,981 MaxLen:8(-2,129)\n",
" [Fee ] Trade:0 Funding:0\n",
" [Max risk]\n",
" Drawdown :-34.80%(-3,774) 2020/07/15 09:00:00\n",
" Unrealised loss:-17.71%(-3,844) 2021/05/06 15:00:00\n",
"\n",
"Completed terminate process.\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n"
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZV2joWDPAsF6"
},
"source": [
"## [検証] 直前を含めた終値モメンタム"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "jSAGaUnNzwXh",
"outputId": "b318ec69-751d-462e-9627-999607c715b9"
},
"source": [
"storategy = '直前を含めた終値モメンタム'\n",
"pos = np.where(df['close'].diff(1).ewm(1, adjust=False).mean().fillna(0) > 0, 1, -1)\n",
"get_result(storategy, pos)"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": [
"Now initializing...\n",
"Completed initialize process.\n",
"[Start] time:1577836800.0 ltp:7163.0 balance:1.0 [Fee] taker:0.075 maker:-0.025 fr:0\n",
"preset ticks period: 1577836800.0 - 1622484000.0 (1548)\n",
"Now terminating...\n",
"\n",
"[Result]\n",
" [Time ] 2020/01/01 09:00:00 - 2021/05/31 09:00:00\n",
" [Balance ] 1.0 -> 0.3363 (-66.37%)\n",
" [Orders ] Total:162 (Open:0 Executed:162 Canceled:0)\n",
" [Position] Max Long:0.0 Max Short:-27,500.0 Min Margin:4286.36%\n",
"\n",
"[Execution statistics] PF:0.71\n",
" [Total ] Count:162(Size:2,072,966) PnL:-0.5533 Avr:-0.0034 Price Range:+8,983.0\n",
" [Profit ] Count:21(25.93%) Sum:+1.3878 Avr:+0.0661 Max:+0.726 MaxLen:3(+0.0528)\n",
" [Loss ] Count:60(74.07%) Sum:-1.9411 Avr:-0.0324 Max:-0.26 MaxLen:9(-0.1255)\n",
" [Fee ] Trade:0.1104 Funding:0.0\n",
" [Max risk]\n",
" Drawdown :-85.70%(-1.0842) 2021/05/11 09:00:00\n",
" Unrealised loss:-24.75%(-0.3127) 2020/03/23 15:00:00\n",
"\n",
"[Fiat balance]\n",
" [Start ] 7,163.0 (Balance:1.0 Price:7163.0)\n",
" [End ] 11,995.8 (Balance:0.3363 Price:35670.0)\n",
" [Result] 4,832.8 (+67.47%)\n",
"\n",
"[Fiat execution statistics] PF:1.21\n",
" [Total ] Count:162(Size:0) PnL:+4,828 Avr:+30.0 Price Range:+0\n",
" [Profit ] Count:45(28.12%) Sum:+27,773 Avr:+617.0 Max:+4,050 MaxLen:3(+456)\n",
" [Loss ] Count:115(71.88%) Sum:-22,945 Avr:-200.0 Max:-1,108 MaxLen:15(-804)\n",
" [Fee ] Trade:0 Funding:0\n",
" [Max risk]\n",
" Drawdown :-52.14%(-3,880) 2020/10/08 09:00:00\n",
" Unrealised loss:-24.75%(-2,076) 2020/03/23 15:00:00\n",
"\n",
"Completed terminate process.\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n"
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-u9QwpRTAwiy"
},
"source": [
"## [検証] 直前を含めた始値モメンタム"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "Q_C1DKe7z1mx",
"outputId": "2a53ff15-7b40-4a4b-b799-63e26ca72b68"
},
"source": [
"storategy = '直前を含めた始値モメンタム'\n",
"pos = np.where(df['open'].diff(1).ewm(1, adjust=False).mean().fillna(0) > 0, 1, -1)\n",
"get_result(storategy, pos)"
],
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"text": [
"Now initializing...\n",
"Completed initialize process.\n",
"[Start] time:1577836800.0 ltp:7163.0 balance:1.0 [Fee] taker:0.075 maker:-0.025 fr:0\n",
"preset ticks period: 1577836800.0 - 1622484000.0 (1548)\n",
"Now terminating...\n",
"\n",
"[Result]\n",
" [Time ] 2020/01/01 09:00:00 - 2021/05/31 09:00:00\n",
" [Balance ] 1.0 -> 0.8328 (-16.72%)\n",
" [Orders ] Total:164 (Open:0 Executed:164 Canceled:0)\n",
" [Position] Max Long:0.0 Max Short:-65,893.0 Min Margin:4201.28%\n",
"\n",
"[Execution statistics] PF:1.02\n",
" [Total ] Count:164(Size:4,065,708) PnL:+0.0431 Avr:+0.0003 Price Range:+15,094.0\n",
" [Profit ] Count:35(42.68%) Sum:+2.5634 Avr:+0.0732 Max:+0.9119 MaxLen:4(+0.085)\n",
" [Loss ] Count:47(57.32%) Sum:-2.5203 Avr:-0.0536 Max:-0.2857 MaxLen:6(-0.1087)\n",
" [Fee ] Trade:0.2103 Funding:0.0\n",
" [Max risk]\n",
" Drawdown :-83.24%(-1.5374) 2021/04/18 09:00:00\n",
" Unrealised loss:-27.33%(-0.1359) 2021/01/29 15:00:00\n",
"\n",
"[Fiat balance]\n",
" [Start ] 7,163.0 (Balance:1.0 Price:7163.0)\n",
" [End ] 29,706.0 (Balance:0.8328 Price:35670.0)\n",
" [Result] 22,543.0 (+314.71%)\n",
"\n",
"[Fiat execution statistics] PF:1.61\n",
" [Total ] Count:164(Size:0) PnL:+22,536 Avr:+137.0 Price Range:+0\n",
" [Profit ] Count:81(49.69%) Sum:+59,203 Avr:+731.0 Max:+8,370 MaxLen:8(+595)\n",
" [Loss ] Count:82(50.31%) Sum:-36,667 Avr:-447.0 Max:-2,290 MaxLen:5(-3,283)\n",
" [Fee ] Trade:0 Funding:0\n",
" [Max risk]\n",
" Drawdown :-32.54%(-3,892) 2020/05/29 09:00:00\n",
" Unrealised loss:-27.33%(-5,263) 2021/01/29 15:00:00\n",
"\n",
"Completed terminate process.\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n"
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YsPXEe-HAy5K"
},
"source": [
"## [検証] 直前を除いた終値モメンタム"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "BmPp_tUCz7-R",
"outputId": "60eb8dd7-24e8-43bf-a2d2-92ffa1d3b66c"
},
"source": [
"storategy = '直前を除いた終値モメンタム'\n",
"pos = np.where(df['close'].diff(1).shift(1).ewm(1, adjust=False).mean().fillna(0) > 0, 1, -1)\n",
"get_result(storategy, pos)"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": [
"Now initializing...\n",
"Completed initialize process.\n",
"[Start] time:1577836800.0 ltp:7163.0 balance:1.0 [Fee] taker:0.075 maker:-0.025 fr:0\n",
"preset ticks period: 1577836800.0 - 1622484000.0 (1548)\n",
"Now terminating...\n",
"\n",
"[Result]\n",
" [Time ] 2020/01/01 09:00:00 - 2021/05/31 09:00:00\n",
" [Balance ] 1.0 -> 0.7486 (-25.14%)\n",
" [Orders ] Total:162 (Open:0 Executed:162 Canceled:0)\n",
" [Position] Max Long:0.0 Max Short:-59,232.0 Min Margin:4201.27%\n",
"\n",
"[Execution statistics] PF:0.97\n",
" [Total ] Count:162(Size:3,629,556) PnL:-0.065 Avr:-0.0004 Price Range:+14,702.0\n",
" [Profit ] Count:34(41.98%) Sum:+2.2432 Avr:+0.066 Max:+0.8197 MaxLen:4(+0.0764)\n",
" [Loss ] Count:47(58.02%) Sum:-2.3082 Avr:-0.0491 Max:-0.2569 MaxLen:6(-0.0977)\n",
" [Fee ] Trade:0.1864 Funding:0.0\n",
" [Max risk]\n",
" Drawdown :-83.24%(-1.382) 2021/04/18 09:00:00\n",
" Unrealised loss:-27.33%(-0.1222) 2021/01/29 15:00:00\n",
"\n",
"[Fiat balance]\n",
" [Start ] 7,163.0 (Balance:1.0 Price:7163.0)\n",
" [End ] 26,702.6 (Balance:0.7486 Price:35670.0)\n",
" [Result] 19,539.6 (+272.79%)\n",
"\n",
"[Fiat execution statistics] PF:1.59\n",
" [Total ] Count:162(Size:0) PnL:+19,534 Avr:+121.0 Price Range:+0\n",
" [Profit ] Count:78(48.75%) Sum:+52,654 Avr:+675.0 Max:+7,524 MaxLen:8(+535)\n",
" [Loss ] Count:82(51.25%) Sum:-33,120 Avr:-404.0 Max:-2,058 MaxLen:5(-2,951)\n",
" [Fee ] Trade:0 Funding:0\n",
" [Max risk]\n",
" Drawdown :-32.54%(-3,499) 2020/05/29 09:00:00\n",
" Unrealised loss:-27.33%(-4,731) 2021/01/29 15:00:00\n",
"\n",
"Completed terminate process.\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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yWq3079+f/v37k5uby6JFi9i1axc33XQT+/fv10f/HDp0iL179/qsRRIVFVXqTi3e6RqRkZE+a8F4VfdnMjIykvHjx7Nnzx727dtHdna2vuZKu3btmDJliv7YNm3aVGuHTYcOHXw6O4p2PpTGYrHQtGlT+vbtC8AXX3yhn9uyZYtPZwcUbsnbo0cPtmzZwsmTJ3E6nTRu3JiuXbvy888/8+OPP+qPLS1rIYSoKffccw+9e/f22RXNO81uzJgxWK1W3nzzTbp161Yv/y1WlHR2CCGEqLJBgwZV27D4usLtdpe7lkLxkQelLZxoMpm48cYbS/wl+pNPPvG53bVr1ysoafV59NFH9W1iq6KsL7nFX/PEiRPccsstJe4r7znVobY7WRo0aKD/g3TIkCFomkZCQoJ+/sSJEz6dHXfddVepa9p41y9p3749Tz75ZA2XupDBYKBTp04+5QP45ptvfG57tyWuqOr4nJXFO63My9uxVNrjim7NC4XTX4pOvwoJCeG6666r8HsLIcSVat++fYkdzI4cOUKrVq3032+dOnVi7969Jf6fWt9IZ4cQQghRxKpVq1i9erV+e8SIEfTu3Vu//fnnn2M0Grnzzjt9pl243W6+++47n51GANq2betze/fu3URFRfn8tcXlcvH999/7LOrYtGlTbrrppmqrlz/q0qULP/zwg377p59+olevXvqaHAcOHPDZ7cZgMNC5c+dqL0fx9UaysrJKfCGuTl988QWtWrUq869uxadO+OtCpWlpaTRr1sxnXR6Px8PGjRt9PkMhISElRk6kpaX5rPnTq1cvnw6alJQUtm7dyj333MP111/v02G2e/dun+sGfD9nBw8e5ODBg9x8881ERkb6PC4rK4tvv/3W575mzZr53M7Ly+P48eO0a9fOJ/uzZ8+yaNEin86Ru+++u9oXXRVCBKb9+/ezZs0ajh07RnZ2Ns888wzdu3cv8bj169ezZs0acnJyaN26NcOGDSM6Orrc187Ozvb5/1bRhZbrM+nsEEIIEXBWr17Nrl27yjw/ffp0/bhNmzalrg1QFpfLxaZNm/jhhx9o3LgxrVq1QtM0Tp48WWIofbdu3WjdurXPff/85z85fvw4LVq0oHHjxjgcDk6dOuWzSKXZbObpp5/22y+51aVTp060a9eO/fv3A3Dx4kWmTZtW6tazUPiFuOgCptWlRYsWPutmvP3227Rp0waTyURMTAz33Xdftb7fsWPH+O9//8unn35Ks2bNaNKkib5Y6cKFC0t0mLVr165a37+oJUuWcOzYMaBkJ0tOTo7PZ6Vz584MGDBAv71+/Xq2b99O8+bNady4MZqmcerUKZ/PgcFg4IknniixpevlaJrGrl272LVrFyEhIbRu3Zrg4GDOnj1bYo2Txo0b+3RI5ubm8vXXX/P111/TtGlTmjdvjslkIjc3l/T0dJ9rCkru/JSTk8O7775LSEgILVq0IDw8nKysLE6dOuWTUVRUFP37969UvYQQgefgwYOl7qCVkZFBWFgYDRs2BAq3Gm/dujW33XYb8+bNK/W1fvnlF5YvX85jjz1GdHQ0//3vf/nb3/7GxIkTZX2gKpDODiGEEAHn7NmzPlu8Flf0XHm7iFzOhQsXuHDhQqnnOnXqxMiRI0s95/F4yMjI0HeyKKphw4aMGjWq3K1cA8kzzzzD+++/z4EDBwBwOp36cVE9evTg0UcfrZEy3H777T7rrJTXrtXBO21G0zROnz7ts1itt+PH66677qrRtVtOnTpV5mfF5XL5nCttFxxN08jMzNQ7a4qyWq088cQT9OjRo9LlKjq1qKCgoEQuXs2bN+e5554rc+2Ys2fPcvbs2VLPmc1mHn744RJTcIq+b1nZdOzYkVGjRslOLELUcx6Ph88//5xmzZoxatQofRRaZmYms2fPpm/fvvTr1w+g1Cl/xf33v//l9ttv1ztwH3vsMXbt2sWGDRt44IEHynxeRESEz0iOrKysy44GqQ/kN7QQQghRCY888gjXX389v/76K8ePH+fcuXPY7XbMZjMRERFERUVxyy23lLlGwb333suOHTs4duwYeXl52O12wsLCaNmyJV26dOGOO+6o0KKfgSIsLIwxY8awfft2UlJSOHr0KHl5eRgMBho2bEh0dDS9e/emY8eONVaGzp07M2rUKNauXcuJEydKXfyzOj333HPs2bOH1NRUjh49SlZWlv6eRqOR8PBw2rRpQ+/evSu1napqt912GxaLRW+zgoICQkJCaN68OR07duSuu+4qc3G84qOgio9eueWWW2jYsCG7d+/myJEjnD17lvz8fAwGg74Qcrdu3bj11ltLdFi2bduWP/zhDxw6dIiTJ0+Sl5dHfn4+JpOJsLAwWrRoQfv27enVq1epW2M3atSI/v37s3//fs6ePcvFixeBwo7ImJgYbr311st+YRFC1A9Go5EXXniBWbNmsWDBAkaOHMm5c+d455136Nq1q97RUREul4v09HSf5xiNRjp06MDhw4fLfW50dDQnT54kKysLq9XK7t27ZeQZYNA0TavtQgghhKg9586dIz4+Xr9dfO68P4qLi+P8+fNA4Y4QSUlJtVwi/1d8jYS6uu2vv6jua3DhwoVs2rSJKVOm1MgirP7m448/ZvPmzUDhQrzPPfdcLZdICCGq7vz588ycOZOYmBgOHz5Mu3btePLJJ8tcAPuFF14osWZHVlYWEyZM4P/9v//Htddeq9//5ZdfcuDAAcaPHw/A7Nmz9Y75sLAwRo8ezbXXXktqaipffvklmqZx//33c8cdd9RspesAGdkhhBDCx6ZNm9i0aRPgXx0f48aNo6CgoLaLETBWr16tLyIpHR8VI9dg9dA0jb179wKF2+E+/vjjtVwiIYS4MpGRkYwcOZJZs2bRtGlTnnjiiRrb6evll18u9f6uXbv6zS5u/qL6NjwXQgghhBDiMtLT08nNzQVg+PDhsuieEKLOy8nJ4dNPP6VLly44HA6++OKLSr9GeHg4RqOxxHbYubm5+iKnonJkZIcQQtRzQUFBZS4gGBUVpbg0ZevatSsOh6PE/WWtCSB8hYeHl9nONbHDSSCqyWvwySef9JtRVDUtKiqKuXPn1nYxhBCiWuTl5TF79mxatmzJ6NGjOX36NLNmzcJsNvP73/++wq9jNpu55ppr+PXXX/XpLR6Ph19//bXErlGiYmTNDiGEEEIIIYQQopI8Hg/Tp0+nQYMGPPvss/oOTcePH2f27Nn87ne/49577wXAZrNx5swZAKZNm8bvf/972rdvT1hYGJGRkUDh1rMLFy5k+PDhREVFsXbtWrZs2UJiYqKM7qgC6ewQQgghhBBCCCGqYO/evVx33XUldoY6duwY4eHh+q5PxRcK9yq+Ptq6dev4/vvvycnJoXXr1jzyyCP1Zjv66iadHUIIIYQQQgghhAgoskCpEEIIIYQQQgghAop0dgghhBBCCCGEECKgSGeHEEIIIYQQQgghAopsPauAy+Vi27ZttGjRAqNR+peEEEIIIYQQQtQsj8dDZmYmPXr00HeKqU/qX41rwbZt2+jZs2dtF0MIIYQQQgghRD2zefNmbrnlltouhnLS2aFAixYtANiwYQOtWrWq5dIENrfbzZ49e+jYsSMmk6m2ixPwJG91JGu1JG+1JG91JGu1JG91JGu1JG91riTrjIwMbrvtNv37aH0jW88qcPz4cdq0acPhw4e5+uqra7s4QgghhBBCCCEC3IkTJ4iJieHYsWO0bt26toujnCwgIQKK3W5n2rRp2O322i5KvSB5qyNZqyV5qyV5qyNZqyV5qyNZqyV5qyNZV510doiAYjabGTJkSL1cgKc2SN7qSNZqSd5qSd7qSNZqSd7qSNZqSd7qSNZVJ9NYFJBpLEIIIYQQQgghVJJpLEIEEJvNRkJCAjabrbaLUi9I3upI1mpJ3mpJ3upI1mpJ3upI1mpJ3upI1lUnIzsUkJEd6rjdbtLT07nmmmtkZWgFJG91JGu1JG+1JG91JGu1JG91JGu1JG91riTr+j6yQzo7FJDODiGEEEIIIYQoW17CdMInj6/tYgSU+t7ZIdNYRECx2WyMHz9ehnkpInmrI1mrJXmrJXmrI1mrJXmrI1mrJXmrI1lXnYzsUEBGdqjj8XjIzMykRYsWGI3Sl1fTJG91JGu1JG+1JG91JGu1JG91JGu1aiLvvITpzBoaTXyPYdXyeoHiSrKWkR1CBBCj0UirVq3kf3KKSN7qSNZqSd5qSd7qSNZqSd7qSNZqVVfeo5Ln8Pi6mWQM/xPuvWn6/XkJ06+0iAFDru2qk8REQLHZbLz88ssyzEsRyVsdyVotyVstyVsdyVotyVsdyVqt6szbagrSj4/knSZz+DO496aRPeKlK37tQCDXdtXJNBYFZBqLOh6Ph5ycHBo2bCi9nwpI3upI1mpJ3mpJ3upI1mpJ3upI1mpVV96jkufox7PX5DNraDR/nvmDfp8p5pp6v2jplWQt01iECCAGgwGr1YrBYKjtotQLkrc6krVakrdakrc6krVakrc6krVakrc6knXVSWeHCCh2u53Y2FjsdnttF6VekLzVkazVkrzVkrzVkazVkrzVCeSsp2xbWttFKCGQ8/Y3knXV1elpLE6nky+//JI9e/ZgsVi4+uqrefrppzl9+jQLFizg4sWLWK1WnnzySa666iqAGjl3OTKNRR1N07Db7QQHB0vvpwKStzqStVqSt1qStzqStVqStzqBnPWUbUuJ7zGMvITpfjOloyp5e+vhlZcwnZfvD9Vvz16TT/jk8WSPeAnzyWM0Sv6G7N73EbHx+5Lv37kzrq1br7widcCVXNsyjaUOW7FiBQATJ04kLi6Ohx9+GIBPP/2UO+64g4kTJ9KvXz8WLlyoP6cmzgn/oWkaNpuNOtyHV6dI3upI1mpJ3mpJ3upI1mpJ3uoEatajkuewL/u4vluJvyzaWVreO3dCx45mdu68steOWDQHGkVQVktqgHbttVf2JnVIoF7bKtTZzg673c6GDRsYPHiw3sMVERFBbm4u6enp9OzZE4AePXqQlZXF6dOna+Sc8C8Oh4PExEQcDkdtF6VekLzVkazVkrzVkrzVkazVkrzVCeSs9d1KrFbAP7ZlLS3vSZNMHDhgYPJkU7nPLWtaTtFRK1pUFGWNYTAA7vj4yha5zgrka7um1dnOjjNnzhAaGsq3337Lm2++yYwZM9i3bx8XLlygYcOGmEyFHzKDwUDjxo25cOFCjZwrjdPppKCgQP/xbhPkvUCdTidOp1O/z+VylTi22+0+x263u8SxzWbzOfZ4PD7HRXsBPR6PXo6ix2632+fYOxes6LHL5fI59taj6LG/1MlqtTJz5ky9LQKhTv7cTlarlbfeeougoKCAqZO/tpPVauXtt9/GbDYHTJ38uZ3MZjPTp0/HarUGTJ38uZ0AZs+eTVBQUMDUyV/byWAwMHPmTKxWa8DUyZ/byWQyMXv2bIxGY8DUyV/byWAwMHv2bCwWS8DUSV+jwecP+hqa5ilRj9z4N5XVadKWzwgKCuKdd94pLJGmsW2bxsqVhV8tV6wwkpLiKFEn73QM7/3eehQO1dB86xTeAPvVUWiXujyye99X+FCzGdeDD+Lq1Mnv2qmmPk9ms5nZs2djMBiqVKf6rM52dng8Hs6fP0/Lli157bXXGDZsGB9++KHe0LXp22+/Zdy4cfrP5MmTAVi9ejUAq1atYtWqVQAsX76cNWvWALB48WKSk5MBmD9/PikpKQDMnTuX1NRUAGbOnElaWhoAU6dOJT09HYCEhAQyMzMBiI2NJScnx2cxm5ycHGJjYwHIzMwkISEBgPT0dKZOnQpAWlqa3lGQmprK3LlzAUhJSWH+/PkAJCcns3jxYgDWrFnD8uXL/apOHo+Hbdu2BVSd/LmdPB4P8fHxZGRkBEyd/LWdPB4PH3zwAT/88EPA1Mmf22nz5s38/e9/x+PxBEyd/L2dMjIyyMjICKg6+WM7zZgxg02bNuHxeAKmTv7cTv/85z/JyMjgiy++CJg6+Ws7zZgxg4yMDHbs2BEwdfK2k9vj1jsD3G63/u+uonXSNm8mLDwcS1AQoWFhvPXey1iCgggLDyckNBTzjTdWuU5Tti31qdPBgwcx9uhBwRL1mn0AACAASURBVN0DadCwIUHBwfS8NRgNg/4TeU8Pnzrt3Ak/bfIwdNFnHMk7za6x4yj49QBagY0Ctx37pQ6AonXK7dANQ7HJLAaXi2969vSrdjr47Fig5j5PmzdvJiMjg/fee6/SdcrNzaU+q7MLlObl5REbG8vf/vY3fb/hN998k/vvv5/Fixfz9ttvYzKZ0DSN119/nbFjxxISEkJiYmK1nmvevHmJsjmdTr03DgoXhmnXrh2//vorMTExeg+exWLB4XBgNBoxm80+x3a7HZPJpB+bzWZMJpPPsc1mw2Kx6MdBQUEYjUb92GAwYLcXLmajaRoOhwOr1YrH49GP3W43TqdTP3a5XAQHB/scu1wu3G63fuzxeAgKCvI59pc6AcTHxxMXF0dERERA1Mmf28npdBIfH8+kSZMIDQ0NiDr5azu5XC7i4+NJTEwkPDw8IOrkz+2Ul5fHpEmTmDJlCmazOSDq5M/tlJOTw9SpU5k4cSJGozEg6uSv7ZSdnU1SUhJTpkzRX6Ou18mf28lmszFlyhTi4+MJCQkJiDr5azvl5eXxl7/8hcTERMxmc0DUyeVy8cLmf4AGSf+3g1BTMKBhjG5Dgymv+dTj4sMjiFj1OROnj2bS+A9IvPRfuDRwYvBgCj79tNJ1mr5nBQaDgVdvGIxr6mzCJ8cyactnJCZ9zsXzdhpdWjzU+37Zve+j4cbv+ZqHaJOyjM6dC+v0xBNhXLjjM46suIWnZm5mQtffkz/xbb0eZbWTfdjTRPxrKTm97qVhyjq0gQMpWLz4itoprHdvjLt3l/k9092xI+5t28ptp6Ttyxi3Ip2QxHF6PWrq8+R0Opk8eTJxcXGEhYVV6to7c+YMbdu2rdQCpe+++y45OTkYjUaCg4MZNmwYbdq0KfG4uLg4zGazPsK7X79+3HzzzRV6D1XqbGcHFDZE37596dy5M2fPnuWtt97ijTfe4KOPPqJXr1707t2brVu38t133/Haa68BMGvWrGo/dzmyG4sQQgghhBCiskYlzwEg6e87CHVq4PGA0UjEssKOjMfXzeSv8/YSWuCg6b+W6J0ORTs7AHYvTqH9I90q/f5Tti1lX/ZxrKYgZr67nVdGtcduNTN7+k+EXizQd0op2tkRsfF7bjJto82grixb5mb7djjx8tvMHBpN8vjhvPKfxbzVZ9hl3vmS7dux9Oypv64zJQW6Vb4eRZn+8AcMK1eWuiaIBkz88DUmzlqFYdeuMl8j9t0XefU/uWC1Yoq5xm92ySmuKrux5OfnExpauEvO9u3b+de//sUbb7xR4nFxcXE8++yzpXaE+Is6O40FYPjw4axZs4akpCTef/99hg8fTqNGjRg+fDg//vgjEydO5LvvvmPEiBE+z6nuc8J/uN1uDh8+7BfTmeoDyVsdyVotyVstyVsdyVotyVud6sy6rAU0a1Pc892IWPYBjX5YjeX0SSxBQViCgrhh+wGu+WIBlvNnSn3ehd73c6D3o7yx9MZKvd+UbUv1nWBK42wUiSckFI/BSOL00fr9Hgx8yRDie65mxQojO3ZAUpIJ746pBpOHQ+8+VvGCdO+O/eqowtd+6KEr7ugAcMfF+XR0FC2/AeDc2TI7OhKnj0YDnMHmKy5HRVXHtW23233WlPSOKimNt6MDoKCgoE5v5ayulWpA06ZNeeWVV0rc36JFC1599dVSn1MT54T/cDqdfPTRR0yYMEFfUFbUHMlbHclaLclbLclbHclaLclbnUDLesq2pbzy1RG4P9Tnfnd4g3K3ZC3OiMYRYi51PLir1FfQIaI18T2GkbdmOvN/N54p25YSajpIQUgojTXfBTCNaExiIpP4F6DxWsoi/rPyjzzd+1IZ3UZWrKBSZcnvfAuGi3m4L62ZccW6d8czeDCG1asxFFl6wANl7gDjHVnCpcecaRkJFG5WYfjpJyyXpnKURuvcGdfWrVUubnVc29OmTdOnmwAMGDCAQYMGlfn4jz/+WF8T5MUXXyzzcQsWLAAgKiqKIUOG0KBBgyqVr6bU6ZEdQhRntVqZPHky1ktbc4maJXmrI1mrJXmrJXmrI1mrJXmrUx1Z+8uIDu+ICvfeNLSL+T7n8jvdVO6WrBdojPPS37OdmDlDU/IIx2zWSEqq2Bdl7/vnu+ylno/vMQwwEBTekFUhv9N3TPG+XyreXgwDrvwgDCbfDpHKlAXA3SgSV5Pm0KVLhZ9z2deMi2Pi1Kd87svtfV+JbIuO+gDQMPDvyPuxhwRjuqE9EYvmoJlMPh1N3p1jCh8P2rXXXlFZq+Pafv3115kxY4b+88ADD5T7+KeeeoqpU6cyePBgvv7661IfM3bsWOLi4nj99dcJDw9n4cKFVS5fTZHODhFQ3G43e/fuleGiikje6kjWakneakne6kjWakne6lRn1vuyj5Mx/E9kPzKa7BEvVUPpKq60Dheb26Efuxs3xRNsRTP7DtD3Th85wHVYcDFp/AdYcHGEGABcLoM+rSQvYXqp771zJ3TsaObCoSZYTUGEmoPpEPHbOg++61JoeDxuNk5rq++YYsFF05CLaBi4h7VoGLjLsx6P28SQjW/ww/jH2UFXn7JUVlllr7Tu3cmNCMNFYaeLt6PmKx7SO29KY0Aj9vzbOAss+n3usAbldkC54+OvqKjVcW0HBwcTEhKi/1gslss/CejVqxdpaWnk5eWVOBcZGQmAyWSib9++HDhwoMrlqynS2SECisvl4uuvv/bZDUfUHMlbHclaLclbLclbHclaLclbnRrJupZH5JhuaM/8342nQ0RrPuzzW6eLO6wBBpfLZ9SBd/pIHuF8xUMAfMkQ8ggv8ooaU6aUPaJi0iQTBw4Y2PHxbRUroM1O+rWtyI0IAwrX1GgYXnyz2KLvDge5Vr9VXlnKU10jcE41aoGZwg4Eb8fQJCbqnTdFR2iAt0OkGTtNXTCca/HbCbMF+9VRJL79J5/Ha2ZztawzovL3SH5+PllZWfrt7du3ExYWRlhYmM/j7HY7+fm/jTr65Zdf/HKh0jq9ZocQxQUHB/P666/XdjHqDclbHclaLclbLclbHclaLclbnSvN2l+msFSI2cKW2zujYcCAhhMz/9kYTird6MNuEphCR/aQyGSm8M8iTzRw6BDQseRLxiYvZeXKx/mq91SG/jQBR76ZoFDXpSkrJUUseg+A+cCUH+cz8dkZuD77DNxuLCtXlvocAzCRSb5lqQLvyJtQpwZWKxGL5lToeTt3wplX36bZ26/SpQuczWrOVzzEpPEf8CVDMBLODrpzO031qUBFR3kUdohEo7mNfPXHx5n90l/0rqTJrw7C7PCd9mNwuXDFxVWtkkWo/D1SUFDABx98gNPpxGAwEB4ezvPPP68vUvrJJ5/QtWtXrrrqKubNm4fHUzhFqWnTpowcOVJJGStDOjtEQHG73aSmptK1a9eAWJzK30ne6kjWakneakne6kjWakne6tS3rL968gFM2dlA4ZfwSUzUz+2iCx1IAzSaNl1JB2MaZ/7nWb1TIK+UdT6PHClcSwMKd0zJygijedvsMt+/aN7xd/wR1+4/6ufsV0eVmAqimc1oAwfyy7KOQNk7gZQne8RLYLNB30u9NZUceTNpkomnC2DyZBPLlrlx282ldgz9NP5/sPAmUDht5aeIW+mM70gZs1nj6FFoeem1069tRcuMc2iXOgU0gwFt8ODq2T1G4bXdpEkTYmNjyzz/xBNP6McTJkyo0bJUB5nGIgKKy+Vi3bp1MlxUEclbHclaLclbLclbHclaLclbnSvJ2rsg55G807U6wqOsrV5LG12Rft3V+vSRLxmiLwqaPH64/pgddKPL2XVYTp+k6efzSHrnBSxBQRjXr8MSFIT5xsLtaLdvh7PnDLhcl76ou43kZ1k5f7BpmWUtL+/CRVR9J7MYXC7cVRzlELFoDqYb2lfpuV7bt8PKlYVffb3rhTTpcIoe//meax272erowMD1r+JwOElxdNK3u80Ob8Bz2f8gn1ASmay/nstloM8/3/BZdySzRSMM2qUOI02rcn2Lk98jVSedHSKgBAcH88orrxAcHFzbRakXJG91JGu1JG+1JG91JGu1JG91qiPr6PDmxPcYRoeI1oSaaq/NPuzzks/CoEV5v/h/2OclwtvdACGhPLglHofDWeKn8+CYctfP8O4SkpRkKtk5YQDzvx4vs4zl5R2+6jO0pk3RzGYmjf+g2tau8Na9ePtUZNHSaTuX6iNXzGYN2+Tyn5Pf+RY0k5kjxLCLzvzMreyi+G4wheuOeNdWiW7VVu8ksV8dXS2jOkB+j1wJ6ewQAcXlcrFx40bp+VRE8lZHslZL8lZL8lZHslZL8lanOrMua52KmjIqeQ6Pr5tZ5lavZQoLR+vZs8wtWd1xcZfdJWTY6jmsXGksOe1Eo9wdUy6Xd1j8WAyXzl3JqI7qMPSjz31GrrhcBs6eNfjsqFKcu1Ek2RFtuHAxEjAwdGPhlI2iI2cK1x3xzS2/8y1oZgv5nW+utvLL75Gqk84OEVDcbjfbt2+XLd4UkbzVkazVkrzVkrzVkazVkrzVqetZX36r1yro3p0GzUJLjO7Q+G3kwcXMhpfuKeT7pb7sHVMum3f37ngGDwaollEdVTVl21JSF/YqOXIFjYunIsp97tGLTdA0A21uP1DqyBmHw8nWrb4dEO5GkbiuaoO7UWS11aGuX9u1STo7REAJDg7m+eefl2Feikje6kjWakneakne6kjWakne6tRI1jYb5OeT/cjowsUxFSpvdEllOkFKG91hoHBdDQC33XzpntKUHLngVZG83YmJaO3a4U4oZUXUKqpM3Uclz2FnxmmO/XRdyZErGLBlh5S5LsnOC605b28AwLGfritzhEtRNTUiSH6PVJ10doiA4nK5WLt2rQzzUkTyVkeyVkvyVkvyVkeyVkvyVqc6si76ZVVfFDM0tNK7fqh02S/Y3bvr62dA4S4hnpAw3I2bAIWLdI74zyz+M+aRCo1c8KpQ3l264Nq9u8xpNlfsUmeUe29amZ1RBZmNoMyVSyB1Qe9S73979yB9NIjB5CEpqfZ2+JHfI1UnnR0ioHg8Ho4cOaLv+SxqluStjmStluStluStjmStluStjmRdNp/1MzQNT6NGQMUW9ixLbecdsWgOEcs+uGxnlMthoujIFe80Hf11stuWeM727fDNiR76aBDNbSx3/ZIrnm50GbWddV0mnR0ioAQFBfH0008TFBRU20WpFyRvdSRrtSRvtSRvdSRrtSRvdSqbtYotZi/3Hjt3QseOZi4calKl16/wtIki62fYr45Gs1z5dIjavLYrM13kqo7nSh25ctddGnffpZU6ciUpyaTv3OJlNmu1NrpDfo9UnXR2iIDicrn45ptvZJiXIpK3OpK1WpK3WpK3OpK1WpK3OlXN+kpGN1ypIX8+SqtnlrD1o1uxuR1Aza374E5MZOI/1lfbLiGBcG2XlvX27bBypRGXq3AHFu/uKy6XodzRHTUpELKuLdLZIQKKx+MhKytLhnkpInmrI1mrJXmrJXmrI1mrJXmrU5msRyXPYV/2cTKG/wn33jS0i/kVfp/q6hzZvr1w4UuAkxuup7WpNR/2qcFFUC+tn+FuFOmz1kVV+eO1XZm2KWvqSeHojbLW+Ch7d5qa5I9Z1xXm2i7AlYiLi8NsNutDevr168fNN9/M6dOnWbBgARcvXsRqtfLkk09y1VVXAdTIOeE/goKCeOyxx2q7GPWG5K2OZK2W5K2W5K2OZK2W5K1OZbO2mtRNCchLmF7iy/W0nUsxmArLazB5OPTuY9Cn5rcWjVg0h7yE6bgPpxd2elSRX13bNht4PFfUeeNVuPtMebvTVO71pmxbesWjdfwq6zqmzo/sGDVqFBMmTGDChAncfHPhsKxPP/2UO+64g4kTJ9KvXz8WLlyoP74mzgn/4XQ6+eqrr3A6nbVdlHpB8lZHslZL8lZL8lZHslZL8lanKlnHPd8N0w3tmf+78XSIaH3Zx1fXOh/bt8PZcwY0d+FXscstgFndqmNBTX+5tn12zQGyR7xE9iOjq/x6W7e6St2V5nK705Smuq4Xf8m6LqrznR3F5ebmkp6eTs+ePQHo0aMHWVlZnD59ukbOCSGEEEIIIeoGFQuTXk5Skknf1tRL9QKY3k6CxXePrdnpM4ronR6X1OZaLKXxt/LUF3W+s2PBggUkJSWxaNEicnNzuXDhAg0bNsRkKvxlYTAYaNy4MRcuXKiRc6VxOp0UFBToP7ZLQ8QcDod+3tsz53A49MVmih7b7XafY7fbXeLYZrP5HHvncXmPNU3DZrOhaRoej0cvR9Fjt9vtc2y320scu1wun2NvPYoe+0udLBYLgwcP1l8jEOrkz+1ksVjo37+//tkIhDr5aztZLBYGDhyIwWAImDr5czsZDAYGDBiAxWIJmDr5czu53W6GDh2KyWQKmDr5azt5PB4GDx6MxWIJmDr5czsBDB06FE3TAqZO/tpOHo+HoUOHYjQaL1snNEAr7GwIjn8Fp9NJfI9hJepk+CWFpp/Pw5J+iKafz8Owfh3G9euwBAVhCQrC2KNHqXXKiZvGqB9+WxfE8NNP+nMsQUGsWGnibtahYeAe1rKDrvoCmCkpDmXtpGmeKreTyWRiyJAhuN1uJdeet51Kq5O3HoX/1X479vYnaZqyz1ORN9Vf2+Vy6WWsSjsZDAaGDh2q//+yMu1U39f5qNOdHWPHjiUuLo7XX3+d8PBwv5la8u233zJu3Dj9Z/LkyQCsXr0agFWrVrFq1SoAli9fzpo1awBYvHgxycnJAMyfP5+UlBQA5s6dS2pqKgAzZ84kLa1wPtrUqVNJT08HICEhgczMTABiY2PJycnBbrcTGxuL3W4nJyeH2NhYADIzM0lISAAgPT2dqVOnApCWlsbMmTMBSE1NZe7cuQCkpKQwf/58AJKTk1m8eDEAa9asYfny5X5VJ4fDwYcffhhQdfLndnI4HEyYMIHjx48HTJ38tZ0cDgfTpk1j7dq1