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backspace_stats_2.ipynb
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{
"nbformat": 4,
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"metadata": {
"colab": {
"name": "backspace_stats_2.ipynb",
"version": "0.3.2",
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/chezou/fff39a2575946cf248d6ab54e60e9c58/backspace_stats_2.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"metadata": {
"id": "wmcCxPpM_Ez9",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"# backspace.fmの統計学\n",
"\n",
"ikedaosushiさんの [rebuild.fmの統計学](https://blog.ikedaosushi.com/entry/2018/12/13/060610) にinspireされて同様の分析をしてみました。\n",
"氏のnotebookを大きく参考にしています。\n",
"\n",
"https://github.com/ikedaosushi/python-sandbox/blob/master/analytics/rebuild_analytics/rebuild.fm%E3%81%AE%E7%B5%B1%E8%A8%88%E5%AD%A6.ipynb\n",
"\n",
"また、データ提供はgurudonの [what_alnk さん](https://mstdn.guru/@what_alnk) にしていただきました。ありがとうございます。"
]
},
{
"metadata": {
"id": "hyJuEZ4A_TGU",
"colab_type": "code",
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"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"cell_type": "code",
"source": [
"!apt-get install -y -q sudo file mecab libmecab-dev mecab-ipadic-utf8 git curl python-mecab fonts-ipaexfont fonts-ipafont-gothic > /dev/null\n",
"!git clone --depth 1 https://github.com/neologd/mecab-ipadic-neologd.git > /dev/null\n",
"!echo yes | mecab-ipadic-neologd/bin/install-mecab-ipadic-neologd -n > /dev/null 2>&1\n",
"!pip install wordcloud natto-py neologdn japanize-matplotlib > /dev/null"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"fatal: destination path 'mecab-ipadic-neologd' already exists and is not an empty directory.\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "JlbCCG1pCHai",
"colab_type": "code",
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"colab": {
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"height": 119
}
},
"cell_type": "code",
"source": [
"#!rm /content/.cache/matplotlib/fontList.json\n",
"!echo `mecab-config --dicdir`\"/mecab-ipadic-neologd\""
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Reading package lists...\n",
"Building dependency tree...\n",
"Reading state information...\n",
"fonts-ipafont-gothic is already the newest version (00303-18ubuntu1).\n",
"0 upgraded, 0 newly installed, 0 to remove and 13 not upgraded.\n",
"/usr/lib/x86_64-linux-gnu/mecab/dic/mecab-ipadic-neologd\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "f9Fc3jQw_Ez_",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import japanize_matplotlib\n",
"import seaborn as sns\n",
"plt.style.use(\"bmh\")\n",
"from wordcloud import WordCloud, STOPWORDS\n",
"from copy import deepcopy\n",
"\n",
"from natto import MeCab\n",
"import neologdn\n",
"import os\n",
"import pandas as pd\n",
"from pathlib import Path\n",
"\n",
"import matplotlib\n",
"matplotlib.rcParams[\"figure.figsize\"] = (16, 4)\n",
"font = {'family': 'IPAexGothic'}\n",
"plt.rcParams['font.family'] = 'IPAPGothic'\n",
"matplotlib.rc('font', **font)\n",
"\n",
"import logging\n",
"logging.basicConfig(level=logging.INFO)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "HiIJolZn_E0H",
"colab_type": "code",
"outputId": "73aa69f9-23f0-469c-87de-b830f5cbccbb",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
}
},
"cell_type": "code",
"source": [
"#pj_dir = Path(os.getcwd())\n",
"#resource_dir = pj_dir/'../resources'\n",
"#csv_path = resource_dir/'backspacefm_201812131933.csv'\n",
"csv_path = \"https://gist.github.com/chezou/1a78339998fc1b7e43b1001792d6f519/raw/a358e49945e54cfa690d3ef39565b251d1a09342/backspacefm_201812131933.csv\"\n",
"\n",
"df = pd.read_csv(csv_path)\n",
"df.head()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
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" <th>1</th>\n",
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" <td>drikin, mazzo</td>\n",
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" <td>2014-01-13 08:00:00</td>\n",
" <td>2264</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>003</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#003: 悶絶悩んだMacBook Pro Retina 15inch購入記</td>\n",
" <td>2014-01-20 08:00:00</td>\n",
" <td>2413</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>004</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#004: iPhoneカメラを使いこなせ!</td>\n",
" <td>2014-01-28 08:00:00</td>\n",
" <td>2413</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>005</td>\n",
" <td>drikin, mazzo, 堀正岳さん</td>\n",
" <td>#005: 初のゲスト@mehoriさん登場!</td>\n",
" <td>2014-02-03 08:00:00</td>\n",
" <td>2246</td>\n",
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" ep people title \\\n",
"0 001 drikin, mazzo #001: backspace.fm始まりました! \n",
"1 002 drikin, mazzo #002: CES2014を斬る! \n",
"2 003 drikin, mazzo #003: 悶絶悩んだMacBook Pro Retina 15inch購入記 \n",
"3 004 drikin, mazzo #004: iPhoneカメラを使いこなせ! \n",
"4 005 drikin, mazzo, 堀正岳さん #005: 初のゲスト@mehoriさん登場! \n",
"\n",
" publishedDate duration_sec \n",
"0 2014-01-04 08:00:00 2958 \n",
"1 2014-01-13 08:00:00 2264 \n",
"2 2014-01-20 08:00:00 2413 \n",
"3 2014-01-28 08:00:00 2413 \n",
"4 2014-02-03 08:00:00 2246 "
]
},
"metadata": {
"tags": []
},
"execution_count": 2
}
]
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{
"metadata": {
"id": "bAPMRQ6B_E0O",
"colab_type": "code",
"outputId": "9119a7c6-50d5-47d7-d9b5-f4d09b2a28c0",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 289
}
},
"cell_type": "code",
"source": [
"df['person'] = df.people.str.split(\"[,、]\")\n",
"df.head()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
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" <td>2014-01-04 08:00:00</td>\n",
" <td>2958</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>backspace.fm始まりました!</td>\n",
" <td>backspace fm 始まり</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>002</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#002: CES2014を斬る!</td>\n",
" <td>2014-01-13 08:00:00</td>\n",
" <td>2264</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>CES2014を斬る!</td>\n",
" <td>CES2 014 斬る</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>003</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#003: 悶絶悩んだMacBook Pro Retina 15inch購入記</td>\n",
" <td>2014-01-20 08:00:00</td>\n",
" <td>2413</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>悶絶悩んだMacBook Pro Retina 15inch購入記</td>\n",
" <td>悶絶 悩ん MacBook Pro Retina 15 inch 購入 記</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>004</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#004: iPhoneカメラを使いこなせ!</td>\n",
" <td>2014-01-28 08:00:00</td>\n",
" <td>2413</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>iPhoneカメラを使いこなせ!</td>\n",
" <td>iPhone カメラ 使いこなせ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>005</td>\n",
" <td>drikin, mazzo, 堀正岳さん</td>\n",
" <td>#005: 初のゲスト@mehoriさん登場!</td>\n",
" <td>2014-02-03 08:00:00</td>\n",
" <td>2246</td>\n",
" <td>[drikin, mazzo, 堀正岳さん]</td>\n",
" <td>初のゲスト@mehoriさん登場!</td>\n",
" <td>初 ゲスト me hori さん 登場</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ep people title \\\n",
"0 001 drikin, mazzo #001: backspace.fm始まりました! \n",
"1 002 drikin, mazzo #002: CES2014を斬る! \n",
"2 003 drikin, mazzo #003: 悶絶悩んだMacBook Pro Retina 15inch購入記 \n",
"3 004 drikin, mazzo #004: iPhoneカメラを使いこなせ! \n",
"4 005 drikin, mazzo, 堀正岳さん #005: 初のゲスト@mehoriさん登場! \n",
"\n",
" publishedDate duration_sec person \\\n",
"0 2014-01-04 08:00:00 2958 [drikin, mazzo] \n",
"1 2014-01-13 08:00:00 2264 [drikin, mazzo] \n",
"2 2014-01-20 08:00:00 2413 [drikin, mazzo] \n",
"3 2014-01-28 08:00:00 2413 [drikin, mazzo] \n",
"4 2014-02-03 08:00:00 2246 [drikin, mazzo, 堀正岳さん] \n",
"\n",
" title_norm title_words \n",
"0 backspace.fm始まりました! backspace fm 始まり \n",
"1 CES2014を斬る! CES2 014 斬る \n",
"2 悶絶悩んだMacBook Pro Retina 15inch購入記 悶絶 悩ん MacBook Pro Retina 15 inch 購入 記 \n",
"3 iPhoneカメラを使いこなせ! iPhone カメラ 使いこなせ \n",
"4 初のゲスト@mehoriさん登場! 初 ゲスト me hori さん 登場 "
]
},
"metadata": {
"tags": []
},
"execution_count": 64
}
]
},
{
"metadata": {
"id": "oeFzCG2A_E0S",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"df_nonna = df.dropna()"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "pOveWOMf_E0U",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"## 前処理\n",
"前処理として放送時間、出演者を抽出する。"
]
},
{
"metadata": {
"id": "t67Pxxau_E0U",
"colab_type": "code",