AVMnf26njRs38pe//AWHwxEwdfL3dlqyZAnHjx8PqDr5YzvNmDGDefPm4XA4AqZO/txOK1asYMmSJSxbtixg6uSv7TRjxgyWLFnC1q1bS9RpyralPnVyupw4Ln3JLK9OTpO5nKUqYb/bXaJOU7Yt5fDhI5w7FMm5va3Yl3U1msVS5usAHORa/VWfeuqIsnbaNeCuKrfT2bNn+eSTT/zi2vul760AZGRk6F/6XXvS0PILF5612e3KPk9FOz4yMjLYl32cUclzcO1NI3vES5wc80al22njxo0sWbKEOXPmVLqdcnNzqc8MmqaV99mrM7Kzs5k4cSKTJ08mMTGRt99+G5PJhKZpvP7664wdO5aQkJBqP9e8efMSZXE6nT5bA504cYJ27drx66+/EhMTo/fgWSwWHA4HRqMRs9nsc2y32zGZTPqx2WzGZDL5HHtHMniPg4KCMBqN+rHBYMButxMcHIymaTgcDqxWKx6PRz92u904nU792OVyERwc7HPscrlwu936scfjISgoyOfYX+pkNpv59ttvueuuuwgPDw+IOvlzO2maxjfffMMDDzxAUFBQQNTJX9sJ4N///jf33XcfVqs1IOrkz+1ks9lYs2YN/fv3BwiIOvlzO+Xn55OcnMy9996Lx+MJiDr5aztdvHiRdevW8cADD+ijxup6nfy5nVwuF+vWrePuu+/GYrEERJ38tZ1sNhs//PADffv2BfCp0/Q9K3i9y8N4PB7e2v01R3JPAxoYDPxfr2fLrJMjdgqN33uL7N73EbHxexKnj2bsV0eI2Pg9APkbNmDs0UOvx4ubP8DmcTD3vT30ODWBmN9vIfSd61nc6280+XIBidNHM2n8BwD6ceL00Xw9/iVS6QZAx45utm/3+H07GY1Gvv/+e+68807CwsL84trLjX+TkMT/h23yTNx703hlVHsMYaGgacy7/QUln6e8p/4MNjszh0ZzvHUENo8TqzGImX/bDlYrxujWBMePrVQ7aZrG2rVrufPOO7FarZVqpzNnztC2bVuOHTtG69aXX5cm0NTZ3Vi8Q3dCLy1G88svv9CmTRsaNGhAmzZt2Lx5M71792bbtm00atRI75SoiXPFWSwWLBaLfttqtQLou8YUPee9r/hxcHDwZY+9r1uRY4PBoB8bjUb92GQy6VMQyjo2m82YzWb92KvosT/VaeDAgfpjA6VO/txODz74YMDVyV/badCgQQFXJ39tJ6vV6nNtB0Kd/LmdwsPD9Y4lr7peJ39tp7CwMP3/k0Vfsy7XyZ/byTvds6i6XqfS6uEPdQoLC9OzzkuYTvDk8T51sk2eSfjk8ezLPo5H0zAaDFhNQeXWydGgAfaro9CK7c6hGQxogwdjubQ5gl7eSw/LcwVz/Ofrifn9Fr49eRN5hBN+dRRcmoqaOL1wAU23yQhNm/KLoyPgu/hkXWinAQMG6Pf5w7VnMBh9ngNgczuwmoJ8/v9e0fpVpU4Ri94jL2E6k4aP19eHie8xjOy/jdbLWJXvhMV/j1S0nbx/MKuMd999l5ycHIxGI8HBwQwbNow2bdqUeFxd2K20zk5jyc3N5Z133iEpKYmkpCT279/PyJEjARg+fDg//vgjEydO5LvvvmPEiBH682rinPAfDoeDjz766Lc5maJGSd7qSNZqSd5qSd7qSNZqSd7qOBwOXlg9u0TWo5IL185wX5pGABBqDq7wwpz5nW4qsZioQdNwx8WV+Zz0i00wGAunU5gMbtKzGjH51UH6OiFeJreHuC6/r1D9/I2/X9tFd9mp6wuwqs569OjRxMXFMWHCBO69994yl4qoC7uV1tmRHU2bNmXChAmlnmvRogWvvvqqsnPCfxiNRqKjo6vUiykqT/JWR7JWS/JWS/JWR7JWS/KueVO2LSW+x7DCv7yH+P4lOy9hOtwfekWvH77qMy7+/km0SyMGNMB+dTT5y78lvFs38hKm+2zl6swP4ry9AZqn8K/9bs3EuYJQdhiiaB+xu3A0BzBxwsd4HnoIunW7ovLVFn++tsMnj9d3P4nvMaxWy1Id718dWdvtdgoKCvTbZrPZZ2RJUd6ZEwAFBQX64vhFeXcr/d///V+gcLfSpUuXcvr06TJnP9SGOtvZIURpzGYz99xzT20Xo96QvNWRrNWSvNWSvNWRrNWSvNUxm81kGi5y5snnCXVqZI94CVPMNdXy2lpUFIZL6/EZKBztUZaLmQ0xGAq/VCaPH174HAOY/zuK8D/Pw+Qu3B3D4HLhKmd0iL+Ta7tsRTu/qkN1ZD1t2jSf6TEDBgzwmR5d3Mcff6wvgPriiy+WOF/ebqX+1Nnhf11xQlwBu93O3//+d30lZFGzJG91JGu1JG+1JG91JGu1JG818hKmY7fb8XiKTBPJz8e9Nw3tYuGOHKYb2hOxaE7VpjWEN8AzeDAAnmAr7sZNSn3Y+QPNsGWHFJ+tgqbBihVG8ijyOnV4VAfIta1SdWT9+uuvM2PGDP3ngQceKPfxTz31FFOnTmXw4MF8/fXXVX7f2iadHSKgmEwmunfvrvcyipoleasjWasleasleasjWasledcc7+KPXiaTCYMB4p7rhumG9hB6ZdNXwPcv9O7ERAgJxR3WQO9I8a4B4pW6sFeprzN04wRA48iRIq9zaRvTusofr+3qHlHhL6oj6+DgYEJCQvSfsqawFNerVy/S0tLIy8vzub9x48bk5OToW/1qmsaFCxdo3LhxlctYE6SzQwQUs9lM7969S6zELGqG5K2OZK2W5K2W5K2OZK2W5F2zii4+evHpMYVrC1xaXiBi0Rx9kcrFd4/Vn1PlNRS6dCHu2b9i6tKpsCOlyK4XUDi6JPdkBODt3CjOgM1m0F+HLl2qVg4/4e/Xtl92fBTpJPOuKVIRKrPOz88nKytLv719+3bCwsIICwvzeVzRHVCBy+5WWluks0MEFLvdzqxZs2RInSKStzqStVqSt1qStzqStVqSd83wdnLku4rmquFxayV2PKlu+pdomw1sNtyH08l+ZDTuvWkMmj2Plt2P4XA4S/25+eaaLZtKcm1XTsSyD34bbVTGyKCyqMy6oKCA999/n6SkJP7yl7+wfv16nn/+eX2R0k8++YTU1FSgbuxW6p9dcUJUkdls5u677/bbXuZAI3mrI1mrJXmrJXmrI1mrJXnXHKupcLHF6PDmwB4ADEYDYNA7JGrqr/sRi+bou7DkJUzHfTi9Qs+r7Z1BqpNc25XnvW6KXi/Fd/MpjcqsmzRpQmxsbJnnn3jiCf24LuxWKlenCCgmk4kePXrUdjHqDclbHclaLclbLclbHclaLclbJQOGwr6OUvnltIY6TK5tdSTrqpNpLCKg2O12pk2bJkPqFJG81ZGs1ZK81ZK81ZGs1ZK8VdLwuD01Po2lTDZb7bxvLZFrWx3JuupkZIcIKGazmSFDhsiQOkUkb3Uka7Ukb7Ukb3Uka7Uk75oX32MYeTccISRxHFGbFvKXXk9W+3uUNyrEey4vYTrzf1d/Ro/Ita2OZF11kpgIKCaTiRtuuKG2i1FvSN7qSNZqSd5qSd7qSNZqSd7qmEwmwkLD/Gor1EAm1/blVdcaLZJ11ck0FhFQbDYbCQkJ2OrZUMLaInmrI1mrJXmrJXmrI1mrJXmrY7PZcH61S1nW9X0NELm2r5DNpu/KcrltaCXrqpPODhFQLBYLTz/9NBaLpbaLUi9I3upI1mpJ3mpJ3upI1mpJ3mqETx4vWSsmeVdN+OTxRCyag+mG9r9tRXsZknXVSWeHCCgmk4mYmBgZwqiI5K2OZK2W5K2W5K2OZK2W5K2OZK2W5F193HvTyB7xUpnnJeuqk84OEVBsNhvjx4+XYV6KSN7qSNZqSd5qSd7qSNZqSd7q1HbW9W1aS23nHQj0ER6XTNm2FKDEtBbJuuqks0MElKCgIF555RWCgoJquyj1guStjmStluStluStjmStVm3m7f3iVF/Ita2WwFkvRgAAIABJREFU5K2OZF11dX43lo0bN7Jo0SKeeeYZunfvTm5uLgsWLODMmTOYzWYeffRR2rVrB1Aj54R/MRqNtGrVqraLUW9I3upI1mpJ3mpJ3upI1mr5Q955CdMJnzxe/2+g8oes6xPJ+8p4P4vhk8eT/cjoch8rWVddnR7Zce7cOX788UdiYmL0+77++muio6OZNGkSI0aM4KOPPsLtdtfYOeFfbDYbL7/8sgzzUkTyVkeyVkvyVkvyVkeyVkvyVkeyVkvyVkeyrro629nh8Xj45JNP+J//+R/M5t8GqGzdupU+ffoAEB0dTUREBPv376+xc8K/BAUFMWnSJBnmpYjkrY5krZbkrZbkrY5krVZdynvnTujY0czOnbVdktJdblpOXco6EEje6pSWdX2bplZVdbaz4z//+Q9t27blmmuu0e/Ly8vD7XYTERGh39ekSRPOnz9fI+fK4nQ6KSgo0H+8vXAOh0M/73Q69ftcLleJY7vd7nPsHUlS9Nhms/kcezwen2NN07DZbGiahsfj0ctR9Njtdvsc2+32Escul8vn2FuPosf+UieDwYDFYim1HnW1Tv7cTgaDAQBN0wKmTv7aTgaDAaPR6FP2ul4nf24nt9uN0WjEYDAETJ38uZ3sdjtWq1W/PxDq5K/t5HA4sFgsGAyGgKmTP7eTy+XCarXqxyrqNGnLZwDsyzrOlpf/jPtwOtmPjNZ3fCirTomJRg4cMDB5sqlOtBMacOnfH263G4fDgdVq1X+nVKad/KVOdenzpGkawcHB2O32gKlTbbYTaOzLOk7G8D9d+qy+6FN2q9WKw+HQy+7xeHC73eQlTL9sneqzOtnZcfLkSbZv307//v1ruyil+vbbbxk3bpz+M3nyZABWr14NwKpVq1i1ahUAy5cvZ82aNQAsXryY5ORkAObPn09KSgoAc+fOJTU1FYCZM2eSlpYGwNSpU0lPTwcgISGBzMxMAGJjY8nJycFutxMbG4vdbicnJ4fY2FgAMjMzSUhIACA9PZ2pU6cCkJaWxsyZMwFITU1l7ty5AKSkpDB//nwAkpOTWbx4MQBr1qxh+fLlflUnu93OhAkTAqpO/txOdrudxMREjh07FjB18td2stvtxMfHs3bt2oCpkz+308aNG4mPj8dutwdMnfy5nV577TViY2M5duxYwNTJX9tpxowZTJgwAbvdHjB18ud2WrFiBbGxsSxbtkxZnQ4ePIjXjIFtMMVcgyfIgg2tzDrFJi9l1arCbS1XrDDy8cfb/L6dPNpvXz7T0tKYMWMGsbGxbN26Va49BXU6c+YMr732Gq+99lrA1Kk228npdOp/PHQYDXqnzfz589m4cSPPrJzBe++9R2pqKjt3wsaNHv71r/TL1ik3N5f6zKB5U61DfvjhB1avXq1PX8nJycFqtTJo0CC+/PJLJk2apI/EeOutt3jooYfo0KEDY8aMqfZzpSnaew9w4sQJ2rVrx6+//kpMTIzeg2exWHA4HBiNRsxms8+x3W7HZDLpx2azGZPJ5HNss9mwWCz6cVBQEEajUT82GAzY7XaCg4PRNM2nx9t77Ha7cTqd+rHL5SI4ONjn2OVy4Xa79WOPx0NQUJDPsb/UKTg4mPz8fIxGIyEhIQFRJ39uJ6PRSHZ2Ng0aNPCpX12uk7+2k8lkIjc3l5CQEH30Ul2vkz+3k3eEXoMGDXC73QFRJ39uJ7vdro/MK1qPulwnf20n718AQ0NDsdvtAVEnf24n71+HDQaDXvaartOI9e9gNQdhczmwmizM/r4A9+Gjl/5VaiD849kl6vTk0hX889nhLLtlGo+kvE7//h6WLLH5VTu9vXclb3T7A3kJb/HKAw0KR3ag8eGd/6u3GYDZbPZpm/p67dV0nbyvDegj8+p6nWqrnfKHPw/WYF74Y1v++o+9hJoKp6tELHoPu92O0WhkaupyYjsNwTV1Nk/tmcCFOz6j8Y//w8cd38Q84c9l1unMmTO0bduWY8eO0bp169K/XAewOtnZUdysWbO455576N69OwsXLiQyMpJBgwZx5MgR3n//fZKSkjCZTDVyriKOHz9OmzZtOHz4MFdffXUNp1G/eTwecnJyaNiwIUZjnRy4VKdI3upI1mpJ3mpJ3upI1mrVRt6Pr5uJ1RREdHhz4nsMIy9hOu7D6fr5iEVzfB4/9KPPyck2kjx+OF/1nsrQjRMASElx0q2bkiJXyOPrZvLXeXsJdWq8Mqo9hrBQAD7s8xIg17Zqknf1yX5kNFitvDDqWv46by8NT5+h0Q+rfR6TOH00k8Z/QHbv+zi6MZOXpr9G8vjhHB74DOHhhhKfa68TJ04QExNTbzs7Au7KHDJkCIcOHSIxMZFFixbx1FNP6Z0SNXFO+BeHw0FiYqLe0yxqluStjmStluStluStjmStVl3IO3VhLwz4/u3TbNZISqqZf+tWZmHFvITpZZ6zuX0zrQtZBxLJu+ZoZgsahR0cJc4BhyjcidRkcHOsoDlQ/melPguIkR3+TkZ2CCGEEEIIFYqP7ADIHvES2Gzg8YDRSMSyDwDYvh169rTQZ/qnJUZ2QM2M7piybalersvJS5jOy/eH6h0bVlMQs9fkEz55fKVeRwh/VnxkR5gHmny5wGc0x8yh0frxnRv/SsT03fpntpHlIp0bH9c/10VVdmSH0+nkww8/5NSpU1gsFho0aMCjjz5K8+bNSzw2Li4Os9ms7xLTr18/br755isPpBoF3MgOUb95PB4yMjLq/crDqkje6kjWakneakne6kjWavlL3hGL5mC6oT2EhvrcP23nUqDk3z2/6j0V0Jgy5bfRHbX9l+PFd4/Vp6yUxl+yri8k75qTRzhf8RAaBp/7XZg4Q1NS+a0H0mCAtw/+oVrf/4477iAxMZE33niDrl276ourlmbUqFFMmDCBCRMm+F1HB0hnhwgwDoeDWbNmyZA6RSRvdSRrtSRvtSRvdSRrtfw97+yLLrj0hWoHXbmHtWgYLv3XyIqVJpLeeQFLUBCGX1LYuRM6djSzc2fNlWlU8hweXzfz/7N37vFRVOf/f8/ubBIg4SaglYsExaIEAlFp068oVVq/vxpJrAiKYrGgFrUiWIJAyA2MGgtqv5SqFa8FLXfCxQtQaKONGi4hgAoiYIBWiJB7spfZPb8/NjvsJpsb7A7Lct6v17w4mZmdc57POTvsPPOc5+hLcDZFw6iOUNc63JB6B4+S8s5kK3MaTy/DyZH6KSz5qeMA9+rLG48PpVqLbHQd7yljNpuNuro6fTuz5K0vFouFuLg4FMV9X4iNjeXUqVMBset8oJ7vBkgkgSQqKorcXDlnzSik3sYhtTYWqbexSL2NQ2ptLEbr3VQ+DDUhAVPMZXQp2ExF4kgs9WHnN+ZOYgsTyOgwhR/3rKSOS/1+XgBYrSRcF8E3ANf5OScuDm3nznO2oezQJdTWwtcVVSS0P9roeHR2qt/PybFtLFLv4LCvvA+2uiiKxHX8jG446h/XBQqrSMFEtH7ubgZzBZcimE3F6ZHU3vwrOhVs1o/XvjCFSa5SAJ599ll9ugnAr371K5KSklpsz9atWxk8eHCTx99++20ArrjiClJSUoiJiWmbwUFGRnZIwgqn08nhw4dxOp3nuykXBVJv45BaG4vU21ik3sYhtTYWI/WemL+QryuO+T0m+vXzeUdckTjyzDGAqHbUDrzOJ2je+xwF0BSLnwkvZ64h+vU7u4Y3YPdbP8NhU5lUOwHzNVezePjjDOjUcq4BObaNReodHB6pe4D6oAoOE4sFDQAFQRaZPud+Sz86ejk3PGTkTkIAdaIdXy5zeyZnzpzJ/Pnz9e22225rsS0ffvghpaWlpKSk+D0+bdo00tLSmDlzJtHR0bzzzjutN9QgpLNDElY4HA7efPPNJkOzJIFF6m0cUmtjkXobi9TbOKTWxnI+9B7QqReLhz/uM83DmZbWYPb/GRQgbfBdRK9/H9GtG0LxPVOgUHt5Hw6r/VHwdYJ4X8M5Z845t72oCI5+ehXg/re62r2/NYlI5dg2Fql34DBfczWd3l1IL3Mvjn56FZ7lQzy5OwBK6U7vV3dz880Cu92B3e4g6YvZzX6vDxPLf3e4p71ERkbSrl07fbNYLM22adOmTRQVFfHYY4/5RIR407VrV3f7zWZuueUWDh482Gbbg410dkjCiqioKLKzs4mKijrfTbkokHobh9TaWKTexiL1Ng6ptbGcD739OgaGDGnSkbH9f+LwLLkirrgCpcFCjQqCnb1v47i1G6tJxtXg8UqoKq7kZNqybEtTuT+e3bMMxexOeKmYXfz+6MxWX1OObWORegeeI0egYcLgdOZSS3uO0Jfid37mO41ryBBco0b5/V6vJoVqokFpewLZLVu2sH37dp544gnaN0hq7MFms1FbW6v/vX37dnr37t3muoKNdHZIwgqn08lXX30lQ+oMQuptHFJrY5F6G4vU2zik1sYSSno35chY/RuvcPboGJ+HJ6Gq0K0bL1z6CncXziSLTEz1D2OeCA9F03CmpbWpLVlZZg4eVMjOPrPay51v/p0fTikIp/vxRDhNrF1rYvfu1l0zlLS+GJB6Bx6rVYEGzsS9DOJzfkI10VT9p1OjzzjT0vx+rzM9U15E2x73y8rKWLlyJXV1dbz00kvk5OT45Gb529/+RnFxMVVVVbz00kvMmzePefPm8c033/Cb3/ymTXUZgXR2SMIKTdNYs2YNmqad76ZcFEi9jUNqbSxSb2ORehuH1NpYgqV3U4lIm6WhI0NRqOrUgaNX9vQ5zZmWRud/bwLcjoya7n3JyzOhaQq7GUKpV9JEByplIxpHdXgvU6smJGCJiNA35Z/bWJtnJj33IdasNev71z8yXl8N5l+p9yFQKGYw8+aZaQ1ybBuL1DvwXH+9e4qKZ6rKiJsFpWMf4cYe++kx6Dvu+Ou7jT/UILpDw8wPdPdZnrYtdOnShUWLFpGdna0vKZuaeiaa5P7772fw4MF069aNWbNmkZaWRlpaGr/73e+45JJLzqrOYCKdHZKwIjIykpkzZxIZ2Xj5JUngkXobh9TaWKTexiL1Ng6ptbEYpXdrnB/R2ak+b4EVISi9rGvjE+sfngBcyckcOhmNd2j9Ea+kiRY0MkVGs/U2TI7qc6x+y8id5PfYQfq1OrpDjm1jkXoHnoZT0Lz/NplNoPjP0OH9vVZxcpi+QWvjhYZ0dkjCCqfTya5du2RInUFIvY1Dam0sUm9jkXobh9TaWIzQ27MKS61ma/nk+twdALaefbG18/+g6szIQLRrjzM9nW9eHId3aL130sRVpPCPU0OarbKl5KiVfhKeeo5lkgUI5s5tObpDjm1jkXobQ6d3F2K+pj89zZ147WeT/Z80ZAgx3d25NVZ5cnVIAOnskIQZmqaxbds2GVJnEFJv45BaG4vU21ik3sYhtTaWYOvtmS4SZY6gvRrZqiVaRd++CLNKbdz1jY7pyQ8HDUIMGwaDBrFzp6av/uAJsR9xmwVhVin6x/+yc2cLttVHimS88JBvO1BYRQqldEM0cIc4UFlFSn0ovsKhQ025S84gx7axSL2NQwjBj7ZXNqu1MyODOlN7MsjW9+WnjjOieSGNdHZIworIyEimTp0qQ+oMQuptHFJrY5F6G4vU2zik1sYSaL3PKldHQzpEI268keh1S/Vlav3hs+pDA5ydu6Jd0gM6uN8ge+fo8Ef67f3BTxLFLDI5QixKg4kuFjTuKJytO1hadKggx7bRSL2NQ1FMLWs9aBCXbF3BTvsARngtT3v4cGg5o06fPs2iRYvIyckB4OjRo2zZsiVo9UlnhySs0DSNgoIC6WU2CKm3cUitjUXqbSxSb+OQWhtLsPT+uuIY/x33EM6vDiBqziz/6HfZ2QDj7QTxbkfF+McbOWM8f5dc1ZMytatPYtPS+iSK1UTzA93QMJOV+vpZLWULcmwbjdQ7eDR0NArhapPWRtwHzpb33nuP6667DlHv/Lz88sspKCgIWn3S2SEJK5xOJ0VFRXL+oEFIvY1Dam0sUm9jkXobh9TaWIKud1RUcK7bVvy0w5NLpOLuSYiaWr4zX+GT2PSIVxLFw8Si4tbobJayBTm2jUbqbSzhonVVVRU/+clPUOqTrZrNZkym4LkkpLNDElZERkYyefJkGVJnEFJv45BaG4vU21ik3sYhtTaWQOv9dcUxJuYvPLPDanX/47S36TrNTVE5K6xWFvy/yzhSfZJ90/6A83CJz+GyI92pJpqCIQmAe5WXtU8+qOcAuf7mDj4rwLQ1qgPk2DYaqbdxKIopbLQ2mUx6VAdAbW1tM2efO2pQrx5k/vSnP1FZWYnJZCIyMpIxY8bQu3dvTp48ydtvv01NTQ1RUVE88MADXH755QBBOSYJHTRNIz8/n+HDh6OqF/TwviCQehuH1NpYpN7GIvU2Dqm1sQRL7yUjpsEId66MN/43lbm7lp1V6Hogwt3TJsfz8qZassa52zFwweNUp+eyeLhnWsuX7F5yM7F37SCdbD7+61S099/XPx+dncocwJlxDcpXX+FMTz+rdsixbSxSb+MQwsXWrVvDQuuEhASWLl2K1Wrl008/JT8/n5/97GdBq++CjuyYNGkSaWlpzJo1i1tvvZV33nkHgKVLl3LjjTeSmZnJL3/5S31/sI5JQgeXy8WRI0dwuVznuykXBVJv45BaG4vU21ik3sYhtTaWi1Vv78iRai2SY5//GIDNRbezY+k+GDSo8YcGDULb18SxVnCxan2+kHobS7hoPXLkSK6++mr69OnDV199xa233sqIESOCVt8F7exo3769Xq6rq0NRFKqqqigpKWHYsGEADB06lPLyck6ePBmUY5LQIiIiggcffJCIiIjz3ZSLAqm3cUitjUXqbSxSb+OQWhvLxaJ3c9NiSmouQTHV5+Mwu5g3zxyUNlwsWocKUm/jUBRTWGl9ww03MGnSJCZNmsQNN9wQ1LouaGcHwFtvvcWsWbNYt24dv/nNbygrK6Njx46Yze4bqaIodOnShbKysqAc84fD4aCurk7frPXzKe12u37c4XDo+zyZdb3LNpvNp+xJSONdtlqtPmWPt89TFkJgtVoRQuByufR2eJedTqdP2WazNSprmuZT9tjhXQ4VmzRNY8OGDVRXV4eNTaHcT5qmsW7dOv364WBTqPaTpmmsX79ev3442BTK/WS1Wlm3bp2ufTjYFMr9VF1dzQcffIDdbg8bm0K1n2pqatiwYQOapoWNTaHcT3V1dXzwwQfU1dUFxCZE/Va/H4RuS2ttAnHO/dTp3YWYBlzFjzv2ZPHwx3Wb5gwd42PT/2p3ctoWg3C5f0MLp4m1a00UFtoD3k81NTV88MEH2Gw2OfYMsMlut7Nx40aqq6vDxqZQ7Sd11hN88MEH1NTUnJVNoURFRQWrV6/m1Vdf5S9/+Yu+BYugOjuqq6v1h85gMWHCBHJychg1ahRr1qwJal2t5aOPPuKpp57St+zsbAA2btwIwPr161m/fj0AK1euZNOmTQAsWbKE/Px8AN544w0KCwsBWLRoEcXFxQAsWLCAAwcOAJCTk0NJiTsBVHp6OidOnABgxowZVFZWYrPZmDFjBjabjcrKSmbMmAHAiRMnSK+fD1lSUqKvc3zgwAEWLFgAQHFxMYsWLQKgsLCQN954A4D8/HyWLFkCwKZNm1i5cmVI2eRyuTh+/Di5ublhY1Mo95PL5Z5D+P3334eNTaHaTy6Xix07doSVTaHeT4WFhbhcrrCyKVT7afbs2ZSXl/P999+HjU2h2k8vv/yyfv8OF5tCuZ82bNhAeXk5q1atCohNLpcLl3DpNnkeqL799ttW23T03lEB6afS0lJOnz7drE0PPXSM+kUXdFRVMGHC4YD308svv0x5ebkcewbZVF5ezqlTp5g9e3bY2BTK/VReXs4rr7zSZpuqqqoIJV577TXsdjvx8fFcd911+hYsFOGdDjVA/OMf/+Djjz/WxY2JieGXv/wlt9xyS6Cr8mHKlCnMnTuXzMxMXnjhBcxmM0IIZs6cybRp02jXrh0ZGRkBPdajR49G7XA4HD7rIB8/fpz+/fuzf/9+YmNjdQ+exWLBbrdjMplQVdWnbLPZMJvNellVVcxms0/ZarVisVj0ckREBCaTSS8rioLNZiMyMhIhBHa7naioKFwul152Op04HA69rGkakZGRPmVN03A6nXrZ5XIRERHhU5Y2SZukTdImaZO0SdokbZI2Bc+mnOKVfF1+jChzBItvehyr1YqW8zIdslLPm03P7V1NesJYvzbt3asybJiF1Yk53Fkwi+G5S8lPHaf/Pv78cxtDh5rCrp/CcexJm4Jrk23ui0SkPRkUm0pLS7nyyis5evQovXr1auPTdeCZN28eaWextPTZEvB0rp9//jn5+fk88MAD9O3bF3AnVFmxYgXR0dF63otzpba2FrvdTufOnQH32sMdOnQgJiaG3r1788UXX5CYmMiuXbvo3Lmz7pQIxrGGWCwWLBaL/ndU/drjnnlW3se85155l72XFmqq7Llua8qKouhlk8mkl81msz49p6myqqp65l/vDMDe5VCxyeFwsH79epKSksLGpubsON82ORwOPvjgA5KSknzaeyHb1Jry+bDJ4XCwYcMGfWyHg00Ny6FkkxCCjRs3kpSU5NP2C9mmUO4ns9nM6tWrSUpKChubQrWfTCYTeXl5Plpf6DaFcj85HA59bHuOtdWmF77K40j1Sffysgrurd6OahQfO4zuJ6U+bMOfTe7cHGfeqXo7OkDwzDMWVqxwBqyfXC6XrrWnDRfz2Au2Td6/uRVFCQubGpaNssnWgk3e9xHP9Vtrk8kUWlkr+vTpw8mTJ5t8jg40AXd2fPrpp0ycONHHc3Tttdfy29/+lmXLlgXM2VFXV8frr7+Ow+FAURSio6OZPHkyiqIwbtw43nnnHT766COioqIYP368/rlgHJNIJBKJRCKRSALFxPyFbucGEGWO0MsDOvUKyHKxRnDokNszc2fBLD9HFQ4dMrpFEonkfHPrrbfyxz/+ke7du/s4sJ588smg1BfwaSyZmZlkZma2+Vg4c+zYMXr37s3hw4fp2bPn+W6ORCKRSCQSiSSEqE7P9VnRZGL+Qr3cN7pHkw6Ohp+TSCQXHsH8Hh8/fpzY2NiQmcbyzDPPMHjwYK644go9Mgxg0FkuOd0SAY9r8Q6pacsxiSQQ2O123nvvPT3LsSS4SL2NQ2ptLFJvY5F6G4fU2lik3sYhtTYWqbdxhJvWd9xxB4MHD2bQoEH6FiwCPo2lqqqKrVu3NnlMIgkmJpOJzp07h9z8tHBF6m0cUmtjkXobi9TbOKTWxtIWvefuWuY3guNCmbZyvpFj21ik3oGjpagOI7V2OBwsXryY77//HovFQkxMDPfcc4/fHBsnT57k7bffpqamhqioKB544AEuv/zyZq/fr18/jh49Su/evYNlgg8Bn8byzjvvNHv8gQceCGR1FwRyGotEIpFIJBKJpCmq03N55BaVKLM7MaF3vo7Fwx8/n02TSCQXMG2dxuJwONi/fz8DBw5EURS2bdvGrl27mDp1aqNzX3rpJX7yk5+QmJjIzp07+fjjj3n66aebvf68efM4ceJEo5wdM2fObLtxrSDgkR0XozNDEjrY7XaWLFnCfffd55PJWBIcpN7GIbU2Fqm3sUi9jUNqbSwt6e0vmqO5HB2SppFj21ik3sYRCK1tNht1dXX636qq+jgbPFgsFuLi4vS/Y2Nj2bx5c6PzqqqqKCkp4fe//z0AQ4cOZdmyZS2utDJmjLH3tqBMY4mMjNQ74ttvv2Xnzp10796dm266SYY6SYKKyWSib9++cpwZhNTbOKTWxiL1Nhapt3FIrY2lOb1//fZ71NTA3+c/x/8qx4B+xjcwjJBj21ik3sYRCK2fffZZH0fJr371K5KSklr83NatWxk8eHCj/WVlZXTs2FFfCldRFLp06UJZWVmzzo6rr776LFp/9gTc2fHaa68xfvx4evTowcmTJ1m4cCHDhg1j165dnDp1irvuuivQVUokOqqq8vOf//x8N+OiQeptHFJrY5F6G4vU2zik1sbSnN673/oZfZO/YNbxe7l9+N/1ZWXn7lpmcCvDAzm2jUXqbRyB0HrmzJk++TRUtWU3wIcffkhpaSlTpkw5p7q9efHFF31WYfEQrKVnA+6Kq62t1b05O3bsID4+nnvvvZfHHnuML7/8MtDVSSQ+2Gw2/vKXv2Cz2c53Uy4KpN7GIbU2Fqm3sUi9jUNqbRxqQgKWiIgmt5JP+/NztlLyaX8iV7yvT12RU1jODjm2jUXqbRyB0DoyMpJ27drpm78pLN5s2rSJoqIiHnvsMb9TZ7p06UJlZSVOpxMAIQRlZWV06dKl2euOHDmSW2+9lVtvvZWbb76Z9u3b07dv37O2qyUC7uzw9hIdOnSIAQMGABAREaGHuUgkwcJsNjNkyBA51gxC6m0cUmtjkXobi9TbOKTWxiH69aM1qwAIoLj6ymA3J+yRY9tYpN7GYbTWW7ZsYfv27TzxxBO0b9/e7zkxMTH07t2bL774AoBdu3bRuXPnZqewAD7LzQ4dOpSJEydy6NChgNvgISjOjmPHjlFRUcG3337rMy/H4XAEujqJxAdVVUlMTGxVaJbk3JF6G4fU2lik3sYi9TYOqbVxONPSaBys7SYjd5JeVoBHvs9i925DmhW2yLFtLFJv4zBS67KyMlauXEldXR0vvfQSOTk55Obm6sf/9re/UVxcDMC4ceP45JNPyMzM5OOPP2b8+PFtrs/lclFRURGw9jck4IolJyfz8ssvY7Vaufnmm+natSsA+/bt49JLLw10dRKJDzabjUWLFvHoo48SGRl5vpsT9ki9jUNqbSxSb2ORehuH1Dp4eFZWqU7PJTo7lepVHxOTlISycSNml4uKxJF0KvBd1UCgsIoUvlQHM2+eYPly53lq/YWPHNvGIvU2DiO17tKlC4sH7v5dAAAgAElEQVQWLWry+P3336+XL730UqZPn96m67/66qt6WQjB8ePHGThwYNsb2koC7uy4+uqref7557FarT5hL1dddRVXXilD9CTBRVVVRowYIb3MBiH1Ng6ptbFIvY1F6m0cUuvA4r107NcVx/jvuIdo7xBUjH8cc2wfMpN+jPmmy8hKfR1wR3R4ygDZqX8lniI0TWHtWoXdu53Ex58XUy545Ng2Fqm3cYST1vFeNziTycRtt91GbGxs0OoLuGLHjh3Ty6dPn0ZRFGJiYujYsWOgq5JIGmE2mxk6dOj5bsZFg9TbOKTWxiL1Nhapt3FIrYNDoxVUamtxfnWA7352Nd0VDY0zc+1d9ZNbHKisI4liPD/+BXPnmlmxQkZ3nA1ybBuL1Ns4wknrn/70p4bWF3Bnh3doiofq6mq6d+/OpEmTWkxaIpGcCzabjQULFjBt2jQZUmcAUm/jkFobi9TbWKTexiG1DjwT8xdiddoBSJscz8ubanEeLtGP/7dTd1TOODBMCD26I4tMryspBDFPX9gjx7axSL2NIxy0XrFiRbPHR48eHZR6A+7smDt3rt/9n332GcuXL+exxx4LdJUSiY6qqqSkpIRFmNeFgNTbOKTWxiL1Nhapt3FIrQOHx8kRZXYvyzigUy/3lJbhUDH+cbBaAThVfhlrSWYENZTSndUkcydr+eyyFLaXXAvIBP6BQI5tY5F6G0c4aN2uXbvzUq8ihGjNqlgB4dlnn2XmzJlGVRcyHDt2jN69e3P48GF69ux5vpsjkUgkEolEIjlHPM6OJSOm+eTu8FCdnsvBX6fy1LbllKUOYgV3MZqVAHr5zcIBMkeHRCIJGsePHyc2NpajR4/Sq1ev890cwzHUPeRyuQJ2LYfDweLFi/n++++xWCzExMRwzz330KNHD6qqqnj77bcpLS1FVVXuuece+vfvDxCUY5LQwWq1kpOTw6xZs4iKijrfzQl7pN7GIbU2Fqm3sUi9jUNqHRwaOjo8ZGVB/oZ7AYUBHND3u8uCuXOFzNERIOTYNhapt3GEk9ZWq5U1a9bw9ddfA3DNNdeQnJwcNLsCHtlRV1fXaF9NTQ2ffPIJ5eXlTJgwISD1OBwO9u/fz8CBA1EUhW3btrFr1y6mTp3Ku+++S5cuXUhKSuLIkSO89tprzJ07F7PZHJRjLSEjO4zD6XRSUlJCnz59WtU3knND6m0cUmtjkXobi9TbOKTW544nosMlBCZFYcmIaU2eO3SomX37TE0ej4sT7NypBaOZFx1ybBuL1Ns4zkXrUIvseOutt4iIiGD48OEoikJ+fj42my1gPoKGBDyy4w9/+EOjfTExMVxzzTXcfffdAavHYrEQFxen/x0bG8vmze61y3fu3ElmZiYAffv2pVOnTnzzzTcMGDAgKMckoYPZbA7q8kUSX6TexiG1Nhapt7FIvY0j1LVWExJQ9u5t8riIi0PbufOsPtvW63nYswfGjlX5+981Bg1y7/Pk6Vg8/PFmP7trlxOQkRtGEOpjO9yQehtHOGl9/PhxZs+erf9977338swzzwStvqZdzWfJn//850bbc889x29+8xs6dOgQ6Op0tm7dyuDBg6mursbpdNKpUyf92CWXXMLp06eDcswfDoeDuro6fbPWJ6iy2+36cYfDoe/TNK1R2Waz+ZSdTmejstVq9Sl7pgl5ykIIrFYrQghcLpfeDu+y0+n0KdtstkZlTdN8yh47vMuhYpPVamX69OlUVFSEjU2h3E8evWtra8PGplDtJ4/W1dXVYWNTKPdTdXU106dPx2q1ho1NodxP5eXlpKamUltbGzY2hWo/VVRU6GM7FG0S/frRVMixAFx9+zbZT819tqnraVdc0aJNGRkKBw8qZGWZdDsQQH1wdHM2VVVVkZqaSlVV1UU/9oJtU0VFBampqdTU1ISNTaHcT7W1tUyfPp3y8vKwsSlU+6m6uprU1FQqKyvPyqZQwltHCH4bA+7sOB98+OGHlJaWkpKScr6bAsBHH33EU089pW/Z2dkAbNy4EYD169ezfv16AFauXMmmTZsAWLJkCfn5+QC88cYbFBYWArBo0SKKi4sBWLBgAQcOuOd85uTkUFLiXtosPT2dEydOADBjxgwqKyux2WzMmDEDm81GZWUlM2bMAODEiROkp6cDUFJSQk5ODgAHDhxgwYIFABQXF7No0SIACgsLeeONNwDIz89nyZIlAGzatImVK1eGlE0RERGMHTuW+fPnh41NodxPERHuN1tlZWVhY1Oo9lNERASxsbF88cUXYWNTKPdTcXExPXv2JCIiImxsCuV+ysjIYOrUqZSVlYWNTaHaT3/+859JSUkhIiIiJG1ypqWh4B8FKLrzzib7qbnPNnW9Wfa+zdqUl1fC+vVqfdlMWtpyADSnhq3+gaU5mzZt2sTUqVNZt27dRT/2gm3Tn//8Z6ZOncr+/fvDxqZQ7ier1cpjjz1GRkZG2NgUqv1UXFzM1KlTef3119tsU1VVFaFAUVERLpeLn/70p7zwwgts3LiRjRs38sILL5CYmBi0eg1djSUYbNq0iR07dvDEE0/Qvn17AJ588kmysrL0SIznn3+e5ORkBgwYEJRjDXE4HLo3DtzhOv3792f//v3ExsbqHjyLxYLdbsdkMqGqqk/ZZrNhNpv1sqqqmM1mn7LVasVisejliIgITCaTXlYUBZvNRmRkJEII7HY7UVFRuFwuvex0OnE4HHpZ0zQiIyN9ypqm4XQ69bLL5SIiIsKnLG2SNkmbpE3SJmmTtEnaFAiblF//GvOHH6J4/ZZyoLKOJHp+9h4JCWfs+PJLM3/If4+nNxwgof1RYrb/k4gTx1E0jYzcSWSlvo4LUFBQWhn34Ro4kJqCAqKiorjrLhMffGBC0xRUVXDHq0uJ7nvSHdmBYPFNv79o+0naJG2SNoW+TaWlpVx55ZXnPWdHTk4OlZWVDBs2jG7dulFaWgrAgAEDGDhwYNDqvaAjO7Zs2cL27dt9HB0ACQkJujfsyJEjlJeX6yunBONYQywWC+3atdM3T3ZZz1twi8WCxWLR93nWTPYuR0ZG+pQ9yWi8y1FRUT5lk8nkU1YUhaioKBRFwWQy6e3wLpvNZp9yZGRko7Kqqj5ljx3e5VCxyWq1Mm3amURh4WBTKPeT1WplxowZejheONgUqv1ktbqnsXgcqeFgUyj3k6ZppKamYrVaw8amUO4ngClTpug/JMPBplDtJyEE06ZNw2q1Gm7Tnj0weHAU+/c3b5NITyczZwIAFYkj3cfReMacwbPPRvjYlJVlRrOrLNh3J0RFkT09Sf+s5/MmIDN3IgAZuZN8ruv514MAuPJKoqKiKCqCdevMJOa8x/DcpWiawg+nFL4/0Amryw6K0mI/OZ1OpkyZgsvluujHXrBtEkIwZcoUHA5H2NgUyv1kt9t58sknAcLGplDtJ03TmDJlCkKIs7IpFJg1axaTJ0/GbreTl5fHkSNHuPzyy4O+uukFG9lRVlbG7Nmz6datmz7YVFXV5zO99dZbnDp1ClVVGTNmDD/+8Y8BgnKsJeRqLMbhcrmorKykY8eOIfPlDmek3sYhtTYWqbexSL2N43xqPXq0mbw8E8nJLpYvdzJ31zLmDB2j/1udnkt0dirV6bnMjS0ld/L/UfOTW+hUsJmKxJF0Ktjc6JrFDOLx3KfJTx3H4dsfZs4jV9D5YCULpi1gXu4Enlz9HVsLOrAldwAvpf6RebkTSEt9k9rEnzd5XUdhIRMr8/n+YEc2P/ogNz77PgD5qeO46YWldPnkHpYvb13SUTm2jUNqbSxSb+M4F61DbTUWcM+CKCoqoqCggO+++46EhATuu+++oNQV8NVYjKJLly76nKiGdOzYkSeeeMKwY5LQwdsbKwk+Um/jkFobi9TbWKTexnG+tC4qgrw8E8Nzl7I2dRy7dzv5uuIY921bQJQ5gn3T/kCvUisV492rm/zw056oLSSty8idREKqOxRaMbs4ZrqCJy5LJePrN7GgkZX6OhWJI8kik558ru8D2FGgMbz+Z7Bnukt54kjalRzEFB/P6Te/xlphQjhN5KeO0+v813R3efduJ/HxLdstx7ZxSK2NReptHOGmtcViISEhAVVVqa2tZceOHUFzdkg3nCSs8E4qJAk+Um/jkFobi9TbWKTexnG+tJ43z4yquoOJb3phKfPm1YdcmyPoG92DgQv+iDm2D53eXYg5tg/dYq5kNcl+ozm8SScLAOE08cMPCtOnm/kg9SFWkwzAloJoionng9SH9X2rSGEaL2JB87mWAtT2j6Ni/OPsfvOGZmoVzJ1rbpXdcmwbh9TaWKTexhFOWv/nP/9hxYoVzJo1iy1btjB8+HA92WswuGCnsVxIyGksxiGE0JMKhYv3M5SRehuH1NpYpN7GIvU2jmBrrSYkoOzd22i/J3riqdwnKeQG8lPHkbJ2ATHRCouHu6M5PNNYwD3l5VDeXlYwmmP0IiFRpUvBJv166bkPcYpuLEo98yNZVQXt2kFVlUIce1jBXYxmJXsZBNBo3ypSSGID83InMCf1LUzJt+Ncvpzq9FxuWj+LvXub1icuTrBzp9bkcQ9ybBuH1NpYpN7GcS5ah8o0ln/+858UFBRQXl7OsGHDSExM5Ec/+lHQ671gp7FIJP7wrI3tyaYsCS5Sb+OQWhuL1NtYpN7G0Vatm3Je6NeLi0PbufPM3/36wd69fpeAFYAVT541gXjjSRZ75b7wODoADh1S2MtgBnCAeIr4J9MB9BwbCoJPUsf6XF/TFKqqoLDQQXz8AGAf7pY56s9osK9oNpZha/WpLY60NL0dO7NbdmS0Bjm2jUNqbSxSb+MIB6337