"outputId": "b90f61d5-ab26-48d5-fb69-1a23bc8c2320",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 306
}
},
"cell_type": "code",
"source": [
"df_nonna = df_nonna.assign(date=pd.to_datetime(df_nonna['publishedDate']))\n",
"df_nonna = df_nonna.assign(minutes=round(df_nonna.duration_sec / 60).apply(int))\n",
"df_nonna['guest'] = df_nonna.person.apply(lambda x: [x.rstrip('さん').lstrip() for x in x])\n",
"df_nonna.head()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
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" <td>001</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#001: backspace.fm始まりました!</td>\n",
" <td>2014-01-04 08:00:00</td>\n",
" <td>2958</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>backspace.fm始まりました!</td>\n",
" <td>backspace fm 始まり</td>\n",
" <td>2014-01-04 08:00:00</td>\n",
" <td>49</td>\n",
" <td>[drikin, mazzo]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>002</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#002: CES2014を斬る!</td>\n",
" <td>2014-01-13 08:00:00</td>\n",
" <td>2264</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>CES2014を斬る!</td>\n",
" <td>CES2 014 斬る</td>\n",
" <td>2014-01-13 08:00:00</td>\n",
" <td>38</td>\n",
" <td>[drikin, mazzo]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>003</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#003: 悶絶悩んだMacBook Pro Retina 15inch購入記</td>\n",
" <td>2014-01-20 08:00:00</td>\n",
" <td>2413</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>悶絶悩んだMacBook Pro Retina 15inch購入記</td>\n",
" <td>悶絶 悩ん MacBook Pro Retina 15 inch 購入 記</td>\n",
" <td>2014-01-20 08:00:00</td>\n",
" <td>40</td>\n",
" <td>[drikin, mazzo]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>004</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#004: iPhoneカメラを使いこなせ!</td>\n",
" <td>2014-01-28 08:00:00</td>\n",
" <td>2413</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>iPhoneカメラを使いこなせ!</td>\n",
" <td>iPhone カメラ 使いこなせ</td>\n",
" <td>2014-01-28 08:00:00</td>\n",
" <td>40</td>\n",
" <td>[drikin, mazzo]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>005</td>\n",
" <td>drikin, mazzo, 堀正岳さん</td>\n",
" <td>#005: 初のゲスト@mehoriさん登場!</td>\n",
" <td>2014-02-03 08:00:00</td>\n",
" <td>2246</td>\n",
" <td>[drikin, mazzo, 堀正岳さん]</td>\n",
" <td>初のゲスト@mehoriさん登場!</td>\n",
" <td>初 ゲスト me hori さん 登場</td>\n",
" <td>2014-02-03 08:00:00</td>\n",
" <td>37</td>\n",
" <td>[drikin, mazzo, 堀正岳]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ep people title \\\n",
"0 001 drikin, mazzo #001: backspace.fm始まりました! \n",
"1 002 drikin, mazzo #002: CES2014を斬る! \n",
"2 003 drikin, mazzo #003: 悶絶悩んだMacBook Pro Retina 15inch購入記 \n",
"3 004 drikin, mazzo #004: iPhoneカメラを使いこなせ! \n",
"4 005 drikin, mazzo, 堀正岳さん #005: 初のゲスト@mehoriさん登場! \n",
"\n",
" publishedDate duration_sec person \\\n",
"0 2014-01-04 08:00:00 2958 [drikin, mazzo] \n",
"1 2014-01-13 08:00:00 2264 [drikin, mazzo] \n",
"2 2014-01-20 08:00:00 2413 [drikin, mazzo] \n",
"3 2014-01-28 08:00:00 2413 [drikin, mazzo] \n",
"4 2014-02-03 08:00:00 2246 [drikin, mazzo, 堀正岳さん] \n",
"\n",
" title_norm title_words \\\n",
"0 backspace.fm始まりました! backspace fm 始まり \n",
"1 CES2014を斬る! CES2 014 斬る \n",
"2 悶絶悩んだMacBook Pro Retina 15inch購入記 悶絶 悩ん MacBook Pro Retina 15 inch 購入 記 \n",
"3 iPhoneカメラを使いこなせ! iPhone カメラ 使いこなせ \n",
"4 初のゲスト@mehoriさん登場! 初 ゲスト me hori さん 登場 \n",
"\n",
" date minutes guest \n",
"0 2014-01-04 08:00:00 49 [drikin, mazzo] \n",
"1 2014-01-13 08:00:00 38 [drikin, mazzo] \n",
"2 2014-01-20 08:00:00 40 [drikin, mazzo] \n",
"3 2014-01-28 08:00:00 40 [drikin, mazzo] \n",
"4 2014-02-03 08:00:00 37 [drikin, mazzo, 堀正岳] "
]
},
"metadata": {
"tags": []
},
"execution_count": 66
}
]
},
{
"metadata": {
"id": "KT1vKs06_E0Y",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"## 収録時間の分布\n",
"\n",
"全エピソードでの収録時間のヒストグラムを描画します。なお、今回の分析ではXX-sideごとに分けた分析はしていません。"
]
},
{
"metadata": {
"id": "57xuzL_o_E0h",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"def plot_hist(s, title, bins=30):\n",
" fig = plt.figure(figsize=(16, 4))\n",
" ax = fig.add_subplot(1, 1, 1)\n",
"\n",
" mean = round(s.mean(), 2)\n",
" median = round(s.median(), 2)\n",
" std = round(s.std(), 2)\n",
"\n",