t3LbbfdxuDBg/VkqkYgp7FIwgq73U5GRoa+OogkuEi9jUNqbSxSb2ORehtHW7UW/fo1uWCrqD/ujTMtzcfR4Vn9BNzTRD5JvYf81HFomsLatSZ27/Z/7Z07Nex2B3a7g0L7QES3boj61Qk0RaWU7hTjL2lG66eYMGQIrlGjAHAlJ9OqJBxtRI5t45BaG4vU2ziM1nrZsmWkpaXx6KOPcvTo0SbPS0tLIzMzk5ycHHJycti+fXuT5z722GMMHTrUUEcHyGkshiCnsUgkEolEIrkgKSrCMmxYk4dnv/YU3/TtDrjzbyz4UxEx2/9JxInjKJqmT19Jz32IIaml3MVqr08LRo0SrFjR8som1dPm0GXh83pkRzxFTTg7Wj/FBIA9e1DvuQft/fdh0KDWfUYikUguEM5mGss333xDt27dmD9/Po888gi9e/f2e15aWlqzx0MBGdkhCStcLhf//e9/cbWQwV0SGKTexiG1Nhapt7FIvY2jtVrP3bXMXaiPfvBEVVQkjgTAgcrs157m6JU9iTJH6IlGAWoHXkflDSN8rped+leyyGxQi8KhQ60MyY6OwTVqFJ0KNuNKTma7/Vo98qPh1mpHB8CgQWj79gXN0SHHtnFIrY1F6m0cgdDaZrNRV1enbw6Ho8lz+/fvT5cuXc66rlBCOjskYYXdbufFF1+UIXUGIfU2Dqm1sUi9jUXqbRzeWqsJCVgiIny2eS89iiUiAuWf2xDdelBx9yTm3NKbzJwJ+jUqEkdiQWOf9iNqNRtWp7vf5gwdg/maq4le/74+7SQr9XWEqjbpoGitYyI6OxVnRgaif3+c6enBkCYoyLFtHFJrY5F6G0cgtH722Wd56qmn9O2jjz4KSNvefvtt5s2bx7vvvktVVVVArhlI5DQWA5DTWCQSiUQikRhJaxKLin79UPLyGuXYyEp9nYzcScx6eRNVN97G1Pv60O3YKXIf/T9qE0fgQmFrQQdeyr2bjp2drJ5wT+MKGkx/cRQWBiUnhkQikUiaxjON5eDBg1x++eX6flVVsVgszX62pWkqp0+fpmvXrjidTvLy8vjPf/7DY489FtD2nysyskMSVjidTg4fPozT2fL8X8m5I/U2Dqm1sUi9jUXqHXhaSizqio1tlEzUm6zU16kdeD1YrQAcpi8W3FEYXQo2kUUmBbPuRd1wn/8LGJD880JAjm3jkFobi9TbOAKhdWRkJO3atdO3lhwdraFr164AmM1mbrnlFg4ePHjO1ww00tkhCSscDgdvvvlms/PQJIFD6m0cUmtjkXobi9Q78DTnyFAA69NPN8rH4Vk5xYHKZ5elEL3+PczXXM0Tl6Wy9tEnWE0ynQo2s4oUiolvcUWVC3HaSaCRY9s4pNbGIvU2jlDU2mazUVtbq/+9ffv2kExUKqexGICcxiKRSCQSicQI5u5axpyhY6hOz6XTl1+gbNyIorkjMjJyJ5GW+hb//Z8U2vfqijm2D/NjyzBXVOhTV8Ad1RFPEYsLryU+HkaPNpOXpxDHXlZwF6NZyV48CT1bv6KKRCKRSIzlbFZjWbp0KXv37qWyspIOHToQFRVFVlYWAH/7298YPHgwl19+Oa+99pqeNLVbt27cfffdXHLJJUGz5WxQz3cDJJJA4nQ6OXDgAFdffbXh6zhfjEi9jUNqbSznQ2/t2gTaHWw6x0JDRFwc2s6d7NkDY8eq/P3vms+CEq3J2aDt3HkuTQ4Ycnz7p6m+bUh1ei7R2alMzF+I1Wnnv+Meor1DMOeW3qg3TvBxZFjQOODqj3rCRBwlfHdjXzrXmHHU/yRMS32LVaTwpTqYefMEy5c761dMUdjLIAZwoEHtCocOBcf+cECObeOQWhuL1Ns4jNZ63LhxTR67//779fKsWbOC3pZzRU5jkYQVmqaxZs0aNK0Ny85Jzhqpt3FIrY3lfOi9u/rKJnMs+EPZuxdLRAQJ10XwzUETXUdc53O8pZwNol+/Rvv9rc7hvWnXJnDttSp79rShoa3gYh7fzWmecF0EKw/GM2/3MibmL+S+bQvYMeUJKsY/TuaqPzIxfyH7pv0B5+ES3dHhTUm/H3Fa7drIkXHb53OZH52JObYPT/T4A99qV2JBIyv1dfe/ZPpMUdm5U2tymdc2L/V6kXExj22jkVobi9TbOKTWZ4+cxmIAchqLRCKRXNy0FGVRe2UcP/v2XYoYelbXF8AakulduPxMHsgGq2E0xN/qGObRoxutzuFdx+eXJZP4/RqSk10sXy6nLTSktZEY3rSk+RqSeTF3DBHRVrpeVUqUOYKXN9USnZ3qM2XlxTv7MmfoGP2z1em5HPx1Kg8N2+czruIpohh3vxcWOpg71z1FZRV3cidrWUUKd7Fab4GcoiKRSCQXLmczjSWckJEdkrDC6XSya9cumRnaIKTexiG1NpZA6y369aM8caT/Y0BxzZXsU+NZTbL+Ft6DZ/pBcyjAPHMm8+aZ9QiAivmvUzYiSU8+qdenqk2ujvHlmOaTWj7yvXvObnNJKc+Ghnq3FGGiJiScdV179uATndJSXU1FuHwbfZ3fSIxvDppIuK71bWwpkWgmWSgIDiy5iSUjprF4+ONEZ6cC6M6N6OxUH0eHZ9+8eWZ24x5XgJ5Y1I1g7lyzPkUlnbnspz8ZZPu0wH1ccrbIe7dxSK2NReptHFLrs0c6OyQhQyB+3GqaxrZt22SYl0FIvY1BTUggql07hv3kJ0S1axfQBz+JfwI1tj2OhxO1wu8DbUbuJBQge9qv0DSFmMRrsaCRkTuJigbOkYZ/e85xoPJo7kx2Ooewdq2J7w900s9xdoih8oYR+vkAlTeMoKLO7QCpTs8F4L5tC/jvuIc4/foq1jCqkcNFqCoFl6WwxzyI4blLMStO6qan89sPc7lv2wJqbk1u9f3b373ee3xr1ya0eQpOW/7/yMoyc/CgQna2e95zc3U1Vf/u6iv5yt58G8svOdPGubuWNX3BBiuieEjPfYhVpNApdx8ChaOfXtVmB1NrHBmeKSo77QPoZ9/HTvsAOUUlgMj/J41Dam0sUm/jkFqfPRess2PZsmWkpaXx6KOPcvToUX3/yZMneeGFF8jMzOS5557jP//5T1CPSdpOw7dqHlrz47alH7QdEhOZOnUqkZGRba5f0nYiIyNb1Dvc8Dd+gj2mWnoY8+RuaG77Nvq6gLcvmG/fzzetHdsNH2I9f3ucHLWaDQBH5664IqMQqurjyBAofNj1F9Qo0QBUE81qkvG4Rhyo2IjQnQ8OzI0iPSxoHKEvAKoqaP/hBAZ06kWndxfSafXbiG7d9AdpoSi4IqN4YdxA5u5ahvNwie7w2Ffeh9O2GDLJYl7uBOCMg0XRNH73fSbC6f7Z4BRmTtliKDvcw31dsxlBY4eM20Zf50RL9/rd1Ve2GO3w1dg5vp9rpXOkqAjy8tw2eKJTmqurqfof+T6LLDKbbeODY29l7q5lzN21jCPVJ9k37Q9Up+dSMf5xqtNz9ZwbFeMfp/qS3mTmTGhwDUEWmQDkp45DVQXz5rUtMZ10ZJx/Lsb/J88XUmtjkXobh9T67LlgnR1Dhw7lqaeeomvXrj77ly5dyo033khmZia//OUveeedd4J6TNL2EOCuI67zeavmoTU/blv6QdvcQ5+akICakOATZhxOD2fnA03TKCgouKg8zVlZZlYejPcZPw3H1LmOo4bOk7Y+jDVEAF/Z++nfudY6KfbswW+ovmdT9u5tsxOmpTf8/r6zbZ1i0JqtYR+1ZKu/z0zMX8jXFcd8EkYeqT7pkyiyvRrJgE69aG+OxNkhRl8CVNcIwYzTL/Cv6e7M53cWzCKLTLJT/0qngs1Y0DiUehMW3J+z4KSMLrrzo33BNlaRwgepDwPoSSVHmc5MaegwZxqK5k4+qQhB9AsZZI1LY87QMXR6dyHR2aksGTGNV9pnoiiwmyH8QDe9Dk1xR3V8qQ4G3A/eAHcXzkT9x0SWjJgGcQObvX8755xxTrRmqsxuxTfawePgSc99iIOJ95CaatY1n7trGd+060BlvaOlocPFu/5588yoqnvUepwH1as+9htZUZ44EleDlnoiXL5UB7ObIawlGU1p3MZVpHC6uhujTGOYM3QMfaN7MHDBH4nOTtU1z/z1H+gb3QNzbB/avfoiXHLGKeVAJT71B4qJ1/X2Thh6LlyM9+3zidTbOKTWxiL1Ng6p9dlzwTo7+vfvT5cuXXz2VVVVUVJSwrD6hGxDhw6lvLyckydPBuVYqGDU29WzichoiAB2VbnfsDX60TbE/4/bssRfsIYUZi9LaNEh0tKbvfJL2r46QUtczJEiTqeToqKii2YOoeet8LecexRSc9/LhmH2DBmClpRERu5DZ9Vuz7x/z3eutW/Bs7LMLYbqt8UJ05Y3/OB2ljS7dCpNf+dboqEjpuuI61q01d/9IcocwaLRV2OO7UPmr//A4uGP0ze6B0tGTNPzK3icCuZBA3GNGkXmrLfoVLAZoar874IfKGawzzV3M8Qnx8JyxrKaZDoVbGYVKfwrdVyjlTMatnbuXC9ncv29FWgyV4dnbKf8272M3KepY7Gg0algM6pwR3Vomm9vez98Ry+Y675/1x/z3L/LE0di69nXp87yv3/MWq/cJJ5zPdNxvlQHY83OJf32/n6jHY4Qy8bjQ6nr7tZ8ztAx9Hu3PoJFURrVv/2n13Bf2Rbeuy+XvDyTboen/ZUH/suin/Xx44iCqsRbffdpvlpkkIkqGjuwssikYNa9eiRGw3waHuYMHaPn30gb9Gu9Df77FRr17Vlwsd23zzdSb+OQWhuL1Ns4pNZnzwXr7PBHWVkZHTt21NcfVhSFLl26UFZWFpRjTeFwOKirq9M3q9UKgN1u1487HA59n8dL51222Ww+Zc/g9i5brVacTmfLDy6xsbhcLkxDhpzVG1Dz0KHYbDb9ASwz0/NDUcNut7fprbMniR6ceas28V//x31bF1Bx9yTm3NI4lNeEIINM1q41cTzrr9h6XkHGC74Pfem5D3G6S1/9zZ6/ejOm/D8yXHOaPcc+a5bffjINHdqkPp6lATMylGb7yVN2uVw+ZSEEVqsVIQQul0sfL95lp9PpU7bZbI3Kmqb5lD12eJcDPfYiIyN58MEHsVgsF6RNWTvepzr9eXcft/D9MCckkJXlHrctha8758zBFRvb4oOzP5sahtnv2KGhaRoiPR3Po72/qQIALmj0JlpTVNbUJyVUVUHOnmWU9x7QbPu1tDS++MJOXp6pRVv/wYhG+R2awqONp2/ONWJFoW3OlqbwOGFbsvWrsXP0fpq7axkI4d6AiLQn9TE2Y2CK37FnmT0Fx6xZ+gOtomn8sUOGXysa5ljw/ruhM+RMwskzrf32W3e7PN8nZ0YGrquuwjpzJtD4+5Sd7esublyHr0PGW73sbPd4tc6Y0cgSBXj1kV8y8V8LmZi/kJX3L+CHHxQyyNSnynjwTMfRNIUfflAosl1DVccOaJjJSn1dj3b4RUEOqir4/dGZPveIqFlTUBosMKcAq++9BQSk/WesHtXhQVUFU5x/YsJjz+JMStKjNByobCmIptQrwsUd1ZGsR7h4dFpT77jxbmMx8bozpahItO6+d801ulPKf7+6LTp0SDmn+x7Aww8/TGRkZFj//xQqNplMJiZPnoyiKGFjU6j2E8DkyZNRVTVsbArlfrJYLPzud79DCBE2NoVqP5nNZiZPnqzX0VabLmbCytkRKnz00Uc89dRT+pad7f6xunHjRgDWr1/P+vXrAVi5ciWbNm0CYMmSJeTn5wPwxhtvUFhYCMCiRYtwxcVhiYggOiZGT1AY07EjUe3aYWpiyTpw/9ArvmsWlZWV7Kmtbfbhq6n9p7t0ITs7T38AW7dOZfdu2LRpEytXroQhQzh2/fW4TKZGn/WQkTsJzWTSk+jBmbdq/9nfST+3pN+PGv243VIQTTHxmM2CozWX8MqkX+gPGPp8cgSzTTmU0o30+rff3m/29t1wLV9XWfm//OsppRtlib/waavLZMKVnMzHJ064bcK3n45HRjar0RUcYd16i943DftJqX+rmZ6ezokTJwCYMWMGlZWV2Gw2ZsyYgc1mo7KykhkzZgBw4sQJ0tPT3bqUlJCTkwPAgQMHWLBgAbxbEZEAACAASURBVADFxcUsWrQIgMLCQt544w0A8vPzWbJkCeDVT5zd2CsuLgZgwYIFHDhwAICcnBxKSkrQNI3Zs2freWwuJJsm5i/k6/JjOL49QsXdk6jo3rzT8HNzBJU3L0fTFDITN/qsmpGRO4mM3En6m+mtM/Moc3Zo0SHiz6Zn9yzDZHL/x6SYXczZvYTS8b+j4pmFVHbsgNPs/p55527w/FuVOJKs3Ik++1ShkUEmqxNz9IfIikOnsF1+RaOwfaei4EpO5vtLL+WBB75FVUX9w9wo/SFQ18RsZnPMSJ4yzW+U36EicSQavm+fXSYTx264AeLj9X4qqn+gbq2zxBsHKqtJ5t89/Kw20sZreZywTdmanvsQq0mh7P2PeOBfLzPhk//jSPVJ6jQ7dZr7B0trx95uRdEfaCt+/nPe/2ogTz89k/37D2C3O3jyyal8910JO+0DeHnySP5x8jKuvdbJXgYxgAPsxb2eqbfzIy5OsH//AZ5+eiZ2u4Pdu4sZM+YZwOv7NGgQnyxezOuffw40/j4VFVXR0Oni63BpejR/+aX7x9wfN29G69zlTH4QsxnRrRuHT7fnR5Gd6Bvdg5lf3NZoqoznXu89HefuwpnY8sYQszECFfcPOO9oB8//H++996V+j/hXZSWH4+PpWLiNrNTXcZlMxPToQPxlN3F90VCOfnpVk9Epc+fmkZdwrx6l4alrdMEMfQqRO6ojq9E1Msn0mmbUMCJDkJamtfq+58zIoLZXL+pm/Bi73cFHH33Mq6++ht3uYO3aPN5++x127tTO6V4+f/58li9fjqZp+r0cwu//p1CxKS8vj61bt7J8+fKwsSlU+2n+/Pls3bqVoqKisLEplPvp9OnTbNq0KaxsCtV++uyzz9i6dSt//vOf22xTVVUVFzXiAmf27NmipKRECCFEZWWlmDp1qtA0TQghhMvlEjNmzBAnTpwIyrGmsNvtora2Vt+++eYbAYj9+/cLu90uampqRE1NjbDb7aK6ulrU1tY2KldVVfmUtTvuEK4z7xFbtdlRxWpSxKhRTmG1WkX1J5+06fOere6zz0RSkkMoZqcYnrtEmBVN3N7/KzHz/WfE+M3zRenYh0X5hMn6+eWJI30+X544UqTnThICxK9yX/W5vKq6RFKSQ9TV1Qm73S4qKytF8Tuf+3x+MEU+n/n002rhvOMO4VJVUZ44UrhUVcx87WkBQmxKnKnX5fm3PHGksBcWijvu0ISqusSmxJl6G73bai8sFLW1taK6urpRP9X++9/NanQ4cXST/eMCod1xh26f1Wr1KdtsNlFZWSlsNpuwWq2isrJS2O12n3JdXZ1PuaqqqlG5trbWp+yxoymbWjv2PH3jXa6srBR1dXWiurpaLFq0SG/b+bTp9NPzWm1T2mfvivFbFoi7P3pO1NXVidKxD4vS2+/1O349Y+nWwWvFTbl/EyDE6sRnRDy7fI57j/Ff9dwpSpMfENZLe4my+ut5znGpqihLGtvIjrTP3hX//netGJ67xKf64blLxAcj00Rp8gPivtWZPm38fe50YUcV6bmThB1VfJN4j3g092l9n6P+HuBpMwhx0wtLxL9GPC3+lPWw3/H6p+d/L8au+5PPbm9bvW32fDc9dZYnjhR2VHE4cbTeTm89awsK9L5J++xdMWqUU1xn3unzXfV/LzP7PWcwRT7f+XIvrRv+7e877z72kFhJihieu0TvV8/nG9q6OvEZkbJmvhi/ef65fZ927BDOq64S1sJCn+9TONwjrJ995tt3hYW6HV98YW92XDW814MQw4c7xCqShQCxsn4sn9lcIilJ87Gp4b3aXlgoampqRFKSQ4CriVu4+/+hpCTNb12efRsiU5q8RtNtFCIuzhlS/XTq1CnxyiuviOrq6rAaew3/fwoVm8rKysSrr74qysrKwsamUO2nU6dOiVdffVVUVFSEjU2h3E+VlZXilVdeET/88EPY2BSq/VReXi5effVVcfr06Tbb9K071FMcPXo0mI/kIUvbX6eFMDExMfTu3ZsvvviCxMREdu3aRefOnenRw50tPhjH/GGxWPSwfoCoqCgA2v/4x1gAi/e5gIiLY9fbOxk7tj1//7vGoEH4ZNuNjIzENWcO5nXrmrU/I3cSWamvU5E4kk4Fm6lNHMFrd/4/Pkg18fvlm0lfuwL7iCQ6/3ODT6hveeIvqC3YQ3d+0N9OAQhVRdx+O3tMCVTctAyx3p0kzSnMbPhmAJlXTifPtQxzbB3ts1NxnT6Oa507esWBSind6M4P7muhsIoUNta/tfOgaQrr16vs3SuIj3drlbbieiaQzJ2s9RPKK3j++XasmDMHy7p1dCrYDEDNkjGoquAXBTmsKkjR3xZqikpMjw7sEPGsW+d+0/yLghxWkUISZ8KVpy/6PdOeX0h7h8B8zdVEZKdisVj0RIN/fO0r+J/R/OjTNdQmjmDBnX31t5HrSKIj/ekLuvbeKICr3hPsGQtNlRVF0csmk0kvm81mfSpVU2VVVVHr36iqXm+6vcve4zIiIsJvOTIyEjUhwZ3TwMsO77IaF4e2cydms5lJk86sDBFIm/bsgbFjo/TvRFM2Pbd3NXOGjsEGTP78NT0xZJQ5ggWvfa2f9+KdfTna/Uz7rE47KO76Or27EABb7L/1VTA8fZme+xCV0dFsKR4FqWc08IT5J7HB5820Z4wfWfM6V86+B1NVJd4omoYmTPz2w1xsUSrTVh/hqtMuvnt4ABOyfuCyJOFzfsGse3nldsHy5U7eBD67bBfXUOOVu+EFslJfB+CugqdRCgQWntP3ZdS/Zb6zwJ2L4V/Tx3EqMYfEX2Xj2vE9ysaNKJqmf99/N3U+W99dhqoK/Q22JxHj7coGVOE+tzKiuzucX/Pkd3hOH/sH6c8ukhlBLSYELhS0/gOY991WzKZvOVJ9EnutWh8tNpSfeE0VcGDGgu+c1IZJOT3fu2LiqVE2UBkhfKYfeK9eUh8jo1+7MYJs0xw68rVu6//Ut8eCpk9LyCaeuwsHc/ubgsXL6yMNWvl9alQeNAjnl1/qoZUt3Re8y6Fyj2iynJCAa9QoTHl5en4QjxXu/BUCT394vkP+7/UAgqIiM+nM5Vq+bLBsKoDCkSMmvQ2qqsL11zeq3wIcOWKmuegU93H81uXZN8eV1eQ10pnL0IgvuaNgDvZBDj9nhE4/xcTE8Nvf/rZxCy/0sddKO4y2yWKx8OCDD+LNhW6TPztCwaaYmJhGWl/oNoV6P3nfS8LFJu9yKNnUcGy31iaT6eKeyKEIIUTLp4UeS5cuZe/evVRWVtKhQweioqLIysrixIkTvPPOO9TU1BAVFcX48ePp2bMnQFCOtYZjx47Ru3dvjgK9GhwTgBg1ijtZTV6eieRkF8uXn/mhX52eqycvM48erT+Y+CMjdxIZqYupSryV9gXb+C5xNL+98w4+mXkPo5Lg9ajJUF1Ftw3v+XyuInEkDxVM4q+Jr9OpYLOP0+Txp4fzz9xxxCZ/zr9S79M/o6qC2+sfwDzsX1ZE3P3D9L/H8D7LuEf/O55dFDPET8sFo0YJVqxwXyshQYW9e1nBXYxmpR627SEuTrBzp4Z59GhMeXmUjUim67Y1XvUUUcRQ/e99SwqZ9fcE8vLOzPD3nON5oE1Z9DJ/+sdO2jsEREVhju3Di3f25euKYwA8mFuDpUZjZMGzVCSO1J0dnmsVE88qUhiRWEuXgk1nLKt/gHQuX+63zwKB2ymg6k6BQGAePRqlielRnjGrHDrUfPLIeodIS231OFaa4kjMIHqe2tHk8fu2LdAdBlPH98UWYSLKHEHf6B5MXX2E6OxU/Xs0d9eyJhMFAlQnuZ0TnQo262MjI3cS5Rse5U//HELDB52GY80zFrzHtPf3Vqgq9kt7UXX9TUydeDW2KJUocwQvb6rl4K9TGTbMQlN89pmVgoLPWDz1Ej5OTOOXBfPYyyBWkaI/LN7FagC/+3ypb1/aDizDznxnHYWFFIl4v+1o2lb81tnwfEdhoU+SytGjzWzcqKBpSqNz/8EIhvOJ7mxYRxLZZDRZf8PPN7z3eON9bQ2VPJIaadSSrYWFDn85PiUe9uxBvecetPffx/umlJCgsnev73cojj1N3uvhzP0+EPVL3GiaxqZNm/jFL37h86NbEhyk3sYhtTYWqbdxnIvWx48fJzY2lqNHj9KrV8Mn0YuA8x1acjFw9OhRd/hQE9Mc9vyt0GdXYaFd3P3xc6Jg8u/c4fXJD4jS5AfErJce8wmv9hdq3VxIcGGhXdjtduEcNUq4VFUIEA7lTJj7N4n3eIW/m8XpEUkiZc2CJsJ+fa9pt9vFqFHORqG8zYX2+ob5uvTrtHrbsUO4+vcXvx9R1Ci02LveUaOcIi6uceix9zkt1T9qlFOoqkusIlnYUetD61Ufu+LZ5RMq7ynP2fKKsNvt4vTT89puo5/NFRfXtJAgXHFxLV5jxw67uOoql9ixo4lzvvii2Tr2Lil0j6Om2gDCOWqUXx1BiORkp76vpeusItlnnDXc7v74OTF+y4KAaGu320XZHff4TJFyJif7HT8tha/rY6qBlvb6qQv+tWk+zD4h4btG58RRLL6mv4ijuNl9TX3nnKNGCQHCmZzcYjs8tv77ssbh/P7q9Jy/OSbFx9aG0xka6tjU9IbmpjM0d+9p/tq72tSv4BKjRjkDNt7k5t6qq6vF22+/rYf2yk1qHS6b1FtqHa6b1PvC0Prw4cMCLt5pLBdsZMeFhCeyo8RkordXRlzPW/87xSr9DadidjFy0Zt0jv1Bf+PrPFwCVitTJ15N54OVLJi2AAuaHslhQuhvPxVEE290vaIniop83uZ63lq2JiLCl5YjMrzf2hEX1/Y3dK2gpbeFTdbbyrd/RUXob7pb83Y7iQ3UJo5AoND+h2NMeuUhcv5STJTDBVFR+pSJsyUQURdHYgYRW1XcKJKoUT0NIokcqGwgibeSV7J8tm9UQEMavsn31hG83o43GI9wZkpWRu4k1s98jCv+uo/oK07qU1QGdOrF1NVHAHjkFnd0xOLhjzfZljbRoD0N7WhEK8aRJwrJlZzcZJSPv3HsTVyc+1bd3DlNfa7Z712D9jfXjjj2sC7iLqb1WcHqg02tzuFVZxPajB5tbnRfafiG3190SnNRAA2P+dwDoMVr+7O1pegyiUQikUgkklDmYo/skM4OA2g4jcU7PP5ERS9efSbD5/zhuUtZ8PO7Gz1fFRXBQ8P2+TxsexNPES5MrfqB7nn4avhj3/sh4O1RKzl0SGnxASyUfvQ7HA7Wr19PUlKSzzy4c6Hhg1lzD0pNhe5XjD/zIH6uzg5/zgFvHIWFmOfObdYhsoZkfo176s/ULUt4fnjjqR1Zb87EXFHhkwcGYHPiTH5RkMPh2x/mR0UfY/nvUUwul+6g8Dd1Z+6uZex+5l5++8NzzE/pyycz7+Gfw2dzzaWnMcf2odOXX+iOFc8qImmpbzEldzp/Sc1heO5SomKsdL6yNLCOjSZojXOiTQQgrD4YY/t80ZJjBwI3veFsnaHhpPeFgNTbOKTWxiL1Ng6ptbFIvY3jXLS+2J0dcoKVgbhGjkRs2waA02SiqlMHNq69zycRILgTEs5rkA8D3MnddhPvk9DNO5LDE2EwgAO4oy5cetRFQ5wZGZR8+BUZdt+Ebz7J2Q4pIeXIOF8cOuT7BrphAjvfh66BuEb7Jsc7Wzz5Le54bSnP3+jljBgyBNeoUSgbNqI43c6BaauP0L5gG1NypzNq5lquj+xAtyau61lmE6d7adO9B61Ub8rFebiEaQ8PYNrqI/QqtfLd+L50R9OXEPVED5mIxqw4OVpzCesevo3fZ7ymX9vjFFk0ehjJ4x4myuFi6sSrqXa1Jy/PxIOJ7vOE08QpWwx7T5iJo4RFP+vD43m+Y82CxqepYwH3d+L22wVLmohCCTTOjAyUr77CWZ9Y9pwZNAht377AXCsMaN19ZQCwD3fWF38JH8+lLu9ry3ucRCKRSCQSSTgiIzsMwBPZcXjdOvrecYe+f+/fChl0//VNfq5hEjzPG8rmwrO9CbWoi4sGP2/xzyayY/RoM2U3vk+3boK/3z9GT7JZnZ7L/NgyPerC4+zoVLCZX+W+guul6/8/e+ceH0V59v3f7uyJhSQiCggiWBXwraL0YMtb7FP7tj5v+1i1tbWVFtT2saJPsSAqAjEgiaJGjvoo8rxFgoBIG1FLSxGpVkUqFlBA5RAVEuUQlJANSWaP8/4R7mF2M7s7e7pmdvb6fj77yZ2d03X9rntmZ665D1j+9YUo++ff0fml4TjtZIuMGY/8J+67dwleil2N67AGlz+yEm/cM0ZtSXRe/SOY9+MhuG/kqWMlDjqrN1DjV6pPdXc5/r+/j/Iz/Yj+8Y9dPp/sfnXkUH+8cvvNUKKnRoROHORW+ulP1QSOSKwktpzhgSEZhmEYhmEYxhil3rKjtOeioeaiixC7+moAQOyaazB99VfQ1alADwXV1fHTJG7bFkEoFMa20HB8KfQ+toWGx5VDoXDcpxQTHaFQCM8++yxCoZB5Roi3+Aa6K1RvX637/bvv4uS0nMDnnzvw/Li5iH7SiNaf/SeiH+7F9s7h+Pzk9Jj33/P/4N/8Gp7HtVh3z61Yf/Cr6Bw0FB2XXKa2R2kd9T0AgCsWwwNSfLepzdNuQE2NhF6z7lFnKhEzAE1f/VWswTUAoDsN8P33O/CXr31NHdfjtLc2IFpZCaArqVPxx/+HO/rfgw23/iYu0QF0TTv84otOvPde1//Ryko4ol37cSOC+09Omao9XuI5UUpYom6XEKw3Law3Haw1Law3Haw1Law3HdRar169GpWVlbj99tvR1NSUdL3m5mbU1tZi5syZeOihh3Dw4EES+zKBkx3ERGfMgHLBBYhWVXXrHhGP4+RyJhOcTidOO+00y84pPemX5+CXr83FoTG3oPVn/9ltuUh+1NRIcEhdg9k6HMCznXdDOvcc4OTc2TuevRyfYAjc0EsOKPhd41T0WrsKZWf6oTgcJ7914Hlci23Rrul/37hnDIDuSQctH3/sQBWqsQcXqN12TuHAJ584oVxyCaJXXQUAul13amokGErqXXopNpYlS6x0Ha+Uzwmr1227wXrTwnrTwVrTwnrTwVrTwnrTQa31yJEjMXnyZJx++ukp11u5ciVGjx6NmTNn4sorr8SyZctI7MsE7sZCgNqN5ZNPMHDgQLPNYUxAdGOZ9Mtz4OjpR82T78EfVnDnHZdiSK++uOPBlzHpN0MR9Llw/KO+kNu8ahcTkZTQduEQXZqSDZaqdmHqNvPOduzApToWxs+skzEpBuA0MsuI2gopDwN5MgzDMAzDMAxzqhtLQ0MDBgwYoH7vcrnSDnZaWVmJW2+9FYMGDeq2rK2tDTNmzEBtbS0kSYKiKJg6dSruvPNO9O3bN+9+ZAun4hhbEQqF8PTTT1uuSd2Zzy3Gmc8txvKru7p4VN52CaQLh+IPl/9O7Toi2L38cpxsjKEmOlwu5WQLiS5El6artlZBueAC/GjrffpdmE4OZgoAG8uuTZLoALJtNaHqPWxY0q47wtZkn7juVhl0ASo1rFq37QrrTQvrTQdrTQvrTQdrTQvrTUc+tJ49ezYmT56sftavX5+TTS0tLSgvL4ckdT2fOBwO9O7dGy0tLTntN9/wbCyMrXA6nRgyZIglm9Qd/dGvcOafl0OOhuCTPOq4GAAgXTgUS/7vPXj3XeCyTW40bTo/btuuriYOvPdeNL6XiIFZPsTMIt9edR9CF2c/q4UeVtbbbrDWtLDetLDedLDWtLDedLDWtLDedORD66lTp3Zr2VEKcO1kbIXL5cIVV1xhyRPYe31XC4vhFWfjD5f/Lm6ZSHwYHt8iEwrYWsLKetsN1poW1psW1psO1poW1psO1poW1puOfGjt9XrRo0cP9ZOuC0s6evfujUAggGi0qwu8oihoaWlB7969c9pvvuFkB2MrgsEgnnzySQSDQbNNyYpiG7S22PUuJlhrWlhvWlhvOlhrWlhvOlhrWlhvOqyodVlZGQYNGoQtW7YAALZv347TTjvNUuN1ANyNhbEZkiTh0ksvVfuPWZHEMTq0FNt0wcWgt11grWlhvWlhvelgrWlhvelgrWlhvemg1nrlypXYtWsXAoEAHn/8cfh8Ptx///0AgOXLl2PEiBEYMWIExowZg2XLlmH9+vXw+XwYO3YsiX2ZwLOxEMCzsTAejweBZ1ajfOz1PJATwzAMwzAMwzAFR8zG0tTUhLPPPttsc8jhbiyMrQgGg5g3b56lmnnZGdabDtaaFtabFtabDtaaFtabDtaaFtabDtY6ezjZwdgKl8uF73znOzxYEhGsNx2sNS2sNy2sNx2sNS2sNx2sNS2sd/7weDzweDxJl7PW2cPdWDKgubkZdXV1aG9vh8/nw7hx4+Km8EkGd2NhtN1YBNydhWEYhmEYhmFKG5HoKMSzAXdjYQyzcuVKjB49GjNnzsSVV16JZcuWmW0Sk0AwGMTs2bMt3cxr5Z7XzDYhbxSD3naBtaaF9aaF9aaDtabFanqLN8ip3iIXK1bT2u6w3nSw1tnDyQ6DtLW1obGxEZdddhkAYOTIkTh+/Diam5tNtozR4nK5cO2113IzLyJYbzpYa1pYb1pYbzpYa1qsqHfgmdVmm1AQrKi1nWG96WCts4eTHQZpaWlBeXm5OuWPw+FA79690dLS0m3dcDiMzs5O9SPLMoBTTZPC4TDC4bD6XSQS6VYOBoNx5Wg02q0sy3JcORaLxZUVRYEsy1AUBbFYTLVDW45Go3FlkTHUliORSFxZ+KEtW8UnSZIwdOhQ1Rar+KRF9ByzQ5wkScK5554Lh8NhG5+0fljJJ0mScN5556n1xw4+WTlOiqLgS1/6EiRJso1PVo5TOBzGhRdeCIfDYRufrBqnSCSCoUOHQpIk2/hk5TjFYjFceOGFiEajlvEpFjvVg91OcYpEIrjwwgvVY9nBJyufTw6HA8OHD0c4HLaNT2bGSSzT80lRFFx44YWIRCJZ+VTKcLKjAKxfvx6TJ09WP7NmzQIA/PWvfwUArF27FmvXrgUA1NfXY8OGDQCAFStW4I033gAALFmyBO+88w4A4IknnsCOHTsAAHPnzsXevXsBAA8++CAaGxsBAFVVVThy5AgAYMqUKQgEAggGg5gyZQqCwSACgQCmTJkCADhy5AiqqqoAAI2NjXjwwQcBAHv37sXcuXMBADt27MATTzwBAHjnnXewZMkSAMAbb7yBFStWAAA2bNiA+vp6S/kkyzLuu+8+PPDAA5byScuJEydsEydZljFlyhQ1ZnbwCbDm+STLMqZOnYq///3vtvHJynF66623MG3aNMiybBufrB6nqqoqNDY22sonK8bp0UcfRWVlJWRZto1PVo7TCy+8gKqqKqxevdoyPh374gsI7BSnRx99FFVVVdi6dattfLLy+dTc3Iyqqipb+WRmnMQyPZ/eeustVFVV4fHHH8/Yp7a2NpQyPECpQdra2jBjxgzU1tZCkiQoioKpU6fizjvvRN++fePWDYfDajYO6BoY5oILLsCePXtw7rnnqhk8t9uNUCgEp9MJl8sVVw4Gg5AkSS27XC5IkhRXlmUZbrdbLXs8HjidTrXscDgQDAbh9XqhKApCoRB8Ph9isZhajkajCIfDajkSicDr9caVRRZRlGOxGDweT1zZKj653W7s378f/fv3R8+ePS3jU3l5uTpA6Yrdr+KXw69AIBAo+jgBwL59+3DeeefB7XaXdN0rtE8OhwMfffQRBg8eDK/XawufrBynYDCIAwcOqK1p7OCTlePU2dmJ5uZmnH322YhGo7bwyapx6ujowKFDhzBkyBCEw2Fb+GTlOEWjURw6dAj9+/eH2+023afy8nIcr3sOp934c4RCIVvFKRgM4siRIxg4cCAURbGFT1Y+nyRJQlNTE/r16we/328Ln8yKU8+ePQEAHR0duj4BwMGDB9GvXz94vd6MfDp69CjOO++8kh2glJMdGTBv3jx885vfxKhRo7Bt2za8/PLLuPfee9Nux7OxMNrZWFbueQ1jhn1HbcLGMAzDMAxDgfZ+hO9DjKEdzJU1YwoBz8ZSOLgbSwaMGTMGb775JmbOnImXX34ZY8eONdskJgFZlnHPPfeo/eiYwsJ608Fa08J608J608Fa08J601FIre06qGsucN2mg7XOHm7ZQQC37KAjFovhyJEj6NevH5xO6+Ty7Nqyw6p62xHWmhbWmxbWmw7Wmhar6W3nlh2F0trOmuWC1ep2MZOuZUcuWpd6yw6ev4axFU6nE2eddZbZZpQMrDcdrDUtrDctrDcdrDUtrHc8hewSwlrTwnrTwVpnD6fhGFshyzJ+//vfczMvIlhvOlhrWlhvWlhvOlhrWljv7qzc81pB9ptvrT0eT1xyhomH6zYdrHX2cDcWArgbCx2xWAyBQADl5eWWalJn524sVtTbjrDWtLDetLDedLDWtFhNb7O7ZHg8noLdB+Vba61W3I2lO5R12+6DxBrpxpKt1qXejcX8qy7D5BGHwwGfzweHw2G2KSUB600Ha00L600L600Ha00L600Ha00Ltd6lPEgs1+3s4WQHYyuCwSCmTJmizknNFBar6C2amtq5ualVtC4VWG9aWG86WOv8YeS3h/Wmg7WmhfWmg7XOHk522IRSeNgzgtfrxcMPPwyv12u2KSWBlfS2e8bfSlqXAqw3Law3Hax1fkk3/gTrTQdrTQvrTQdrnT08G4uNEH0gSxlFUSDLMjweDzf1IoD1poO1poX1poX1poO1poX1poO1poX1poNa6+bmZtTV1aG9vR0+nw/jxo3DgAEDuq1XWVkJl8ulvmy/8sor8bWvfa3g9mUCt+xgbEUoFMKMGTNsOXiRFbGb3lZuIWU3ra0O600L600Ha02LWXpb+fesUHDdpoX1piMfWgeDQXR2dqqfcDicdN2VK1di9OjRzVWUxgAAIABJREFUmDlzJq688kosW7Ys6bq/+c1vMG3aNEybNs1yiQ6AW3YwNsPn82HBggVmm1EymK13IW7ixIjrVsNsrUsN1psW1psO1pqWQuqdboaKUmvxy3WbFtabjnxoPXv27Lhrxg9/+ENcddVV3dZra2tDY2MjJkyYAAAYOXIkVq9ejebmZvTt2zcnG8yAkx0Wxu7TLBWCWCyGI0eOoF+/fqZN8VZKcbOC3oW6mUs3DRg1VtC6lDCidymd64WG6zcdxah1MZ9rhdZbL0FP0ZrDar+RQHHW7WIm33pbsU5ZhXxoPXXq1LiuKC6XfhqgpaUF5eXlkCQJQNdMML1790ZLS4tusqOurg4AMHjwYFx77bUoKyvLyr5CwVcCi2P3QRfzTSgUwrx58wxdKAvZxLNU4paJ3sWG1WJoZ62tiFG90w1OyBiD6zcdxaq11a7JRsm33qXWNSUZevdwxVq3ixXWOzX5fM7Ih9Zerxc9evRQP263O2e77rzzTlRWVmLq1Kno1atXyu4uZsHJDsYwZvT/zPSYPp8PjzzyCHw+n6H1i/XmySpkqjeTPaw1Law3Law3Haw1Lax34UhMNrPWtFhNbyuOU5OvFyKUWvfu3RuBQADRaBRA1+CoLS0t6N27d7d1Tz/9dACAJEn47ne/i4aGhoLblymc7GAywoy3mJkkJKLRKD755BP1BGUKSzHrbbUfxHQUs9bFCOtNC+tNB2tNS6H01vv9SvW7prdM7/9i+23UUip12ypxsqLedn2JSal1WVkZBg0ahC1btgAAtm/fjtNOO61bF5ZgMIiOjg71/3/9618YNGhQwe3LFE52MLbB4/GgR48eePrpp1OOMMzkj3A4zHoTwVrTwnrTwnrTwVrTYkTvbB5ek718SvVSysiDYKYPi1Z46BaUUt22wkN9Kr0pEzJWqoNGyVQf6ro9ZswYvPnmm5g5cyZefvlljB07Vl22fPly7NixA21tbZg/fz5qampQU1ODffv24cYbbySxLxN4gFILUiwnbCYDhiX6VMj+fbNmzSrYvpl4fD4f600Ea00L600L600Ha02LUb1znQnMrHtHK834wnWblnR6U85uZ9WZ9FKRic3Udbtfv364++67dZf96le/UsvTpk2jMilrijLZsXPnTqxduxaHDh3C5Zdfjp/97Gfqslgshj/+8Y94//334XA4cMUVV+A73/lOwZYVCr0fj0xHI09cvxCjmWf6I5dsfb0faaM2Jm774YcfYujQoeoowlYnXVysPDp1NBrF3r17i0rvYoW1poX1poX1psNMrYt5VpVsodLbSkkHs6CsX6VYlxMpZN1mfePh38jsKcpuLH379sXYsWPxve99r9uyLVu24PDhw5g5cybuuecevPLKKzh48GDBllFjZMwMbbOoxPWt0OwtGcI2o+OCJPPzhRdeQCQSyfj4uTa5y2VbK8clFZFIJGu9iw1t/TCjyWQpaW0F8q23VfpYF5JcfOT6TYfZWpfaDEZm650OO1yXtD7c9ocaQ+vmw+divXfL1/1Moet2seubz22tfh2xMkWZ7OjXrx/OPvts3XmGt27dim9961twOp3o2bMnvvKVr+Bf//pXwZZZkWK9OGSDnq9Tp06F1+vN2/5y2b7YbyDS4fV6c9K72BA36WacY6WmtdkUQu9SuDZn6yPX79Tk84GUtaZBxKysrMzSetsh+aT14fLRozNav1QR12qj12y9a1C+riXFnnDTSxpl+1so6mbi/vi6nT1FmexIRUtLizoNDgD06dMHx44dK9gyPcLhMDo7O9WPLMsATjXDCofD6gAzoVBIzdJpy4mZOzH6rvZ7WZbjRuVVFKXbOqIci8Xi9idsikajceVgMNitrD3hEvcjjm/EJ+32wWBQ3VYcJ3GdxAtfLBaDoiiQZbmbr+J/oCs51d7eruuT8CVRXz3/jPgUDAYT/BN2nYqL0FcgbJVlWT2eNk5ifW1Zu59kcYpEInFlUd+05Ux9SoyTKIu6F41G8fbbb6v7FD5p45TMJyN1z4hPiSNTZ+ITcKp+ZxInbX0rhE96cYpGo3jnnXfUbTOJU6IfZsQp33Wv0D4Fg0Fs2bIF0Wg0qU9iGyD+OpnMJ+11wY5x6rLp1HmTiU/t7e3Yvn07wuGwpXyyUpyEzbn61NHRga1bt6q2aH3S3rQXyift76zROGlJ9EnvLTVVnLTo1b2WpasAdM1mkOoaoSXxmiJ+n5LNwpDqfkhb1q4jzlPhtzhe1zqn7jf1fEp8CBPbJ6t7Wj+S+ZptnBLvSQHg0KFDqg3C9nQxS1b3tMdIvH4n8yNXn/Tqs6jT2uMKezweT8bXPS3J7sv1fNKuL8sywuEwtm3bhvb29m4+afXWnk/a+qP1afmHf++2neDU/V4s7jsjcaK4lgPAsaefVb/Xon2uE0MKJD7faAcdFba0LH02zo9gMIjt27ejo6MjK59KGUsmO2pra3H33XfrflIlGazC+vXrMXnyZPUjBpT561//CgBYu3YtevbsCY/Hg169emHDhg0AgBUrVuCNN94AAGx/d3vcPnfs2AEA2PzPf6rfPfjgg2hsbFT/P3HiBADglQ2vqN9teKWrHAgE4vZXVVUFAGhsbMSDDz6ozmRSVlamHu+JJ55Q15+0ohYAcKDxAIBTP4offPiB6tPatWsBAPX19fD7/ap/wicA+OyzzwAATzzxhOqTOKagtbUVAHDz49Pjvg8EAggGg5gyZYp6cRS+Ct8BYNSoUepc0Hv37sXcuXPjNASAd955J27fdz83DwDw8Ucfq/717NkTPXv2VH3Si9OSJUvi9tV85AgA4J+bN6vfPfjgg3HHErZOmTJFjYvwIxAIYMqUKQC6BiMqLy/vtp9En0Sc3nnnHSxZsgQA8MYbb2DFihUAgA0bNqC+vh6AsThpfdLGae7cudi7d69qS2NjIyKRCJ599lm1W5fwSRsn4YfH48GRI0e61b1cfdq7b2+cvuniVFZWhh49eqjrfzz3Cd04tZ9o7xYncT5pbzgK4VNinDZs2IBIJILnn38er7/+esZxArrO+SMn66denLR1j8qnVHEy26e3334b9fX1iEQiSX0CTtW/t+6pUr9L5tO/NNcKO8YJAI598UVWPk2bNg2vvfYaDh48aCmfrBQnYX+uPs2fPx/r169HJBLp5hOgacFWIJ/EfUQmcdKi55PouiDephY6Th6PB36/P84uvbq372Tdee2117qtq42TFu35tODNPwLofr+nRfwe6f0+ifsNcc8mjinOU+E3cCru727frq6b7Lq3ZdqpgRI/+vijbj6VlZWp9xcAsPeRhQCg6ihIF6fy8nJ4vV74fD7dOIn7RS37D+wHgKTnk5ZevXrB4/EkvS8HgMYDjXG6iNY6Wvbu3QuPx4Py8nL1/iLbugcAtyyaoZb/+ts7ACDuHl1rD6Bf94yeTwc/O6jqle66J2wVPvXs2RPf/OY30bt3724+AcCrr77apaHmfNKivUaI5wOge5wSzycRJ+05mBgnoz7l4xoBnLrv156/wKnnOe35tK0qXgsRJ+DU+bRzx071u7KyMpSVleEb3/gGnnzyyYx9amtrQ0mjFDF//vOfldWrV8d99/jjjyvvvPOO+n99fb3y4osvFmyZHqFQSOno6FA/+/btUwAoe/bsUUKhkNLe3q4AUFbueU0BoHR0dCihUEg5ceKE0tHRoQBQlr3/igJACTyzWgGgdHZ2xn0fCoWUQCCgdHZ2KqFQSAGgrNj9qgJAOfb0SgVA3PqyLMftLxAIKKFQSOns7FQCgYACQDle95y6787OTqWtrU3dt9jP8g//HrefZz7YqABQ2tvblfb2dtUP7Traj9i+ra0tznbt+mKdRA20n2AwGOer8F27faIfQkPtJ9GP43Wr1GXiO21stP4JP8T3Wg2PPf3sqWOc1FccS9gaCATUuAg/ZFlWY6PVIDFmWh+Efx0dHXHlEydOdCvrxSmxHmp90sZJW9bWPeGHthwMBpVAIKDGSVsPE+ueXpyM+qSNk9A38XxK9ElbR7QxS4xT67LnusVJ+CGWhUKhvPukF6d0PmUaJ+15JOKk9aMYfdKre4X2SVv/WpY+q3u9ED5prwvZ+BR33bJonBLPJ6vEyQ51T8S+0D5pfxO09S1Xn/TuA4z8Pgmf9a7xwo9k90yFjJPWD6GX3u9Ty9JVqq/CH7046dked8+VcL+nPa74PRIaaO+H1PuNk/sW9xriPNXzQ3v/Ij6J1z3hl3Z7rU+J91PieMJXcSwj173WZd3vAUVdTbRdr/4mnk/adbT3sInbJvohdNGuk3iPLvRN9ptr5HxKvPcTx9WeN0bipD2ftOsknk/Cv8RrhHYb7X2nNk7a+CT6pNVDez5p9dU7n4QfWhsTzydt7JLFifJarj2u0ErYLmKpvS4IW1M9J2nvKVLFyYhPH330kQJAaWpqyuGpu3ixZMuOXPjKV76CTZs2qc1it23bhq9+9asFW6aH2+1Gjx491I/P5wNwKrPudrvj1ne5XOpyURZ/BSJTrP3e5/PFjcjrcDi6rSPKieObCJskSVLLTqdDtaNHjx5x/cKS7Ucc3+12w+12q9lWLdp+a2J78XZdr4+eWCdRA+2+hG1iHeE7EJ8dliRJXVerVWJfOrFM6592fZFB1utDp7VTaOhyndpW2zpDa6vP5+vma2JrjsR4a+0Sb2G0WmjLwk5tWcQJ6N5NSBxL65PX61WPpy2LuheJRLB9+3a1iZzwyeFwwOfzdauTTqdTt+4lxqmsrEw9H9L5lDgqtTZOotw9Tk5N+VQ8tKSKk7a+pfJJ+KE9n7KJk8vlQiQSwdatW1WfysrKDMcp0Q+tjyJOWj+MxilXnxLLmdS9RJ/06l4uPgHAtm3bEIlEkvokttH+TfRJvOHs2vbUOpn6BJy6bqXzSbwB9Hg8ZHES24vzSfuG00icXC4XNm/ejFgsVvJ1L5lPwmYjPolrhKh7Wj8kScKWLVsQiUS6+aRF/MaIt+u5nk9if9rrkJHfp1S/VcL2xPsFijglXk/1f5+61tmsae0p1tX6oWe79hiJ93taEn9ntb9P2rJ2HXGe6vkhrlPa+yS/36+2gtD6pd1e61PifsXxkvmaGCefz6euq3VBWyf1bAeApqamOPtdLpd6PUxsjaO9h03Gqd//5DNg6NXDxN9cYU+68ylxP+K4yeIEnNJFG6eePXvG+SWOn3iPLvabeN3T7jexTopWLADw2aefAoB6PomWvFo/tOeTlmTnU+L5rFfvhE2nfnu6x8nr9arPGmVlZRlfy0WronTXCO1xE89T7XNdoq0CveekZOe7JElZ/T6VMkXp/e7duzFt2jT8/e9/x1tvvYVp06apTXq+8Y1voF+/fpgxYwYefvhhfPe738XAgQMLtizfJBugh3Lgy2wGbsp0UB5xjGwHiUq13eEjh7PaZzpyHWwoEb1+e9qBicxGb8ClRKLRKN59992kfYnzcYxM0dPbyHGSLTNiX6r952tQSqF1PvepRyFiUozkWre15DIYXraxyPY6nq/YJxtkLRn51JvpItl1IlOttfvJ57XBaH1LXF6M1ydx7RYkjseQDrN9ztfg3Jn4kOoalsqOZPeAZgxKmuo+rxDozWqY7+OL/Yn9HD58uNsyysG4M3nmyJZ8nH+57kOMs5Psum32NcLKdH91XgQMHz5ct+8X0JUR+8UvfkG2jLEeX//a17t9l8sFINMbMaMEnlmN8rHX6y5buec1jBn2HUPH0X4fSjIXeeI6evvyeDzdthd2iPVDmgHK9I6ZuJ4RUumQL8Qx9HQ1Ykeq7RLXKdSPjdfrxe9///uC7DsRI/7aHa/Xi9tuuy3j7fTOo1zJJR6Z2qM9D4xcWzLZX6p9Zqs3E4+R608yrbO9duVST7R1O9XLHm0dovjNyAU9P2677bZu12/he+L5rbd9MVyTjfz+J/NV794iW/TuAdOR7J4oW7TbpotdpsfJZP1s100Vw8Tz72tf/1rGx0pnn16C00zydf7lcu0SLUd4NpbMKcqWHUzu2DkD+Mn+TwB097EQrUgEFFnsVNOEZZPZzkSPVMd89dVXS3re72RvTZLFJNu356WssRlEIpGc6nY2LYIK9aY3l+t9umtLNvvW22eueudiTzFhxL/Ea3viNvnSOtUxsyXT6TDzQb5aNGn3kao1rpHjFOPUqMLnbFpvaLXL1XdxDygwYo9efcvFjky3zaS1cybnRrZ2JJJKw/2f7E97rFTnlxHtrTJtu5Hf60L9/mhnTbL771y+4WRHiZB4Uhj9USrGk+n48eMACnezkOlNi1kU4oKot6/9+/fHjbrOpCebREgmU4eZ+WNolx/iWCyG/fv36+pu1D8j1yCKmzq9bgj5jE8+rrWp9GZOkY3WiQ+Ufr8/7rpdyHM1k+SdGccVJDb7z1aXZPERM76lWscIxXBdLeSLJSOIe0ABxYNytq0arBrPZC9x9EjUWw+9LtqF9j2ZvtrzO1XCQm/bxGcnPV3y/ewhjqVoppHW2mHU9lKGkx0WIZvKmck2FG8JrHJyjbx0ZEH3r/3htNrbl8QLd6Y/8kbfRmu5+eabAdD1iTR6I0pRH/P1JtDIW61kx0qmh5l1M5s3fFbD4/Hg5ptvTupDvsfhyESrXHU16y1ZKrvT6U2NVW4YM70upkPUW3HdzuVcNXqjnU3SL1f0khd6ZPK2Od2+UpGv+xKr3XNYkULfA+qR7zHdzCYTfy4deWlW+6XwPZkfRuxIZR9l3PQGiU1cpr0m6b3cOPfccwtqo9XhZAcxqX4os21ulo8Hrky+T2eP2exr2Ge2CaZhZBCxVHHNpgnlunXrdI+R7Zu1xMx/JgkBvf0VkkyOoadFJl1ejMTN6JuMTGxOt026dfKRxMrlTWu2RCIRrFu3Lqum/kbsTIx5JnUpWTeFfOpD/aCvp7eRN3BGMKP+5PP4RutGJnUo8bptZNvEa7PedpT3AVRJ78TjZONjKd+XUMNa09Kwr8FsEwxjhQR2tqRq9Zjqnt8qz2ZmwskOE8j3zCq5vqUzkvksJmRZNtsES5PpTW069JowJnuIN/LQorUvsR9rsV+0s3l7L3xuWfps2m30ztnEVj5G33jq7TObViSpmlsasV/vGPl4AE6G2J/f78fx48ezaupP/cCnPWa+tEjnQzaJs1T7EXon3tDlcu5nmiBNt49cyPT4RpOMopwpRpqeJ6L1wchYLoWmEEnvQtnN9yV0sNa0FJPeRsYVsWpCRNuNhckMTnZYgGJ/gLMaF190cdz/Vr1wWZlMEl033nhjVvst1mRaLuQyKKxeE8ZMmq2nW2b0Rz7bZu/JkibZ3lwkJtQS96G3b6PHE/sWdTvTaVTzQabxEKS7mdM7RiZvyLXr5jpQXmIi4oYbbsioNVEqH5LZmKpO6B03XSs5PTv0/k91vGT+Zjv1phFuuOGGnLY3gtV+e41onuvAoslIvC9hCgdrTctFF19ktgl5IV/TKxcKvXvAVFjt+msmnOwgpNT7TFHx4e4P4/636oXLLtz34pNmm1ASRKPdmzDmO1GabfenbNbRa8FjZJ9GHsoTH3SzfUBPrNvU15J8Hy9Vl4NMWnzlq97pdccJh8MAUvuebJA4I/2wU9WJXFvHJG6vZ0PibCP5GOuIcrtMsNpvb2IroUxnMcslVon3JUzhYK1p2f3hbrNNKAn07gFTwS/ST8HJDoZhmBInmxYEettlMwVyMnuMvnk1cgyjXTL4TUhqKB5ee/bsaXjdXO1JlxBJRrJWJOn2WwiyPdaWabPyawjDMAxjG5qbm1FbW4uZM2fioYcewsGDB3Naz0w42cHYjguHX2i2CSUF602DJBXucp3tA1OhHn6zfeud6RgS6cZ04LpNj1XfRqWqL/mymTLpNvzC4QU/BnMKvpbQwVrTwtcSGgp5D6jHypUrMXr0aMycORNXXnklli1bltN6ZsLJDgISR/P/5NAhAMChxk91/2rLYt3EbfTWSfxfb9+J+0t1DCP7MWJzqv1ot0+mi56tqez4xyuvpl0nF5/11jHic6pjGakTqepCsn0b0T7TOpW470S9s91PKnuysdlI3dKzw4h2qep/JvUlVb1LXKfhs8zOlVxsNqJPKj+yjXOu17v3Hllg2J85G5bH/dU7VrJriZ4fRs41I+d8pte7TK4dmVy/82VPJjYDwKefNKZdJ5Prd67riLKoW6nqS66/6cnqpJE46a2fap2XX/9HTvvJpt4ZucYbuYZkUn+NHCvV8fMVZ3EtSbV9vn6vjdiTr3udVHZkeo+TiS6pfBZaZxLLTO5pjfw+ZnvOZnL9zlSXQu1HXEvydY1OZaOROpnp72w2dSHb39lM7jczuQc04jMAtLe3o7OzU/2IbqOJtLW1obGxEZdddhkAYOTIkTh+/Diam5uzWs9sHAoP71pw1q5dix/96Edmm8EwDMMwDMMwDMOUGD/5yU/Qr18/9f8f/vCHuOqqq7qt19jYiCVLlmDmzJnqdw8//DCuvfZaDBs2LOP1zMZltgGlwKhRowAAe/fuRVlZmcnW2BtFURAMBuH1euFwOMw2x/aw3nSw1rSw3rSw3nSw1rSw3nSw1rSw3nTkonVbWxuGDh2KBQsWoE+fPur3LldppAFKw0uTcbvdAICysjKUl5ebbI29icViUBQFZWVlcDq5l1ahYb3pYK1pYb1pYb3pYK1pYb3pYK1pYb3pyIfW5eXl6NGjR9r1evfujUAggGg0CkmSoCgKWlpa0Lt376zWMxuumYytCIVCqKmpQSgUMtuUkoD1poO1poX1poX1poO1poX1poO1poX1poNS67KyMgwaNAhbtmwBAGzfvh2nnXYa+vbtm9V6ZsNjdhAQCARQUVGBQ4cOccsOhmEYhmEYhmEYpuAEAgGcddZZaG1tNfwceuTIESxbtgzt7e3w+XwYO3YsBg4cCABYvnw5RowYgREjRqRczypwsoMATnbQEYvF0NzcjL59+3KTOgJYbzpYa1pYb1pYbzpYa1pYbzpYa1pYbzpy0TqbZIed4JrJ2IpQKITHHnuMm9QRwXrTwVrTwnrTwnrTwVrTwnrTwVrTUgi9Z++sz9u+7ATX7ezhlh0EcMsOhmEYhmEYhmGY5MzeWY+pF19nthm2glt2MIyNiEaj2L9/P6LRqNmmlASsNx2sNS2sNy2sNx2sNS2sNx2sNS2sNx2sdfZwsoOxFeFwGM888wzC4bDZppQErDcdrDUtrDctrDcdrDUtrDcdrDUt+dRb231FlOVZc3Ler13gup093I2FAO7GwjAMwzAMwzAM053ZO+tx4MRRyNGuh3mf5Mb8De3wVU022bLih7uxMIyNiEaj2LNnDzfzIoL1poO1poX1poX1poO1poX1poO1pqWQetcs2oHY7gZ0/Hoit/AA1+1c4GQHYysikQheeuklRCIRs00pCVhvOlhrWlhvWlhvOlhrWlhvOlhrWkj07uhUkx6lDNft7CnqbizhcBjPP/88PvjgA7jdbgwcOBA333wzmpubUVdXh/b2dvh8PowbNw4DBgwAgIIsSwd3Y2EYhmEYhmEYJhvELCXFPluJnv3jNy+CHA0jBgVOOLB09AQAXWN2xPY3da3U0Qk4nfCvfJLa5KKHu7EUMS+++CIAYObMmaisrMRPfvITAMDKlSsxevRozJw5E1deeSWWLVumblOIZYx1iEajeO+997iZFxGsNx2sNS2sNy2sNx2sNS2sNx2sNS350FsMRuqT3Pkyy5Zw3c6eok12BINBvPXWW7j66qvhcDgAABUVFWhra0NjYyMuu+wyAMDIkSNx/PhxNDc3F2QZYy0ikQhef/11buZFBOtNB2tNC+tNC+tNB2tNC+tNRylpbYVxLHLRWzv7SlrkYMb7txulVLfzTdEmO44ePQq/34/169fjoYcewpw5c7B79260tLSgvLwckiQBABwOB3r37o2WlpaCLNMjHA6js7Mz7iO+F3+1ZVFxQ6GQWg4Gg3FlkcnTlmVZjivHYrG4sqIokGUZiqIgFotBlmUAiCtHo9G4cjAY7FaORCJx5VAopJat5pPX68Xtt98O0TvLDj5ZOU5erxe33HIL3G63bXyyapy8Xi9uvfVW9TpkB5+sHCdJkvDb3/4WXq/XNj5ZOU6KomDChAlwu9228cmqcQKA22+/HV6v1zY+WTlOTqcTEyZMgNPptI1PVo0TAEyYMAEul8s2PgnbFQW4dfMi7Gk9iPGbF6n71vr04I4/xfnxwHt/KphPNe/9EW63G7/73e+gKIphnxQFqk/jT/rTEe2yv4fkwdLRE+J88ix+FI5h5wH+HqovVo5Toc4nSZIwYcIE9RiZ+lTKFG2yIxaL4dixY+jfvz/uvfdeXH/99fjDH/5gieY969evx+TJk9XP9OnTAQBr164FAKxbtw7r1q0DAKxZswYbN24EAKxatQqbNm0CANTV1WHr1q0AgMWLF2PXrl0AgIULF6KhoQEAUFtbi6amrr5s1dXVakuTyspKBAIBBINBVFZWIhgMIhAIoLKyEkDX+CPV1dUAgKamJtTW1gIAGhoasHDhQgDArl27sHjxYgDA1q1bUVdXBwDYtGkTVq1aBQDYuHEj1qxZYymfIpEI1q9fj0ceecQ2Plk5TpFIBDNnzsShQ4ds45NV4xSJRPDEE0/gjTfesI1PVo7Tli1bsHDhQkQiEdv4ZPU4vf322zh06JCtfLJinBYsWIC1a9ciEonYxicrx+kvf/kL3n77bdTX19vGJ6vGacGCBXj77bfx3nvv2cYnEaf29hMIBUPwSW5EolEcPny4m08tLS1Ys2YNZu+sx7p163Ds2LG8+TR7Zz2qq6sxa/tzAIBPPv4ELS0taL5rRjefZu+sT+pTZ2eHmrTpiIbgiHS9nOyMhtRkQGKcjh49CgCIKYql4vT7DU+ocTrwX1MAFO582rJlC95++2089dRTGfvU1taGUqZoByg9ceIEpkyZgsceewxOZ1fO5qGHHsIUj5ohAAAgAElEQVT3v/99rFixArW1tZAkCYqiYOrUqbjzzjvRo0cPzJgxI6/L+vbt2802bWYO6BoYpn///mhsbESfPn3UDJ7b7UY4HIbD4YDL5UIoFILT6VQz0pIkqWWXywVJkuLKsizD7XarZY/HA6fTqZYdDgeCwSC8Xi8URUEoFILP50MsFlPL0WgU4XBYLYs3yNpyJBJR3+JHIhHEYjF4PB5EIhEoiqL6YQWfHA4Hli5dihtuuAHl5eW28MnKcYpEIliyZAluuukm9OjRwxY+WTVO0WgUTz/9NMaOHYuePXvawicrx6m9vR3PPPMMbr75ZkiSZAufrByntrY2PPfccxg7diwcDoctfLJqnAKBAJ599lncdNNN6v6K3ScrxykYDGLlypUYM2YMfD6fLXyyapza29uxatUq/OpXv4IkSbbwKRKJ4PfbnlYH8PRLHgDA3PVt8M+8G5FIBA+//wKmX/JTPLjjT7j7wmvw6O6XcNfwq/HIBy9i+iU/zdmnuXv/AocDmHTBf2Du3r+gsf0o5GgYXsmNKXX70OfhKpSXl2P2zudx59D/wLx9f8GUL/9Y16eb3nxM9aMjGoITDvgkNx7/+n+mjFP41ru7urP4vIAchLtuYUHj9MCOP2H6iJ+mjNPsXc9Dcjpxz/+6FsHqufDPvLtg51MkEsGKFStwww03wO/3Z+STLMsYOHBgyQ5QWrTJDqAro/Xd734XF110ET7//HM8/PDDmD59Op5++ml885vfxKhRo7Bt2za8/PLLuPfeewEA8+bNy/uydPBsLAzDMAzDMAzDZMr4zYsAAB3REPySBzWLdsAfVtSZSRJnapm9sx4HTnQlJJaOngB51hz4qiZnffzZO+uxp/UgfJI7Luki7IDPC+eQQZj34yGYevF1uOnNx+CT3Ji/oT3uuGI/YtYVn+TGolHjDdnQ8euJccmOQs/KkmrWG63OADD14uty1riQlPpsLEWd7Pj888/xzDPPoL29HQ6HAz/84Q8xcuRIHDlyBMuWLVOniR07diwGDhwIAAVZlg5OdtAhmpx/61vfgsvlMtsc28N608Fa08J608J608Fa08J605FPra0wxat4mD5woqsbR2KyQzz4L5j6PTW54ZPcGNzrTPX/J5Z8BMhBOIefn/HDuDZpAiAu2eGEA4/+z4fwhWJwKgrgdOLOCZdgcK8zsaf1IB79nw/jEiETv98zbj9GkxyCQic7EuOtF3+9ZBIA3cROvpMfudTtUk92FPVV94wzzsCkSZO6fd+vXz/cfffdutsUYhljHWKxGA4cOIBRo0aZbUpJwHrTwVrTwnrTwnrTwVrTwnrTkQ+tEx9yrfbGXjxg6yGSEdoHcUFsdwM6fj0R/iXzc7bBL3mwaNR4hC4L4eDE6egrhwE5iMG9zlSTAX7pI0AC0NGJ2O4GKN8aCnjz99jZMeY2wOfN2R9t4mL85kWqD1qM1IF86qu7f76OZE1RJzsYJhGPx4Nx48aZbUbJwHrTwVrTwnrTwnrTwVrTwnrTYRettQkX0e3DL3nUJEPHkolA+NR0rIldQ7QP7B1LJuoeI9skztLRE9Syx+NB//794auarD8Vrpgy1ufV3d5K+CQ3OqIh7Gk9iHFvLoQTDgAZTvHb0akmYZxDBuXVPrvUbTMo2tlYGEYPMRuLdoBYpnCw3nSw1rSw3rSw3nSw1rSw3nTkU2sxxatZiGlZ9fAvmQ/n8PPjv5M8GFYxoFv3kLh1Tz6Md/xaPwEius3M3lnfbVpYvX1HIhEcO3asm95TL77u1HH9PQA5iHkrDuQ/0ZHGn2zwSe5Tu//1RMR2d812IvQY9+bC1Lr4vGprlnzaxdeR7OFkB2MrFEVBa2sringomqKC9aaDtaaF9aaF9aaDtaaF9aYjV63Fw74VSdV9RTxwGxpjRNPKIu2qmgd/vX0rioI3//clqt5664ikR67dO/QSPF1GGvdHkCrOcjSsJo4Esd0NUDo64/TwS5645I2a2MnBrlTwdSR7uBsLYyvcbjeuv/56s80oGVhvOlhrWlhvWlhvOlhrWlhvOvKhtdktOvQQ3VeMkjbpoWl5kJiEGL95UbdpbpOh1dtt5rgmmu4jmSZV9LoJqbvFG3HrikSItptQN63lIAoBX0eyh1t2MLYiHA7jpZdeUuetZgoL600Ha00L600L600Ha00L601HvrWuWbQj790R0pGq+0oiSVs76JCq5YEYl0J0z0jVgkGLUb3zOcCr8FnbRabrIOlbUmi754j/jTJvxQHdrjx6tsXpnCf4OpI9nOxgGIZhGIZhGIZJ5OQYDPkeG0IPvYfvdA/YRkiabBAtIpKQqutMTsfNE/lMLuj5qk2s+JfMT96aIxlp9GVo4G4sjK1wu924+uqrzTajZGC96WCtaWG9aWG96WCtaWG96SiI1hm0HCgEhh+sjWKgm4XorpEuyWK5un0yueBf+WTc19rpZcWsNVoy7SZkBpbTuojglh2MrQiHw1i9ejU38yKC9aaDtaaF9aaF9aaDtaaF9aYjF631uo9Ujh9RsG4JyY4vZvlIh7bVhNGESOIMKbrrnOy2YuTh36y6nW2LEW33HJEAyTeFas3C15Hs4WQHYyscDgcqKirgcDjSr8zkDOtNB2tNC+tNC+tNB2tNC+tNRz61NvrAn0+0D+OLRo3P61St2ofwxO4fsf1N6rgdmWCFup1tcmHqxddhcK8z89JNSNeOPA9UagWtixVOdjC2wuVy4d///d/hcnEPLQpYbzpYa1pYb1pYbzpYa1pYbzoy1VqMkWF4oMosxmAo9HS2+WhJ4BwyCL6qyRkneMys2/lKLqRrFZONvoUYqJSvI9nDyQ7GVoRCISxbtgyhkLFmgExusN50sNa0sN60sN50sNa0sN50UGmdTSuIVBQ6IaIln90srFK3E5MLHb+emDQplWp2mWQUeqBVI1hF62KE00OMrXA6nRg8eDCcTs7jUcB608Fa08J608J608Fa08J605GN1uM3L4obuDKfXUe0zN5Zn//BRk2m2Os2VTw6xtwG+LzwL5mf9T6KXWsz4WQHYytcLhf+7d/+zWwzSgbWmw7WmhbWmxbWmw7WmhbWm45stfZJbsMDg+aTxFlC/JKHbGYQ0Vohl1YqVq/bHWNuw6TfDEXQ61L1LVasrrWV4fQQYyuCwSAWL16MYDC/AwMx+rDedLDWtLDetLDedLDWtLDedBjVevbO+oxnP9ES292Ajl9PzNbMbmgHJjWDbLtpFEvdFvrKUXNnMukYc1vW9aZYtLYinOxgbIUkSbjkkksgSZLZppQErDcdrDUtrDctrDcdrDUtrDcdmWqtTTKkHcshwwEwjYzDkZhsMfthPFOo63a6pIw6dkcCcjSc0ZS6VoSvI9njUBRFMdsIuxMIBFBRUYFDhw6hvLzcbHMYhmEYhmEYpmTQjpkhuo8AQEc0pHZv0HsQlmfNga9qMuRZcxDb33Qq6RGLAU6n7lgMItEhuqj4JDcG9zqz2xgRN735WFz3imJ9ELcScfHa3QD4vFgw6XLy8VK61Reft6ucot4UikAggLPOOgutra0l+RzKLTsYWxEMBvHYY49xMy8iWG86WGtaWG9aWG86WGtaWG86tFpnMsNJ1i0qfN70q5wcD2RP60F8fuPtalcG7VgZxdaiQ8B12xjO4efHJzYM1JtEWOvs4WQHYytcLhe+/e1v8zzURLDedLDWtLDetLDedLDWtLDedLhcLhz+WnlSrUUCRNt9JJPuDcm6SeiRdDwQnxfo6OxqdZDh8a2G1et2tyRDEWN1ra0MJzsYW8F92mhhvelgrWlhvWlhvelgrWlhvQuPSGJIkoRevXrFaa0djDSRbFtUOIefD/h7dP3T0Zl24Em/5MGwigFd3VU0Y38Ua5JDYOW6rR3fw6wpf0VyTHesEQP1RouVtbY6nOxgbEUwGERtbS038yKC9aaDtaaF9aaF9aaDtaaF9aYjGAyisbEJt55MbozfvChu+YETR9XESF5bVKTolqBNqIiHX/+qpwy3ELEyXLeTo5fgiEuSARl1Z2Gts4eTHYytcLlcuPrqq7mZFxGsNx2sNS2sNy2sNx2sNS2sNw2zd9bD5XLhjDP6wIH4sTJEdxIxSOiwigH5b1Fx8k39rRvnqa1IirmLihG4btPBWmcPJzsYWyFJEoYNG8bNvIhgvelgrWlhvWlhvelgrWlhvQtH4iCkkiTB7/en3S6Tbg3ppjuNXzn5m3qzulIUEivW7YziZRYZTmMMWFPrYoGTHYytkGUZ1dXVkGXZbFNKAtabDtaaFtabFtabDtaaFta7sGjH45BlGR+2fBo3+OiwigFYNvoOLB09IS/H81VNPvVALR5adR5e07XoKIqH8jRYvW5bUWN1kNuEMV/SYXWtrQwnOxhb4Xa7MXbsWLjdbrNNKQlYbzpYa1pYb1pYbzpYa1pYbxr2tB7ExO1L4XTGP9oUqkVFt/E3Tj68zltxAMMqBiTdzooP4NnCdTszcok9a5093PGHsRWSJGHIkCFmm1EysN50sNa0sN60sN50sNa0sN7mIEfD8EnxD4YF70oiBzMadLLY4bpNB2udPdyyg7EVsixj+vTp3MyLCNabDtaaFtabFtabDtaaFtabDgVALBZDDxMGBlVbeiyZT3ZMs+G6nSOa7k/ppqFlrbPHoSiKYrYRdicQCKCiogKHDh1CeXm52ebYmlgshubmZvTt27dbU0Ym/7DedLDWtLDetLDedLDWtLDehWP2znocOHFUnd7VJ7nVFh0UiQ551py4rgmJ/9sdrtvZIeqJPGsOYvubTiU9fN6kybJctA4EAjjrrLPQ2tpaks+h3I2FsRVOpxP9+/c324ySgfWmg7WmhfWmhfWmg7WmhfWmZVjFAFvOfGJFuG7TwVpnD6fhGFshyzLuuusubuZFBOtNB2tNC+tNC+tNB2tNC+tNhwLgi7rNZFqXUisOPbhuZ0c29Ya1zh7uxkIAd2OhIxaLIRAIoLy8nJvUEcB608Fa08J608J608Fa08J6Fw5tN5aloyeYrnUpdmPhup09cd1Zdjek7caSrdal3o2FayZjKxwOB3w+HxwOh9mmlASsNx2sNS2sNy2sNx2sNS2sd2EYv3kR9rQeREc0pH5nttallOgAzNfbjsiz5sT9FbDW2VP0yY7Nmzfj9ttvx7vvvgsAaGtrw+OPP44ZM2aguroa+/btU9ctxDLGWgSDQVRWViIYDKZfmckZ1psO1poW1psW1psO1poWM/WevbOe/JiUJE4ty3WbFtY7PxhJkrHW2WN6NxbRLCcWi6nfnX766Ya2/eKLL7BkyRIAwPe//31ceumleOaZZ9C7d29cddVV2L9/PxYvXozq6mpIklSQZUbgbix0KIqCYDAIr9fL2U8CWG86WGtaWG9aWG86WGtazNR79s56TL34OvWvnbpZjN+8CADQEQ3BCQeWjp7AdZsY1jt/dIy5DfB5u2Zm8XnhHDIo7lzNRWvuxmIimzdvxl133YUHHngADz30kPoxQiwWw/Lly/Hzn/8cLtepSWW2bduGyy+/HAAwZMgQVFRUqC0xCrGMsRaKokCWZfBQNDSw3nSw1rSw3rSw3nSw1rSw3vkjXUsV1poW1psOPa3t3nIrX5ia7Fi3bh2mTJmC2tpaPPLII+rHCBs3bsR5552Hc845R/3uxIkTiEajqKioUL/r06cPjh07VpBlyQiHw+js7Iz7iO/FX205EokAAEKhkFoOBoNx5Wg02q0sy3JcWbSOEWXtiRGLxdQRfLXlaDQaVxbNo7TlSCQSVw6FQmrZaj6FQiHU1NSgra3NNj5ZOU5Cb2GbHXyyapyE1h0dHbbxycpx6ujoQE1NjWqfHXyycpwCgYB6LbGLT1aNU1tbm1q37eKTlePU3t6OmpoatLe3k/lU894fAQCKAtx6cmyL8ZsXqdvp+TR7Z33RxUlLNBpV63ZnZyfXPQKfZFlGTU0NAoGAbXwyM05aFEWJ80Pck4jn0i57FESjUczeWZ/Wp1LG1GRHr1690K9fv4y3O3jwIN5991384Ac/KIBVubN+/XpMnjxZ/UyfPh0AsHbtWgBdSZ5169YBANasWYONGzcCAFatWoVNmzYBAOrq6rB161YAwOLFi7Fr1y4AwMKFC9HQ0AAAqK2tRVNTEwCguroazc3NAIDKykoEAoG4/l2BQACVlZUAgObmZlRXVwMAmpqaUFtbCwBoaGjAwoULAQC7du3C4sWLAQBbt25FXV0dAGDTpk1YtWoVgK6E05o1ayzlk8/nw+9+9zvVDzv4ZOU4+Xw+eL1eBAIB2/hk1Tj5fD6MGDFC9cMOPlk5Tu+//z6GDh0Kn89nG5+sHKeamho8+uijCAQCtvHJqnFavHgxbrnlFvh8Ptv4ZOU4vfrqq3j00Uexbt06Mp8++fgTAMDewEF0RoLwSW7EYjE0Njal9emu1/7H8nGasP5xAF0Pn85wDEtHT0BDQwMWL16MRx99VC1nEiezfSrG80m8hKmpqbGNT2bGKRQOI6YoQEcnorv3oePXE1Wf3n//ffS5cRTq6upQtWU5AODTTz815JN4AVyqmDpmx9/+9jd4PB58/etfj+uK0qNHj5Tbvf766/jrX/+qbhMIBODz+XDVVVfh+eefx/3336+2xHj44YdxzTXXYPjw4Zg4cWLel+mhzTYK+/r374/Gxkb06dNHzeC53W6Ew2E4HA64XC6EQiE4nU64XC4Eg0FIkqSWXS4XJEmKK8uyDLfbrZY9Hg+cTqdadjgcCAa7+ncpioJQKASfz4dYLKaWo9EowuGwWo5EIvB6vXHlSCSCaDSqlmOxGDweDyKRCBRFUf2wgk8ejweHDx/GaaedBr/fbwufrBwnh8OBpqYmDBw4EC6XyxY+WTVOTqcTn332Gfr16wePx2MLn6wcp1AohMOHD+Pss89GLBazhU9WjpMsywgEAjjjjDMQiURs4ZNV49TZ2YmWlhb0798foVDIFj5ZOU6xWAwtLS3o3bu3anuhfXpwZz0qL/kZbnrzMcSgwC95AABz17fBP/NuXZ/m7l2Luy+8Bg+//wKmX/JTS8Zp/L/+Bz7JjbP9ffBpxxcAAAXAU6PGIxrtam3a2tqKPn36IBaLlXzdK7RPLpcLR48eRUVFBXr06GELn8yKU/jGO06N2RGLAf4eQEcn4HQCPi9cix7Bgzvrce+Xf4y5e/+CaSOuwwPv/Qn3XvRjPPLBC5h0wX8k9UmWZQwcOLBkx+wwNdnxX//1X7rf//d//3dG+5k3bx6uuOIKXHrppVi2bBlOP/10dTDRp556CjU1NZAkqSDLjMADlNIhyzKqq6tx3333wefzmW2O7WG96WCtaWG9aWG96WCtaTFDbzEgqTbZcXv9Ppx/LNr1MAXAv/JJ3W3EXwr7Ml1X+OOEIy6Js2jUeABct6lhvfNH3ACl2mSHv6sBgPOJhzBh/eN47N9/h3n7/oIDJ45CjobV88EnuTF/Q7vuAMSlPkCp6bOx5ANtsiMQCGDp0qX44osv4HK5cP3112PYsGEAUJBlRuBkB8MwDMMwDEPBTW8+Bp/kVh+GRFJg/oZ2xPY3AXIwLtkxfvMiyNEwfJIbg3udaclkx+yd9djTelD1R8zC4pPcarKDYYoVkexwDhmknqOJLTwWTP1eXJJDex48+j8fwh9WuiUxAU52uNKvYn0mTZqklsvLy3HHHXforleIZYy1iEajaGpqwqBBgwy3vGGyh/Wmg7WmhfWmhfWmg7WmxQp6i0SG7rJZc4Dv9+y2XG+aWopWH0aOJUfD8EuebokZK2hdSrDehcG/ZD7kWXO6kh4aOk8OiOqT3OiIdg12Ks4Dv/QREA6qSRP/kvnkdlsVUwYonTt3LgBg8uTJuOuuu9SP+J9hsiUcDuOZZ57RHdmYyT+sNx2sNS2sNy2sNx2sNS1m6+2XPFg6ekK31g8dY25TB0BUv4uGsKf1ID6/8XbEdjeo38uz5pDYmsh4zUwye1oPAujyZ1jFACwaNb5bMsRsrUsN1jt/OIefr5+gONntDACOHD4CbXcMOZped56e1qSWHb/5zW8AANOmTTPj8IyN8fl8uO+++8w2o2RgvelgrWlhvWlhvelgrWmh1jufDzfapvVWIlmLD67btLDehSWuhYcchOMMv5rg8EseNYHJCY3UmNKyQ8xq0t7ejj59+sR9xLQ5DJMN0WgUe/bsUeeaZgoL600Ha00L600L600Ha01LMektWk2IMT4AAHIQsf1NqPnzfBw4cRTHbvwv3VYh+US05BBN9QV6LVS0FJPWdoD1puVMZ0/8YdTtassmwdSLr4N/yXw4h5/f9UVHZ8HP0WLClGSHoK6uDseOHVP//+CDD/Diiy+aaBFT7EQiEbz00ktxU/8yhYP1poO1poX1poX1poO1psXqesd2N0Dp6Iz7Lu7B6WTLjsofTcTgXmd2je3h86oPVPlGvKXWjiGyaNR4LB09Ie22VtfabrDetHz++ReIRCLGxs3xeTH3B2fhwImjmPvBS4U3zsKYmuy44YYb8NRTT6GzsxMNDQ147rnnkk5HyzBG8Hq9uPvuu+H1es02pSRgvelgrWlhvWlhvelgrWmh1Fs7tgWQviWEFiP9/9WHLM04AlaC6zYtrDct55wzKCOt71x3CIN7nYk7/9fVBbTK+pia7Dj//PNx5ZVX4rHHHsPy5ctx++2344wzzjDTJKbIiUajeO+997hJHRGsNx2sNS2sNy2sNx2sNS2F0jvbfvpxrTbQNTDiU/9nUrfEiK9qsu6gier2/h4526ddR28QVDG4qlG4btPCehceX9Vk+JfMh2PYeThx4kRardVz06IJSTMwJdnx6quvqp9AIIBYLIbzzjsPH3zwAV599VUzTGJsQiQSweuvv85N6ohgvelgrWlhvWlhvelgrWmh0ttIciFxKlmjpNou07EBtDOsCESiI9lYHUbhuk0L651/kp1riqLg+PHWlFqLbUVCkqef7cKU2VgSByEdMGAAFEVBU1MTHA6HGSYxNsHr9WLCBONvAZjcYL3pYK1pYb1pYb3pYK1psarezuHnw1c1uVuLCkPjAWSJdjwOMc1tImKZHA3HjdthBKtqbVdYbzqcTif++wd3mG1GUWJKsmPcuHFmHJYpASKRCLZu3YqvfvWrcLlMqd4lBetNB2tNC+tNC+tNB2tNS771nr2zPi4hkfg/gIy6fqQik5Yg8qw5WbUcUafWBKDI5yLodsZNq5kJXLdpYb3pUBQFb7/9dsZaT734OgQCgQJaZn1M6cayd+9eAMCOHTt0PwyTLdx/kBbWmw7WmhbWmxbWmw7WmpZC6Z3YFYSSbkmNjk7Edjeg4xe3omPMbbh14zy11YbeWBzAqWlufVWT4RwyCM4hg/DUFb/PaFDVRLhu08J6F47Ec0xRFENai+2y7bJmR0xJw73zzjsYOnQoNm7c2G2Zw+HAiBEjTLCKsQNerxe//e1vzTajZGC96WCtaWG9aWG96WCtaaHQe/zmRZCjYcSgwAma7uD+JfO7WmXsbohf4Ds1W0THrycCcrBrilqfF5h0edyq+e4yw3WbFtabDqfTyVpniSktO375y18CACZNmtTtM3Gi8UGOGCaRSCSCf/zjHzxYEhGsNx2sNS2sNy2sNx2sNS1Uemc6vkVe3wD7e8TNAjFvxQEMqxgQt8rcH5yFAyeOQo6Gdae5zYcdXLdpYb3pUBSFtc4SU6eejUajeOWVV/Dss88CAI4ePYo9e/aYaRJT5MRiMRw4cACxWMxsU0oC1psO1poW1psW1psO1pqWQuotR8NxCYRMp2rNN9pZIKZefF3cNLd3rjuEwb3OxNLRE3Snuc0HXLdpYb1pYa2zw9Rkx3PPPYcjR46oY3j07NkTa9asMdMkpsjxeDwYN24cPB6P2aaUBKw3Haw1Law3Law3Haw1LfnWWztWh09yqwmEYRUDsh7rIhdEcsMKYwRw3aaF9abD4XCw1lliarJj//79+OUvfwm3u6vpnd/v50FumJyIRCJYv349N/MigvWmg7WmhfWmhfWmg7WmpdT0Tkx6+KomqwmRQlNqWpsN602Ha9rvWessMTXZkTh1TiwWg6IoJlnD2AFFUdDa2sr1iAjWmw7WmhbWmxbWmw7WmhYr6m2FVhiFwIpa2xnWmw7WOnsciomqrVixAueffz5eeeUV3HLLLXj55Zfhdrvx85//3CyTCkIgEEBFRQUOHTqE8vJys81hGIZhGIZhioTZO+sx9eLrMHtnPfa0HoRPcqtdVsQys5BnzUmbPDGyDsOUMoU8RwKBAM466yy0traW5HOoqS07rrvuOnz00UcIBAKYM2cOnE4nfvzjH5tpElPkhMNhvPTSSwiHu4/0zeQf1psO1poW1psW1psO1pqWXPSevbMe4zcvwp7Wgxj35kLsaT1YAAsLD1Wig+s2Law3Hax19rjSr5J/duzYoZYvuugifPnLXwbQNfjK7t27MWLECDPMYhiGYRiGYRhyUrXQ8EludERDxBYZg1tsMAxjZUzpxjJv3jy13NTUhHPOOUftg+RwODBx4kRqkwoKd2NhGIZhGIZhkpGY7Bi/eRHkaBgxKPBLHnREQ3DC0W1qWbO7sTAMkzvcjaVwmNKNZdKkSernjDPOwMSJE9X/7ZboYGgJh8NYvXo1N/MigvWmg7WmhfWmhfWmg7WmJRO9Z++sj/vrk7pmK5SjYfglT7dEBxMP121aWO/8kS7RwVpnjyndWLQ4HA6zTWBshMPhQEVFBdcrIlhvOlhrWlhvWlhvOlhrWtLpPXtnPQ6cOAo5GsawigEAgD2tB9UWHX7Jow5Gqge36jgF121aWG86WOvsMXU2FgCYPXs2pk6daqYJBYe7sTAMwzAMwzCJaJMdQFdrDtF9xQlH3MwrDMMwmcLdWEzg008/VT+hUAifffZZ3HcMky2hUAjLli1DKGTNgbzsButNB2tNC+tNC+tNB2tNS7Z6i24rnK50ZRAAACAASURBVOgwDtdtWlhvOljr7DGlG8tTTz0V9/+iRYvi/q+urqY0h7ERTqcTgwcPhtNp6qzKJQPrTQdrTQvrTQvrTQdrTUsqvbWDkDpxqnk6j82RHVy3aWG96WCts8f0biylAHdjYRiGYRiGYQSi+wqApDOtMAzD5Ap3Y2EYGxEMBrF48WIEg0GzTSkJWG86WGtaWG9aWG86WOvCkTibCsB6U8Ja08J608FaZ4/ps7EwTD6RJAmXXHIJJEky25SSgPWmg7WmhfWmhfWmg7XOL7N31iedEUWeNQeuab/HJ192Q5IkNQkiBiQV3VfSzbjCGIPrNi2sNx2sdfZwNxYCuBsLwzAMwzCM/RDJjtk769UpY8UsKvM3tMNXNTluxhUx2woAnmmFYZiCw91YGMZGBINBPPbYY9zMiwjWmw7WmhbWmxbWmw7WOv+M37wIe1oPqv/7JDdur9+H2P4m1Lw0H3u/+AzizeLgXmdi6egJPNNKAeC6TQvrTQdrnT2c7GBshcvlwre//W24XNxDiwLWmw7WmhbWmxbWmw7WOn8kJjkEcjSMJ667AM4hgzD1PyZggLcCT1x2C4ZVDDDBytKB6zYtrDcdrHX2FG03lnA4jD/84Q84fPgw3G43ysrK8Itf/AJ9+/ZFW1sb6urqcPToUbhcLvziF7/ABRdcAAAFWZYO7sbCMAzDMAxjL8TUscm6psiz5sBXNdlMExmGKXG4G0sRM3r0aMyYMQPTp0/HiBEjsGLFCgDACy+8gCFDhuD+++/H2LFj8fTTTyMajRZsGWMdgsEgamtruZkXEaw3Haw1Law3Law3Hax1ftDOuCJI7Jriq5rMehPCWtPCetPBWmdP0SY73G43LrroIjgcDgDAueeeiy+++AIAsG3bNlx++eUAgCFDhqCiogL79u0r2DLGOrhcLlx99dXczIsI1psO1poW1psW1psO1poW1psO1poW1psO1jp7ijbZkcirr76KESNG4MSJE4hGo6ioqFCX9enTB8eOHSvIMj3C4TA6OzvjPuJ78VdbjkQiAIBQKKSWg8FgXFm0ItGWZVmOK8disbiyoiiQZRmKoiAWi0GWZQCIK0ej0biyyBhqy5FIJK4cCoXUstV8kiQJ559/vmqLHXyycpwkScLgwYPVpKMdfLJqnCRJwrnnngvR89AOPlk5ToqiYMiQIZAkyTY+WTlO4XAYw4YNg8PhsI1PVo1TJBLB+eefD0mSbOMTdZzEWB0d0S4/Hv/6f2LxZbfq+hSLxTBs2DDEYjFL+2SHOEUiEQwbNkw9lh18snKcHA4Hhg4dinA4bBufrBonRVEwbNgwRCKRrHwqZWyR7Pjb3/6Go0eP4tprrzXbFADA+vXrMXnyZPUzffp0AMDatWsBAOvWrcO6desAAGvWrMHGjRsBAKtWrcKmTZsAAHV1ddi6dSsAYPHixdi1axcAYOHChWhoaAAA1NbWoqmpCQBQXV2N5uZmAEBlZSUCgQCCwSAqKysRDAYRCARQWVkJAGhubkZ1dTUAoKmpCbW1tQCAhoYGLFy4EACwa9cuLF68GACwdetW1NXVAQA2bdqEVatWAQA2btyINWvWWMonWZYxa9YsPPLII7bxycpxkmUZlZWVqn928MmqcZJlGVVVVfjHP/5hG5+sHKd//vOfmDFjBmRZto1PVo9TdXU1mpqabOWTFeO0YMEC3H///ZBl2TY+TXzlSTQ0NGD2znoyn1xwQkyxksqnP//5z6iursaf/vSnkq97hfZpwYIFqK6uxvbt223jk5XjdPToUVRXV9vKJ6vG6Z///Ceqq6uxaNGijH1qa2tDKVO0A5QKNmzYgK1bt+KOO+6A3+8HAEycOBH333+/2hLj4YcfxjXXXIPhw4cXZFki2swc0DUwTP/+/dHY2Ig+ffqoGTy3241wOAyHwwGXy4VQKASn0wmXy4VgMAhJktSyy+WCJElxZVmW4Xa71bLH44HT6VTLDocDwWAQXq8XiqIgFArB5/MhFoup5Wg0inA4rJYjkQi8Xm9cWWQRRTkWi8Hj8SASiUBRFNUPK/jkdrtx4MAB9O/fH36/3xY+WTlOAPDRRx/h3HPPhdvttoVPVo2Tw+HAxx9/jHPOOQder9cWPlk5TsFgEI2NjfjSl76kvt0pdp+sHKfOzk4cPXoUAwcORDQatYVPVo1TR0cHDh8+jMGDByMcDlvWp9oPX8S0ET/FA+/9CVO+fG1Knx5470+496If45EPXsCkC/4Dc/f+BY3tRyFHw1j09xB8VZNVnx7atQZ3Du1a596Lfgx51hz4Z979/9k78zApquvvf2vrdfZ9YdhEQBZZdMBRccElERW3aKKJvq55CAlRFkVFiTEIwQVBXwn8NMTEn9HIi+ISFTdUNgMICBpZRAZmmBUYpmfrpZb3j+kqqnu6Z3qWvtPTfT7PM8/c6a6puud7b92qOnXuue3a9Odv3wLPczjc2LpPFRocggUagJUl09q1SVEUVFVVIS8vD6IoJnTfi7ZNHo8HNTU1KCgogKZpcWFTLLeTIAgoLy9HTk4OHA5HXNgUq+0EAJWVlcjNzYXFYumUTW63G4WFhQmboLRPOzs+/fRTbN26Fffee6/h6ACAf/zjH8jIyMBVV12F0tJSrFy5EgsWLIAgCFH5riNoNRaCIAiCIIhAFu1Zg4dG32D8DvXd7Rufh02QsPTjprArm9y+8Xmo0MCDa/N7+aqDxnZLrhuI8iyb8ffCFXtg8/lDvG1WOFYtbVMH3cEBoM2+zSuvEARBxCKJvhpLn3V21NXVYd68ecjKyoLN1nrhEkURDzzwAFwuF15++WUcP34coijipptuMubwReO7jiBnBzvcbjf+9Kc/4dFHHzX6BRE9SG92kNZsIb3ZQnqzo7e1Njs2zM4E3YEAtC7fCgADkrKxr74CT7/4PRw+rY1DwuwQCeeI0Jd/DbUMbPOd9wFu0+oGNqvx98y7hsJjFcMuKxspva13IkFas4X0Zkd3tCZnRx91dvQlyNnBDlVVUVNTg5ycHPB8XKSkiWlIb3aQ1mwhvdlCerOjt7QOjpLQnQihnBQDkrIBwHCKNN95X+tOmlsAngdsVvADizBtssXYj/5/wREiHeF+/Bmoe38w9qmWlgFuj+HsePn8Gd2ym/o2O0hrtpDe7OiO1onu7KD1a4i4gud55OXl9XY1EgbSmx2kNVtIb7aQ3uyINa0dgsWIlgg1ncVAj8DwR1+opWUATgvYpLOODgAhoz7cjz+DlZfM7PS+QhFresczpDVbSG92kNZdh9xwRFzhdrsxZ84cYzkoIrqQ3uwgrdlCerOF9GYHa60X7VnTZqlWnZfPnxEwLSScs8Kxain44UMAh73V6eGPwtD/P3g/nSV4eku43CBdgfo2O0hrtpDe7CCtuw5NY2EATWNhh6qqcLlcSElJoZA6BpDe7CCt2UJ6s4X0Zkc0tDYnGgVOOS2mbVkRsHpJs+IFD65LU0Pay70Ry1DfZgdpzRbSmx3d0TrRp7FQzyTiCo7jYLPZwHFcb1clISC92UFas4X0ZgvpzY5ItdYdF+19bo7auG3jc9hXX4HDjbVYtGcNmu+8D5op+adb8cEhWLqdA6MvOToA6tssIa3ZQnqzg7TuOuTsIOIKj8eDRx55xFiTmogupDc7SGu2kN5sIb3Z0ZHWZgfGtC0rDOeG+fP2pqboSUL5gUVYefG9ePn8GfjH+b/v8akmfQXq2+wgrdlCerODtO46NI2FATSNhR2apsHj8cBqtZL3kwGkNztIa7aQ3mwhvdnRkdb6Mq4OwWKscmJG/6w7y7EmEtS32UFas4X0Zkd3tE70aSy0GgsRV2iaBrfbDYvFQgMvA0hvdpDWbCG92UJ6syNSrYOXc213pRQiLNS32UFas4X0Zgdp3XVoGgsRV3i9XixYsABer7fjjYluQ3qzg7RmC+nNFtK75wmVc2PRnjXwer2Yvf5/4PV64X78GePzaVtW4PaNzwOAkVtjRck0w8FBjo6uQX2bHaQ1W0hvdpDWXYemsTCAprEQBEEQBBEt9KgL8+onPDjjtz7txDwlZebaUhTVurHkuoEoz7IBaI3m6G4CUYIgCCJ2oGksBBFHqKqKmpoa5OTk0DJYDCC92UFas4X0Zgvp3T6L9qzB4cbakI4MoDVvhu7oaI8VJdNOab0oB94Fz+KRq++jKSpRhPo2O0hrtpDe7CCtuw6pRcQVXq8Xzz//PIV5MYL0ZgdpzZa+rrd5BY2+QF/XO9roq54EJwsFTiUIHZCUjZfPnxGw+ol5FRQ9YsOstb7CCTk6ogf1bXaQ1mwhvdlBWncdmsbCAJrGQhAEkbjob83be3ve3jb6Z+7Hn2mz/Kb5/4Lf/A9LLcDhxlosef4bQFUBnj/122aFY9XSHrNv5lulfXZp0FjGHK1hnpJCq58QBEEQkZDo01jI2cEAcnawQ1EUlJWVoaioCIIg9HZ14h7Smx2kNVsi1TvYOWH+O5QDYvmqg4DbA374ENx3mTNg+U6dAUnZRvlwYy2AU/kVdJbNnGR8pxP8UPzy+TOwaM8a3Lvok7bODgD88CHG/z573UBc/7/bAo5hhh9YhGevG4jDjbUYkJQd8BsAlry4F/zAIqh7f+iSIyUe+/eiPWuwr77CyJcRPO1Ex6zdkusGQhg+xNB3X32FsV1POTniUetYhvRmB2nNFtKbHd3ROtGdHZSzg4grfD4fXnnlFdx///008DKA9GYHac2WzugdnBRSX9FCf8gNhVpaBs09CJD4gIfYsNEfJTAiO9yPPxPxUqAPjb4B+GfHUxQeAoDFNwQcQ/8NALb5s1u3CYP749btm2/5DdDc0vq7E06PjvQ2O44ABDgO9AgWoNVxALcHjn/+JaLj6vsOpWeoSJqO9hPs3ApF8HKu/MAmQ7tZH1TCcePciI/ZFWgsYQvpzQ7Smi2kNztI665DkR0MoMiOzmG+YQy+KaRQaSKRoSSCsYXZyeEQLGhWvAFv7oPfwidC+zXf8pvW6BGHHWhuCYgm4YcPaeNIsc2fHeBs0CMZQuWmANpGrwQ7iu59dgPg9gA2q/E/5tVGzFEzANpEx+jbzHyrFGppWWvEhf/30+MECAOLjKgLnZlvleLpcQLKs2who2sIgiAIordI9MgOcnYwgJwdpwh+gxbs2NAxvw3VHR6HG2tb39oZG3kA+G9k+6Uab/Q0aOBstjZvFCOZN090DkVR8MMPP2DIkCF90tNsDjPXnWodbR+qD+lJIKPZvxRFwZ1blsMuSFj6cVOA0y/SnBD6ubbiMy85DTugvb4dzslBuRRaoyHU0rLW8TlEnpBgzI4IRVXh05Q2Tu7Onk/maJRghwrR98ftvgbpzQ7Smi2kNzu6ozU5O8jZEXXiydkRykkBnArXtvkfxPS56PrNvzmsOxh9H8NSCzq8uTW/ETRuqG1WLJs5yXijp6gqBP9bRPMbufIsW6DTxO8s6clEfYmGx+PBc889h9///vewWts+yLCkMw8zwf0XaO2bC1fsgc2ntukTocLTZ60txZATSsjcCUZ+BVMfizS0/vaNz4dcWvL05Hzsqz8Ku2TFs36nn7lv6yz9uMkom99EA6fOteWrDoavgL/Oyx66tG2+CN0e05t6c96JYakFgXkfOjmdoD1COUojTfrZlWOVNtaixecBeC5gugQAI/qAEkZ2TKipIKE+i6WxJN4hrdlCerODtGYL6c2O7mhNzg5ydkQdVs6OUDf/wZETwW+EO7PvUM4NHf1v/QFw5q2D4JF4zFpbiqEpBZg22cLkgcD8Rq+j7cK+fQQCHnZD6Xr7xucDNGjvQZmILu1FCwFo44DTPwvuvytKpqH5zvsC+4TfSTF9+og2Dgjz+WSO7NAJdsjpSSnV0jL/BoGOg1kzxhgJCUMdy3zudDaXQDCh8jIEOxF1J4V5JZA254zNapzr5jqatw2wGQiYDmDm+v/dhgHO7DZTBma+VQoAuO8yZ1h72nPwzFxbigHOwKkLHU1LCJUbghwaBEEQBEH0NcjZQc6OqNMdZ0ekbyaDE+TpbyDNN+26IwJofeAwY34YAWA8iOkPYMEPj7F6068oCr799luMGjUqojCvkA9wAGCzhnxrDsB4IDVHswxIyj41V9y/n556ox3LdFbvaNCRIy7YAddR/w3lpJg+fUSX+324N9vB/W7ZQ5e2e66btfY9sbTPTUPproOGNbHQtxMJ0psdpDVbSG92kNZsIb3Z0R2tE93ZQauxxCjmUPbdc2ZjyAnFmNsc/AZyQFJ2m4z/IR+azm//mKHe7kaSxyCWkGUZX375JYYPHx7RYNDRw9cjnTn4qsC338133ndqKUbTm/B4ivrorN7RwBwJEdIh4e/3KzuxT8eqpQEP5y93o36h+lioz9pb6QII1LovOQ10+lqdY6FvJxKkNztIa7aQ3uwgrdlCerODtO46FNnBgHCRHeGSdIYKnzaHy/cl50OiYp5OE7A6AdCnnB2hpogAYZxpUTiu2ekHnFpi0uzw06NsYjXaiCAIgiAIgiB6g0SP7CBnBwN0Z8eh+x5GirV1SkTw9IjgEHxarq5ryLKMr7/+GmeddRZEMXYCl5rvvM9faOl0hEdHDq5w+SIifZMeypERamqIPp0JCExYqWoaeI4zpnwYv03RLHoST7fiM6ZYATiVzDJoZR0AbfJXJLpDI1b7drxCerOF9GYHac0W0psdpDVbSG92dEfrRHd2UM9kiG3uDNj8newRdH2lACI8iqLgm2++wdixY2N34A2x/GI4dAeEXm4vEeftG58PWA2j+ZbfnDqeP1GknqTTHC1hEyRjX0Br/hcA7edoKTHlnWhpAWy2U1N2glhyRT7KTfUM6POLA6f+zPqgEstmDqHzIgR9om/HEaQ3W0hvdpDWbCG92UFas4X0Zgdp3XUosoMB8bT0LNE1Alb5cNiNCA9++JB2IzAW7VljLHPZ3rK9+vehVsMwR1zoSTopWoIgCIIgCIIg4ptEj+wgZwcDyNnBDlmWsWnTJpx33nkx5/k0HBBAwHQWIyLCX9Zzs4SaRhIc2RFpBESkS/J2lljWO94grdlCerOF9GYHac0W0psdpDVbSG92dEfrRHd28L1dAYLoSVRVxeHDh6Gqam9XJSJ05waA1vwXpWVY8O7SAEfHy+fPwIqSaYZjI/h3JNjmz47Kahh9Te++DGnNFtKbLaQ3O0hrtpDe7CCt2UJ6s4O07joU2cEAiuwggLZTS8wJSjuTUJQgCIIgCIIgCKIjKLKDIOIIWZaxbt06yLLc21UJiWPVUvDDh7RZiaWvOjpiXe94grRmC+nNFtKbHaQ1W0hvdpDWbCG92UFadx1ydhBxhaZpqK+vRywGLPVVh0Z7xLLe8QZpzRbSmy2kNztIa7aQ3uwgrdlCerODtO46NI2FATSNhSAIgiAIgiAIgmAJTWMhiDjC5/PhnXfegc/n63hjotuQ3uwgrdlCerOF9GYHac0W0psdpDVbSG92kNZdh5wdBEEQBEEQBEEQBEHEFTSNhQE0jYUgCIIgCIIgCIJgSaJPYxF7uwJ9iZqaGvz9739HU1MTbDYbbrvtNhQUFHT4f4qiAAAqKirQ0NAQ7WomND6fDx9++CF++tOfQpKk3q5O3EN6s4O0ZgvpzRbSmx2kNVtIb3aQ1mwhvdnRHa31Z0/9eTTRoMiOTrB06VJMnDgRJSUl2LFjBz766CM8+OCDHf7ftm3bMGHCBAY1JAiCIAiCIAiCIIhTbN26FcXFxb1dDeZQZEeENDQ04MiRI5gxYwYAYNy4cXjjjTdQU1ODnJycdv93yJAhAIBDhw4hOTk56nUlCIIgCIIgCIIgEpuGhgYMGjTIeB5NNMjZESF1dXVISUmBIAgAAI7jkJ6ejrq6ujbODp/PB1mWjb+9Xi8A4LPPPkNycjKsVitycnIgCAJkWQbP86irq8PJkyfB8zw4joOiKGHLFosF+fn5KCsrAwBkZGRAlmW4XC4IgoDs7GwcP34csixDURQIggBN06CqakDZZrMhPz8fiqJAlmVUVVVBVVX069cPkiRBVVWIoghVVaGqKrxeL6qrq9vsRxAEqKoKAOB5Hunp6ZBl2Qib6tevH0RRNGxtaWlBVVVVh7aa9xO8jX78zMxMpKSkQNM0Q/Pt27cjKysL2dnZSElJaWMHx3EoKyuDoijIyspCcnJym21EUTTCvcztdPz4cbhcLlgsFhQVFUGWZbjdbhw7dsyooyiKyMnJgSRJ4HkePp8PgiAYZVEUwXFcm7IkSYYdkiShsrISzc3NYdtP32dOTg5qa2shy3LYbfLz8yFJkmFTS0sLqqurI+pvoiiisLAQFRUVUBQlYBsAOHr0KAoLC1FUVARN09q1SVVVlJWVQdO0kDbpfVunrKwspE3h+l57dnS2XFRUBIvF0qadWlpacPz4ceP4+jlXU1MDRVFC1lEQBOTl5RkahOpv5nJjYyNqamoCbNK1zs/PR1paGiRJwvHjx8HzPLKysmC328FxHI4cOQJVVZGSkmKMWfX19Thx4kRYW3Nzc+F0Oo120ttM0zQcPXo0wKbc3Fw4HA6jvqqqGtvk5+ejqanJGIs0TQsYZ4LPJ57n4fF4UFlZCQBITk6GIAg4efIkNE1DYWEhLBYL3G43qquroWkakpOTwfM86uvr29iRkpKCpKQkVFRUQBAE5Obmoq6uDl6vF5IkISMjAzU1NVBVFampqcjIyDBsEAQB5eXl8Hq9EAQBiqKgoaEBRUVFcLlcPd73JElCfn5+wBgRfB2QJAmZmZmoqqqCoigB+pp1VRQFlZWVHZ4rqampSE5ObrfvKYqC+vp6uFwuaJpmXA/0NnO73aisrOzQvtTUVKSmpoYd95qamlBdXQ1RFJGXlwdN03D48GHYbDbIshxQd30b/RwLZ5+5bLVakZ2dHXIsr6ysNHQLrrsgCMjJycGxY8eMayjP88jMzITdbjfGVK/Xi5qamjbbeL1eNDY2RlTHcOWMjAw4HA6Iohj2OtDZvgcABQUFqK6uhtvtRm1tLfLz86GqasA2hYWFqKqqgtfrDXnN5XkehYWFOHr0aJt2ClfOzs5GUlISVFVFXV0dGhsbO3U+2e12OJ1O4zpbUFAAu91u9ElFUVBWVgaO4wLsFkXRGJtVVTU+z87ORlNTE1paWozjJyUlIScnJ+BapSiKUfb5fEZ7d6Yt9XOrpqYGhYWFyM/PR1VVFXw+HzIyMiAIAmpra3vsutWZ/iaKIoqKigLO/+PHj+PkyZPGNhaLBYWFhQHb1NbWoqGhAZIkITc3F6Ioguf5gHE9VNnn86G8vBw8zyM3NxculwstLS1t7EhKSoIkSairq+u0TbIso7a2Frm5ucY5H2k7RXI+mTULZWvw/Z6qqqiqqjK2Md/HFxQUQFVVaJpm3F91ZbwwX2dVVUV9fT3q6+uhaRoKCgpw7NgxuN1u4/gpKSlIS0sL204ejwcVFRUR9TcAqK6uRnZ2NiRJgsViQVpaGmprawP6TG5urnEvVF5ebujUGVv1/UiS1OY+ojPlcM9b5mcp/XOr1Yrc3FyUlZW1eb7pqL76/UtH93vh7o1kWUZ9fb1xrIKCAhw+fBgDBgyAJElhn6XsdjsyMzMhiiJqampgs9kwZswY4xiJCDk7osC6devw/vvvG3/rzo7NmzfDYrH0VrUIImocOHCgt6uQMJDWbNm5c2dvV4EgosK+fft6uwoJBenNDtKaLaQ3OzZt2tTp/xk8eHAUatJ3IGdHhKSnp8PlcgV4Xuvq6pCent5m25/85Ce45JJLjL9dLhf++te/YtasWaiursbq1asxPyUFTv/bQ47j8JjLhfMuvhglJSUQBMF4u6iXdc95RUUFXnrpJUy0WPAfrxfjxo1D1bffQtA0ZI0ahV27dqFYkrDN58Pdd9+NzMxMw8Hi9XphtVqhaRpKS0vxyiuv4L7kZORwHP6f242a7Gy4m5sxrLkZV9vtAR5vTdPwRksLTuTl4Ze/+pURJaCqqvHWDwDeeustyAcOoEbTcNqYMdixYwdudTgwymo1bH2lqQnegQPxi1/8wnhDptvn8XggSRJe++c/YTt8GIc0DedcdBGKi4sD7LBYLPjH3/+O1IoK/DI52fCk7lEUvNbUhDFjxqDyv//FLKezjbd1pyxjdXMzxo4di5rvvsMMhwOapgXYGsrTDwAPu1wYO3Ysdu3ahZkpKcgGsLqlBcdyc/HLX/0KmqZh8eLF+LndjnFWa5ffyLRwHP5UX4/rr78eo0aNMt4sWa1WqKoKWZbh8Xjw7LPPYoIkYavPh5kzZ8JqtcJisRht09TUhOeeew53ORwY6v9fAHixuRn2oUNx7bXXQhAE+Hw+461mcN97cvFiFEsS/uP14o477kBRUZHRTnqbLV68GNc7HDjb347h3jKV+nz4S2Mjpk2bhqysrACbWlpa8Mwzz+BmhwOjRREbfT58KsuYOXt2gE3h+p4oigF2tGeT3t9C9T2e57F40SJMFgRcZLe3aacXW1rgHDYMV155JRoaGrB8+XLjnHvwwQehaVpAO9XV1WHlypX4jdOJgX4vf7j+ppffaGxEZWYm7v71r9vYtH37dnz+yScYKQg4npeH5sZGDG9uxtUOBw4pClY2NGDcuHH4/ptvMD8pCTzP48nGRgw9+2xcdtll4DgOHo/HOJ9ef/118IcO4Q7/m1dzm33m9eI/PI/pM2bAarXi6SefxHmahkv954yqqvjI68VOSUJaejpSKitxQFFQcuGFmDRpEnbv3o21a9fiT2lpEP3pofTzieM48DyP7W43Vre0YPz48Ti6ezcsHIeMESOw+5tvMNVux7k2G/7T0oI33W6MHz8eVbt3g+M45I4ejcsuuwwWiwUcx+Grr77CJx99hPEWCyoyMiD7fBjU0ID/eL0YP348duzYgWJJwi5VxbAzzkDj3r34jWnsKNU0/E9DA6ZNm4acnBysXr0a3gMHcALAGRMm4MILL+yxvrd/RkvA1AAAIABJREFU/3688cYb+ENKChz+6wDP83jM5cI5F1yASZMm4bvvvsObb76JiRYLfnA44HA6kVVTgz0+H0aOGYNvvvkG05KS0J/n8Z7Hgx+SknDH3XcH9D39rZIsy/joo49QvXs3futwtNv3VFXF0qYmFJ55Jnbs2IGb7HacZbMZbfav5mYcz83Fbf/n/4Q9n95880149+3D3cnJYce9fzQ2wjNgAGoqKzFRVTHZYsE+VcXfGxsxY8YMpKenG+Pec0uX4kxNw3+8Xvzyl7/EoEGDDPv0CA3zGLFv3z68+eab+GNKCmxBY3mFz4dljY248847kZub26adnnjiCWNMveeee5CZmYkPP/wQx777DtPtdsOOQx4PVjQ3Y9q0aUhNTcUHH3yA+u+/R4umYeD48fjJT34ScM3Vy6HGcnM7vf3225APHMAdDgfcHIfH6+txww03YOTIkV3uew0NDXjuueeM+4aZM2fC6XQGjHt1dXV44YUXjG1mz54Nh8MRcM2tqanBypUrjW0eeOAB2Gy2dm165513UPf995jucEDVNMxzuXDVVVdh9OjREZ1P27Ztwxcff4xhggBXQQFOnjyJM91uXOl0Gn3pc48HnysK5jzwgGGT1+vFs88+a4zNM2fOhMViwZtvvgnp0CEcUVWcNWkSLrjgAuNcezQlBXaEjgb4xuPBay0tuP/++yEIQti+F86mEydOYMWKFUbf0u8/eACZI0bgqquuivj6pI/fwWO53k7B93uh+t6BAwfw2muv4cGUFKTxvGHrEy4XRp9zDi655BLs3bsXb7zxBualpiIJMMaIP7lcGDJ6NHbt2oXbHQ4M89fLPK4Hl3mex/stLdhjtSI5NRUZVVX4TpZx0aWXoqSkxLBj3bp1KN2xAzaOQ/qIEfjpT38asU2hzqfOtlN755PL5cLSpUvxK6cTI/zRGx3d133q8WCrKGL6735n2HHs2DH85S9/wZ1JSRjC88Y1dNr06V2yaefOnXj33XexMC0NnKZheVMTMkaOxO7du1Esitjq8+H2229HYWEhPvjgA1Tt3o0Z/vM/VDv9v+ZmVGZk4I677+5U36uoqMArr7yCYknCbgAPPPggvF4vVixfjnFeLy63WnFQVfHXxkZMnz4dWVlZnWqnZc8+i/M1DRfbbB32t2CbzG3zSH09Lpw8GSUlJYZNn376Kcq/+QaSpiFj5EhMnToV5eXl+Nvf/maMd+PHj0fNnj1QNQ35Y8bgiiuuCNtOK154AcOam3GVzdbh/V7ws4a57k82NWGw/1nqVw4HRvufpczX0Jtvvtmw48cff8Tq1avxUFISUkURf2tqgnD66QmfQoGcHRGSnJyMoqIibN26FSUlJdi5cyfS0tJC5uuQJCkgU67P5wMA5ObmoqmpCQDgFAQ4eB7gW8PTOY5DcnJyh/k/9CgR0R9yarfbwXMcRH+oJ89xsPj3mZaWFna1mMbGxtb/53kkiyJEjweSKEIWRUgcB6cgAHq4k39/otsNq8WCvLy8sPWzWq0Az0Pwh9UBgC3IVoHjYLPZkJ2dHXY/FosFkiCAUxQ4HI6QdlgsFkg837pvABAEiH6nhMPhAB9sh38bS9A2SaLpNND3FaKs+h/W9BtAG8chWRQh+bXLz8832scmCK3H7mCfIcuCAPgHv4yMDGRmZobU6OTJk606+P83KysLSUlJAdscP34cAGAXxZBt0FF/A1r7pt7f0tLSAuojyzI2bNgADoCF45BszhAdbBNa+5u+n+D217Wz8DySJQkWfzifeVoLKwRBgEXvW0HtJLrdsFqtRki4XmcARti8Gf1C5gg6D/T9hSpLPA+LfwqDjq610+lsneLg38YrirDwPJyCAKv/WPqUFr09eH9ocFZWVhtb7XY75DDniuTzgRcE4/zjeR5WTQs45ySfD6IgwGazQfSHkScnJyMzMxOpqamtx+B5WP19KNhWm/+YNpsNAs9D9Jd5nofV3wbB2+hl87iQmppq9FWLxdIapu0/pj4WWXgeHFrHKXfQ2GH1j9PZ2dmGk7jJ4wFvs8HhcLQ77nWWiooKAG37hD79Q59eB7SO9aIowmKxtOrL83A6nQD847ckQfQ/FLW3OpiunXGOttMPeZ4PO36LHAerxdLu2GGxWKB2MAbqYxDP85A0DU5BwMmqKsDhQG5ubsDNGc/zEP19OyUlpd1rB9A63QsAkkQRFo4LOL5ep5SUlJBtyvvPLaC1T+Xn5xvXVvP45vSf56mpqSgoKIDNZkMjx0HwX4tDnWuRoF9DkyUJnN/m9PT0sNeBSNBDl/XzITMzE9u3b8ekSZOM8UrPVa9vk5eX1yYSNfj+Q5+G1R5OpxP1/uusfg0Np30oHA6HMd5JFgvEEGOzxHHQpxPq6Pc4+ticnp6O1NRUWP0Parz/PMrKykJGRkbrsQQBSSGuWwBg95ezsrKMcyNSZFnGli1bWuvq379+/8H7y5Fci3uS2tpaAK1jiHnsF3geSUlJyMzMRFpamrGNWReO44z7IIcgnLqH6uDaJnEcJFGERZKMa4V+LB19nBLQdoyPBP06ae7bPYXdbgcAWNu71wkqW/zOErMd+vlo8+9Hv4Z21lYd83VW5DiI/vHbPJZlZGQgJyfH0Le9NhM5DpLF0uE4CwTqrT/fWHgePGCMgaIgQPKPaVb/GJKTkxPyZXF78DwPi6ZF3N/ClfXrrNk+fYw3j99ut7u1/qb7CN7fbzt6hpH8fTzS54twZfO12MpxqDlyBP379291wIWoh37PnyxJcPq30R2miUxiW99JbrnlFmzcuBGPPfYYPvroI9x66629XSUiGP/NFC0yxAZVVVFaWtrb1UgIdK2pb7ND9vlIb0ZommbcLBPRRR9LdEcsEV1UVTUcnER0ob7NFtKbHZqmGfnMiM5Bzo5OkJubi/vvvx+PPfYYHnzwQRQWFvZ2lYggdO9lonsxWWGxWHDHHXf0djUSAl3rRE0wxRqe55GSkmIkbiSiiyAICT+vmBX6WEI5xNhgsVhw7bXX9nY1EgLq22whvdnBCwLGjh1L94BdgJ4IibhCpcgOpsiyjA8++KC3q5EQ6FrTGxQ2qKqKpubm3q5GwqCqqrEqDxFd9LHEvGocET1kWcbGjRt7uxoJAfVttpDe7NBUFT/88APdA3YBcnYQ8QU5O5iiqqqRO4SILrrW1LfZofqXOSWij550kIg++lhCN81sUFUVDQ0NvV2NhID6NltIb3Zomga32033JF2AnB1EXEHTWNhisVhw880393Y1EgJdawphZAPP80j2ryZCRB9BEDBgwIDerkZCoI8lFHrOBovFgiuuuKK3q5EQUN9mC+nNDl4QMGrUKLoH7AL0REjEFfo0FvIys8Hn8+Gtt97q7WokBLrW+jLIRHRRVdVY0YGIPqqqory8vLerkRDoY4m+UhwRXXw+Hz799NPerkZCQH2bLaQ3OzRVxd69e+n5pguQs4MgCIIgCIIgCIIgiLiCnB1EXMH7Q85pGgsbJEnCdddd19vVSAh0rSmEkQ08zyMpKam3q5Ew8DyPfv369XY1EgJ9LJEkqberkhBIkoRLLrmkt6uREFDfZgvpzQ6O5zF8+HB6vukCpBgRV+jhXRTmxQav14vXXnutt6uREOha0zQWNuhJBSkZGBsURcHhw4d7uxoJgT6WUEJYNni9Xlq1jBHUt9lCerNDVRR8++23dA/YBcjZQcQX/sgOSirIBp7nkZaW1tvVSAh0ralvs4MXBNKbERzHUZI7RuhjCb0hZIOe7JiIPtS32UJ6s4PjONhsNron6QJiNHd+6NAhHDt2LMALdc4550TzkESCw8eIs+OkqqKyG+uON/WRt8miKOKKK67Aug8/7O2qxD261l988UVvVyUh4HkeTocDzX3kXOzr8DyP/Px8gJbojDr6WEKwQRRFnH/++di0aVNvVyXuob7NFtKbHRzPY8iQIb1djT5J1Jwdr732Gv773/+iX79+hseP4zhydvj5xuuFxfRArtANdY/Q29NYeJ6HKAh4u7kZb/fA/qxWaw/sJXp4vV68+uqrvV2NhEDXmpbnZIOqqnC5XNAobwcTFEXBjz/+CGRn93ZV4h6v14vXX38dv/zlLymahgFerxdr167t7WokBPp1kvo2G8x6E9FFVRTs2rULo0ePptxtnSRqzo69e/di/vz5lLQmiJSUFHAch382NbX5rjPTASgjRSsKgBaTY0Nf/CrSyA63quL7COcaRqK5KIp46OGHe2TJSlEUUVhY2O39RBOe5zFw4EB8s2tXb1cl5qlWFCPyqCOaQjjrdK0BQNM0eMhBGnVESer1KLFEgeM4OJ3O3q5GQqCPJRR6zgae51FQUIB9+/b1dlXiHurbbCG92cFxHE1l7iJRc3akpqZCFKM6S6ZPMnjwYDz55JNtkt5FOl9Z9+Zt8XjAcxw4jkOTokAAkB+NCncBRdOgmuxrVlW4ghwSkfSMlqD9BCOKInZ5vdgV5KzgOQ48z8Mly1gbwqlU4Z9W5XQ6cUyWsbyTYdP6DfkerxflioJjQcmCsrKykJWV1al99lVEUcTFF1+Mt+mtVVhsNhsA4H9D9MX2GGa3B/yta71lyxb4NA27fT6cYbX2SNh/raJgXXNzm89/8PkA0zjOcxw+crvxhc9nfOZRFKT4bZQ1LWRCz5caGsI6ek6azp9mRYEXQI7/7+OKgkM+H2p7IVKL53k47PY+M6Wsr8PzPHJzc2kaCwP0sYRggyiKmDBhAtavX9/bVYl7qG+zhfRmB2d64UV0jqh5IwYOHIgXX3wRZ511VkB0x5lnnhmtQ/YZuhNal52djXvuuQctLS1IS0tDeXm58bCQmZnZ6f2dUFVIigK3fkPPcdjq9WJviIeLk7KMog48ioIgYL//Qchms4ED8GpTExD0oDe2A0eYxWrFN/79hJvK8bMbb0RZWVnAZ7Is48svv8SAAQNwYO9e7A7zoDI8KwtTpkzBeeed1249ghEEAV6vF5+vX4/3WlqMz8/KyOjUfuIFj8eDVatW9XY1ep2ydvKzZGZm4tFHH4Xb7e7UPoPPZ13r2267DdnZ2VBVFXl5efi/y5Zhh9eLI6oaEOXkVVW85o8wamgne3dRUREOHTyIL0KdKxYLThs0yPjzpptvRmVlZZvN+vXrh00bN2KP/5zVx/yBAwdi3Lhx7WYPzwIwNCMD6enp2OzfbmJWFmxWKz5tacGnft2s/nGzyn+MohD7UjUNB30+6PEBlUHHrTPp06Sq+MbkKA3OsaMoCmobGuBzOMLWneg5FEXBgR9+AHJze7sqIfFqGg6b+khViD5d5vNBBTC0m8c6Ksv4e0MDfB1v2iU8Hg9efvll3HnnnTE/VZIlDaoaNoKzO7l7PB4P/vWvf3X5/4nI0a+T1LfZYNabiC6qomD79u0YN24cTWPpJFFzduhLyH355ZfGZxzHkbOjm3Ach1GjRhl/n3766QFe1ff//W986+v4Fkl3uKw0vUUbZrXiosmTcejQobD/N3z48Hb3O3XqVJx55pngOA6nn346xo4dG3JKR79+/drdzy9+8QtMnjwZHMeF3TZUBIUsy5BlGWeddRYmTpzY7jEAID09vcNtQrE4KDonUQceQRAwduxY7Nu7t7er0iskJycjJysLJ1taMCAjI2woZ09E+uhaW63WgCRVF11ySWuuAz9D7HaMGTMGFeXlOOp/uM/juLCJrS6//HJcfvnlEdVh9OjRGD16dMjv8vPzcU5JCXhTEq2MjAzcfvvtEe0bAC644AIArW/5S0pK0GAan5KSklBXV2eca8XFxQH/O2DAAAwcOBCqomD0mWeivKwMu2trYZEkFBW1ukb+6/MhPTUVKSkp+FqW8VJQFIEoCEYkjt1ux3GrFVAU4zMienAch/QeXtnpzaamNkvOdRipw3HYFnQNtVqtqPL58HR9fZvN9QeqSZMmIcmf3yW4b3aG0aNHo6mhAfqRzpCkHp/OqI8liXrdCkaPQl4Yon3NcP6o0c4iCAKGDx+O0tLSrlSP6ATUt9lCerOD4zjk5eXRNJYuEDVnx8yZM6O1a6IdLrv8ctTU1MBmsyEnJyfsdvn5+Zg9ezY8Ho/xWW5uLlJSUjB27NguHz8tLS3g/7uaTNHhcHQpXEsURZSUlHTpmJ2hrw3sW9xu7DPdwB9TFKT0wH51vf/1+us9sLdWFE2DV9PQF1YSdzgcmPfoo0yOFa5vn3vuuTj33HPbfD5z9mwW1TJIT0/vsvNQx/wgkZyc3Ga5xpSUlLBjSlFREe5r57pz5plnwuv1wul0wmKx4NJLL22zjSRJxsPrz372M1x44YXgOK51ekUvESqCINbhOA77vV48cPJk2G08ioKR/vbe4vXie0VBs9MJhImS2huBE1+noKAA/fv1Q2mYfQ2yWsM6IG+++WYcO3YMVqsVBQUFAICrr74aEyZMaLOtzWYzIrD69++P/v37R1zHcJx99tk4++yzu72fUOzwa9jedbK2D/a39vAGO7c4DqWyDPOkvaFDh2L69OmQO1hBLTk5uUuRuaIoYsyYMfiQVi2LOqzuAYlWSG92cDzf4YtiIjRRTaqxY8cOfP/99wCAESNGYNy4cdE8HAFgypQpEW3HcVyP3JjFGh6PB8uXL8f06dMphBGtb8OLCgtR2tSEUtPnvNXaI3P/dL0BQAPazbECtJ/klfPnoPnfpiYjv0USTSEwoL7dPZKCVlUJ/jsYTdPwxhtvYPr06VFzbu4IWpVLNk2zSU9PhySKOKQoGJmbC7fbje1eLzR03dnaEmFCZk83c6RcfvnlRjRNewwbNgylpaUoKyuDoij4/vvvMXnChDZtU3LuuSgrK0OBxWI4INojPz8fs++/v0t1D+XU6AvJotsjPT0dU6ZMQVNTE1JTU8HzPJ599tmAscThcMAiSdjv8yE5KSlmHfocx2GD14vtJseEW1UhBkVfCYIADsA2f3/XozfOPvts41pzxhlnGNsOGzYsanX2eDx45ZVXorZ/4hR0nWSLWW8iuqiKgq+++grFxcUxOz7HKlFzdrz//vv45ptvjKkE69atQ1VVFa3HTEQVURRx0UUXUXJcP1arFXMeeKDb+wnOfaCj6/3KK6/gX01N+FeESThDDdSSJOG3v/0t6k2hxL2V6JXnebzd3Ix3QiTt1ABM6IULDfVttkRTb/2BM9T5okfHDBo0CE8/84zxeXl5OQ4dOgSO41BQUIANGzbg1eZmWHkedbLcYaSW0+lEbScSMusOhwpZxl6TQ8YVgSOkoKAgIqcEcGpKo6Io2L17tzEN0szVU6dGtC8iNDzP4yc/+Ynxt6Iobfp2UlIS/rx4MRRFgSAI7d5M/7cTUTY9gaxpqFYU2AFce8MNbXJ1Aa0OLjN2ux0zZ81CY2MjnE6nkVh83LhxzF+8iaKI4uJivP3229jFWLtEg66TbCG92UEr33SdqPXOHTt24IEHHjBC/s477zw89dRT5OwgooogCAkTQaQ/EGz33zxFax5ffl4ejlRXw2m3IyUl8JFK19vpdOLEiRMR7c9utyM7Ozvkd6effnq369sT3HHXXaipqQn7/dCh3U1B2HkSqW/HAtHUe+DAgXj66adDrsoV7iGzX79+AY6BSy65xEh62x8Im5NFZ8qUKTj//PMjrmNycjK+/OILfOJ245Og5LpjOoiK6QrUv9kRTuuOnBxZWVkoLi6G2+3GmMzMiK85tbKMvzU0oCspPrOzsyFaLKhRVZQUFGDUqFEBecvao6vTaHsaQRBwwQUXoLGxEW63G1lZWTh+/Dgq/dfufjQHv8egcYQtpDdD/Dk7iM4TVVeceW5jT4aTrV+/Hhs3bjQutJdddpkRQbJlyxasXr3aeCNst9sD8od88MEH2LJlCwDgrLPOwjXXXNPt74jYwePxYMmSJZg1a1bchzCmpKRg6tSpaGxsREpKChxRmvJx/9y5Yb8z690bDoBoMWTIkA4fHlmTSH07Foi23t0JQxUEAVM7Ge3A8zzSOpkA9LE//hEtplWndIKdnj0B9W92dFVri8WCX/3qV5061siRI3H82DHoacrPEIROTaEcNWoUFj/5ZKeOGWuE0vvo0aNG4uPx48f3ZvXiChpH2GLWm4guqqJg48aNKCkpoWksnSRqzo4BAwbg5ZdfNpb23Lx5c4952fPz8zFnzhzY7XacOHECixYtwuDBg423xUOHDsW0adPa/N+BAwewfft2zJs3DzzP45lnnsHgwYMxevToLn9HxBaiKOLaa69NiJA6juNwySWX9GodEknv3oa0Zgvp3fqywG63MzkW6c0Ollq3t4JTohBK78LCwj6TB6ZWUQKWNTfn5trp9aIiwqS2hztIANsT0DjCFtKbHTzPY/jw4TSNpQtETbGbbroJqampWLNmDdasWYPU1FTcdNNNPbLv4cOHGzdgGRkZSElJQV1dXYf/9/XXX2PChAmwWq2QJAklJSXYvn17t74Lhc/nQ0tLS8APAHj9ibJ8Ph98/vBFr9drZAA3lz0eT0BZ8V9MzGW32x1QVv0XI72saRrcbjc0TYOqqkbIs7msKEpAWV+dxVyWZTmgrNthLseKTYIgYOjQoUZd4sGmWG4nQRAwaNAgI8oqHmyK1XYSBAGnnXaaMfUhHmyK5XbSNA2DBw+GIAhxY1Mst5PP58MZZ5wBjuPixqZYbSdZljF06FAIghA3NsVyO6mqijPOOAOKosSMTfr/A61jnb5vTdOMuuhvj5e5XHiivt74aVIUpKSkIDM9HTs1DR/KckQ/5TyPvMLCgOlMwXboddB/d7adZFk2Es9Go+/pKIpi1NNclmU5ZNncTsY1xr+NXu5q39PbTtfGPD3SXBfjWH499f81lw3tVTWivsdxHIYPHw6fz2f8r+4MM7cTTP1K17U9m8K1U3t178im4HYy22Tuc/qPfsxgzPsL106aSQP9OO2Vw9UdQW2ZlZUV0MZqUDvp/2vue+b9JypRc3ZYrVZcd911ePDBB/Hggw/i2muvjUpI2d69e9Hc3BwQNXLw4EEsXLgQTz31FHbs2GF8fuLECWRkZBh/Z2ZmGk6Srn4XinXr1mH27NnGz7x58wAA77zzDgDgvffew3vvvQcAWLNmDT7++GMAwKuvvooNGzYAAFatWoVt27YBAJYvX47du3cDAJYsWYL9+/cDABYuXIgjR44AAObPn4/q6moAwNy5c+FyueDxeDB37lx4PB64XC7M9U9HqK6uxvz58wEAR44cwcKFCwEA+/fvx5IlSwAAu3fvNlbZ2LZtG1atWgUArUnxXn0VAPDxxx9jzZo1MWWT2+3Go48+iieeeCJubIrldnK73Zg7d65