" sns.distplot(s, ax=ax, bins=bins, kde_kws={\"color\": \"k\", \"lw\": 3})\n",
" ax.set_title(title, fontsize=20)\n",
" ax.tick_params(axis = 'x', which = 'major', labelsize = 20)\n",
" vals = ax.get_yticks()\n",
" ax.set_xlabel('')\n",
" ax.set_ylabel('')\n",
" ax.set_yticklabels(['{:,.2%}'.format(x) for x in vals])\n",
" ax.text( 0.99, 0.99, f\"平均値: {mean:.2f} \\n 中央値: {median:.2f} \\n 標準偏差: {std:.2f}\", horizontalalignment='right', verticalalignment='top', transform=ax.transAxes, fontsize=20)\n"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "GZWeLiPz_E0j",
"colab_type": "code",
"outputId": "28f1a301-e657-4e9f-fcfb-ae80885754dc",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 349
}
},
"cell_type": "code",
"source": [
"plot_hist(df_nonna['minutes'], '収録時間の分布とKernel密度推定(分)')"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/matplotlib/axes/_axes.py:6521: MatplotlibDeprecationWarning: \n",
"The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
" alternative=\"'density'\", removal=\"3.1\")\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
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EZGOMQHtXa33eXx8/pGNery0Y8TFLKXWT5/tmhVbfgPH0HcoyykWuxXhYHZzQWvs7r3Sh\nl7I4jDfQQX2MOHrIenhFKVXcR4IhB+UwRyb1t8KnHW7E5zCJl5YAVylzJE5bLu6ZfR8j1qqTNfKg\nGCYsGTBhzWQNs88W6/PSArOAdBXwb+BvjNfbQU730LrSAROaXgr35FGVlTmT2JOTXj4/5XD5zDjQ\nWs/FePkdHLfmeC3mffvFc56WDTs+O748xA5BWx6zTUAQBOGSIoJWEATBP1HKHM9RBSMunGitNyql\nvuWiR8abR+8GoIvW+kGl1GnMj899GK/qa1rrsUqpysA0K+QWTNKbnzEJdu4J0KsKRiBX9FPv+BE+\nB/ND2h/pZPVwBeJBcgi4cI9yx2vY3VsnS/A2BfYE6M1sihFBnt5Sh8D3djQRSqmPrTksBR7GixDI\nA+OBhsAD3oR0DlmstV4CoEzCrAXAF0qpOz08edEYofY7MNDPeFs8nv/ptdVFvJ5l6kFZ699pZF38\ncCU7uzmFEa73YCISSmG86grz2XKQitlH3QtAa31eKXWDp1i2PL4lgLNKqU/wfd6sK6nAnV4+a+0w\ne4y3YgTyFODl7PZx54BGmHNsPcPYve0zBxNJMNWjLAUj4AOlqfXvr66FyiSxC8HHZ8eF4ta//hYp\nBEEQCgwRtIIgCB4opWoCd1hPD2COSwnz0bw3JhnL35hzQj2JBx5QSlV3KWvExeM+wAiRPVwUEROB\nvpj9jYGKWbTWlZQ5r/RubZ2/ad1PSUzSmPZaa3/Cw5WReE/45HnGruccEpRSf2E8n47rB2G80wcx\ne4+90RUjxj/LbmKWYOmA8TCd9qh2eKN9hUIex4SwvqbN2bXZXS4glDnn9AnMWcN5FbNgxDoAWuuF\n1n7YlzB7Rl2PdHLcZ4kcXjcQwZodjmsn5faelVLlMJ+fGMyCzCBgtrX/PBjjFf0TeNgRlm/1uxWT\njbqXl2ErYET+Scxe9E8wgvkxTCKzwy5tYzAe4M2Y8H9PPsWEjMcqpbZjshx7itlc7aFVJjt0C9y9\nvQ6a4GWvOUZ4exKLy77jAHgckyhum0d5dp8dB45r+TsDWBAEocAIvtQTEARBKExY4ms55sfyUkyI\nbRV8h9Y5PJ1XYn4oevIzxuPRzKXsSWCe1tqxt64iRqw4jurZgEmC845SypeQ9kUx4E2l1JAc9vOk\ns9Y6yPUB/F+AfacC9ymlbraev4o5P7aftz2bSqm2mBDgQxixmR1PYISOtzNwHWHLp7zUobUeorXu\nlYf9ir5whP2uyedxHbwKbAdet7L+As5jZXYCNZU5rsgNpVSwtb/bDn7FCONWSilPjzxKqUpKqar+\nBtDmPOEHMImeUoAGDm+lleTI4bn0fL9qYTyv3jyTjuOw/tZaH7fCartjBPN4TLbg3RhBNhqzyPGw\nN9vUWsdrrWP93QNmYaqW9XjRZX6Oh689uk9jIhk6eXnvUrTWyV4e3uz2OP4jM5wopRpjPLTTPJNI\nkc1nx4WKmPc9u9dFEAShQBBBKwiC4ILlfXkAqKC1vk9rPdtXVlulVHdMAqA+mOM/piil3MKOrR+N\nv2EEr4MPgX1KqWZKqccw3qFzuHtEe2COvpluJYdyJUYplWl5gdxCZrXWqzHezj5KqdY5uHVPKiil\nrnF9cNGDkx0jMfs1VyilvsYktVqIhwdbKVVXKTULE14ZB7T24nHFo89V1vh78S5oHXtoTwQ4V78o\npR5U5hzP+60iX55Nx9FIHSzPYr5i2eBjmDDP6R4e/48x/59/qsyRK64MwZzx6ldY5nJOx4EvMbb9\nrmudNY/PgWXWIpG/cTZYwrYEWUPVc0MjjCfTmQzMEoIPAd8Cv1sLPr9ihHJDrXWct4ECJEFrvdsS\nyYet6+12eWQJa7e8s29hjktaAqyyxGZu2AhcZ+2n9olSqiwmM/spvEdfBPrZuQXY4ut7URAEoaCR\nkGNBEAQPtPczO51YAvN9TLjjGK31+5YnNQKYoJS6BXOEimMv6H2YvWlTMcen/IoJv70Js29wGJb3\n0hECq7X+UynVGbPftbJS6l6tdZI1nmuWYwd/u8x/qpVAZ31u7t/iA+vhiWvIsVehorU+p5Ry7Ie8\nE5NNtaeVpTYaE8bZAJPMJxP4AuidXaIqy4u1CHOea0vt/fzRm6wx//FSlxt6cnHP4VGMkM6C1nqT\nJd6fBOorc2zNToxQT7fmXBLjBathPTrqHBx7orXerpR6FRgLfKnMkVApwARMiOpjwDal1AzMAkkr\nTGRAf+1yHnA+8zLmKJ1XlVL1MQsXkZhzd6th9hPn137TbLH2Yj8MfO+5F1trnaKUGo0RvH2s4vmY\nveqBhM/mOKmUHz7ChDu/ifG8f4HJ/u0Ie66iXI6vcsURteGSffh7jJ3WA370djFlMlAvBK4G2vjw\nOjs8+T6TiymlimOiLbKEUAuCIFwqRNAKgiDkAKVUC2A4JtvrAK31YDA/LpVS7TFi4wWgtjLH9byC\nOSKlEWYv7lxgitb6ZyuD6geYH7TNlFIOj0eGNeZcK5SzjouYjcdkU84ui+pooIWVBbmGVebriBZv\ndNZaT/Vy/1WVUh9hBNPdGE9YljBIbY6IaeilPF4pFQvsx3iLPtda7/c3EaVUeYzH+lXrevdqrX+3\n6r7EHFlzHBO2+qi5TMDeozT87yd9CJP8KBM45ENEO3iEi5mge3ExeY4njnDNK8m6j9EvWutxSqm7\nMVEEw4Ee1kLBE8APwPPAG5jXaQvwoNbaW8bifEFrHWft234dc//vYRZcfsTs2fZ2nIw/suxHtfg6\nwP3OT2LC0fuAU+D+G7Mo8SAmA/UajNCvjQlF7qWUOobZHrAZ8/n62uofhVmQScckqfK2hzW7PbTg\n8nlS5mzlJ4HBWuvfrLJ2mC0Hjv3RjmO80jBe+TTMb7ZwzOJYQy4uWK3C7Ht9EA9Ba82/CyaSpATw\nuEuysbFWsyNAFGbbw1ncs2