hXzzYFKvt5Ha78dBDD+Gzzz6LG5tiuZ02b96Mhx9+GG63O25sivV2mj9/Po4cORJXNsViOz399NN45JFH4Ha748amWG6ntWvXYv78+XjjjTdixqby8nLoVFdXG8dXFAW7du0CAFRUVGDo0KG47777MHHiRIwcORL33Xcfxo0bh+bmZsx/7DGMHT8eF02ejMVPPYXhI0bgp1OmYPFTT2Hg4MG49vrrsfipp5BXUIBf3HILFj/1FGpqa9HiT/ytyLJxL222qcHlMh7QOttOTz/9NObPn4+vv/66x/ue/n/6PvX6btmyBcePHzf2rydZX79+veFAMbfTokWLAAA+rxeffPIJgNYpCl3te/v27TPq9eOPP6LZr6+qqkZdPvvsM8Om5uZmoy/t3LkTFRUVbWyqrKqKqO/V1NRg/vz5mDt3rmHrUX/fMreTx+MxdASAF198sV2bwrXTsePHjXp9//33+PHHHwEAe/bs6dAmczt99NFHATbpmp08eRI+nw8ejwfLli0DEOhMUhQFLperw3bSc9hVVFRg586dxvZ79uwx2klfrXT//v1hbTI7iI4dO4b169dj69athk0/HjwY0E61tbUAgE2bNqHJnwD922+/RUOEicnjFU4LzpDWTbZt24bi4mKsX78+5PcXX3xxh/t46qmnwiYHfOihhwzHw9GjR/HCCy/gzjvvNObXNzY2wmKxwGKxoLKyEs8//zzuueceDBo0CMuXL0dxcTGKi4sBtHaAjz76CLNmzeryd6Hw+XwBHdTlciEvLw8VFRXIysoyBgRJkuD1esHzPERRDCh7PB4IgmCURVGEIAgBZbfbDUmSjLLFYgHP80aZ4zh4PB5YrVbDS2mz2aCqqlFWFAU+n88oy7IMq9UaUNY9oHpZVVVYLJaAcqzYJEkSSktLkZeXB6fTGRc2xXI7Aa3Tw0477TRIkhQXNsVqO3Ech4MHD2LAgAGwWq1xYVMst5PH48Hhw4eNaJp4sCmW26mlpQU1NTXo168fFEWJC5titZ2am5tRWVmJgQMHwufzxYVNsdxOiqKgsrISeXl5kCQpJmz673//i5UrV+KPaWlI53moqgpBEPBofT3OuvBCTJ06NWrttHLFCqSXl2O3LOOKq6/G5MmTDTveeust7N+yBXaOQ/bYsbjhhhs61U4ejwfV1dUoLCyEpmk92vfq6urw2GOP4a6kJIwWReO6rCiKUdajMPXyOo8HWyQJDz/yiNFO1dXVWLRoEX6TnIyhPI/3vV58bbVi7kMPdanvffXVV3jttdfwbEYGeE3Ds42NyB0/Htu3bcNEUcRmrxe///3vMWDAAKxZswZHtm3D/UlJ4HkeiqKA4zijzPM8/tnUhMrsbNw7a1aHfU8QBJSVlSE3N9d4JiuxWLCL47Dwz3+G1+vFk4sWYbzbjSlWKw6oKpY3NODhhx9Gbm5up86nP/7hD7hQVXG53R6y7uHKwe00++RJXHHVVbjooosMm9599138uHUrJE1D3vjxuPnmm3Ho0CEsW7YM51mt2OTx4Nxzz0X59u1QNQ0DJkzADTfcELadnly0CMMaGnC93Q5N0yAIghGREaoMIGTdH29sxPAJE7B582bc6XBgkMcDp9MJURTxYkMD5CFDcM899xh27Nu3D6tWrcLjycl5xWVUAAAgAElEQVRIkySsaGwEP3QobrzxRuTk5KC+vj4qObdinR6fZKV7m0ItDRZp5u7777+/w20qKyvxl7/8BbfeemtAIsEkU5b4/Px8jBo1CgcPHsSgQYOQkZERsGLE8ePHjWX+uvpdKCRJMh4EARiDqJ6w1fydOYlruISu4cp6cqtIyhzHGWWe542yOft6uLIoisZ8PPO8PHM5lmw67bTTjG3jxaZYbqfhw4fHnU2x2k7mJLDxYlOstpPVag2ZdLcv2xTL7eR0OjFo0KCAOvR1m2K1nRwOh3GdNCe668s2xXI7SZJk9O1Ysck879+8ChTHcVFvJ/OTgF4Psx36s4LZjkjbyeFwtNE6Gn3PfN6Yy8H75/xTIcz26fvh9O29XnCmbTrb98zH1x/sdfSyeXv9Ybo9OzieN/7uqL8NHjw44Fi8/tvUTtD7lV8PXdfOnk+R1D2Ssu580+0w9zn9x9z2ZvRt22snzqSBTiTlNvU1tSUvCG2SjPNB7aTvSxTFgDokep6PHrf+qquuAgBcf/31uO222wJ+rrvuuh45RmVlJV544QXccsstxtw8nZMnTxpll8uFffv2oaioCEBrxuutW7fC4/HA5/Nhy5YtOPvss7v1HRFbuN1uPPDAA6fmCRJRhfRmB2nNFtKbLaQ3O0hrtpDenaNBllFnmjrQGUhrtpDe7FAVBR9//HHAzAEiMqKWPvf555/HQw891OFnXWH16tVoaWnB2rVrsXbtWgDAtddeixEjRuCLL77A7t27jdCgyZMnY9iwYQBa34qeddZZWLBgAYDWJWT1LOFd/Y6ILSwWC2bOnBnWI0v0LKQ3O0hrtpDebCG92UFasyWW9V7b3Ayr6e1xE6MHqXBH6d+/P/b4I7T79+/f6f3GstbxCOnNDp7nadnZLtLjzg5Zlo3s0+YMty0tLQGZjLvD73//+7DfXXPNNbjmmmvCfj9lyhRMmTKlR78jYgee55Gfn9/b1UgYSG92kNZsIb3ZQnqzg7RmSyzqnZeXh9OHDEFd0IoThRwXMBU4GoiShF3+45qnKAAIyI/XFWJR63iG9GYIxwWkaiAip8ensaxbtw5z5sxBRUUFZs+ejTlz5mDOnDl44oknMGHChJ4+HEEE4Ha7ce+991JIHSNIb3aQ1mwhvdlCerODtGZLLOqdlpaG382YgZmzZwf83DdrlhENHS1u+vnPcdddd+Gee+7p8eeCWNQ6niG92aEqCj788EOaxtIFejyy48orr8SVV16J1157DTfffHNP754g2sViseCPf/wjhdQxgvRmB2nNFtKbLaQ3O0hrtpDegWRmZiIzMzMq+yat2UJ6s4PneWMFGaJzRC1nBzk6iN5Az9gd6co/RPcgvdlBWrOF9GYL6c0O0potpDc7SGu2RKq3pmmQNQ1dSzt7iqOKgm3dTImg+tMr9Dk4DqJppRcicnp8GsuSJUsAIGAKy5w5c4y/CSKaeDwezJ07t8fywxDtQ3qzg7RmC+nNFtKbHaQ1W0hvdpDWbIlEb0EQ8InbjZknTmBlQ4PxWWdJT0/HTq8X/2hs7NaPomltlnDtC6iKgk8++YSmsXSBHo/suOuuuwAADz/8cE/vmiA6xGq1YvHixQHroRPRg/RmB2nNFtKbLaQ3O0hrtpDe7CCt2RKJ3rfdcQeqqqqMvx0OB1JSUjp9rFlz5vTIgz7P820S4/YFeEHApZde2ifr3tv0uGKpqanGb71Bjh07hsrKSowcObKnD0cQAWiaBrfbDYvFQqFeDCC92UFas4X0ZgvpzQ7Smi2kNztI645xqyr2+Xxhv69X1Yj3ZdZbJ9gdUVRUhKKios5Wsw08zyd2bhBNgyzLEGgqS6fp8WksOk8//TTcbjcaGxvxzDPPYN26dXj99dejdTiCAAB4vV784Q9/gDdoOTUiOpDe7CCt2UJ6s4X0ZgdpzRbSmx0stF7d0oLHXa6Ifr7weBDusfQ7nw+b3G6UM5yW4HA4UCvL+L8uV9if730+OJzOiPZn1lufmvIfjyeuog+OdcL5E01UVcXnn38ORelu5pPEI2q9UVVV2Gw2fPXVVzjnnHNwzTXXYMGCBdE6HEEAAGw2G5YtW9bb1UgYSG92kNZsIb3ZQnqzg7RmC+nNjmhqbbfbcd1118HlcnXq//r169dmP06HA182NxufDcvJ6ZE6dsSVV16Jc889t8PtIp1mYtZ74MCB+PWvfw2fzxe11XaiSZ0sgwOQ5//b6XRCEATs8/mQmpzcm1UD0DqN5ac//WlvV6NPEjVnh+55OnDgAIqLiwG0hiARRDRRVRXV1dXIzc2l/sYA0psdpDVbSG+2kN7sIK3ZQnqzI5pacxyHiy66qNv7sdlsWLhoUfcrFAGuoKgEnud71BERrHdfTVcwYsQIVPvziowaNQpAa0LUP//5z1AUBZIkYc2aNb1ZRUDT0NjYCKfTSdNYOknURt2hQ4fi8ccfx8GDB3H66aejubmZBnki6ni9Xjz77LMULsoI0psdpDVbSG+2kN7sIK3ZQnqzIxG11p+tZp84gXtPnMAh/5QSm82GPf7cHHa7PSrHjhe9R4wYgd/+7nf47e9+h9GjRxufWywW2O32mJiWo6oqtmzZQtNYugCnadFZcFjTNJSXlyMrKwt2ux2NjY2oq6vrkSQ1fQ2Xy4XU1FQcO3asSxmICYIgCIIgCIIgzHg8HuzYsSPgIfiMM86A1WpFY2MjrFYr0tPTe7GG8cG//vUvlG/fDg1A/+Ji3HTTTWG3/fMTT2Coy4WfRZj7JBx/cLkwvLgYmzdvxt3JyRhjStD6Py4X1KFD8etf/9r4bM+ePXjppZewMD0dyTyPvzQ0QBw+HDfeeCOysrJQX1+fkM+hUXNVcRwHRVHwxRdfAACGDx+OgQMHRutwBAGgdfrUkSNH0L9//y6t4010DtKbHaQ1W0hvtpDe7CCt2UJ6syMRtbZarSgpKQn5XVJSUlSPnYh69xqahpMnTyI1NZWmsXSSqM0r2bhxI1588UU0NDSgsbERL730EjZt2hStwxEEAMDn8+Fvf/sbfO0sq0X0HKQ3O0hrtpDebCG92UFas4X0ZgdpzZZE07tBUdDQS9NIVFXFzp07aRpLF4jaNJYFCxbg3nvvRbI/g21DQwOWLVuGRx55JBqHi2loGgtBEARBEARBEETfY/369Xj33XcBAFOnTm03We2fn3gCyXV1ONs07aQrvO12Y8zEiTSNpZtENeNKsmmpnuQYWLaHiH8URcH+/fsxdOhQCqljAOnNDtKaLaQ3W0hvdpDWbCG92UFasyWR9L744otx8cUXR7RtVnY29tTUYH8PRLwYq+doGo4dO4bMzEyaxtJJoubsyMnJwdtvv41JkyYBADZt2oQcRutIE4mLLMtYu3YtZs2aFfcDbyxAerODtGYL6c0W0psdpDVbSG92kNZsIb1Dc9c99/TYvpqbm/Huu+9CVVXs3bsXJSUlpHUnico0loqKClRVVeHrr7/G/v37wXEchvvDaBIxwoOmsRAEQRAEQRAEQRCR0tTUhIcffpimsXSDHo/s+OKLL/DOO+8gNzcXVVVVuPXWWzFu3LgePcZ7772HL7/8EmlpaQCA/Px83HHHHQBaE7isXr0a3333HTiOw8UXX2zMq4rGd0RsoSgKdu/ejTPPPJM8nwwgvdlBWrOF9GYL6c0O0potpDc7SGu2kN4M0TRUVVUhNzeXprF0kh53dnz55ZeYN28eMjIycPToUbz++us97uwAgOLiYtx4441tPt+6dSuqqqrw2GOPoaWlBYsWLcLQoUNRUFAQle+I2EKWZXz++ecYMWIEDbwMIL3ZQVqzhfRmC+nNDtKaLaQ3O0hrtpDe7FBVFaWlpcjOziatO0mPLz0rCAIyMjIAAIWFhfB4PD19iHb5+uuvcd5554HneTidTowfPx7bt2+P2ndEbGG1WjFz5kxYrdberkpCQHqzg7RmC+nNFtKbHaQ1W0hvdpDWbCG92cELAs455xxydHSBHnd2+Hw+HD16FOXl5SgvL2/zd0+xY8cOPPHEE1i6dCn27dtnfF5XV2c4W4DWLLYnTpyI2neh8Pl8aGlpCfgBAK/Xa3yvr0nt9Xohy3KbssfjCSjr6yqby263O6CsqmpAWdM0uN1uaJoGVVXhdrsBIKCsKEpAWXdOmcuyLAeUdTvM5VixSZZlbNq0CY2NjXFjUyy3kyzL+PLLL439x4NNsdpOsixjw4YNxv7jwaZYbie3240NGzYY2seDTbHcTo2NjdiyZQu8Xm/c2BSr7dTU1IRNmzZBluW4sSmW26mlpQVbtmxBS0tL3NgUq+3U1NSELVu2wOPxxI1NsdxOXq8XmzdvRmNjY9zYFIvtBACqohjP1Xq6TVVVQ9ohy3LANvrniUpUnB0rVqzAypUrsXLlSsiyHPB3JDz11FO4//77Q/6cOHECkyZNwoIFCzBv3jxcffXV+Otf/4rjx4/3tCldZt26dZg9e7bxM2/ePADAO++8A6A158h7770HAFizZg0+/vhjAMCrr76KDRs2AABWrVqFbdu2AQCWL1+O3bt3AwCWLFmC/fv3AwAWLlyII0eOAADmz5+P6upqAMDcuXPhcrng8Xgwd+5ceDweuFwuzJ07FwBQXV2N+fPnAwCOHDmChQsXAgD279+PJUuWAAB2796N5cuXAwC2bduGVatWAQA2bNiAV199FQDw8ccfY82aNTFlk6Io+M9//oMnn3wybmyK5XZSFAVvvfUWKisr48amWG0nRVGwbt26uLIplttp69at+OCDD6AoStzYFMvtNG/ePOzatQuVlZVxY1OsttOyZcuwefNmKIoSNzbFcjv9+9//xq5du+LKplhtp2XLlmHXrl1xZVMst1NdXR127NiBefPmxY1NsdhOAHD8+HFUVVVh+/btRn1/PHgwwKba2loArSugNjU1AQC+/fZbNDQ0IJGJymosrHn++edx/vnnY9y4cXjhhRcwceJEnH322QCAN998E6IoYurUqVH5LhQ+ny/AG+dyuZCXl4eKigpkZWUZHjxJkuD1esHzPERRDCh7PB4IgmCURVGEIAgBZbfbDUmSjLLFYgHP80aZ4zh4PB5YrVZomgav1wubzQZVVY2yoijw+XxGWZZlWK3WgLIsy1AUxSirqgqLxRJQJpvIJrKJbCKbyCayiWwim8gmsolsIpt6xiaPx4OHH34YdzmdGOs/Fs/zeLGhAfKQIbjnnnsMO/bt24dVq1bh8eRkpEkSVjQ2gh86FDfeeCNycnISdjWWPunsqKurQ3p6OgCgpqYGzzzzDGbNmoXc3Fxs2bIFW7duxYwZM4xkor/5zW9QWFgYle8igZaeZYcst4b6T5o0CaLY4/l3iSBIb3aQ1mwhvdlCerODtGYL6c0O0potpHf00ZeevcvpRFpVFfr37w+e59tdevYKux1WjsNmjwd5I0fS0rO9XYGu8M477+DIkSMQBAEcx+HnP/85cnNzAQATJ07E4cOH8Yc//AEcx2Hy5MmGUyIa3xGxhZ6t+LzzzuvtqiQEpDc7SGu2kN5sIb3ZQVqzhfRmB2nNFtKbHZqm4eTJkygqKgq7TWZmJpKdTnyuzy4QRZxFz6t9M7Kjr0GRHQRBEARBEARBEESk6JEddycnY4zFYnweKrIjHC6XK6EjO3o8QSlB9CayLOODDz4IyJlCRA/Smx2kNVtIb7aQ3uwgrdlCerODtGYL6c0OTVXxww8/JPzKKl2BnB1EXKGqKk6ePEmDASNIb3aQ1mwhvdlCerODtGYL6c0O0potpDc7zMvhEp2DprEwgKaxEARBEARBEARBEJFC01i6D0V2EHGFz+fDW2+9ZSzlREQX0psdpDVbSG+2kN7sIK3ZQnqzg7RmC+nNju1uN/5+5Ajea2rCv5ubUa0ovV2lPkOfXI2FIAiCIAiCIAiCIOIVq9WK/v36obS+Hu60NNgkCeA4QJIwcODA3q5en4CmsUSIz+fDX//6V1RVVUGSJCQnJ+MXv/gFcnJyOvxfmsZCEARBEARBEARBsCTRp7FQZEcnOP/88zFy5EhwHIfPP/8cr776KmbOnNnh/yn+UKOjR4+ioaEh2tVMaLxeL95//31MmTIFFtPcNiI6kN7sIK3ZQnqzhfRmB2nNFtKbHaQ1W0hvdnRHa5fLBeDU82iiQZEdXeTw4cN48cUXsWDBgg633bZtGyZMmMCgVgRBEARBEARBEARxiq1bt6K4uLi3q8EciuzoIuvXr8eZZ54Z8jufzxew5nRhYSEA4LvvvkNGRoaRyEeSJPh8PnAcB1EU4fV6wfM8RFGEx+OBIAhGWRRFCIIQUHa73ZAkyShbLBbwPG+UOY6Dx+OB1WqFpmnwer2w2WxQVdUoK4oCn89nlGVZhtVqDSjLsgxFUYyyqqqwWCyQZRmaphl2kE1kE9lENpFNZBPZRDaRTWQT2UQ2kU2xYZPH48Hw/8/efcdHVeX/H3/de6ekTgqQBAgQioIIRARUBBF7Ade6dmzr7uq6q7v2tbGWZX+KBURUWEUsiLrLoixfUBFdUSwgKKLSWyiBkMYkk6n33t8fSYaEGkJyMkw+z8cjcGfunZlz3uemzJlz7unVix49ehziu934IKuxNMKHH37Izp07ueiii/a5/6OPPuKuu+6Kfj3yyCMAfP7553g8HhYuXMjChQvxeDzMnz+fxYsX4/F4mDNnDsuXL8fj8TBz5kzWrFmDx+PhnXfeoaCgAI/Hw9SpUykqKsLj8TBp0qTo/Kvx48cTCATweDw89dRTQPVFbZ566incbjcATz31FB6Ph0AgwPjx4/F4POzatYtJkybh8XgoKipi6tSpeDweCgoKeOedd/B4PKxZs4aZM2fi8XhYvnw5c+bMwePxsHjxYubPnx9TdUpKSuLrr7/m5Zdfjtk67di1g5TUlLhop6SkJJ599ll8Pl+rP/eau05JSUm89dZbLFu2LG7qFMvttHLlSqZOnUpSUlLc1CnW22nFihX4fL64qlMsttNrr73GggULSEpKips6xXI7ffHFF6xYsYJ58+bFTZ1itZ1ee+01VqxYwYYNG+KmTrHcTqZpsnz58riqU6y208qVK1mxYgXTp09vVJ0ADMPY5/vWeCfTWA7RvHnzWLJkCbfffjtJSUn7PGbPkR1er5ecnBwKCgpo06aN9Ew2Y500TWPq1KlcddVVeDyemKxTmwltePK0J7m5z81HfDtFIhGmTJnCDTfcQGJiYqs+95q7TqZp8tprrzFq1CiSk5Pjok6x3E4+n48333yTG2+8EcMw4qJOsdxOFRUVvPvuu4waNQpN0+KiTrHaTl6vl+nTp3PDDTdEn+9Ir1Mst1MwGOTtt9/m6quvJiEhIS7qFKvt5PP5eOedd7j22msxDCMu6hTL7WTbNm+88QZXXnklHo8nLuoUq+0UiUSYNm0aV111FUlJSYdUp0AgQMeOHVvtBUqls+MQzJ8/n0WLFnHHHXfst6NjX2pXYyksLGyVJ5moL3lsMr897reMO2tcSxdFCCGEEEIIEae8Xi/t27dvtZ0dMo2lgcrKypgxYwZ+v59x48YxZsyYekODRGyIRCJ8/vnn9UbWiOYjeasjWasleasleasjWasleasjWasleasjWTeedHY0UEZGBi+++CKPPfYYDzzwAA888AD33ntvSxdL7MGyLDZt2oRlWS1dlFZB8lZHslZL8lZL8lZHslZL8lZHslZL8lZHsm48mcaigExjEXUlj03m5vybGX/2+JYuihBCCCGEECJOyTQWIeJIJBLho48+kmFeikje6kjWakneakne6kjWakne6kjWakne6kjWjSedHSKu2LbNrl27kAFLakje6kjWakneakne6kjWakne6kjWakne6kjWjSfTWBSQaSyiruSxyfwm/zc8f/bzLV0UIYQQQgghRJySaSxCxJFwOMysWbOi61aL5iV5qyNZqyV5qyV5qyNZqyV5qyNZqyV5qyNZN550dgghhBBCCCGEECKuyDQWBWQai6greWwyN/W7iQnnTGjpogghhBBCCCHilExjESKOhMNh3nvvPRnmpYjkrY5krZbkrZbkrY5krZbkrY5krZbkrY5k3XjS2SHiiqZppKWloWlaSxelVZC81ZGs1ZK81ZK81ZGs1ZK81ZGs1ZK81ZGsG0+msSgg01gEwJrSNSQ6Euk5qadMYxFCCCGEEEI0K5nGIkQcCYVCvPHGG4RCoZYuyl4Gvz6YnpN6AmATH32MsZx3vJGs1ZK81ZK81ZGs1ZK81ZGs1ZK81ZGsG086O0Rc0XWdLl26oOuxd2p3SOmw333+sJ/iqmKFpWkasZx3vJGs1ZK81ZK81ZGs1ZK81ZGs1ZK81ZGsG0+msSgg01gEwBnTzuCbbd8AcGO/G3nhnBei+379n18zZ90cfPf4Wqp4QgghhBBCiDgi01iEiCPBYJDJkycTDAZbuih7SXAkRLf3nMayqmSV6uI0iVjOO95I1mpJ3mpJ3upI1mpJ3upI1mpJ3upI1o3naOkCHCnee+89fvzxR0pLS/nrX/9Kp06dWrpIYh8MwyA/Px/DMFq6KHtJdCbud59DPzK/FWM573gjWasleasleasjWasleasjWasleasjWTeejOxooP79+3PXXXeRmZnZ0kURB+BwODjxxBNxOGKv88DQ9v8D6kidgxfLeccbyVotyVstyVsdyVotyVsdyVotyVsdybrxjsx3WC3gqKOOIiMjo6WLIQ4iGAwyYcKEmBzmZdpmdHvPS+UcqCMklsVy3vFGslZL8lZL8lZHslZL8lZHslZL8lZHsm486exoBuFwGL/fX++r9v7a/+tuRyIRoHpZodrtYDBYb9s0zb22A4FAvW3Lsupt27ZNIBDAtm0syyIQCADU2zZNs9527TdR3e1IJFJvu3bZo0gkEnN1cjgcDB06NPocsVQn09rd2bFnnQyMvdrmSGgnh8PBSSedFB2Z0prPveauk8Ph4OSTT6ZWPNQpltsJYPDgwTgcjripUyy3UyQSYdiwYei6Hjd1itV2Mk2ToUOH4nA44qZOsdxOtm0zbNgwbNuOmzrFajuZpsmwYcPQNC1u6hTL7aTrOqeccgqRSCRu6hSr7QQwbNgwLMtqVJ1aM+nsaAYfffQRd911V/TrwQcfBGD27NkAzJ07l7lz5wIwc+ZM5s+fD8A777zDwoULAXj99ddZsmQJAJMnT+ann34C4Pnnn2ft2rUAjB07ls2bNwPw+OOPU1RUBMBDDz2E1+slGAzy0EMPEQwG8Xq9PPTQQwAUFRXx+OOPA7B582bGjh0LwNq1a3n++ecB+Omnn5g8eTIAS5Ys4fXXXwdg4cKFvPPOOwDMnz+fmTNnxlSdDMMgIyODZ555JubqFLEi0XPExq5Xp8JthQDs2rXriGonwzB4//33KSkpOaR2iuU6QWx+PxmGwc8//8w333wTN3WK5Xb64YcfWLp0KYZhxE2dYrmdRo8eTX5+PiUlJXFTp1htp4kTJ5KUlIRhGHFTp1hup48//pj8/HxmzZoVN3WK1XaaOHEi+fn5rFixIm7qFMvt5PP56NWrF6NHj46bOsVqO/3www/k5+fzyiuvHHKdKioqaM1k6dlD9NBDD/H73//+gBcordszB9VL/uTk5FBQUECbNm2iPXhOp5NwOIymaTgcDkKhELqu43A4CAaDGIYR3XY4HBiGUW87EAjgdDqj2y6XK/qpmMvlivZsu91ubNsmFAqRkJCAZVnRbdM0CYfD0e1IJILb7a63HYlEME0zum1ZFi6XK9qTW1uPWKiTpmmMHz+eW265BY/HE1N1uuDfF/B5wecAXHPsNTx/+vPROp0+7XQWFS5iwbULSHek071d9yOinSKRCOPGjeP2228nMTGxVZ97zV0n0zQZP348t912G8nJyXFRp1huJ5/Px8SJE7njjjswDCMu6hTL7VRRUcHkyZP54x//iKZpcVGnWG0nr9fLyy+/zB133BF9viO9TrHcTsFgkJdeeolbb72VhISEuKhTrLaTz+dj0qRJ3HbbbRiGERd1iuV2sm2bCRMm8Pvf/x6PxxMXdYrVdopEIrz44ovccsst0c7qhtYpEAjQsWPHVrv0bKvv7HjllVe4+eabG3x8Qzo79uT1eklLS6OwsLBVnmQqmabJ2rVr6dGjR8xdsfjcd87li81fAHDFMVcwZeSU6L6zp5/Nwi3VPbgdUzvy/FnPM6TTEFJdqS1S1oaK5bzjjWStluStluStjmStluStjmStluStzuFk7fV6ad++favt7Gj101g2bNjQoOPefvttHnjgAcrLy3nhhRcYPXp0M5dMNIZhGPTs2TMmf+jWncYSNIMkj01mTeka5m2YV++4rRVbufQ/l/Lst8+qLuIhi+W8441krZbkrZbkrY5krZbkrY5krZbkrY5k3XitvrOjoQNbrr76asaMGcMLL7zAk08+yaOPPtrMJRONEQgEePzxx6MXDYolpmXi0KuXjNpZtROAUbNGcdG/L6IqXLXX8fu6L9bEct7xRrJWS/JWS/JWR7JWS/JWR7JWS/JWR7JuvFbf2aFpWksXQTQhp9PJqFGjcDqdLV2UvUTsCOnudACKq4qB6lEcABt3bcRluOodb9F0V0+2bRvTMinyFTXZc0Js5x1vJGu1JG+1JG91JGu1JG91JGu1JG91JOvGc7R0AVQYM2bMPjs1ai+KJuKHYRjk5eW1dDH2ybRMPG4Pxf5iSvzVq5eUBkoBKAuUMSBnAEu2L4keHwgfvPc2ZIb4yyd/YfxZ46OjRvZU6i+l0wudGNh+IN8VfofvHl8T1KZaLOcdbyRrtSRvtSRvdSRrtSRvdSRrtSRvdSTrxmsVnR2XXXZZSxdBKFI7zOvhhx8mISGhpYtTj2lXd3YAFPuL6+27qvdV9GzTM9rZods6Jf8r4fYvbweqO+qi/XV1/g9bYSpCFXya9Clnn3L2Pl93s7d6KarvCr9r0vrAvvMuD5STnpBe7xyjqiYAACAASURBVLjksck8d+Zz/K7/75q8DK1FLJ/b8UjyVkvyVkeyVkvyVkeyVkvyVkeybrxWvxqLCrIaizqWZVFUVERWVha6HluztAZOGUhWclZ0+dlERyL+iJ+Lj76Yty58i6+2fMVZ08/ixXNe5IPlH9Dt+24kdExBTzKwscG2se3qEUm2bWNj88P2xeSGcunZqSd3//Hufb7uvA3zuOjfF0VvN+XIjj3zXrRtEadNO42KuyvQNZ1lO5ZRWFnIpf+5lAt6XMA7F7/TZK/d2sTyuR2PJG+1JG91JGu1JG91JGu1JG91Difr1r4aS6sY2VGrqqqKL7/8kp07d2JZu6+HMGrUqBYslWhKuq6Tk5PT0sXYJ9M2o9fsAEh2JeOP+El2JQPQq00vjso4iquPvZoLci9gzPdj+NVZV5HX46j9PmfXCakMrhhMdmn2fo/Z8zodgUiABEfT9Arvmff2yu3R/zukduCJhU8wZ90coLr+ovFi+dyOR5K3WpK3OpK1WpK3OpK1WpK3OpJ147Wqbrh//vOfbNmyhQ4dOtC5c+fol4gfgUCAu+++OyavVmxaJmkJaXRJ68Ktx9/K3SfejUN3kOpKBSAzMZMfbv4Bp+HENKs7BhqyxJTX8OKv8PPk1Cd56vWnGPvGWJ5+42meefMZnnvrOeZ+OJehgaEMqBzAgMoBzP1oLl988UX0NRrihtk3ULCrYK/76+Y9cclENu7aCMCMVTMYvWA0ZYGy3fWXzo7DEsvndjySvNWSvNWRrNWSvNWRrNWSvNWRrBuvVU1jqZ3rpJpMY1HHsiy8Xi8ejyfmhtT1ntybC3pcwNx1c/nxtz8C0GtSL6445goeHVZ/KePCwkKeeeYZrv39bXTo1GW/z9l1QioZkQwu8l2MbmvUfjdrADXbITOE20ggZAYBSHOlEwmE+e1vf0vPnj0PWu5AJED7Z9pzftX55CTkgAZa9T9oaNi2jaZpbNi1AV3Xo6OmbM3GoTsIW2EAspKyGJw7mD59+jBgwIBDSE5AbJ/b8UjyVkvyVkeyVkvyVkeyVkvyVudwspZpLK1I27ZtqaqqIikpqaWLIpqJpmkkJCTE5JLCpmXSI6MHvdr2it7XMaUjKa6UvY+tGXWhH2Rkx50nPcyuQBkPnfKP/R5j2zYVIS/5k3Nr7oAbgjfw7px3SV2SioaGpu3xVee+8mA5QyqG0D7YHjtFB+zqRXFrrhti2RZbvJuqOz80nczEDEr9JSQ7UghEArRxt6M8UIptwqpNa1i3YR0kga7p6JqOoRtomoau6Th1J4W+QrpldEPTNLKzsxs0uqU1iOVzOx5J3mpJ3upI1mpJ3upI1mpJ3upI1o3Xqjo7XC4X//jHP+jdu3e9dYpltZb4EQwGeeihh3jiiSdi7mrFpm1yXPZx/Lb/b6P3ndX1LPpm9d372Og0lgN/i/5p0L0HfV1N0/C400h2puALV4IG65LWYexwULKjZPeB9cZ4aWj27nJ3oxvH5g9gxGVX1HvuYDDIiy+9yLKOsyn0bWX9H71omsaMFdMYnnc2Kc5UJix+ire/e4tcTxfCxQEu8V7C9FenH7TcACNHjmT48OENOjbexfK5HY8kb7Ukb3Uka7Ukb3Uka7Ukb3Uk68ZrNdNYtm3bxpQpU8jNzaVdu3b19o0YMaJZX1umsahj2zbBYBC32x1zvZ95E/P4z6X/4fic4w967Lp163jppZe4+c/3kNm23UGPb4jT3+zP1X1uYmP5Ou4e/AjpCZkNetzYrx9l5srpfHXjyr322bZNKBTiV/8+hdWlK9jwp4q9jpmxYhp3f3ILbZOy6JnZmwmnTiUYCmBjYVkWlm1hWSaWbTHq/QsJRgLcd/JjFH6xngF9+3PRRRft9Zwq1E7PiRWxfG7HI8lbLclbHclaLclbHclaLclbncPJWqaxtAKff/45s2bNIjs7m+XLl3PttdfSv3//li6WaAa2bRMIBHC5XDH3g9eyLXStYfPsGjqy41D0yx7AUZm9uLn/nw7pcXef9Ah3n/TIPvfVdna8eN5bbNi1dp/H9Mnqz3HZA3n74v8jZAZJS8jY72tVJFTiDZYzed3zHFN1NL18Rx9SWZtSytMpvH/Z+5zV9awWK0NdsXxuxyPJWy3JWx3JWi3JWx3JWi3JWx3JuvFaxdVkFixYwIMPPsi9997LnXfeyaefftrSRRLNJBQK8cQTTxAKhVq6KHsxLROH3rDOi2hnh6Pprlcx7uxXOLXLob9xr712x76Ew2FeefUVcpO7cGbX8/d5TM82vZl5+WckOpMO2NEBcEKHkwFYU7qSgB5gl3fXIZe3KX1e8HmLvn5dsXxuxyPJWy3JWx3JWi3JWx3JWi3JWx3JuvFaxTSWMWPG8MADD+z3dnOTaSwCIHtcNv+79n8c0/aYgx77008/MXXqVP70wGgSk5IVlC42BM0gH6x6l/vm38Yw7zBO8QzjgXv+qrwc/rCftuPacvkxlzM0dyg35d8kPelCCCGEEOKIItNYWoFwOMzWrVup7dfZ83Zubm5LFk80IcuyKCoqIisrK+aWwTJtE0Nv2EiNSCQCHHw1lpZmWRalZaVkZmQ2Sd5uw03/nBMA8Ot+SkqKmfividH9tUveHvB27Xadzono/fs6tu59NY+pCFXQp6oPG5Zt4Jclv5CxI4PslOzqMrrdHH/88crPr1g+t+OR5K2W5K2OZK2W5K2OZK2W5N10wmaYRYWLGJI7ZJ/7JevGazWdHS+//HK9++refvzxxxv0PEVFRbz++uv4fD4SEhK47rrr6NChQ5OWVRyeUCjEhAkTePjhh2PuasWmbeLQDnEaSxNes6M5hMNh3n3nXW6++WbcbneTPGeXtG4YmkGRs4hIIMKaxWsO+zk1NOqOYTvYGA3bthnM4OjthZ8sBMDQHVimSXZ2Np06dTrsch2KWD6345HkrZbkrY5krZbkrY5krZbk3XTe+ukt/vjxH/Hd49vnfsm68VrFNJamMm7cOE488UQGDx7M0qVL+fjjj7n//vsP+rg9p7HYtk1luJLCykIqghUMaD9AQelFS0t9OpWffvsTXdK6HPTYRYsW8d5773HPY/8PrRX24J751gDO6jqC+4Y81iKvf9ZbA1lbtoozu57PZxs/wrSrO5+WjSrg5af/wW9+8xuOOebg05GEEEIIIYQ4kElLJ3Hn/Dv32dkRiARo81wbNv9xM5mJDVtJsa7WPo2l9b2LaqSKigoKCgo44YTqIfb9+/envLycoqKiQ36uOevmkDM+h/6v9mfYW8OatJyWbdF1YldWl64+6LGBSID3Vry31/3bK7djWiamZTZp2VQwTZONGzdGR0bECtu2sWwLQ2v4NBZd12O+o8M0TbZt29bkeR/bLp/slJYbNdUjsxcAfzv1acad/Wr0/gq7EoCqqirlZap7bhdXFbNsxzLlZWhNYvVnSbySvNWRrNWSvNWRrNWSvJtO7QIGESuy177yQDkA3676VrJuhNgeIx9DysrK8Hg8GDXXUNA0jYyMDMrKysjKyqp3bDgcjl5zAcDv9wPwwrsvkOBIYHXJaoZ4q+dk2djMnDmTtLQ0unbtiq7rGIZBKBTCMIzotsPhQNf16P0rS1ZStbOKJFcSnxV8xpYtW+hgdCAQCXCS7yTGjhtLmjutugD7uCYBQFmwjIpgBcsylrHVt5X8rvnoms6sdbNom9iWnf6dnNzxZFaVrmLUsaNwu9306NEDXddxOp2Ypolt2zgcjmh9a7c1TcMwDMLhcIPq1NBtTdMIh8M4nU5s2yYSieByubAsK1qG119/nauuuoqUlJTo/XWPcblcmKaJaZrRbcuycDqdbPVuJTspG4fDQVlVGQW7Cshvn3/YddJ0jbbhtmzbvA0r1TponUpKStB1nc0bN+B0ObFMC9M0o9uWZeFwOuptm6aJbdm7t2vaxjRNsKtXdjEju1d5MSMmaGAYRr36RcIRNH33tq7r6IZebzscCmMYBqZpMnv2bEaMGIHL7SIcCu+3Tk6XE9vavX2gOt1x1H24XQls3bxJeZ10Q+f2HvdxecdrMSo0jnX0o5PdGX+kiiteP4vzOZ8tW7aQkZGx13nVkO39nXsH+34yTZPXX3+da665hke/eZQvt3zJgmsWNOv3U3PXqSV+RjR0u6qqimnTpnH99ddjGEZc1CmW28nn8/Huu+9y7bXXout6XNQpVtupsrKS6dOnc/3110ef40ivUyy3UygU4u233+bqq6/G7XbHRZ1itZ2qqqp45513uOaaazAMIy7qFMvtZFkWb775JldeeSUpKSlxUaeWaqdwWZi24basWLuCjKSMenVaX7qetuG2zPxgJt0Su5GYmHhIdUpJSTno+9x4JtNYGqigoIApU6bwt7/9LXrfk08+yUUXXUTPnj3rHTt79mzmzJkTvR0KhXj11Ve57ubrSHa2npU1hBBCCCGEEEK0jCuuuILhw4e32mksMrKjgTIyMvB6vZimiWEY2LZNWVkZGRkZex17zjnncMYZZ0Rve71eXn31VUb/dTSRSIRIJEJlqJIR/x4BgG7rnLvrXJKtQ+sI6d27N/3698PWbBKMBNLS0tB1nWAwiNPpPGjPZFm4jIgZYfG2xZzR7QySHcmUVZXxc+nPDOk4BNM0eWrxU8xdNxeAkWUjObXrsZzUvTuGw4FZ0xu55/Z/ty8gzZHCsLbHEwwFmFI4m8van0lFsIIuie0xHA4iNT2WumHU2w7X9MjWbjscDjRd3729zxEDLuyaOhmGwfbt22nTti1utxurpifV4XTW2zYjEWzb5oqfHqQwVFwv12Q9EZ/l3ytvBwan+E4hDQ8aGm7dSVtXOg5d56w+fUh1u6uvkKxr3L1yHI90u5kgET7Z+S3/LfmCgsB2/tv3aTIT0g9ap6UFBXy/eTM33nRTTPeKA6xfv568vDwcDkfcfnrhcDiYtWYWY78dy5m7ziQvOYd2mYk4HA6cmoPycCXndh1EUk3ZnC7XAc+9b8p/Ym1wC9+W/8SF7U6lyg5wevpAUozE/X5vaZpGYWEh2dnZPLD+Jb4s/4EFAybhcDhZWraCo5I7kepKiX4/Ldj1A4vLfuauvGsO6fup2PJy6bJ7mdb7Mbqm5mLVtMHB6mTbdnR7z7LrhsHUrf9lta+AK9qfTY4zk0xHKi6nu97x/9o2jy2+nQxPOQEXDtwOF9sjJXxc/DW3db6MRFciP+5aybryItzhRLBtDN3A0HWwbLxWFZt9O0kxkzE0nU2B7bQx2+CynNjY2DY4ce73Z6ppRDASLKgZAVcYLKZ9cgZ/GDACh64f8Ofe/rYj4XD1ObnHz721FQVM2/4hV7Q/m/JgBSek9z5oO03f+TE9kjoxKPkYyqniuh8f5v2+Y3G7ExrVTuuqtnBUahes2gsiOxxc9v19JHo9nODqR2XEz7bwThJ1F5WWn8HpfSkzd5FqVP+u0jUd27bQNA2tZltHB01jQdlSXLqTkBUmy5VBUaiMXildWFG5kXRHKuWRCoak98OpO0nRE0l3JLOpYjvnHDWQNsnJ0Xoc7rkXJELYDB/we+tA7dSUv5+aqk6He+4Fg0FKiovJycmJ/k1zpNcpltvJsiyKi4tp27Zt9e+kOKhTrLZTOBKhtKSErKysevU4kusUy+2k6zo7iopok5mJ2+2Oizq1VDt9UPIFT298kzd6j6ZHahf+V7yYNEcK/dOPYVHpcv685jkuTB1KdmpbruswosF1Cnbt2upHdkhnRwOlpqbSqVMnFi1axODBg/n+++9JT0/fawoLgNPpxOnc/Qd1OBwGICkpqV6P2ie3fEL3jO7s8O0gKzEr+qat7mCbfW2vLllNgiOBnjk9601LaawTe58Y3e5MZ/LJj95+udvLzFo9i6s+uIoSZwnfbF7Nt8UrgJrZMbv/qX1/wHr/VlLMFL5hM2ErgoXNyyvnYWPTOak9LsPgN8OH06YJvvls245mUBQqI2/BBUwovInrrrgWp8t10MekbnaxvLy6s6NTQjZdEztweuYgBqf3xW8GcWgGI7//CwCeiIe2wXYkdExgSekSNDRG5I6gYOUmdlZU0LdzZwA2+QuZ7f8fnhI3b2//iBQjkUrTD07Iy8khzXHweq8uKsLlctGtW7fDzqg5BYNB3n33XQYPHtxkq7HEqhGeEdy39D62O7eT7k1nlzdYb//84HJuPuX03XfU+d6MWBE+K/uOczwnAfD+1k+ZXfwFAF9v/R6/FWRIRT4Ldy2j5LRPcOiO6jfwdYRDIT6fO5fjr7wSVwpYuyz+ve5LkowE3iycwwlpx6JpGu5gIoZt8GPlGmxs/uP7Bk9iEpfnD8FRZynjaOk0jR+9q8lweXhs6ytkOFMoc5Sx01lCr6TOtEuofzGs4lA5HkcybxXO5foOIzA0g7BpogFrq7ZQGqxEixjoQR1d01jqXclTG9/ArbsIWiEWlv1IhjOVsnAFV7U/hwVFyxhsD8StOVlWuYauga78j/or8GTQibe3fFvvPlPzYukW1F1lx9ZI0tOwPRpVVohUZyrdunTDmeEkGAnSLb0bHXM74rW8+CN+wmaYtaVr0dDYUbYD5w4XdsTGtm0C4QChUAiz3MnE+Z/Ue22bQxwQqVU/avfjq38OJdGe/65djo3Nd47tZCYnc9f55+/V9rWeWD6ZS0svZaFVgGmbDON0/vnFAnQDLjn+BDpmpIOm4TCc6GjVP+ccu3/N76L6nH1w7fOURbws9a7k1k6XscG/jes7jKDYX05QC3KSP58QGpVmkDZaGxL0BFzhStYUF+LSXfi1/Vyzxq7+x7QtOlm7VyvSQhqdScVfBl3sLuhhnXS7DTtLAoTNCiwsDE1HtwzeWvwlJJp1v33QNY2AFaJnm4706dCpunOl5gzWaw/0V6+6pGm1y0pr7AyXMmfnV3xW9h1tnelcmn0aF2UNp53HQ1pS0qG1YRwJh0J8NW8e/a+8cr+/J0XTCYdCfPnxx1wpeTe72nP7OMlaiXAoxIIPP5Rzuyn4wxQ7i6lM8rHLVc7vCqpXCq0680u+j+gUO4t5NfA+BOCh/Bsa/LR2t254vd5mKvSRQaaxHIIdO3bwxhtvRJeeHTVqFB07djzo4/ZcjeVIY1omZ08/m95WbxKLEsGu+WO/5sypu23ZFgW7ChjQaQAJaQnsCuzCF/KxuHAxABcedSHblm3lkoGDOPnoow+7bMMW/ZbTMgdyvKcXGY5Urlj0MJdELiBJT6As7CXJSCDFSCLdmUq6MwXTtphbvJDzO59E+6RMJm5+j8tzziLZSCQvMQcbMLTqTyZr/9Ze7Ssgw5lKqbeKH9ZuZvTo0eS8nBMtw8iykXSIdMByhgGNKtOPaVv1ymlrNhoax6R0Rdfqv5Gp111V84e7t6oKd2Iif33wwcPOSDSdsd+M5Q/H/4FkV/Un27ZtkzI2hfyqfE6uPLnpXkiDP5xxJt2zs/e5+4plfyW8JpkuoS6ECdc8RENHR0/SsRwmO6uqO/F0dLLD+36ehrCSQmiGDWiYmGwL7sStOwlYIbJdmVQFQ2SG2zT6+QFst004IYRl2/Tr0JezzzyH9ZXr+Xj9x5zZ+Uxyk3MpKC+gpKqEiBnhhNwTOPqoo5uks3d/LNvis02fYZZVX4S3uqD1Ozr21Rlt7/7BuHtfnftqtz9Y/QFO3cl233YArup2FZuXbebWM8+kY82IwXVVW5hR+BlnJQ0h2Ujghu8f53Tv6eT2zeW9De+hoeHQHOQGcmkfbt+k9b/nnnvIysoiZIZwO6o7MkNmCJdx8D9oP9v0GSPfGwlA+5T2vHjuixT5ipi7bi4byjewqnQVn13zGf2y+vHN1m94btFzDOs8jLKyMqpWVkU7nGoz3erdSjAUpFOoU/XIkcOUkZrMtUNORtM0dE2Ldgzp6NhYjC94l+Ocx5CsJ6JrOhoaASuIhYXHSKaNKx234aJL27akyhKAQgghDtOTG17n0XX/3Ov+qjO/5O3CD7n55yei960a+m+qzCA9k/de3XFHsJSZRZ8RtEL8ULGaKaPeb/WrsUhnhwJHemfH4bJtm96Te1PgLQDg0pJLaUMmlrN2eP6+HxexTdITk8nJ9NR8kgfU+eTOtm3eKPy/6PE9knMJlml0MnOx0i22VGxFq9OVoKHRLrEdZVVlZEWy0OyaTwbR0aBBn9W2z8nhrrvvZnnRchIcCXxX+B3+nX62rd1WM0ze5ocdP+DUnaS50+iW3o0uaV1IdCQSsSLRqy1H3xgd4NuvS5cuDBgQ28sSm6bJTz/9RJ8+faIX721tTpx6IoZlcF+P+7AsK/omrfZ8sLF5+fuXKa0qrfe4MaeNITtpdyfE9J+nM3/jfABOrjiZC44dxHn5u0dZWabJunXr6N69O+d9fwfHFwzlpEFD6D64OxOXTKR7Rnd6ZPTgwqMvBOD77d+Tl57H+rL1mBUm2wq31Tvvastn2RYVoQpcuouMxAy8QS/BSJAl25egh3USK3d3cIYiIcJWmMyETIJmkKpwFe1T29Mlrwu6S8e2bfI75pOdnY1pm1i2xU7fTtoltYue+7WvX/f/du3axdz5o+Lc3l65ne4vdQeqpzPeVHTTAafZACQmJPDI6NGYmsmu4C4Wb1tM/6z+bN+6Haumk7Vu+0J1x01t541t26S50xjRY0T0WIDlO5fTIbkDlm3RuW1ncnNzG10vX8jHzXNu5v7B91PoK+TcbufW2193dF2tA+VdXFXMj0U/Mjh7MMFg/RFV+/tZOmPVDALhADY2hmbw+JfVn5K1ibThvF3nNbpudTkSNHJzU6MjTTYHtpOTmsEdx13crB1xh6vuzxI9xr7v4pHkrY5krZbk3XT+tnYyT218o959x1Qdw3mJp7LevxWf6SdohwBIMRIpscqZO/L/keCs/zfDv7fP57qfRkdv++7xSWeHdHY0v9be2QHw5eYvSXGlMOarMfSjH+HCcHRESO0nnXVPxapwFatLVtPR6kCimXTgnggbLCw0NAzNINOTyT333MP6ivX0atMLy7b4/dzfM/2X6QDc0v8WnjnzGWzbxh/xk+SsP5y57ieKe6qem37gP2Jt2673aWg8CwaDTJ48md/97ndxP41lf0Jm9S+fA33iXbuM86rSVXRP78768vUc0/aYvY77aedPnDj1RM4rO49OkVwsV/X0EK1mulgoFMTtclMeqSAz3IbLL788uhy2aFqqzu0N5Rso8hUxe+1szmt3HiUlJdWdE1Z1J1SPzB7k5eZRGanEsi06ZXYiOTn+LnTdnHn7w34+WPMBnTydyE3NJVAWwB/0R3/W13YSWbaFbdmkJaTRNqMtSTVTXWzbJhgJ4g16WbhlIb8U/8LHP3/MiTtPxDCN6s5yu/o4l+3Ck21gOGu753f/W3+LaE+/Ft1XvWVoOu0T2pKgu+jeJof+eXlNkkNtJ1M4FOI///kPl1xyyV5Dz+t2youmcaC8RdOSrNWSvJvO/asn8HzBu9HbHiOZy3ZcjsNwUmwVY2gGlm1Ff09kRDJwJoPhBmo+BNaATYFCvKYv+jwXDrqQy0+7XDo7WroQ8U46OxqnsLKQ9ikHH5o9aekk7px/J8nOZG7Kv4n/d9r/2+uYQCRAib+EQCRAm8Q2pCekN0eRhThs03+ezq4du9ixZkf0jZiNjW3ZWFjRjrh+Of244NwLWv2Fp4SIBb6Qjz989AeS1iThLD3w6Bxgvx34NjaBSKC68942SLKTGJyfV2cEZM2futqe3Sh1rl+y+6jqbU2jMlLFmA2v8a+T/k6X1Kx6+2pt9G/jpG9vZNNps0h3pu6zfJsD2+n55WVsG/YhKUbiXs+x+/WjL7BXOWN51IsQQrSEO1Y+zdydX7ElWBS97/bSP3LOOefRsV9HKsOVXDfrOtaXrwdguGM4Pf1HE30XX3PNrB2+IlJcKfhCPlKcKfQ8qic3X3izdHa0dCHinXR2NC/brv7jMGAGwILVy1czYMCA6GohovlEIhGWLFkieSsgWasleaslee9WFihj7DdjmfzNZK4puQan3YDOkyYUcFbhdOn1LkBe/Ze0RlnYi2la1VNBOfROi46Zmdx5XtNMIzpSmJEIK1au5JhevTBa+bnd3CRrtSTvw7O2ajOdErLZHNjBUxvexKEZTN323+qdNvxh5x+45JJLGDx4MJFIhBvevYEhPYcwb9M8xp81nk6eTns9Z/LYZP5ywl8YmjuU0/NOx2W4Wv00FjkzxRFP0zQSnYkkOhMJBoMsW7aM4447rtX/wayCaZqStyKStVqSt1qS924ZCRmMGT6Gv53yNwwMzJqlgQ/02dT+9tXev65sHZWBSkq3lxIKhlj83WIGDBiA7qi54KsFK0tX4vV5cZe7sa29p5fa2JTtLKBNShv69e1HQlJC9Powtfv3nJq6pWIL/1rxLwBO8ZzC1i2lBMLhveaZH4pPShYx0HPMfkefxBrLslizejU9jz4auapB85Ks1ZK8G2d91Vbcuot+X13FCWnHsmjXzwA81uP3DM8YwA0dR/Ls+rexi+zotE7TNBnmG8b1fa/n1oG37ve5t9+xnURHokxHrENGdiggIzuEEEIIcaTzBr3omk6Kq2HT56rCVbQb1w6ArHAWl5Zeyl/OO4/czMyDPHK3Rbt+YsaGBbQPdEQD3tvxCf1SjsKhGZzfbggJhovj8/Ja9XLCQojYE7EieD4dzsoh/6ZzYvUqjrZtk/bpcCK2GT2uU0I2f+p8BadnDqR3SjcAKgIB/jZjBjfeeCPHHnvsYZVDRnYIEUcikQgLFy5kyJAhrf7TQRUkb3Uka7Ukb7Ukb3UOJ2uP+9D+UE5yJuG7x8cD/3uAl759CYCnP/ovlmYd5JG7hewwyVYaBVQQ1IPk2/ngAwuN+cU/Y0dsSisruXQfF2suDXvJdB76H/cRK4KhGU1yfREzEmHZsmXk5+fLUP9mJlmrJXnvn98Msi24E4DvK1bROTGHt7bN5Xe//D16TPfEXJ48+k+URyq4un39IHcX+gAAIABJREFUVctC4TAArpoLv8rvyMaTtERcsSyLTZs2MXjw4JYuSqsgeasjWasleasleavTElnfPvB2UpwptCtvh7/SD+wx9cau/a/+VBiAlSUrObH7iYw8bSQOl4Mdvh3MXjubN5a/wbKiZQz1DsVaY7Ng3S/1XtPExLJtElIMEhMc0RULdoRK6JySzcAOPWou6qqx2reJ17bN4oGuN7E5uINZRQvokpDD8MyB9E3tQaLhpnObNqQkJBxy3W3bprCwkH79+lEUKiPLlXHIz9EcglaIb8p/omNCO7YEihie2bil7ndFKvmy7AdGtBu632Ns26bCrMLjqF5J6gfvajomtKNdE2dRN+uWUBb2ku5IbTUX4W3pvGPZyKV/pjTsBWDK1lnc8ss/6J6Ui46OhcWik16nc0JO9HtiT8FIBCA6jUV+RzaeTGNRQKaxCCGEEEI0rXkb5hGsDFKwqgDLqhktUtNZst23nc1lm8n0Z4ClgW1jYVMWKCMjkoHLPrSlMtu39XBCz6717tOqe1Dq3667v87udVVbGbf6PYbYJ6Cj47eCtEtK48HTfk1iCyzbOatoAdcsfxi35qTKClB15peH9PigFeKOlc+gozN123/xnfEFmqbhM/0k6m50rfp6MDuCpcwvXcQDP0zmGuNiNE1jqXclyYkuJg27E13X91qtx2kYLZLJofqmfDnLKtZwbtvBuHUXJ397Ew92u4n+np4c7+nV0sVr9Wzbxm8FSTIOvZPycHX437m0c2VgY1MerqTSrKJvSg/G97qbNVUFXJZ9xgE7xTbs3MkLH3/M3XffTU5OzmGVpbVPY5HODgWks0OdSCTC/PnzOeOMM2SYlwKStzqStVqSt1qStzqSNYTDYQKBQPT2qpJVGLqBP+zn2LbHVr8hL1zK6z+9zjdbviG5PJnhFcOb5LWNVAMz1WRN6RryAnloBlj6/qf17OvtUEP/cNcOcGzACta7nZfYAU9iIreecQYO4+CXm1xWsYbB394Yvf1Qt9+wrGI180q+5bTMgQzL6E/YjvDI2kkMTT8O16ZMjg4fRYWrkkA4QFYka7/PbWNzz/kjaJ9xaCM/zEiExYsXM2jQoGaZVmHZFtMKP+T0zEGM3zSdf++Yz/ZQSb1jMhyplEUq+OKEV9hUtY0zPCdF99W+uQ1ZYd7cNofrO4wkweEkqebT+yNNc+d9qCzbInX+qczq/yy/VK4nYps8uPZFPhowAUPTOTk9/7Cef0XlBrZXlpJu7z4vtT22NDR8kSquWf4w/z3+Wdy6i6AVwqU5cRsN78ArKCnh/e++48EHHyQjI+Owfm639s6Olj8zhWhCtm2za9euA161XjQdyVsdyVotyVstyVsdyRqcTifOOivCDEwduNcxwz3DGd5zOCX+ErDBEXZEV8bZn31lGolE+Oijjzj+lONJdifTJacLuq7z6cZP2bpxK4UFhQcv8CE0ld3Agz9e/zE9M3uysmQlAJWuSjrs7EBBSQndsqo7IlZUbuCxda8w/pi7KQt76ZncJfr41b5NdErIpjTsxWf6eWLdq2ho2NjM3fkVHxd/S+eEbLChPFzBSPdp9OzXj11H7eLPn/yZGefMwBVyRUfi2LbNTt9OHlv4GMO9wxk7Zza2dmjnqF3zzzsb1hzS4xr8/DWrDy3V5mLaHkZqF+PQDCK2iVt3oVHdkWHZNm/M/hbN1ljIzP0+39/5AID8ozrSsW36Hntr3jxrtbf27vaqve877wr+tX0er/Z5BF3XyE1vU7Ny9O5HaTXblaYfsJlb/BWVpp+/r5/CjR1HErBC/P2oP+DQjQZ1dkF13pWVlYdyeh6Wfl9dySvHPsQJaX2wbRuf6SfZSMRn+vndL2NY5duIjc2vl91HwApFH3fOkj8BsOXUOaQaSTgbuFLJlkARv/96LN2KjkFDI2iFSLKS0NEP+thLuITX5h/aaKk9GYZBYmIiID+3D4eM7FBARnYIIYQQQohYYdkWGhrjF49n3oZ5fL7pc27ceSNuu/lGGVx44YUUZxVz7axrKb+zHKex9xLEU3+cSlY4i21bth30+Q7YsWM34JiDv0A9c9fPpbCyEEMzOLXzqZyZdyZOw4lpmxhadQdBwa4CVpSsoLCykIHtB9KjQw80XYu+SbWx8Yf9BM0g4xaNI92bTm9/78aXsYnZ2KRnuXAl7P2GXttroz6fGcAbqeTirkNJdLnRAEPXcWtOEo0ENKB9Rkajlp6uiFSR/b+zGZbRn/JwJUcld2LGjk+5PPtM3tvxCQBX55zDSel96eBux6C06kyLQmUM+ua62spxsfciMq1Moo1bUxfTttA0MLTd9Q7ZYdyRBFJTU0nvmkFJVQmndjuVo486GofhqHdu1V2G2xf2sXHXRgbkDKi3/1AlJiaSnr5nJ9iha+0jO6SzQwHp7FAnHA4zd+5czjvvvHqf2ojmIXmrI1mrJXmrJXmrI1mrdSTkXeov5blFzzE4aTAlO0uw7OppNZu9m0l1p7Jg8wKcmpNtldu4Kf8mdE3HtE06pHQgPaFhb8Z0Xadv374YToP/rv0vl/S8pMnr0dxZW7ZF2AyzunQ1HVI70CaxzWE9X8gM4dSdVFRUHPKb4brH/9+6/2N92XoWbVvELX1uwRlysrViK4WVhfRp1wfbqn4jblomX235CkM3WLxtMc+c8Qy6prOqZBVrStewoGABKZUp5AZzG1wOyzTRa0aChK0whmmQYB/gGhkOCz1l9wip6pErtVNA9v63tl8laIfZ4N9KqpFEyAqTZCQQsEIkGYkcldSJkB2mU0L2Pl8yZIUJWCGK/GX4y20yjs5Ad+i7c7ShMlyJU3eio1d3XNTkm5eWx+lDTqdLly77fG5VDufcbu2dHTKNRQghhBBCiFYqMzGTx099fL/77+AOoPrNvq4dfAj/wTRHR4cKuqbjdrjpm9W3SZ7PVXMNh8N9A3rNgGsafOylXAqAaZkYenUnxXEc16jX3dcbcNM0KS4pxrZsLCy2V27nvV/eoyRQQmIkEfc2N5ap7zUqYs8xOLvvqx0Ro9GnTR86ezrvvzz7uV8DEoEuaVlk9s7k4osvbjUr5ggZ2aGEjOwQQgghhBBCCKGSjOwQza72glbbtm2joqKihUsT38LhMB9++CHnnntuzA4XjSeStzqStVqSt1qStzqStVqStzqStVqStzqHk3Xte8+DXWA5XsnIDgUWL17MCSec0NLFEEIIIYQQQgjRyixatIhBgwa1dDGUk84OBcrKysjMzGTDhg2kpqa2dHGEEEIIIYQQQsS5iooKunbtSmlpKRkZGS1dHOVkGosCRs1VilNTU1vlXCmVIpEIixcvZtCgQTgccno3N8lbHclaLclbLclbHclaLclbHclaLclbDdu2efPHN+nu686JJ5zY6Kxr34+2Nod/SWUhYohpmvzwww+tdl6aapK3OpK1WpK3WpK3OpK1WpK3OpK1WpK3GmWBMm7+v5v5eOnHknUjyDQWBWpXYykuLpaRHUIIIYQQQgghDmpbxTbyJuTx1Q1fMbDDwEN+vNfrpW3btq12NRYZ2SHiSiQS4bPPPiMSibR0UVoFyVsdyVotyVstyVsdyVotyVsdyVotybvpVIWr+Ncv/9rvPoD/ffs/yboRpLNDxBXLsti4cSOWZbV0UVoFyVsdyVotyVstyVsdyVotyVsdyVotybvpvPHjG1zz/jX73FcVqe7sWFe4TrJuBJnGooBMYxFCCCGEEEIIsad/Lv0nt314G4G/BtC1+mMRvt36Lae8fgrPnPkMFxx9AXnpeYf03DKNRYg4EolEmDt3rgzzUkTyVkeyVkvyVkvyVkeyVkvyVkeyVkvybjpuhxuAimDFXvt8IR8AUz+cyknjT2LlypUEg0Gl5TuSSWeHiCuWZVFeXi7DvBSRvNWRrNWSvNWSvNWRrNWSvNWRrNWSvJuOQ69eTrYsUAbAsh3L2Fi+Edg9jWVoyVCuKL2Cl156iW+//bZFynkkkmksCsg0FiGEEEIIIYQQe5rywxRumXMLc6+aSydPJ/pM6kN6QjpFdxbx3i/vMWrmKG4puiV6/BlnnMGvfvWrBj23TGMRIo6Ew2FmzpxJOBxu6aK0CpK3OpK1WpK3WpK3OpK1WpK3OpK1WpJ306ldceW86efRZ1IfAMoD5QD8/NHPXFp6ab3j58+fz88//6y2kEco6ewQQgghhBBCCCFaQG1nR109/T2595l7Kd9YTrtIu732b9q0SUXRjngxNY1lw4YNdO3ataWL0eRkGosQQgghhBBCiD09uuBR/v7l36O32yW1Y8TmEbgNJ3rQsc/HDBs2jEsvvXSf++qSaSwx5JVXXmnwseFwmJdffpm//e1v/P3vf+f555+nqKgIgIqKCl544QVGjx7N448/zpo1a6KPa459InaEQiGmT59OKBRq6aK0CpK3OpK1WpK3WpK3OpK1WpK3OpK1WpJ30/GH/bgMV/R2VbiKNgmZnD94AGk9679d92t+AD756hO+Wf7NPp+vyFfE2tK1zVfgI0hMdXYc6iCToUOHMnr0aB588EH69evHtGnTAHj//ffJy8vj0UcfZdSoUbz22muYptls+0Ts0HWd9PR0dD2mTu24JXmrI1mrJXmrJXmrI1mrJXmrI1mrJXk3napwFad0OiV62xf2gQ2GrjO0Y369Y9/PfJ/8X7XBkQzTXpnGi++9GF0R54MFH3Du5HM5f/r59H65t9I6xKqYOjs1TWvwsU6nkz59+kQf07VrV0pKSgBYunQpp5xSfcLk5eWRlpYWHYnRHPtE7HA4HJx33nk4HPse8iWaluStjmStluStluStjmStluStjmStluR9eG6dcytfFnzJvZ/cy+rS1QzqMAiX4eL4nOMBsC0bXddwOevnG9AD9Gyfy7jbf0PH3imsWriKu5+8G2+Fl09nfEqnFZ0o2lKEbsfU2/wWozyFH3/8cb9fh3M1388++4x+/fpRWVmJaZqkpaVF97Vp04bS0tJm2bcv4XAYv99f7wuIDvMKh8PRuoZCISKRyF7bwWCw3nbtKJK624FAoN52ba9e7bZt2wQCAWzbxrIsAoEAQL1t0zTrbQeDwb22I5FIve3aetTdjpU6hUIhpkyZgtfrjZs6xXI7hUIhXnnllWjZ4qFOsdpOoVCIV199laqqqripUyy3U1VVFa+88kq9/I/0OsVyO3m9Xl577TUCgUDc1ClW26miooIpU6YQCoXipk6x3E4+n4/XXnsNn88XN3WK1XaqqKjgtddew+/3x02dYrmdAoFA9G/ueKmTinb6ftv3rNixgld/eJWzpp3FuEXj+HTjpyQYCbxwzgvMuWoOU0dOrens0DH2eLf+/VVvcnJOPpYZ4d5LL+G8Xx1LoMjP/Y/eD0CSlcTFZRfTI9CDysrKaP1aK+WdHfPnz9/vV/v27Rv1nB9++CE7d+7koosuauLSNs5HH33EXXfdFf168MEHAZg1axYAs2fPZvbs2QDMmDGDefPmATBt2jS++OILAKZMmcLixYsBePHFF/nxxx8BePbZZ1m9ejUAY8aMoaCgAIBHHnmEHTt2AHDffffh9XoJBoPcd999BINBvF4v9913HwA7duzgkUceAaCgoIAxY8YAsHr1ap599lmgulPqxRdfBGDx4sVMmTIFgC+++CI6XWjevHnMmDEjpuqk6zppaWk8/fTTcVOnWG4nXddZsWIFxcXFcVOnWG0nXdcpLi7m66+/jps6xXI7LV26lB07dqDretzUKZbb6eGHHyYvL4/i4uK4qVOsttOECRNISkpC1/W4qVMst9OHH35IXl4e77//ftzUKVbbacKECeTl5fHLL7/ETZ1iuZ0qKyvJzc3l4Ycfjps6NWU7LVq0iPRn0tleub1enU6ceiL5r1ZPTTFtk1xXLvOumUf6xnSyC7PJTMwkuCRIOBJB1zWW19ShW246x3bSiRT50DSNadOmUVBQwLnHD6R7ZhDbVd3JU+sM7xn88ZE/UlFRQWsWU6uxNMa8efNYsmQJt99+O0lJSQD8+c9/5tFHH42OxHjyySe58MIL6dWrV7Ps21M4HI72KkL1VXBzcnLYtm0bbdu2jfZKOp1OQqEQuq7jcDjqbQeDQQzDiG47HA4Mw6i3HQgEcDqd0W2Xy4Wu69FtTdMIBoO43W5s2yYUCpGQkIBlWdFt0zQJh8PR7UgkgtvtrrcdiUQwTTO6bVkWLper3rbUSeokdZI6SZ2kTlInqZPUSeokdZI6SZ3c7KzcScfnOzL3qrmc2ulUiiqL+KXsF86ffj4Ayc5krut7HSX+Et66+K296vTXv97PhWcNICXJxeszvmT4Sb0ZeXo+hmGgGwbhUCi6HQoGCZhhbhw3ntxQbvQ96JkXnskpx59CVlZWq12NpUU7O2qHrtYdXpOZmdngx8+fP59FixZxxx13RDs6AN544w0yMzMZOXIkGzduZNKkSTzxxBMYhtEs+w5Glp5VJxgMMmXKFG666SbcbndLFyfuSd7qSNZqSd5qSd7qSNZqSd7qSNZqSd4HtqpkFX0n9WXaRdP4de9f8+w3z3L/p9VTTXJTc7ng6At45qxniFgREhwJez3+L3/5C5eedwJt0lN4edondGrr5I7fXYbT5drr2FpDxv6Jgb6B0dvPPfcclZWVrXrp2Ra7oszXX3/Nv/71LwzDqHdh0qeeeqpBjy8rK2PGjBm0bduWcePGAdUXyrn33nu56KKLmDp1KqNHj8bhcHDDDTdEOyWaY5+IHYZhcNxxx0nbKCJ5qyNZqyV5qyV5qyNZqyV5qyNZqyV579+tc24lIzEDgBXFK5i4eCJrSncvbDHriln0yeoDgEPf++147fVCDF0jUnN9kaystgdd+eaKPmewYbEXy6oeyyAr5bTgyI5HHnmE2267jezs7JZ4eaVkZIcQQgghhBBCxL++k/qyqmQVAJmJmZT6S/G4Pfy2/295ftHzbLljS7QzZF9M0+TOO+/k6guHkJjg4tV3P+Oy80/klBP2vnxCXeGwSUlZBWVeH+XeKgafcQVer7dVj+xose6elJSUVtHRIdQKBoM899xz0asfi+YleasjWasleasleasjWasleasjWaslee/frsAuOqR0ID87n5AZ4qSOJ3F8zvFc3+96NvxpwwE7OoDoJR50XePYo3MZcfpxbFr9HeGaFV32x+k0yMlK55geHRl8/NFNVp8jWYtNY+nXrx+ffvopgwYNqrc+c2JiYksVScQBh8PB8OHDZc1vRSRvdSRrtSRvtSRvdSRrtSRvdSRrtSTv/SsPljP7itlkJmZS4i+hfUp7jm7T8M6H2s4OQ9cxDJ0zh/RhTZZbpgw1QotNY7ntttv2ef/EiRMVl6T5yTQWIYQQQgghhIhvwUiQ1KdS2Xz7ZrJTGjeLwe/3c//993Pjr0/luGPzGlkSDTL6yzSWlnrhiRMn7vNLiMMRDAb5xz/+IUPqFJG81ZGs1ZK81ZK81ZGs1ZK81ZGs1WpteftCPgKRwEGP27B1A4P+P3tnHh9Vdf7/9509mWSy7wkJS9h3UAFFUdxaN6hLtS6tbdVqXfq1bqCt/lqt1VqsrbVu1KKthbpRtFpxQ6jIvsoOCVnJNklmy8zcucvvjzEDMQECJDchOW9eeXHnLuee87lnzpzz3Oc8x38KLvvxGxZaPTskU3QRj4gs87dXXjnqNBZBewz3O2pqauLNN9+ktraWwsJCvvOd7+B0Oo3OhqCPYrFYmDVrlnCpMwiht3EIrY1F6G0sQm/jEFobi9DbOITWxtKf9NZ1ne+9/D221W7jR0U/QlEUVEVF1dTo/2r0T9M01GqVyUzGpB2/T4H69Qos5q9XUzGbzcyYMUNMYzkODK+dr7/+OpmZmUybNo0NGzbwzjvvcN111xmdDUEfxWw2M2LEiJ7ORr9B6G0cQmtjEXobi9DbOITWxiL0Ng6htbH0J73f/OhNinYVUUQRVVsr0SwqmHQwgSSBZIp6YZhMEhoWTJgIBoPY7fbjut+hAUoBTGYzRQMHdll5+hOGT2NpbGzkyiuvZNSoUVx77bVUVFQYnQVBHyYUCvHLX/6SUOjobmaCE0fobRxCa2MRehuL0Ns4hNbGIvQ2jv6qtaZrNPgaWLlyJZFIxLD79he9vX4vH3/wcezzXdd9m+fm3Mxz99/Cc/fewp/vuYVn776FP/3sZp658yZ+fP0MgBPS5aCxIzpUl8Nhnv/L88j9ZMpQV2K4Z8ehrk6tD1Ag6CqsVis33ngjVqu1p7PSLxB6G4fQ2liE3sYi9DYOobWxCL2Nw2itNV1D0zUspujY5vrF13PvtHsZmznWkPu38uCfH6RlTwsANpuNyZMn4/F4aGxsZGA3egP0xrodkAM4bdHwCN6wly21WzhjwBknlObvX/09Ft2C2WxCVTUGDThy0NGsxOiyssFg8LjveXA1lqhnh8Vi4dJLL+kXU4a6GsMVa2ho4IUXXjjs51tuucXoLAn6EGazuVsbdkFbhN7GIbQ2FqG3sQi9jUNobSxCb+MwSmtd15EkiXs/vpdXNr/CshuW4bQ6eXvn2wxNG0pjSyMzimYcNR1ZlrFYLMf98lfXdbbv3h4zdAC89tprDB8+nGeeeQa3282jjz5KYmLicaV/NHpb3dZ1nZSnUnjrircwSSbWHVjHY/97jI03bcRisjAsbdgxpecL+3jg3w9g2mVi9CnZfO/Ms5GQMJuP/LwcjqjxZ/fu3QQCARoaGsjIyGDUqFGdvndrzI7WumEym8nNyzum/AuiGO5aceWVVzJu3LjY3zc/CwQnQigU4r777uvzLnW9BaG3cQitjUXobSxCb+MQWhuL0Ns4ulvrAwcOsG/fPubOncuS95awtnotftnP5JcnM+IvI4hoEV7b8hrnv34+5Z7yI6flOcC9997L//3f/3V6Sr+u65RUlPDy4pf5+ZM/56f3/JQXn3sxdjyU6Adg7oNzcbvdADz00EO89PZL6LoeO09RFPbv3w/AP7f9E7/sPxYZDt7P4Lq9p3EPmq51eGz9gfWsO7AOgCdWPsHsN2azYPMCACa8NIExL4w5YtoNDQ0xb4pW1lSvYev2rZhMJm664EKSEuNxJcYdNZ9xDhsA77//Pi+99BLvvPMOL774Ivfc83O2bdvG3r172zyPjohNY5Ginh1yOMwfn3lGTGM5DiT9aGoLThiv10tSUhINDQ39cn1jI9E0jdraWrKyssQ0KQMQehuH0NpYhN7GIvQ2DqG1sQi9jaO7tb7rrrti236Tn6VFS6kN1AKQn5jPoJRBrN2/lng1ntsKbmNFcAUf3vYh0tcDVk3TUBSF9XvWc9/f72Niy0QAiouLuf3229vdT9d19lfu55P1n7Bz905aaluwKlY0NHRXhLz8ZKaOGMHbb61HQuLvOa9yWcq5TIwfzZK6Tyn1VnNd2iwa98nY8+08cvsjlJaUsn//fpZ+tJQx3xvDbR/fxpS8KWwp38L9lvsZPHgws2bNwmazHVWPb+otyzLuFjfZSdmxMncltt/YePbCZ7l54s0dHmvFYrJwTtE5FCYVUhuoZcnuJQDIc9su2xqJRPhs3Wd8tvIzWsqj3jHJw5LJTM9kQPYANns3s2/bPopacnn4Z5d3Op+6rnP3r//ezngCEBcXRzAY5Gc/+9kRvWKqqqp48sknufvH36YwPwNd03A3NpKWmorU6botQcoEvF4v6enpeDyefjkOFRN/BH0Kk8lETk5OT2ej3yD0Ng6htbEIvY1F6G0cQmtjEXobR3dp7W5ys3TN0jb7/GY/ik/hvmn38fLKl9l400aSHEncededSEg0NDYwghHc9vPbMOtmJE3CdIhD/UQmxradzmiMCV3XKasu4+O1H3dg3JDJH5rC6SNGMGXYcOy2g3Eyaus9rFpZgski8csLv0+RK5crWqax31vNlOwxLF71JR8t3cb9D96HST24dOkvP/glWCFhWwLfD3+fGmqoqakhJSWF884776i6RCIRdHRWb11NZX0l/3vvf6DDjLNnMHvW7OPWuyNaPTp2u3ezsWYjftnP3R/dza/O+hWLti8i3hrPLRNvYfqA6VxcfHHsunXV62LGjpmvzeSK4ivIDGTy5fovCR4IYtEsROxhrNjRJY36shrcu93s1ncD4MJFYp7jmPIqSRIDctMA2F9Zz9CBOaSnJlJT30xJeR0APp/vyOX9RoBSyWQiPT39mPIhiCI8OwxAeHYYRygU4v777+eJJ57A4Ti2xklw7Ai9jUNobSxCb2MRehuH0NpYhN7G0VVaBwIBlm1cxurNq2moqMcaPLyXQ25uLtXV1cydO5f09HTuvvvuNsdTcu2k5zqxW63YrBYcVis7d9bSWBVkWeIyikPFDHYMQnVp7YwbuXkpTBsxginDhuGwd8LTQtcwSR2/9d9bXc3vX1uCLXhwGkbeyDwy0zPZuHxjm3OnTp3K9LOmU1ZXRmV9JbXuWhqbG/F5fYQDIZSgilk2YdYO/8783jn3kp+dH/tcVlYGQGFh4VHL0RGNwUayn85mQvYENtZsZHDKYPY17eP0/NP5ovILJCSa7m0i3hrf5jpN1/jJ+z9hS+0WNtRs4Lr660jUElGcIQYPyeTSU09jcG7UQNbqjaLrOv6WEAv/s5Kvtlcyemg+N31v5jHnedvuSl58/RPOPHU4l3/7NBa9+yUr1++OHc/Pz+fWW29FlmVSU1PbXFtWVsa8efO47yeXkJedGp3G8sc/ceedd2Dr9HK2wrMDhLHDEISxwzg0TcPr9eJyuYS7qAEIvY1DaG0sQm9jEXobh9DaWITebVEUha1btzJhwoQuT/t4tY5EIqzauooVG1dQVVqF2WdGQiJiD5Oc7WDysMHMHDueiQtu4OL6SymxlzAoPKhdOmazORZY0uICxQuP33818XFtB6eyrPDpl19xd/ljOGtTmeKfgpYox6alTB02vFPGjWOlwlvL1S88SrI9kaLGwVi+4eC/JGUJEwITKJCuiPCJAAAgAElEQVQL2uxXTAq6TcXsAHucBVeigxRXIllJSaTHJzAsbwBpKUl8tGstyz7YS1AOY9LMDBg/gGlDpvHGG2/E0vrWt77FhRdeeMx539mwk7EvjsUkmdB0DYfFQUiJxgr58sYvUTSF0/JOO+z1YSXMmoo1vPmHN/nORadw1ikjj3rP5at38NYHazh1/GCunXXsK7rsKa3h2QUfcs60UVx2/mTq3V72ldXyzyUr2537zDPPtPlcWlrKH/7wB+bcdhnZmcnomkYgEMDpdIppLMdIj01j+ec//8k111xz1H0CwbEgSRIOh6Nb5goK2iP0Ng6htbEIvY1F6G0cQmtjOVn0bm5uJjk5udvv8+GHH7J06VLy8vLIzMzs0rQ7q7WmaXy15ys+WfcJpftK0Bp1zLqZiCVCfIaJMRPyOX/sRHLS275t/++1T1PT2MS87VspTkhizzJPm+Othg6AK8+exqTRg7BazXwTm83ChWeNZ2zgOVJsiVglKxZL+/O6mgJXFu/d+Rira75i3pK3uXPk9/hoxdaDeR5/FmdnnYLfrZCfmk5RehYprkQc9sMsLavryLIcje8hSVwydhqXjJ1GKCzzzJIllG8qp2pjVZtLNqxf3yljh6qqBAIBPH4PNY01LN+znPGM5+nrnsZhcZAen062M5uIFiHBlnDU9OwWO6OSRvEmb5KZnHTU8wGKB2aTmeZi1NCCo5/cAdkZ0ftMGFUEQEaai4w0V4fGjs8++4xBgwbFPF8OrsYSrcuSJGGz2Xp9O9Ib6TFjR2sU4EMpLS01PiOCPkU4HBbuogYi9DYOobWxCL2NRehtHEJrYzkZ9F63bh2vvfYa3/3ud5k2bVq33qupqQmILrva1RxO69ZYGEvXLGXHzh3IdTIWzYJiUrCmagyfnMO54yYwJDc3NrjsiOLkARQnD+CMgWORJInHt/2bmvpmrrl0GsGQzOKl67BazJw1ZQQTRw/s0NBxKLnOjC4re2dJsbu4sHAaM26dhM1kIz0lkTHDC3DGH3vdlGW5w6kVDruN+6+8gvL6eh785yukNmYRGeNmpL2Ykk1uFi5dSJO3Ca/fiz/gJ9gSRA7JKCEFIjpSxISlgykyU5nK6QWnt9lnp7NTOqLTkwASnJ0ra05mCg/ecfyxRxIT4njmke+323/bDeej6zp/ee2j2L7FixczadIknE4nEydOZPHixcBBY8fhtBYcHcOnsaxbt47169eze/duhg4dGtsfCoVQFIWf//znRmbHEMQ0FuPQdZ1wOIzdbhfWTwMQehuH0NpYhN7GIvQ2DqG1sfRWvQNygKUlS0lSk/h48ccE6qIDwccff5z4+PijXH38LFiwgA0bNnDbbbcxbNiwLk37UK3djW6Wrl3K5u2b8VX7sEa+joWRFKGwMI2zR49lwuDBmM3HP7XIHwjREpLJTHOhqhp3//o1LjpnAuefObYLS9WL+YZnR0e8t38F3/ngXqwmC2mhdGY3RY0HqqSiWVSw6phtYLWbcTisOOPtuOLjSHY6SU10kZmUTLYrhT0ltfx76TrGjh1Leno6drsd+9eD/qlTp3bKkLhjxw6ef/55Hv7Z5aQmH90bpLt58fVPGD+ykB17q9m6q5y8vIJ2zgCxvHZC6/aIaSzQA54d2dnZjB07loqKCsaNGxfb73A4urzRE/Q/dF0nFAoJVy+DEHobh9DaWITexiL0Ng6htbH0Vr0XrV3EnE/mcLX76jb7/X5/txo7Wt3z//bu33h82ONtjmmaxv/+97/YG+5jIRAI8On6T1m5cSWeA82xoKIRZ4icQS6mjRzJ6cNHdGksjASnI+YlYDab+N3ca4/qzdGX0L8egFut1sPW7YuLpiPfuopNDbuRkBgSX4DVYsFmO7YhaMAfBmDLli3tjlVVVSFJEldddRVWa/spNy0tLVRXV/PCCy8AkHAcXizdwc1fBz09dfwQ/vLaR+zct7/dOa2eHZ3RWtAxhkdKys/PZ+rUqdx///1MmTIl9jd+/Hji4uKOnoBAcARkWebhhx/uFvdIQXuE3sYhtDYWobexCL2NQ2htLL1Rb6/Py+Z/bW5n6IDowLA72V+3P3qfihYaGxvbHCstLeWtt95i7ty51NbWHjEdWZZZvmE5v5n/G3760E+ZM3cOH7/1MQ3760jOsDHjwqH8+t4ree7eW/jFNdcwc9y4bgn6eSg2m6VfDUQjkQjPP/8CkUjkqOeOTx/KuPRinPGOYzZ0ACQ4Ox4juhLiWLt2LWvWrKG6urrd8bq6OubMmcOf/vQnWiczHM/9u5vDGclaA+0ei9aCtvToaizr16+nsrKyzYO74ooreio73YaYxiIQCAQCgUAg6Ak0TWP7vu38d9V/2b+nFJMnutrIodz3k0t48vl3ufnmmxk1atQxpa9qKmbT0T0a3v/ifT7814cH84WGalcwxZmJS4zDrtnxVfkA+NGPfsTYsQeng6iqGg0quv4TSveWoje1BhWVcWaYGVNcyAXjJpGV1v1BVgXG4/G28Mt5b5CTmcLN3zuHQEuY1Zv2Mnb4ALbtrmTZqu0A5OXlMX36dAYOHEh6ejorVqyIxb+YOLqIscMLmTC6qAdL0jGvvrWc9Vvbx6587N7vdjrGSHvENBbowQCl//rXv2hoaKCiooLJkyezYcMGhg8f3lPZEfQRNE2jtraWrKwsscSbAQi9jUNobSxCb2MRehuH0NpYekpvn9/Hh6s/ZO3mtfiqfFgVK4pJwZ4B48fl8+761eQG8mPnX/Tp7ZzFBcfk2bGzYSebajdxw79vQJ57eM+V3e7d/GHFH9BX6LjjGmjWPczIn0RaupP6Zi/NnhaCHh/eoAcH0Tf4jY2NlFSU8NHaj9i5a+c3gorqDD0lh/PHTmBwXk7Mm0LXNBoaGkhLTT2G5TkFx4uuabgbGw3Ru3XAf8q4QaQmJ5CanEBBbhoAQwflxIwdVVVVLFy4sMM0vn/FWd2axxPBZu14SB7niHojGal1X6PHjB27d+9m7ty5PP7441x++eWce+65vPrqqz2VHUEfQZZlnn76aX71q1/12qjnfQmht3EIrY1F6G0sQm/jEFobi1F6H857IxIfIm9IEueMG8epQ4fFAnKmaKl8/L+Dy45u95QwjUhsxYqjUeWrYuyLY8lLzAOg2ldNSAmxpnoNxanFTMqZhC/sY+5nc3HZXWxas4kJ2gRmzBzKz9b+jr/Oupv8hLZLz25172XSv67j6oareXvx20i6hIYGSREGjk7nnDFjGTdo0GGDikYiEV7/xz/4yU9+IlasMAAj9TabTTwx53vYDzMFZe5PZ9HkDbRZ4eRk4nBLD7fWdVG3j58eM3ZYLBZMJhOSJKGqKklJSXg8nqNfKBAcAYfDwZNPPtnT2eg3CL2NQ2htLEJvYxF6G4fQ2li6U2+f38fS1UtZs3lNB94bBXx7wimkp3Tstn7e9DEUF2WR4HTwysb/QBn4zX7+9cG/UOIVzj31XCJqhB3uHYzJGBPzUMnNzQWgrLkMiBo9AC54/QJ2uXeR4kihMKmQiBbBZraxsWYjKY4Ubki/gaxIIqlJ0TfVaY72+RqZMhCArBEOXBE7Z4waxbThI7Db2ged7Aib3c6dd911bCIKjhuj9XbYD18PsjKSYius3HTNOSTEO1i7ZR//W7uLX9w5G1sHgUt7E6qqATDr/MkMHJDJ0y+/3+a4qNvHT48ZOxwOB7IsM3jwYF555RVcLld0OR2B4ARQVZXy8nIGDBiA2dx/ImL3FEJv4xBaG4vQ21iE3sbRE1prX08vyMzMPPrJfYyu1PtYvTeOhMNuZfiQqFfGLUkX8/lHX/KzCy/mb//+jHf/8S7vf/I+zhQnSyqXMMM3I3bdHXfcwaBBgyjzljExeyLVvmpqAjXscu/i9sm3s6l2E/ua9lHfUs9NE27itNzTSI1LJX1nOuZwgMGuqLEkztLey8VsMiPfuur49VFVampqyM7OxiTakW6nt+lttZp55pHvxz7nZady9tRRpKcm9mCuOoeiRFcpystOpSg/g9u/fwHxcQfHxb1N65OJHjN2/PCHP0SSJGbPns0nn3xCS0sLP/7xj3sqO4I+QiQS4ZVXXmHu3Lmiw2wA/U3vqqoqcnJyemSee3/TuqcRehuL0Ns4ekLrhQsXsnr1ahwOB0888YQh9+wtnKjeJ+K90Vky41P5+LK/ADDhrsEsXvUlH326DbVGZQYz2pz7pz/9CU1SCdpCjMkdw4vfe5GCxAJMkokkRxIAL61+iQ+2fMAzFzwTu+7ZrX8iPs7GKVmjaP7xshPK7+FQFIUlS97lhz+8EZtoR7qd3q631Wo+KQwdAMrXSzK3GjiKB2a3Pd7Lte7N9OhqLP0FsRqLoLv48ssvKSkp4YILLiA9Pb2ns9NlKIqCyWTqVcHzduzYwfPPPw/Ar3/9a/FdFggEgqPg8Xh48skn8fv9sX3z5s3r9wYtTdPYsGEDcXFxjBw5ss1ypUf03hhwbN4bJ0IoLHP/E6+DJhGSQjh0B/9O+TdzRv6IcEhh3/pmktJdnH3GOaSlpREOhxk7dizhcJg//vGP1NfXM2/ePCRJwmQy8eSTT1CUk8hVF0/p1nwLBCcjLy/8lK07K/jlXZeTlpLQRamK1VigBzw73nrrLS6//HJeeOGFDo/fcsstBudI0JdQVZXdu3czdOjQPt+ZKq8uj0Wc3rhpI0/97qluuY/f72f+6vnkW/MZlDGIwXmDSUxMjMXb2b17N/n5+QSDQTIyMij3llOYVAhARI3gC/hYsmoJp486nfzUfOLiOl4rvRVN03j66afJycnhu9/9LtYemGfp8/l44fMX+ME5PyDRnMgTT/wWt7sxdry8vJzRo0cbmqf+VLd7A0bpres64XAYt9tNXl7eMV2n6zqBQICEhIQ2g6UTQVZlTJIJs2Smrr6Olze8zKXDL6XJ30S6KZ3U9FQy0zO73BAp6rdxnIjWwVCQ5eXLuWDoBUA0+Kbf76euuY7aplrqm+tp9DbS7GvG7/fjr/ej+tU2afj9fpKSkjp9zxVbV7ChfgMzC2cyerCx7W5X0Kp34aBC3tj5BjMzZ/KfZf9h+9erR/zsZz8jPSO92703jhWH3cZ9N1/KijU7OevsocSZHJxZU8Dlg88B4KPkrbz3yYbYsp4d8Ytf/IJAIEBebi5V1dWMHDSmW/OsHTJlSLj6dz9C767D8rV+h4tLIrQ+fgw3dhQXFwMwbtw4o28t6AcoisLixYu5++67e22HecizQ/jzt/7MBYMvOOZrZVnm38v/zYovliM1HhxsROQI//7835wx9gzSUtLaXdc6oLJarUfVRVEUtu7ZyvLNy9lfUopWG3X+KqGE5SwHQJVUtDgVq9OG1+8lVU1FkRWSRyWzpHwJV+ReQYuphQOBAwSrg2QqmWz8z0YAvvWtb3HhhRd2eO/Gxka+/PJLKisrqaysxGKxcPXVVx+zTseKLMt4vV6qGqqobKjk43c+RlM07l97PwnNBy3sp40fwupNewmFQt2ep29yMtTtvkR36q3rOlt3bmV7zXa+XPxlbL/TGc+vf/3oYe+3aNsiZLeM54CHvV/tQfcePHbRrIvIK8jDJJmixgqTGUmSMJvMmE3R9A7UHEDXdPa27MWR6WBN1RpmF8+mPlTPQMtAQoT47Re/xbvNy9DwUMx69LqXP3i5rTZmBUeWgzEjx3DBaReQk5lzwpqI+m0cx6q1oihs2b2F5ZuWU7q6FIC3rW9jVayxOnIomqShmhWwaqgWBcUEm+M3c+rwoVjXZcS8XVvRdR2Px0PJgRL2Vu2loqYCt9uNz+ND9StYw1G37hJKuOS6Sxg3chymsImG+gY+/fRT9uzZwx133MHAgQO7SKGuQ9d1KqorePb1ZwmZQoT8ITYoG9DRkYgaKOf9ZR5SWDru2BvdSV52KldfOi32udXQAZCS5DzitRlpLlRFJQBUVVcDEO/o3th8qqqybNkyrr32WjEgNAChd9dxxbdPY3BhFs74jldaEVofP4ZPY/nHP/7BtddeC8DmzZv7hdFDTGMRAMzfOJ811Wt4ZfMr3DjuRl646KB309a6rZQ0lXDZsMs6vHbHvh0s/HAh9XvrsapWtOQwZ0waxruBT1ixayvfDnwLmxxtIGWbTFx6HAOLBjJl9BTSstIY+cJIbqm7haAUZGTRSPLy8pg9ezYWi4VgMMiqr1axausqqsur0Zt1zLoZVVKRkhWcCTaCFRITRw9k2pQh7KquZH9dLXWNHrzeIOGAhi3YueX0vHYPrnASEasMNgmz3YzVYSUuLg6n00ntlto25xcUFHDPPfccl96qquL1eqlprKGiroKaxhoamhvweDz4/X7CgTBaSEWSTVi0I9t9a+KradI8fHDfYzzw+EIuuvgSZsyYcVz5EvQPNE3D3ehme9l29lbupbq2mkZ3I2FvCFPQ3G6QmJrmpNEd4KabbiI7OxtN0wjIASrlSvRmnS37trBowyLGtYwDidj1G+I3MK5lHGaOrfOjSmqHA9VWcosTyMx0sX9HM4VFqaiSiiVTJY0UdlVWUVbWgMlrjw7QHDLpAzKYOn4qMybOwGq1smHDBnJyclAUJTYIVb+ek9z6m2gymVBVlUAggMPhwGKxIElSOy8VWZbxeDykp6d3mQdLf0TX9Q71azWG79y7k0VbF3H3+Xezp3IPX2z+gvLScvSm6G+CYlJibWVyno3sfBepCYmku1xkJ6WSlZRMQnwcdpsldp+wKvPtd+9iY8MutBB8v+H7ZA/LJqAG8Hl8RPwyplDb74NijqDHqTicFpKT43CXhkE2IVl19EjHz3/EiBH85Cc/iV6vKJRUlLBizQp2bN/BVZdcxcTxE7FYonlXVTW2GmBX02rc+GT9J+zYswP/AT/WiLWNcaOoKJ0fXjmDB1c/i7zPToKSyPhhRT3ivXEilFU1MO+l/8Q+33PzxTjj7ewuOUB6aiJDirLxB0Is+Xg9zZ4Au0oO8MOrZjBuZGEP5log6E+IaSzQA8aOxx9/nDlz5rTb7ssYbeyo9deS6czsl51CVVXZsmULY8eO7XVvBy9ZeAkflnwIwHVjruOMgjM4u+hs9jTu4eHPH2b9gfX8+cI/MzBlINW+aqbnTGfZl8tYt2YdFp+FiEUmv9jF92bMoCgrq1367mYfK3dtZ3NJKbU1XnSvJdaBVFCwfMORy5nrpNnbjMVviQ5YLBHsqTCkMIvpI8cwasCA2FulYEjGYbe2q1OaqrJnzx6qnT7W7t/N7PyZvPrWcq6/5nQckp2de6vZXFJK5f5mzDkyg6a4sNe5cDf7CbSECIZk5JCKIkc7sa0Gm8ypJmpXqRQPHsIdd9x58H6aRiAQoK6xjor6Cg64D1DfVE+zpxmfz0eoJYQaVJHCYFHbuwIq5gi6TcXskHDEWUhwOkhJdJKenEROcioFqRlkJSfzceUali3cz4hROTjzJG7e/AgqKoWJ2cwsu5CLzrqESy65JJanjgZoXU1vrtt9kc7orSgKB2oPsK1sGyXVJdTU1uBp8hDxyZhDFkxEvz8aGoo9gtUJrqQ4stOS8QWDRPw6bzRFl5fb49jDjfU3YtM7fvOpSRomPZre3NtnkZaawP6qOixJOjlx6VTUNqDpOqqmoes6qq6haRqarqPpGqqmUempB5uGuyyEU3dSVdPI6GEF0SXv4lUcZhufLNtOS1Dm0XuuIjHhyFPOAsEwn27dxOrtu2g8EMIatqOhIdkkJPng90GKl9Bb2nY1fBYf6bnphN1hCBzcn5SVhKvAhdfnpcXfQjgYBg+YVBNSnERiQSLxcfE4450kOhNJTkgmOSGZ1MRUMpIzSIhPIC4uLraUfV2gjqZgE3vX7cXljP7+TpgwgaKioiOW7WQmHA5zoP4AO8t3sr9mP7V1tdRV1WLxWokfEI8maXibvUiaBGEdU6S98Q2i7aUtFQYXZjFj1BhGDBhARFFYt6WEKROKsVg63w79c/eH/ODjR/iB+/tYdCu6Q8HuNJOUFEdWWjKFGVkMy8kjLz29nRu3oqiE5QhWq4W5z/2dSNPBulU+aBfJ+3PIiM+AVPC7/ZgD5th3r006JgUsOhY5mv6pF5zKxWdcTJKr/ZQaTdcwSVFj3NatWwkGg4wbN474+Pi252kapZWlfLr+U3bt2UVLbQtWxYqGhpYgk5XrYnLxYPJscWTnFvDOh+u46uIpsSUyT2Z0Xae6tomS8jrefH81T//yBkymjn8Hy6oaWLd5H7MvPPWw53QFrX2S4uJi8fbbAITexnF8WgtjB/SAseM3v/kNc+fObbd9MlBXV8eCBQtib6FuuOGG2HrjR8IoY8f+6v38/oWnMDWbCdlDmK1mTBYTZqsZs9WM1WrFZrdht9mx2+2EW8K4q9zkZeQRMoeYefpMTh1zaps3HoFAgJqaGv7617/i9/v5xS9+cVyBMMvKouuxb9++nbS0NCZPntwtwSfD4TDPPfcct912G3Z7x65gXUHrAFfX9U6X47y/n8fn5Z8DkBmfSV1LHfHWeFoiLQDYzDZkVQbAolu4vv567LoNc7rKeaeN44KJk47JpVVVNfZUVfPGB1/ScKAltv/vaX/n7JYZZGoZJGZYGTmogBkjxzIgK+OYB+wRWeaNN97gyiuvxHqEpaO9/iDxDttRO8f/LVvJ//1vHvu8lZzmO40J4QlIqRKRYARCYFbad2IVk4JuUzHZwR5nxum0k5QYT4bLRVZyKgNSM8hOScWVEHdM+tXUN5OZ5sJkMrGm9iuWVqzmV2tfYnbjbDKkDFKKUhhVPIrqbdWU7S/jrrvuYtCgQZ1O/1g5tG6/s/cdXt3yKu9f8z6KolBVX4XT6iQhIQGHI+pls3nXZpq1ZgrsBbhcrj4VwPabtMav0DQNRVMI+ALUu+txh9y0RFqItERQVIVauRZL2EJmUiZmyYykS2gRDZvZhtvjZszQMdjibVS7qymvKWfVZ6sYOmQoM8+eye4Du9lfvZ+6ujp8zVH3eotsjb2tVSUVzRHBnmAmOTmO3PQ0BmfnMCJ3AJmpSYetez45QGPYy86m/WRqmdQ3e9DQUFHxeFqQvDamTRpKflYav/nzYhx2G/fcfFG3GdfcTdFAkscTIK2qroEPNq1nw659WN1tXdxVVLxmLylqSizYoeoKoZpVmv0BAsnNpDdmk6i6iFhksGqY7RI2hxmsOg2NPhJNTjRVB0VCUsxH9cg6LBLkjM9BiSgoysE/VVVRFZXGcCNOyUmcIy763UlNx2FzRD0gPGGsmhWfx8vECZPaeHg1Nzdjt9uPGpfoSOi6jtfrZd++faxfv57TTjuNsWPHttVSVal317OrYhcl1SUcqDtAY2MjQW8QvUXHqhw0FmhS1NBmkS2YNDOaSUNzyoSVFjIyUnAlxJOcmECGy4UnEGDfV40MKE7mnAljGZKb26UD06ASwm6yI0mcUP39dOU27Jk6+yNVPPPVP2ipgLP8Z4FTITk1jqLcTCYOGkxuZgplNQ0EQiFqmhtp8Pho8vmpKfNjl6PtpI6O6lKRrBIBT4CCnAL8Vj/bgtsolAuJcx98liNHjuSmm25id+luPt0YnT4j14exqFHjhu6Syc1L5rThw5k2bARxX0/Z6OzvpODEEVobi9DbOI5Pa2HsgB4wdvy///f/+PGPf4yu68yfPz+23Up+fr6R2Tkm/vCHP3DaaacxdepUNmzYwNKlS3nggQeOel13GTtUVaW+oZ71+9ezr24fOz/diUk3YcaMK8+CZlGRIwpKRENVNDRFR1NAVyUkVcKqRL8sAVMApxbtmOqSjqRLtDhaaLQ2ku9r+zwuueQSzj33XDRNIxgM4m5yU15fHnvD3uhppGx/GRanhXRntINY0ViBvbat4eGHP/xhbAqTruu0tLTgbnJT0RB9W19TX4O7vIGs/GxGDhvJgMwBpLhSSEhIaPOWtTnUjMPsQJVVPF4P75W9x6whs0CD/eX7sdqt2M129u7dyyeffEJBQQEFgwqYddEs7HY7W+q20NjSyIHAAYalDuNvm//GRcUX8VnZZyTaEtlWv41zB55LviufLGcWVRVV6CGd7au3UVleFcvHnXfeyeDBg4/4vCa+NJHzBp3Hu7vf5ZKhlzA2ayxPrnySWcNmccvEW0hxpPDOrneYmj+VytpK3nzuTb5/1XQmjjyxAXQoHOHDzzfTbG0m1ZzEzKljiLd2btpJTxBUQgz9+3dwtSQzI3QWNocZZ7wNV2I8aa5EspJTyE9JJz8tHVdCPDarMaGHIqrCL1b/hWEUs3P7AXwNMtZQWx3HzxzPsMJhjCgcQXJS8hE79LquE9EiWE0HPWZ0XWfLli1omsaYMWNibtff5LJFl/HV9q+4yHYRmlvDrEa/E5qkEbQHsck2rNo3PFtSwe60x96Ip7hSSHOlkZmciTXOisPmoLSlFEmVuPHdG1l4wUKSHEmMKB7R7m1ma15b8+0P+Hlz+ZvsKt2FpmlkujIZMWgEk4ZOIi0tDZ/so6S5hHJPOUXJReQm5BLRIuQm5tIQaMAUMlHfVM8XZV9Q3lSOK+TCJtlQggrmBDNNahPp1nRK9u/D3xRAVVXiI/Ggg/T1v1ZU1GOe0tFZFJMCcQqORAtpKYnkZ6RRnJPLsNx8khMTuvWNJYAcUbBazL3ea09WI7yy8T0Kk3PweUNcMup0LBYTzWE/brcft9ZEgS2Hgpz28YWOBU3TCcsRWoJhmgJ+3H4vbr8PT4uf3QeqCOgtOJQ4JL+F9U3b8aU1gk1jRPU4TLoJ3aSDSUcyEf0zg0mSMLXYsCTqhJUISkjHJFuwaJbo23o0vOZonCKIxi/RzRqSZMISjn5fx501DkVSCIfDhCIh5LCMLMvIETlqYIkoqIqKpmhoigaqDiqgSZhUUzsvi/xJ+bjdbvweP1pAbWNk09FRbDKmOHC6rKQlJ5Kfkc6QrFyKs/NISoyP1ctgSI4NwAXQ6PXx/vq1bNxZilIbfXayJLfzrqpKLcjHmbcAABs8SURBVCPNk4VDdcSm8qiSiuRSyM9PYdqIEZw2dDg2m+Fh8AQCgeAICGMH9ICx46GHHjpiR+3Xv/61gbnpPD6fj4cffpjf/e53mM1mdF1nzpw53H333WRmZh7x2hMxdmiaRmNjI3vK97CzbCcV1RW46914Qh4SQwmYDukUWTJUHrnxapwOR6e8DWRFpq7BhyPJjMuSwFcV+1m8aiXuEhmny4pVs9GgNlITbmCZaxmzmmbhklzRud6R9m/YVUlFsypYW2NHOIMQNmFTDho6KofvIn/nMPQ4HcWsQFjHHLF0mNbh5pOrZhXJJmGJs7A3uJdsJYv4yJEDZbUixWnoQROqpGLLsbJL2c1nfIYiKbFzUhwpjM8aT02gBovJwta6rQDYNTs/qP9Bm7xaCsMoZXYKhxdy1813HXF6wcA/DeT12a8zNX9qbF9LpAW72R4LINhKVVUVTz75JP/3429TlJ/RqbL1BKqisH37dkaOHIn5MAPz42FF9UZynOkMSSrosjS7g0BLiO++8xBVNU1MkU/FGrYffNNvUtHiNeKT4rFLdgI1AVJTU8ECbo+b9+PeR1M1xmeMp8xfxhnW09HLDqY9a9Yszj77bABCoRAHag7w0RcfIdkllu5cSkpzMnFmO9Z0HbnSTCivmRRTEunxSSQkOqiocmM2mzDlh5GrzYRCEeSwihrRISJhUsxY9c6tdKOaFDSLBlYJWQujWTWkgAlHnIMgQZx+JyZMaJIGFh1FV2Lfex2dsBQmbAoTlsLY9eh+p+okbA6j6iourW27qEnRQSV69A2wWTejo6O7ZOLj7CSY40nPjw7iTCbp66UNJXQVnDjJyEogOzWFpuYAWQkp5GalABL1bi+5WSlEFAV/KIhklpC1CJJZJxiKUFHbQGp8ItlJqSTE2Vm2eSWZmXnYTHYGZWWTEO/o9YaGk5Xuaku6CkVRUTUNzDo1LW6aQj42byujyRugJRgmEApTW+aPvTjQ0NBMGrpJQzfrSCYdyQySWcJsif5ZLGas1uifzWLBbrNis1poingp0ctYUb6Jb3m+hWbWkBwqcYkWUpITyE1LYWBWDsNz8klPdh3TdBLo/Vr3BM2+AHtLaxlZnI8cibC7pAZLPHhszbxd/gmbyvcxyTOZ/Jw0po8cxcTBQ7BaO6e70Ns4hNbGIvQ2juPTWhg7oAdWY3n00UeNvmWX0NTUhMvlig1mJUkiJSWFpqamdsaOSCSCohwcPAeDQQDmvzMfs8mMJ+Rhs3cz2fXZSJpERkI6aenpjBg9grK6Mg7UH8DtdhP2hZBCptjgWkEhYpexmCSSgkmk58QzanguqY4kNEVjcGE2zc1B6iOeWKC3SCSC1WpF13UURcFqtaHrWmxb01S8dTJBq0qazcWNZ5yPZYYVTVPRNA2LxUpQDvK3XVlIXhuK20RCnIOkxARSnPGkJSSRm5JGnMOOzWLGYrHQ7PFjsZhIcMajKgoef5B13m20yEFqa80E8htw+pNwOaw4sxwkxjlIS0wkIymFtDgnyYkJ2B02fEE/cdY4fIEWqhobaAz4cAd8NPr8BENhgqEAg4LtvR4cdp3Jpw6mMtBAot0Bkk5JuIp3yj8l35nBRGkcyWYXVZUehoSGMIQhWKwWsrOzAcjOyCYjLYOAI4DdbmfFvhUAyGEZDY1rL5vGF80b+ap5H0E1iDkzHnbCHQ/cwZRpUzhr4lk0tzSTHB99sx8IBgjqQfBAqC5EmVqGyWRCluXDPqf6+noAGtzNmE0mNE1FVdXYM2t9Nm22VRVNP7it6zpmi6XNdmuAQLPZjKoo0UHiN7YVJRJd0aF122TCZGq7HYnImM1mNE1j7YZtxLvSsdnsRCKHL1NHde9wZcrXcrAErJR56wwvU+t2tBymo5bpz2fdh6Io0fIrEWobmihraqCioY6GJh8BT4CIPwLAtsZtWLCQoCTw7cC3v25cIJ98Wq3O5dZyBkQGsPi/i3nrozfRQ3qb+CMqCjnkICFxxrihTJk4tOMyTTykTGM7LpOm6tR6G2n0tKDrOg11PjBJrN+0nzGTs4mzOfAFA3hbWgiGI7SEwkT8ZiySmbCkYbYrJKrJZI9IZMboMaSmuNCU6PMIhMNsKy9jb2UNUjgZnzeIqoBJAleyA0VRcbpsqCGd3LxkCnIyaKzzoaowedwgVEXBbDKj6eDx+klOinp1dfo5ma0kpsajKAqNzQF0XUPTFGobPN+oe9HpL3aLg0EpOWiahiyr1PiaqNtTz8j8UZgkE263l2ZPS6+qe539PvVkG9HZMgVDIdZv2kG8KxqEtHeXyYYrksjZxePblenQdv2En9MUK+rXfYmOyhQKRjggNx9zmYLBFtZv2kFCcmY0vX5e91rLkZmWSE2dG6vVRlZ6IqqqkmFN5p5BP0AralummvrmTpdJiURYv2kHcQlpWK1W0UZ0Y5nC4XCsHTGZTH2iTL35Oem6zvpNO7A5U4iPi+sTZeqtz0lTNdZv2oEjIRWbzdbJMpmRG/eRmJjY4di2v2C4Z8fJSnl5OX/961955JFHYvueeOIJZs2axbBhw9qc+9577/H+++/HPsuyzPz587nxRzfisPXe6QMCgUAgEAgEAoFAIOgbXHvttZxxxhnCs0NwZFJSUvB6vaiqGpvG0tTUREpKSrtzL7jgAmbOnBn77PV6mT9/Pg//4mFUVaWpqYk9e/YQNAexSlZceS7C3jBxpjgKswtxOp3IctRCZzabY2+KDvUG6Mx2R5ZJm80WDeJ3DNuqGrVetm5rmobVam2z3erJYrFYiESilsboW9iD20aUyWw2s379ekaPHk18fPxRyyRJEpqm0dLSQmJiIuXl5WRnZ9Pc3AxEPXoGDBiArus4nc6jlml76XaWfrgUk9zxNKKrTj2VgvR0JJOJyBHKVNLQwLsbNnDzzTfjcrl67XPSdZ21a9cyadIkrFZrv6573V0mgHXr1jFhwgSWLFnC/v37ueuuu9rofrKVqTc/J1mW2bhxI5MnTwboE2Xqzc8pFAqxfft2xo0bh67rfaJMvfU5BYNBtm7dyqRJk1BVtU+UqTc/p9YVXVrjMPWFMvXW5xQOh9m2bVssqG9fKFNvfk6SJLFp0yZGjRpF3CGeHSdzmXrrcwLYsmULo0aNwm63H1OZ+rtnhzB2dJLExEQKCgpYs2YNU6dOZePGjSQnJ3cYr8NqtWK1HnQ7j0SiLuwJCQm4XC4KCgraRVcXdA2yLPPZZ58xcOBAbMcRGXrgwIEndP/Bgwdz0TkXsX37doqLi3G73VgsFvbu3cuiRYtISUxkQMbRY3DU+aMrIowYMSI20O2NyLKM3+8nPz//uPQWdB5ZlvH5fBQUFHDrrbcSCARISzuxAI+CwyPLMsuXLyc3N1fUbQOQZZmVK1eKtsQAZFnmiy++EHXbIGRZZsWKFQwYMEDo3c201u2CggKhtQHIssznn39+3H1uQedp7ZMUFRUds9Zer7ebcnVyIKaxHAO1tbW8+uqrsaVnr7/+evLy8o56nVFLzwp6L7Isc++993LdGWdwyiGrtrSEw1gtFqzmtoHOlm3fzn82beJ3Tz1ldFYFAoFAIBAIBAJBH6C/Byjtva+MeyFZWVnce++9PPLIIzzwwAOdMnQIjEVRFD744IOYW1hvwWazYbVY+HDLFu5asIA3Vq3i06++Ys7Chfx12TIafD5aZJkv9+yhqrGRPTU12O32oyfcw/RWvfsiQmtjEXobi9DbOITWxiL0Ng6htbEIvY1DaH38iGksgj6Fpmk0NzejaVpPZ6Ud8fHx1H/tSva/Xbti+7dXVrK9srLd+UlJSYbl7XjpzXr3NYTWxiL0Nhaht3EIrY1F6G0cQmtjEXobh9D6+BHTWAxATGMRAMydO5dAIABEAxGNGzeO4uJi6urq+PTTTwHIy81l+IgReDwepkyZQnFxcU9mWSAQCAQCgUAgEJykiGksAkEfIhKJ8M4778SCwvYmRh4SbNTpdHLDDTcwdepULrvsMq6//npmzJjBffffz6WXXsr1119/Uhg6erPefQ2htbEIvY1F6G0cQmtjEXobh9DaWITexiG0Pn6EsUMgMIjrrr+eefPmAcSWs2xl8uTJzJ49uyeyJRAIBAKBQCAQCAR9DjGNxQDENBbBoYTDYaxWa69eUlYgEAgEAoFAIBCc3PT3aSwiQKkBtNqTfD5fD+ek7yPLMkuWLOHSSy/t1Wt+h8Phns5Cl3Cy6N0XEFobi9DbWITexiG0Nhaht3EIrY1F6G0cJ6J16/izv/o3CM8OA6isrKSgoKCnsyEQCAQCgUAgEAgEgn5GRUUF+fn5PZ0NwxHGDgPQNI3q6moSExORJKmns9OnCQaDPPjggzz22GPExcX1dHb6PEJv4xBaG4vQ21iE3sYhtDYWobdxCK2NRehtHCeita7r+Hw+cnNz++UUejGNxQBMJlO/tKT1BFarFZvNhsvlEg2vAQi9jUNobSxCb2MRehuH0NpYhN7GIbQ2FqG3cZyo1klJSd2Qq5OD/mfeEQgEAoFAIBAIBAKBQNCnEcYOgUAgEAgEAoFAIBAIBH0K8yOPPPJIT2dCIOhKTCYTQ4cOxWw293RW+gVCb+MQWhuL0NtYhN7GIbQ2FqG3cQitjUXobRxC6+NDBCgVCAQCgUAgEAgEAoFA0KcQ01gEAoFAIBAIBAKBQCAQ9CmEsUMgEAgEAoFAIBAIBAJBn0IYOwQCgUAgEAgEAoFAIBD0KSw9nQFB/yMSiTB//nxqamqwWq0kJiZy9dVXk5mZic/nY8GCBdTX12OxWLj66qspLi6OXVtWVsa7777L7bffTmlpKa+//jqRSITk5GR+8IMfkJycTHNzM6+99hputxuLxUJmZibXXHMNiYmJsXQ2bNjArl27OPPMM1m0aBE+nw+TyURRURHf/e53sdlsAIe9x8lEd+t9KO+99x7vv/8+c+bMoaCgILa/Ve/Zs2fz0ksvUV5ejqZp/P73v4+dEwqFDnvsZMIIvVtaWli0aBFlZWWYzWbGjBnDrFmzYul89NFH6LrO+eefzxdffMHSpUvRdZ1hw4Zx9dVXYzabcbvdvPrqq1RUVJCens7cuXMN1+pE6W6tq6qqWLBgQeyalpYWQqEQTz31VGxfZ9qSzrRJJwNG1O3Vq1fz8ccfo2kaLpeL66+/ntTU1Fg6/aUt6SqtX3rpJUpKSvB4PDz11FPEx8fHzjvSMeg/7Qh0v95d1S/pC23JkbT+73//y6pVq6ivr+emm25i/Pjxba7t6j5gX29HoPv1PpSj9QGvueYatm7dyttvv42maeTm5nLDDTcQFxdHQ0MDL730Erquo6oq2dnZXHvtte3apd6MEVrfdttt5ObmYjJF/RWuuuoqhgwZEkuntd0uLCxk8eLFhMNhJEli1KhRzJo1K3ZdK6+++iqrVq3q8Degz6ALBAYjy7K+detWXdM0Xdd1/bPPPtPnzZun67quv/rqq/q7776r67qul5aW6nPmzNEVRYldu3jxYn358uW6qqr6L3/5S33nzp26ruv60qVL9RdffFHXdV33eDz6nj17Yte89dZb+oIFC9rk4a9//au+bds2vba2Vq+oqNB1XddVVdVfeuml2P2PdI+Tie7Wu5XS0lL92Wef1R988EG9vLy8zbFWvWVZ1nfu3KmXl5frd999d7t8Hu7YyYQRej///PP60qVLY5+bm5vb5OGpp57Sa2pq9Pr6ev2BBx7Qm5ubdU3T9Oeee05ftmyZruu67vf79T179uhbtmzRH3vssW5Qovsxqm63snDhQn3hwoVt9nWmLelMm3Qy0N16HzhwQL///vtj9XnVqlX6s88+2yYP/aUt6QqtdV3Xd+zYoXu9Xv3WW2/VA4FAm3sc6Ziu9592RNe7X++u6pf0hbbkSFqXlpbq9fX1+rx58/SNGze2u7ar+4B9vR3R9e7Xu5XO9AGDwaB+33336QcOHNB1Pfqb+tZbb8XyGQ6HY9csWrRIX7RoURepYAxGaH249rqV1na7vLxcr6+vj+Xrqaee0leuXNnm3A0bNuh///vfj5rmyY6YxiIwHKvVyujRo5EkCYCBAwfidruBqPV3+vTpABQVFZGUlMSePXti127dupWxY8dSXl6OyWRi2LBhAEyfPp2tW7cSiURwuVxtrJxFRUWx9AFUVWXfvn0MGzaMzMxM8vPzgeiSToWFhTQ2NgIc8R4nE92tN4AsyyxatIhrrrmm3f0P1dtqtTJs2LAOrcdHOnYy0d1619XVUVZWxsyZM2PXJSUlxba9Xi8tLS1kZWWxceNGxowZQ1JSEpIkMX36dNatWweA0+lkyJAh2O327hWkGzGibrcSiURYs2YN06ZNi+3rbFtytDbpZKG79a6uriY3NzdWn0ePHs327dvx+/1A/2pLukJrgOHDhx/2rf+RjvWndgS6X++u6pf0hbbkSFoXFRWRnp5+2Gu7ug/Y19sR6H69ofN9wO3bt1NQUEB2djYAZ555ZqwtsVqtMa9qTdOQZTmW55MFI7Q+Eoe22wUFBbH7Wa1W8vPz23wPvF4vH374IZdffvlxl/dkQRg7BD3OZ599xtixY/H7/aiq2mbglpaWFvuRr6urw+FwkJSURFNTUxvXZofDgcPhwOPxtElb0zQ+//zzWEcEYNeuXQwaNKjdOtXhcJiVK1fGzu3sPU42ukPvd955hzPPPLPNOa0cTu/+QlfrXVNTQ0pKCgsXLuTxxx/nj3/8IxUVFbFzt2zZEqvDjY2NbdI59H59ke5sSzZt2kR6enob19zOtiWH0lGbdLLS1Xrn5+dTUVFBbW0tAGvWrEHX9Vg6/bktOR6tT4T+3I5A9+p9Iv2So6VzMtKq9dHo7j5gf6E79O5sH7CjtsTj8aCqKgCKovCb3/yGe++9l7q6Oi6++OITLW6P0l11+5lnnuGxxx7jzTffJBwOx/Yf2m4fisfjiRmtW/nHP/7B7NmzcTgcx1u8kwZh7BD0KP/973+pr69vE2/gcGzatIlx48Z1Om1d11m4cCHx8fGcffbZsf2bN29uN1dOURTmz5/PiBEj2h3rS3SH3jt27MDtdjN16tQOj3ekd3+hO/RWVZX9+/czadIk5syZw8yZM3nuuedinYXNmzcf0/ekr9CdbQnAypUr23h1wLG3JYdrk05GukPv1rn1CxYs4Le//S2BQIC4uLjYHOP+2pZ0d93uiP7ajsDJ0S/pK21Jb9G6v9Db+4AWi4W5c+fyxBNPkJ2dzYoVKzp1XW+ku+r2o48+ypw5c7jnnnvw+/28/fbbsWMdtdvBYJC//OUvnHfeeRQWFgLwxRdfkJqaGvMe6esIY4egx/joo4/YtGkTP/3pT7HZbCQkJGAymdpYL91ud8zCeeiXOCUlpc2bpVAoRCgUavN25V//+hdNTU386Ec/inWWdV1nx44djBw5MnaeqqrMnz+fpKQkrrzyytj+ztzjZKK79N61axcVFRU89NBDPPTQQzQ3N/Pcc8+xZcuWDvXuL3SX3qmpqSQnJ8d+pEaNGoWqqrjdbkKhELW1tbEftNTU1DbpHHq/vkR3tyUNDQ2UlpZyyimnxPYdS1vSSkdt0slId+o9ceJE7rvvPh544AGmT59OJBIhMzOz37YlJ6L18dJf2xHofr1PtF9ypHRONr6p9dHorj5gf6G79D6WPmBHbUlSUlI7LxuLxcLUqVNZs2ZNVxTdcLqzbv//9u4epM0tjuP4T0zUvkh8b6vEQfAFYxUtdBHauYtUURGX2KWBDoKLIHEQsTp1UkfBqXRThCIUuphCl76g7aJgCdKCINVoxdI05rmD+NwbpXq9zZPenHw/YxLOE355+Ofkzzk5x7UnNzdXd+7c0fr6uv26f9bt48empqbU1NSUsPV5bW1Ny8vL9mcmSY8fP05YJWyS9KyQSHsvX77Umzdv1N/fn7AfsqWlxe7khsNhRSIRVVdXa3d3Vz9+/FBZWZkkqbKyUoeHh1pdXZUkhUIh3bx5U263W9LRl9zW1pYePnwol+vvQ4fC4bCuX79uL9s6nlBcvnxZvb29CfsDz7tGOnEy7/v372tiYkJjY2MaGxtTQUGBHj16pMbGxlN5Zwon866srFReXp4+f/5sj2NZlgoLC/Xx40f5fD77Pm5ubtaHDx+0u7sry7IUCoV069atVEbhOKdriSS9fv1aTU1NCeNfpJZIv65J6cbpvI9/VMbjcc3Pz+vu3bvKycnJyFryu1n/V5lYRyTn807GvOSscdLJr7L+FafmgJnCybwvMgesr6/XxsaGNjc3JUlLS0t2Lfn69aui0aiko/r/7t07VVRUJD0LpzmZ9cHBQUJGb9++tf/f52TdPm50+Hw+3bt3L+GaDx480Pj4uP2ZSVIwGEzYpmuSLMuyrD/9JpBZdnZ2FAwGVVJSYhdAl8ulwcFB7e3taXZ21j4yrLu7W7W1tVpaWlIkElFbW5s9zqdPn/T06VPFYjF5PB75/X4VFRVpfX1dT5480bVr1+wvvuLiYgUCAc3Pz6u0tFStra2SjvaEz87OqqKiwi4QVVVV6unpOfMa6cTpvE8aHh5WIBCQ1+s9lbd0tARvf39f3759k8fjUU1Njfr6+s59Ll2kIu+NjQ09e/ZM0WhULpdLHR0dqqmp0czMjFpbW1VXV2eP8+rVK7148UKSVF1drd7eXmVnZysajWpkZESxWEzfv39Xfn6+bt++/a+WXP5fpCLreDyu4eFh+f3+hCWfF6klZ9WkdJKKvKemprS9va1YLKaGhga1t7fL7XZnXC1JVtbT09P68uWLIpGIPB6PysrKNDAwcOZzmVZHJOfzTta8xIRaclbWi4uLCoVC2t/fV25urtxut4aGhvT+/XtH5oCS2XVEcj7vk86bA66srGhubk7xeFw3btyQ3+/XpUuXtLKyooWFBUlHK3C8Xq86Ozt19epVhxNKHqezPn48KytL8XhcXq9XXV1dunLlyqm6vbi4qOfPn6u8vNwet7m5+VTjQzo6zpajZ4E/bHJy0gqHw789zujoqLW3t5eEd2Q28k6tZOT98+dPKxgMJhyJiNO4t1OLvFOHOpJa3NupQ9apRd6pQ912His7AAAAAACAUfjPDgAAAAAAYBSaHQAAAAAAwCg0OwAAAAAAgFFodgAAAAAAAKPQ7AAAAAAAAEah2QEAAAAAAIxCswMAAAAAABiFZgcAAAAAADAKzQ4AAAAAAGAUmh0AAAAAAMAoNDsAAAAAAIBRaHYAAAAAAACj0OwAAAAAAABGodkBAAAAAACMQrMDAAAAAAAYhWYHAAAAAAAwCs0OAAAAAABgFJodAAAAAADAKDQ7AAAAAACAUWh2AAAAAAAAo/wFdywIqWZb4cYAAAAASUVORK5CYII=\n"
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "IZYHwrvXA1Pa"
},
"source": [
"## [検証] 直前だけ逆張りにした終値モメンタム"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "bc7BP4Um0BPZ",
"outputId": "2df021dc-17ab-4afc-9161-51b5009a0a8a"
},
"source": [
"storategy = '直前だけ逆張りにした終値モメンタム'\n",
"pos = np.where((-df['close'].diff(1) + df['close'].diff(1).shift(1).ewm(1, adjust=False).mean()).fillna(0) > 0, 1, -1)\n",
"get_result(storategy, pos)"
],
"execution_count": 11,
"outputs": [
{
"output_type": "stream",
"text": [
"Now initializing...\n",
"Completed initialize process.\n",
"[Start] time:1577836800.0 ltp:7163.0 balance:1.0 [Fee] taker:0.075 maker:-0.025 fr:0\n",
"preset ticks period: 1577836800.0 - 1622484000.0 (1548)\n",
"Now terminating...\n",
"\n",
"[Result]\n",
" [Time ] 2020/01/01 09:00:00 - 2021/05/31 09:00:00\n",
" [Balance ] 1.0 -> 1.5355 (+53.55%)\n",
" [Orders ] Total:328 (Open:0 Executed:328 Canceled:0)\n",
" [Position] Max Long:0.0 Max Short:-124,350.0 Min Margin:3469.49%\n",
"\n",
"[Execution statistics] PF:1.17\n",
" [Total ] Count:328(Size:16,698,826) PnL:+1.3853 Avr:+0.0042 Price Range:+15,026.5\n",
" [Profit ] Count:94(57.32%) Sum:+9.6984 Avr:+0.1032 Max:+1.6682 MaxLen:10(+1.0705)\n",
" [Loss ] Count:70(42.68%) Sum:-8.3131 Avr:-0.1188 Max:-0.9775 MaxLen:7(-0.8266)\n",
" [Fee ] Trade:0.8498 Funding:0.0\n",
" [Max risk]\n",
" Drawdown :-86.69%(-2.9939) 2021/05/04 09:00:00\n",
" Unrealised loss:-46.70%(-1.6105) 2020/03/20 15:00:00\n",
"\n",
"[Fiat balance]\n",
" [Start ] 7,163.0 (Balance:1.0 Price:7163.0)\n",
" [End ] 54,771.3 (Balance:1.5355 Price:35670.0)\n",
" [Result] 47,608.3 (+664.64%)\n",
"\n",
"[Fiat execution statistics] PF:1.39\n",
" [Total ] Count:328(Size:0) PnL:+47,602 Avr:+145.0 Price Range:+0\n",
" [Profit ] Count:211(64.53%) Sum:+170,267 Avr:+807.0 Max:+6,319 MaxLen:10(+2,482)\n",
" [Loss ] Count:116(35.47%) Sum:-122,665 Avr:-1,057.0 Max:-7,052 MaxLen:6(-16,330)\n",
" [Fee ] Trade:0 Funding:0\n",
" [Max risk]\n",
" Drawdown :-44.86%(-16,519) 2021/01/23 09:00:00\n",
" Unrealised loss:-46.70%(-11,186) 2020/03/20 15:00:00\n",
"\n",
"Completed terminate process.\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n"
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BNoNT8QMA34y"
},
"source": [
"## [検証] 直前だけ逆張りにした終値モメンタム (係数違うバージョン)"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "Ju86T9nl0GFB",
"outputId": "b6fab18d-a6fd-4d97-b69a-9709cae0031e"
},
"source": [
"storategy = '直前だけ逆張りにした終値モメンタム (係数違うバージョン)'\n",
"pos = np.where((-df['close'].diff(1) * 0.5 + df['close'].diff(1).shift(1).ewm(1, adjust=False).mean()).fillna(0) > 0, 1, -1)\n",
"get_result(storategy, pos)"
],
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"text": [
"Now initializing...\n",
"Completed initialize process.\n",
"[Start] time:1577836800.0 ltp:7163.0 balance:1.0 [Fee] taker:0.075 maker:-0.025 fr:0\n",
"preset ticks period: 1577836800.0 - 1622484000.0 (1548)\n",
"Now terminating...\n",
"\n",
"[Result]\n",
" [Time ] 2020/01/01 09:00:00 - 2021/05/31 09:00:00\n",
" [Balance ] 1.0 -> 2.3399 (+133.99%)\n",
" [Orders ] Total:302 (Open:0 Executed:302 Canceled:0)\n",
" [Position] Max Long:0.0 Max Short:-189,496.0 Min Margin:4010.40%\n",
"\n",
"[Execution statistics] PF:1.27\n",
" [Total ] Count:302(Size:20,335,932) PnL:+2.2932 Avr:+0.0076 Price Range:+18,148.5\n",
" [Profit ] Count:84(55.63%) Sum:+10.7845 Avr:+0.1284 Max:+1.4774 MaxLen:8(+1.203)\n",
" [Loss ] Count:67(44.37%) Sum:-8.4913 Avr:-0.1267 Max:-0.723 MaxLen:5(-1.0963)\n",
" [Fee ] Trade:0.9532 Funding:0.0\n",
" [Max risk]\n",
" Drawdown :-83.56%(-3.3305) 2021/04/14 09:00:00\n",
" Unrealised loss:-32.84%(-0.6137) 2020/12/27 15:00:00\n",
"\n",
"[Fiat balance]\n",
" [Start ] 7,163.0 (Balance:1.0 Price:7163.0)\n",
" [End ] 83,464.2 (Balance:2.3399 Price:35670.0)\n",
" [Result] 76,301.2 (+1,065.21%)\n",
"\n",
"[Fiat execution statistics] PF:1.50\n",
" [Total ] Count:302(Size:0) PnL:+76,296 Avr:+253.0 Price Range:+0\n",
" [Profit ] Count:187(62.13%) Sum:+227,571 Avr:+1,217.0 Max:+9,629 MaxLen:11(+7,255)\n",
" [Loss ] Count:114(37.87%) Sum:-151,275 Avr:-1,327.0 Max:-9,941 MaxLen:5(-1,352)\n",
" [Fee ] Trade:0 Funding:0\n",
" [Max risk]\n",
" Drawdown :-50.02%(-26,818) 2021/01/21 09:00:00\n",
" Unrealised loss:-32.84%(-17,424) 2020/12/27 15:00:00\n",
"\n",
"Completed terminate process.\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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