F7cj8mzPtrP20EQRAKlKDMzAJbOBUEQbhsUUptwQiEEIx39AXt41xQ\npVRXYK/WeqVSaipmD+0C4Ecfe0grYPbolsAIvTu01sfyON9gjIfwCoyw0pgsrsc92tWwrtlCa73S\nKiuLOYsySxZTSyB/z8XEMAu01t4S8+QbSqlVGEGyDOiqtT7oUjcLI6yjuHhcULe8JGZSXo7tycUY\nIRjPXwzm9U/FZIA+gzkyJ7/38F72KKXWYoT+W9m1xRzf8x5QytUTq5S6F5MI6hbMwsIEjADbi/kM\nTtNab/e47i1AG0yCppuAYVrr/i71X2I866eBPlrrnS51yzBZybOb81GHN95K8FUeeNRzH6sVnl0L\nI8KrYLJ2h2PEbCbGjpKAIa6ebyuE+gWgiuuii1JqCuYM543Ac1rrbS51w6y6KEzSuxOYRTpvSaoc\nfZYDxbTWzXy1EQRBKGhE0AqCIOQAZc5pTJf9YwWHFS5ZWWv9a7aNhf95lFJRWusz1taAh4AN2UUB\nuPQtDmS4hPPaMb8QIDg/r2FFMezDhO5PcCmPAm7xtfiWw2vUATYBzbXWq/I6niAIQn4hglYQBEEQ\nBOEyx0ow9zGgtNbZZSrO6dhBmCzRv2mte+bn2IIgCHlFshwLgiAIgiBc5mitv8Cc43y1DcOXA3YD\nr9kwtiAIQp647Dy08fHxl9eEhYA4ffo0ZcqUudTTEIooYl+CnYh9CXYi9iXYidiXYCd5sa/o6OiA\nM8uLh1YoFEREeB6dKAj5h9iXYCdiX4KdiH0JdiL2JdhJQdmXCFqhUHDsWJ4SugqCX8S+BDsR+xLs\nROxLsJPCZl/nzp1j+/btXLiQJck+M2fOZP/+gPK7ufHPP/8we/ZsEhMTvdZ/9913LFiwIMfjCtlT\nUPYlglYoFISFhV3qKQhFGLEvwU7EvgQ7EfsS7CQv9nX69Ok8Pbyxe/duunTpwtGjR93K//77bz75\n5BN27NiR43muXbuWMWPGEBTkPYJ15cqVrFy5MsfjBsqePXsYOHAgDRs2ZO7cubZdpzBSUN9foQVy\nFUHIhtKlS1/qKQhFGLEvwU7EvgQ7EfsS7CQv9nXPPffk6dobNmwIuO3GjRsBqF+/fo6vs2nTJmrW\nrElISAgHDhzIUv/PP/9QvXr1LHXly5cnMjIyx9cDSEpKYubMmaxevZp9+/YF3C8jI4N58+axcOFC\nDh06RMmSJalfvz7PP/88VapU8dlv06ZNzJgxgx07dpCSkkLVqlVp3rw5TzzxBMWLF8/2upmZmaxe\nvZqvvvqK/fv3c+bMGcqXL0+DBg3o1KkTFSpU8Npv+fLlzJkzh3379hEeHk6dOnXo0qUL1157LVBw\n318iaIVCwcmTJ3P9pSEI2SH2JdiJ2JdgJ2Jfgp3kxb6WLVvms+6FF16gSpUqDBw4MLdTc+Pbb7+l\nVKlSrF271mebxo0bU65cObey5ORkfvvtNx566CF27NhBt27dvPbdu3cv33/vflzze++9x5133pmr\n+YaEhDBjxgyuuuoqunTpwoULF5gxY0a2/QYNGsSKFSu45ZZbuO+++zh+/DjffPMNGzZs4LPPPqN6\n9epZ+sydO5cRI0Zwww038OSTTxIaGsrWrVuZOHEi69atY9y4cdmK2rfffptly5ZxxRVX0KZNGyIj\nI9m2bRtff/01K1euZOzYsU6R6mDcuHFMnz6dWrVq8fzzz5OQkMDChQt57rnnGD16NHXq1Cmw7y8R\ntEKhQFagBTsR+xLsROxLsBOxL8FO8mJfZcqU4dChQyxbtozOnTsTGnpRVoSEhBAWFuaW4fbIkSP0\n69ePbt26cfPNNwd8nb1797Jz507KlCnDlClTstSnpaURHx/PVVddlUXQ/vTTT5w/f55mzZpRu3bt\nLF7h06dPc8899zBq1Chuu+22gOeUHcWKFWPRokXO13fx4sXZ9lm4cCErVqygTZs29OnTx1neokUL\nunbtysCBA5kyZYpb6PTu3bsZNWoUHTt25OWXX3aWP/744yxfvpyEhASyO9Fm9erVLFu2jJtuuokx\nY8a4vY+LFi1iyJAhDB06lMmTJzvLN27cyPTp02nQoAHDhw939mnTpg2dO3emf//+zJ07Vzy0wv8W\nKSkpl3oKQhFG7EuwE7EvwU7EvgQ7yat97dq1i8mTJ1OpUiVat27tt+3KlSvZuXOn172sL7/8Mr/9\n9pvzeYcOHQDo168fa9euJSoqinnz5lGyZMksfTdv3syLL77oddxly5ZRqVIlateu7VZ+5swZEhMT\nnUmmwsPDOXLkiLO+cuXKPvfcBkpOxdyMGTMoUaIEPXr0cCu//vrreeCBB/jqq6/45ZdfuPXWW511\nn332GRUqVKBr165ZxmvZsmVA13W87h07dnQTswCtW7dm0qRJ7Ny5k7S0NGf9jBkzCA4O5tVXX3Xr\nU61aNZ5++mk++eQTli1bxu233x7YzecRSQolFAqSkpIu9RSEIozYl2AnYl+CnYh9CXaSV/u66667\nqFy5MrNmzcq27cqVK6latSo33XRTlrr+/fsze/ZsBgwYAMDIkSOZPXs20dHRrF69mqeeesqrmAWz\n7xSMV9iV/fv3s379eipXrgzA9u3bWbp0KWAEWbt27Xj11VcBePHFF2nXrp3z4e11efDBB2nQoAGb\nNm3K9l5zysGDBzl8+DC333671/t0iNOffvrJWXb69Gl++eUXGjdu7BSVycnJPrM5+8JxtE54eLjX\n+sjISMqUKeO8RlJSEps3b6ZWrVpcccUVWdrffffdzrkW1PeXCFqhUFCpUqVLPQWhCCP2JdiJ2Jdg\nJ2Jfgp3k1b5CQkJo3749+/fv5/fff/fZbufOnezZs4fWrVt79XxWrFiRGjVqULFiRQCqVKlC+fLl\nGTFiBLVq1eLRRx/1ObZD0Hp6F2fMmOEWbvvzzz8zbdo05/MbbriBDRs2uD3Gjh0b2I3nM7t27QKg\nVq1aXuuVUgQFBbFnzx5n2c6dO0lPT+fqq69mx44ddOnShaZNm9K8eXPat28fcObmu+66i+DgYBYu\nXJilbvv27Rw4cIB27do5y/bs2UN6errPuVaoUIFy5cqxZ8+eAvv+kpBjoVBw7NgxrxvdBSE/EPsS\n7ETsS7ATsS/BTvLDvpo3b84nn3zCokWLqFu3rtc2X3zxBSVKlHATRtmRkZFB5cqV6dOnDz169GDz\n5s1u9Q8//DC9e/cmLS0NcBe0u3btYvny5X7vbevWrTRo0CDg+XzyySekpaXZItLi4+MBnILek+LF\ni1OmTBliY2OdZf/88w8Ahw+LEHNwAAAgAElEQVQfZsyYMbRu3ZrHH3+c2NhYZs+eTb9+/Th//jxt\n2rTxe+3rrruOgQMHMnToUPr27UuXLl0oX748y5YtY+bMmTz77LN07tw54LmCEbW7du3i6NGj1KhR\nI6DXIC+IoBUKBcWKFbvUUxCKMGJfRZMlu0/m63j3XVcu+0ZeEPsS7ETsS7CT/LCvChUqcM8992TJ\ngusgIyODc+fO0a5dO6KiogIet1SpUk6P6cCBA0lOTs5SD5CamgpcvJfMzEyGDRvGHXfcQWRkZJYz\nbR3Url2boUOHupVt27aNvn37em1frVq1gOeeUxyhuf7ej7CwMC5cuOB8fu7cOQBmzpzJ8OHDadiw\nobPu7rvv5vHHH2f06NE0a9bM+Vr5omXLllSqVIlXX32Vv/76iyuvvJINGzbw5JNP0qFDB4KDLwb1\nBjrXzMzMPO9DDhQRtEKhILsPmiDkBbEvwU7EvgQ7EfsS7CS/7Mux99UbwcHBjBw50hkanBv8eUUd\nIs+xBzQoKIgqVarw8ssvM3HiRL/zcuwfdRDIma124LiuQ5x7IzEx0S3RlENk3nbbbW5iFiA6Opr2\n7dszYcIENmzYQIsWLXyOm5GRwdixY1mxYgXvvPOOM5HT4cOH+fDDD1m4cCFDhw7l3//+d47mGhQU\nRNmyZf3ddr4hglYoFMTFxfnc7C8IeUXsS7ATsS/BTsS+BDvJrX0FEqr7119/Zdtu7dq1Wfa+Ojh3\n7hw///wzzZs3z1K3detWFi9eTJcuXZwewxIlSjjr33nnnSxJojzZvn27X6FXkFSoUAHALaTYlQsX\nLnD+/HmuueYaZ5njSKQbb7zRax9HW9fszd6YPn06s2bNYuLEiVx//fXO8mrVqjFixAief/553njj\nDebMmUNkZGS2cwWTsKpcuXKcOnWqQBblRNAKhYLo6OhLPQWhCCP2JdiJ2JdgJ2Jfgp3k1r5mz57t\nt/61116jYsWK9O7d2287X2J25syZrFmzhujoaKeg3bNnD2vXrmXZsmX8/fff1K5dm8zMTBITEwkO\nDiYyMtLZPzsxC/Cf//yHTz75xK1sy5Yt9OzZM9u++U3NmjUBc66sN7Zv3+7WDuDqq68GLoYee+LY\nW5yd13nBggVUrlzZTcw6CA0NpXnz5nz88cds2rSJxo0bc9VVVxEaGupzrkeOHCEuLo6GDRsW2PeX\nCFqhUJCUlJSjfRWCkBPEvgQ7EfsS7ETsS7CT3NpXdol+wsLCKFGiRMAJgVJSUvj5559ZsGABAOvX\nr6dz5860a9eODz/8kB9//JHY2FjCwsJo1qwZAwYMcAqw06dPExUVleP9mmlpacTFxbmVnTlzJkdj\n5BfVq1enevXqrF+/nqSkpCyh0KtWrQKgUaNGzrLrrruOmJgYfvrpJ7p27eq2zxWMFxtMhmR/OF4/\nXzheE8dxQCVKlKBevXr8+uuvHDt2LEs4uOtcC+r7SwStUCjw3OgvCPmJ2JdgJ2Jfgp2IfQl2Uljs\nq3v37vzxxx/UqFGD3r17c//99zv3xGZkZFCzZk26du1KkyZNsoRIHz9+nJiYmBxfc9euXTnKunz4\n8GFnlmNfZ7bmhSeffJJ3332XsWPHunm2d+3axTfffEPNmjWpX7++szwkJITHH3+cMWPGMH36dDp1\n6uSsO3jwIN988w1XX301derU8XsPN954Ixs3buSrr77ioYcecpvToUOHmD9/PsHBwW7jdOzYkQ0b\nNjBixAiGDh3q9IgfOXKEGTNmUL58ee655x6OHz+er6+RL0TQCoUCOWdPsBOxL8FOxL4EOxH7Euyk\nsNjXiy++SEpKiptgc/DGG2/47bt3794cZyDu1q0b3bp1y1Gfl19+mWPHjjF27FhuvvnmHPUNhPvv\nv5+ff/6ZefPmcejQIRo0aMCxY8dYtGgR4eHhvP3221m80I8++ii///4748ePZ9u2bdSrV4+TJ0+y\naNEigoKCGDBggFsfb/fQq1cvXnrpJT788ENWrlzJLbfcQmRkJAcOHGD58uUkJSXRs2dPqlSp4hyn\nXr16PPHEE3z++ec8//zz3HnnnZw5c4aFCxeSlJTEkCFDCA8P/987h1YpFaq1TrvU8xAuDXLOnmAn\nYl+CnYh9CXYi9iXYSWGxL1fvnz8OHz7MtGnTqFy5MhEREezZs4d9+/bRqlWrgPofPHgw4LNnq1Wr\nxrx58wJqm18MHjyY//znP3zzzTeMHz+ekiVL0qRJE5577jk3QekgNDSUYcOG8eWXX7J48WLGjx9P\n8eLFqVevHi+88EJA72316tX5/PPPmT9/PqtXr2b27NlcuHCBcuXK0bRpU9q1a+d1f2337t25+uqr\nmTt3LhMnTqR48eLUqVOHLl26OI9wKij7ylbQKqUeBh4BGmitr/RS/wjQGwgBVmutX7XKbwQ+BooD\nscBTWut4pdTrwIPAZq11N6ttQ0AB/82XuxIuO+wI3RAEB2Jfgp2IfQl2IvYl2MnlZl9ly5Zl69at\nrF+/3pkMqnnz5llCZX1RpUoVRo4cGVDbsLAwt+eO/b254f777+f+++/Ptl1wcDAdOnSgQ4cOAY8d\nEhLCY489xmOPPZZtW1/3UKZMGZ555hmeeeaZgK8L0KpVK7+LCQVlX0GZmZl+GyilmgA7gO1a60oe\nddWBFUB94AwwG/gSmA/sBB7TWm9RSr0E1NJad1dKrdZaN1VKfQe0B8KB1xxCODvi4+P9T1i4LDlz\n5owkvRBsQ+yraLJk98l8He++68rlqp/Yl2AnYl+CnYh9CXaSF/uKjo4OOMtXcHYNtNZrtNa+fjXc\nA3yltU7QWmcCn2G8rzWBeK31FqvdJOA+6+9QpVQw4BCm/QHfpzEL/xPEx8df6ikIRRixL8FOxL4E\nOxH7EuxE7Euwk4Kyr7zuoY0Bjrk8PwpU8CzXWqcopRzXmgisAb4BXgHmAfOVUsnA01rr0/4uePr0\naRISEihXrhwJCQmkpqZSqVIljh07RmRkJCEhIZw5c4by5ctz6tQpMjMzKV++PMePH3dmRUtMTKRi\nxYrExsYSFBRE2bJliY2NJSoqivT0dM6dO+ccMywsjNKlS3Py5ElKly5NSkoKSUlJzvpixYpRqlQp\n4uLiiI6OJikpieTkZGd9eHg4ERERxMfHExMTw9mzZ0lJSXHWR0REUKxYsf/5e0pLSyM5OblI3VNR\nfJ8u13uKiori4MGDReqeiuL7lNN7OhUXR6moKBLPJkIQREZGknj2LOHhEWRkZpBy4QJRUaU5cyaB\nkJAQIiIiSExMJCIigrS0dFJTUy7Wh4aSmBieq3tKSUnhxIkT8j7JPdlyT2C8HEXpnori+3S53lNE\nRAQHDx4sUvdUFN+ny/WeUlJSOH36dK7uKSdn2GYbcuxAKXXMS8jxs8C/tNb9rOfNgM7A28A0rfUd\nVnlxYIfW+hqXvo8C54E7MOL2X0AprfWn/uYhIcdFk6NHj1K5cuVLPQ2hiCL2VTQpLCHHYl+CnYh9\nCXYi9iXYSV7sKychx3n10C4FViqlPtBanwWeARZorfcppUoqpa7XWm8HngS+dXRSSl0PVNdaD1NK\n3QkkYcRtzg+REooEKSkpl3oKQhFG7Euwk/91+8rPhYXcLioUZf7X7UuwF7EvwU4Kyr6y3UPrDaXU\nbKVUHa31UeA94Eel1EbguNb6K6tZJ2CiUmod0AZrn6zlrX0OGG61mwyMBf4Pk1RK+B+ksJyDJhRN\nxL4EOxH7EuxE7EuwEzvsa+XKlbz11lskJyfny3ixsbFs2bKFjIyMXPWfM2cOu3fv9lr3zz//MGHC\nBOLi4vIyRcEHBfX9FbCgdQ031lp3cCR80lp/rrW+SWt9q9a6t0ubLVrr27TWDbXWbbTW8Vb5BaC3\n1jrDer7datdIa3083+5MuKxw7BMSBDsQ+xLsROxLsBOxL8FO7LCv/fv3s2rVKlJTU/NlvO+//56u\nXbvmSiCfOXOGjz76iO3bt3ut37dvH//9739JS0vL6zR9Xn/69Oncf//9dOrUyZZrFGYK6vsrryHH\nuUJrnT8WLhQZIiIiLvUUhCKM2JdgJ2Jfgp2IfQl2UtTta/PmzWRkZFC3bl0OHz6cRbhqrQkLC+P8\n+fMcOHDAWV6iRAkqVKiQ6+uuXr2aRYsW8csvvziFfbly2W+p2L59O1OmTOGPP/4gIyODq6++miee\neIKmTZt6bX/ixAlmzZrFhg0bOHr0KGFhYVx77bW0bduWu+++O+D5pqSkMGPGDJYvX87Ro0eJjo6m\nUaNGPPfcc5QpU8ZrnwMHDjBp0iR+++03kpKSqF69Og899BAPPPCAs01B2dclEbSC4EmxYsUu9RSE\nIozYl2AnYl+CnYh9CXZS1O1r7dq1xMTEcNVVV/Hggw/69Bg+9thjbs8bNmzIiBEjcn3dH3/8kd27\nd3PPPffQqFEjXn/99YDm+sYbb1C2bFkeffRRihcvztKlS3nzzTfp3r07TzzxhFv7Xbt20aNHD86f\nP0/z5s1p3bo1CQkJfPvttwwYMIBff/2Vvn37ZnvdtLQ0evbsyebNm7nzzjtp27Yt+/fvZ8GCBWzY\nsIFJkyZlyTi8e/duXnrpJUJDQ2nTpg3R0dGsWrWK999/nz///JPevU3QbkHZlwhaoVCQkJDgcwVI\nEPKK2JdgJ2Jfgp2IfQl2klv7Sk5O9ikOExISADh06BAlSpTIUh8aGkq1atW89n311VdZt26d17o7\n77wzS9krr7xChw4dvLZPSUlh9erVTk/lggULvF4vIiKCd9991+sYueWVV16hVKlSBAUFlqg3ISGB\nQYMGUbZsWaZOnUpMjMmT+8gjj/DSSy8xbtw46tWrh1LK2WfIkCEkJiYycuRIbrvtNmf5008/zfPP\nP8+iRYu488473eq8MWnSJDZv3swLL7xA586dneUNGjSgT58+DB06lA8++MBZnpaWRp8+fQCYMGEC\nNWrUAKBDhw706dOHefPmceutt9KoUaMC+/4SQSsUCgIJwxCE3CL2JdiJ2JdgJ2Jfgp3k1r527NhB\nt27d/LZ55plnvJZXqlTJq7h0ULduXTeP5rfffsu0adOYOnUq4eHhzvInn3zS7/XXrl3L2bNnswjh\ntLQ0Tpw4AcDhw4epX78+R44ccdaXLl2ayMhIv2NnR1RUVI7af/XVVyQmJvLKK684xSxAeHg4vXv3\n5plnnuHzzz/nnXfeAeD06dPs3buXWrVqZRGskZGRdOjQgSFDhrBt2za/gjYpKYl58+ZRpUoVnnrq\nKbe6O++8k9tvv50ff/yRgwcPUr16dQC+++47jhw5wrPPPusUswAhISHOBYnp06fTqFGjAvv+EkEr\nFAoSEhLy/OUhCL4Q+xLspCDsS47G+d9Fvr8EO8mrfY0aNSqLYJo4cSKTJ0/mu+++o1SpUm51AwcO\n5I8//vA7ZkREhJtQcoS7XnnllW4e3+y8n59//jkAlStX5ty5cyxatIgWLVpw9uxZN6/uwYMHmTt3\nrvP5q6++Svv27b3eU6tWrRgwYIDf6+aG9evXExISQrNmzbLU1a5dmyuuuIJ169aRnp5OSEgI4eHh\nBAUFuQl8VxzvadmyZf1e948//iAxMZG2bdsSEhKSpb5ly5asX7+etWvXOgXt+vXrAWjRokWW9hUq\nVKBu3br8+uuvnDp1iuTk5AL5/srVsT2CkN/kVyY8QfCG2JdgJ2Jfgp2IfQl2UlTta9OmTezYscP5\nPCEhgdGjR3P06FFn2dy5c9mwYYPb41Ick5WRkYHWmho1avgUf7Vq1eLcuXNOT3J4eDiNGzdm586d\n7N27N0v7JUuWEBUVRfPmzf1ee9euXc7xfV0XYM+ePW59SpQo4bbo4NknMzOTvXv3Fph9iYdWKBTI\nOXuCnYh9CXYi9iXYidiXYCdF0b7S09P56KOPqF69OgcPHvTZztML64/27dvTokULSpYsmR9TdCMx\nMZHU1FS/WZXLly8PmDN5r7jiCgD69OlD37596d69O926dePuu+9m3759TJgwgbNnz/LZZ59lu381\nPj4egIoVK3qtd8wpNjbWrU+gc73xxhv9Xj+/EEErFAqOHTvmDGUQhPxG7EuwE7EvwU7EvgQ7KQz2\ndfr0aU6fPg2YPZ2A2xE6DtH1999/u4XYZmZmEh8f72xbqVIlwsPD+eqrrzh06BBvvvkmAwcO9Hnd\n8ePHU6VKFbeyLl26eG1bpkwZ25IbOc7X9ZcR2FF34cIFZ1np0qUZNWoUgwcP5sMPP2T9+vVorSlR\nogS9e/fmX//6V7bXdrzevq4dFhaW5brJyckBz7Wg7EsErVAokP1Bgp2IfQl2IvYl2InYl2AnebWv\nEydOuIlP8J/l+Ny5c1nGmD17NlOnTnUr85a5uFOnTlnKpk2bxrRp0wD4+OOPqV+/PjExMXTp0iXb\nhEQRERFZzkkNNCtxflK8eHHAf/j32bNn3doC/Pnnn7z55pvUqVOHxYsXU6pUKTIyMliwYAG9evWi\nZcuW9OrVi9BQ33Ivu2snJiZmuW7x4sUDnmtBfX+JoBUKBd42ogtCfiH2JdiJ2JdgJ2Jfgp3k1b7e\nf/99n3X+shy70rVrV7p27epznG7duvHnn38SFRXFjBkzsohQT+666y7S09PZsmWL33ZPP/203/qC\nolSpUhQvXtwtrNcTxyKBI5z37Nmz9OjRg1q1atG/f39nu+DgYNq1a0e5cuV4/fXXqVq1apbza13x\nFlLsisNz7riu4+9A51pQ31+SFEooFJw5c+ZST0Eowoh9CXYi9iXYidiXYCd5ta9Ro0ZlSaz07LPP\nAuZ4F8+6li1b5mj8AwcOsHnzZvr160dSUhJjxowJqF8gQuqLL75gzZo1bo9Lsac4ODiYa6+9lgMH\nDjjDjz3Ztm0bJUuWdIZIr1mzhvj4eJ9Jnxo1akRkZCTLly/3e+2aNWsCsHv3bp/XdW3n+DsxMZHD\nhw/77BMUFMS1115bYN9fImiFQoHryo8g5DdiX4KdiH0JdiL2JdhJbu0rJiaGVq1a5bj/HXfcQbt2\n7QJqm56ezrBhw7j66qtp1KgRPXr0YP78+Xz66ae5mXIW4uPjiYuLc3ukp6fny9g5pXHjxqSmprJm\nzZosdbt37+bYsWPcfvvtTqHu8Jz6Cv29cOECycnJzpBhX9x0002ULFmSH374gczMzCz1q1atAsz7\n5jpXgJUrV2Zpf/LkSbZv3871119PdHR0gX1/ScixUCg4depUln0WgpBfiH0JdiL2JdiJ2JdgJ7m1\nrxo1auTqPFZvZ5d6IzU1lcGDB7Nt2zYmTJhAUFAQLVu25OjRo4wfP57jx4/zf//3f5QuXTrHc3Dw\n0ksvBdzWkbiqZMmS2e7NzQ0PPPAAM2fOZPz48dx6663OBFQpKSmMGDGCkJAQHn/8cWd7R/bg2bNn\n07Rp0yyvw9ixY0lPT6du3bp+76F48eI8+uijTJ48mVmzZrmFJ//000+sW7eOxo0buyV2atasGdWq\nVWPmzJncddddzqzLmZmZjBw5ktTUVDp27AgU3PeXCFqhUOBtVUgQ8guxL8FOxL4EOxH7EuykMNrX\nli1bGD58OIcOHWLIkCFuZ6R26tSJ0NBQxo8fz8aNG3nhhRe499573ZIWZUeNGjXYsGFDjuY0d+5c\nJk+eTKtWrXIl5LOjdOnS9OvXjz59+vD000/TunVrwsLCWLFiBfv27eOll17iuuuuc7b/z3/+Q4cO\nHZg9e7bzSKErr7ySc+fOsXbtWnbu3En16tXdRLuve+jUqRO//vorY8aMYefOnVx//fXs37+fpUuX\nUrlyZd544w23uYaGhvL222/TvXt3unTpwgMPPEBUVBRr1qxh27ZttGvXjiZNmgAFZ18iaIVCgYRU\nCXYi9iXYidiXYCdiX4KdFBb7On78OD///DNLly5l69atKKWYNGkS1157bZa2HTt2pF69egwePJih\nQ4cybtw42rZty4svvpjtdXwdy+ON8ePHU6dOnRzdR15o3Lgx48aN47///S9ffvklaWlpXHPNNQwd\nOpSmTZtmaf/KK69w2223sWDBAtatW8eiRYuIjIykatWqvPLKK7Rp0yYg72hYWBhjxoxh+vTpLF++\nnJ9++okyZcrwwAMP8Nxzz3k9rujf//43kydPZtKkSXzzzTckJydz5ZVX8tZbb/HAAw842xWUfQUV\nxpUZf8THx19eExYC4uDBg5f8HDSh6CL2VTRZsvtkvo5333W5CyMrCPvKz3vN7X36ojDPrSgg31+C\nndhhXxMnTmTy5Ml89913lCpVKqA+vXr1Yv369fz73//m0UcfpXnz5gQH+0/1k5GRwZo1a5g5cyYP\nP/ww9957r1v9pk2b6NatG/PnzwegXbt2DB482KtI9objXFsh9+TFvqKjowM+Q0kErVAoiIuLIyYm\n5lJPQyiiiH0VTQqLoC0I+yrMorEwz60oIN9fgp0UFvtKSEjg7NmzVKtW7VJPRchH8mJfORG0EnIs\nCIIgCIJwGSOLCsLlTunSpfOU4En430aO7REKBdmlFReEvCD2JdiJ2JdgJ2Jfgp2IfQl2UlD2JYJW\nKBRUrFjxUk9BKMKIfQl2IvYl2InYl2AnYl+CnRSUfYmgFQoFsbGxl3oKQhFG7EuwE7EvwU7EvgQ7\nEfsS7KSg7EsErVAoCAoKeN+3IOQYsS/BTsS+BDsR+xLsJLf29eeff9K4cWPi4uLyZR4bN27MUpaW\nlsYTTzzBokWLnGWLFi2iW7duAYeyHjhwgLS0tHyZo4M///yTgwcPZilPT0/nm2++ISEhIV+vdzlT\nUN9fkhRKKBSULVv2Uk9BKMKIfQl2IvYl2InYl2AnubWvzMxMUlJSADhx4gRt2rTJUf9ly5Y5zzfd\ntGkTPXv25MYbb2TgwIFUqVIFgHXr1rFv3z5q1qzp7DdnzhwqVapEyZIls71GSkoKTz/9NE899RR3\n3XVXjuZXrVo1QkOzyqS0tDT69etHVFQUEyZMcBNsK1as4L333iMmJoaGDRvm6HpFlYL6/hJBKxQK\nYmNj5Zw9wTbEvgQ7EfsS7ETsS7CT/LCvsmXLMnv2bOfz48eP07NnT8aMGQNA9+7d+eijj9z2U7qe\nT3vzzTczYsQI3n33XXr06MGcOXMIDg5m8uTJlCxZklWrVrFq1SoSExPZu3cvNWrUYPz48c7+9evX\np27dulnmtXPnTi5cuEBwcDAdOnTI0T3Nnz/fKaxdCQ0N5e2336ZLly4sXbqU++67D4CkpCTGjx9P\nq1atCkTMDho0iGXLltGqVSsGDBjgtc2GDRuYPn06u3btIiQkhFq1atG5c2evr5UvMjIyWLFiBfPn\nz+fvv/8mKSmJGjVq0LZtWx588EGvfY4cOcL06dP5/fffOXr0KFFRUdSvX58uXbpQtWrVXN1vdoig\nFQoFUVFRl3oKQhFG7EuwE7EvwU7EvgQ7yQ/7Cg0NpUaNGs7nISEhAG7ipUqVKlxxxRVe+x85coSG\nDRsydepUDhw4QEhICHPmzGHPnj3cdNNNzrDmI0eOEBYWRkREhFuoc1JSktdxf/31V6pVq0bnzp3p\n3Llzru/vgw8+4Ouvv85SPnjwYAYPHuxWtnTpUpYuXepWNmnSJK6//vpcX9+TFStWsGzZMufr7I35\n8+czbNgwqlevTqdOnUhNTWXRokV0796dQYMG0aJFi4CuNWTIEJYsWULt2rV55JFHyMjIYPXq1Qwd\nOpTdu3fz5ptvurX/888/6dq1K+np6dx7773ExMRw4sQJli5dyrp16xg/fjxXXXVVnu7fGyJohUJB\nenr6pZ6CUIQR+xLsROxLsBOxL8FOcmpfx44dIzk5maNHjwJw6NAhzp49y5kzZ/j0008BuHDhAgD9\n+/d39hs4cCDFixcHoGPHjk4v5v79++nYsSNNmzalV69e3HrrrWzbto1x48YBcN9993H//fcD8N13\n36G1pm/fvgHN9bvvvqNVq1YAvPLKK2zYsCGgflOmTKFWrVrO5126dOHRRx/12nbx4sXMmTOHGTNm\n+ByvcuXKAV03EI4ePcqwYcNo2rQpu3fv9tpm//79jBw5kpo1a/LZZ58REREBwMMPP8wzzzzD+++/\nT506dShfvrzfa3377bcsWbKEtm3b8vrrrzvDqzt16kSvXr1YsGABLVu25KabbgKMN7dPnz4ATJ06\nlRo1anDy5EnKlStHy5YtefnllxkxYgRjx47Nr5fDiQhaoVBw7tw5ypWTw9wFexD7EuxE7EuwE7Ev\nwU5yal9vv/02mzdvdj7v2rUrAO+99x6bN2/m9ddfJzExkZ07d3LHHXcAsGPHDpo1a0ZkZCRjx47l\n5MmTzv7/+te/6Nu3L6NHj+app57iiy++oE+fPtSqVYsdO3bw7rvv8u6777rNoUGDBs6/H374YXr3\n7p1lnrt37+bvv/+mWbNmzrK77rqLXr16+by3o0eP0qVLlyzlMTExxMTEeO0THR1NUFCQm4faLtLT\n0xk0aBCZmZn06tWL559/3mu7WbNmkZaWRs+ePZ1iFqBMmTJ069aNvn37Mm/ePF588UW/15s3bx5R\nUVG88sorbnuFQ0NDeeyxx/jll19Yu3atU9Bu3LiRQ4cO8fLLLztfD4d93XzzzdSuXZvff/+d8+fP\nU6JEiTy+Gu6IoBUKBZUqVbrUUxCKMGJfgp2IfQl2IvYl2ElO7cvhhZ0yZQqfffYZS5YsISYmhrVr\n1wLQrl07Tpw4wbhx42jZsiUAn332Ga1atSImJoZJkyZlGbNVq1bUrVuXdevWER4eTo8ePahbty5t\n27ald+/eznFWr17N6NGjWbBggbNvWFiY13l++eWXAE6vMBgh5irwPHFt68lbb73FqlWrfNa7imxX\nhg8f7hT2DiZOnMjkyZP97n/1xrRp0/jjjz/o27cvFSpU8Nlu/fr1xMTEcPPNN2epa9y4MREREfz0\n00/ZCtphw4axf/9+r6+L43V0eOPBvAYff/yxWxIvV/uKiIhwJhMTQSsUSY4dOyZJLwTbEPsS7ETs\nS7ATsS/BTnJrX7/88mkuydsAACAASURBVAtgEi81atTIWe4q7Nq1a+f825E8yReVKlWiefPmPPvs\ns4wePdqnRzQQjh8/zooVK7KUL1++nOXLl+dqzF69evHCCy9kKc8u5Ng1EVZe2L59O5MnT6ZZs2a0\nbt3aZ7sTJ04QFxfnMzFVWFgY11xzDTt27CAlJYVixYr5HMufZ9rxOrqK16CgIOrXr+/WzmFfR48e\nZevWrVSoUMGZ3To/EUErFAp8rbAJQn4g9iXYidiXYCdiX4Kd5Ma+4uLi2Lp1KwD9+vVj5MiR1K9f\nnyVLlgTUPzIy0mv5Rx99xD///ONWNnz4cIYPH+5W5prQyFvIsTcvcEpKCi1btvQanuyJN+9h+fLl\nve45zU3Icfv27WnRokVARw8BnD9/nkGDBlGuXDneeustv23j4+MB/0K6QoUKbNu2jbi4uFzt7507\ndy4LFiygatWqTu+5L8LCwjh58iSvvfYaKSkpPPPMMzm+XiAUKkGrlArVWufv6cfCZUHp0qUv9RSE\nIozYl2AnYl+CnYh9CXaSG/tauXIl1apV4+DBgzRp0oQ333yTSZMmERYWFlCSKW9nk/7www8sXbqU\nHj16uHkF+/Xr55YU6oMPPmDlypU+x962bRuLFy+mffv2zrBjgNTUVIKCgpxn5/ojIyPD+bosXrw4\nyx5eb/gKOXbgmpCqTJkyOfJSjhgxgiNHjjB27Nhss1I7Mj7787w6FjFcw4UDITk5mVGjRrFw4UKq\nVKnCqFGj/IZpAxw8eJD33nuP2NhYOnXq5POon7wSkKBVSj0C9AZCgNVa61dd6kKAkcCtQDCwCeih\ntU5VSjUD3rP6aeBZrXWKUuojoD7wjdb6fWuc9sBZYFl+3Zxw+XDy5EmfK3aCkFfEvgQ7EfsS7ETs\nS7CTnNpXRkYG8+bN495772XChAm89NJLHDhwgGPHjvH2229z6tSpbMf44Ycf3LygBw8eZMiQIVx7\n7bU88sgjbm3j4uI4cOAAYM7MzcjIcD53EBoaSrVq1QD4/fffqVevHk2aNHETtImJiSxbtoxly7KX\nGTfccAMTJkwAoGnTpm5H7iQlJdG1a1fatGnDQw89lO1YeeX7779nyZIldOrUyZl8yR/h4eGAEfC+\nOHv2LOB/z7Anf//9N2+++SZ//fUXzZo146233vIrrjMzM5k6dSoTJkwgKiqK999/3y1BV36TraBV\nSlUHBmME6BlgtlLqIa31V1aTVkBVrXUDq/184EGl1LfAFOAOrfVhpdQwoLtSahJQXWt9m1LqV+B9\npVRtoKbWeki+36FwWSAr0IKdiH0JdiL2JdiJ2JdgJzm1r++//57ExERuu+02JkyYQFhYGGPGjKF0\n6dJZzl8NhMzMTN566y0yMjJ49913CQ11lyaffvqpMxGVgw4dOrg9r1SpkjNR1GOPPca9997LoUOH\n3NrExsZSpkwZqlatyuTJk/n44485ePAgI0aM4J133gFgwIABjB07lj/++MPZr2TJkm6hwbNmzeLC\nhQu0bdvW9szGJ06c4IMPPuD666/3mn3ZG46w6NjYWJ9tEhISCAkJCXif8pYtW3jttdcAc/ZudmfY\npqWlMWjQIFauXMltt91G//79vXrl85NAPLT3AF9prRMAlFKfAZ0Bh6A9DIQqpYKt56nATqAhsF5r\nfdgqHw9MAz4DSljtk5VSUcBLQM98uB/hMiWQEBBByC1iX0WTjIwMziee4cypOBLi40hMiOdC0nmS\nz58nOek8yefPkZx0ngvnz5GWnkZGWjrp6WlkpF/8NzMzk+CQEEJCQphbOoLQ0FBCQkIIDQ0lODjY\n63PHIywsjLCwMJKTk4mOjiYsLMytPCQkxPk3mB9ujn+9PVzrMjIySEtLIzU1ldTUVLb8c5q01FTS\n09Ksh/k7zeNf978vlhEURFAQEBTEjFLhBAUFERQURFhYGJGRkURERFCiRAnnvyVLliQmJoby5cs7\n/42OjiYkJORSvd3/s8j3l2AnObGvlJQUxo0bx8MPP+z2XXDhwoVsQ249+eCDD2jSpAlBQUH07NmT\nU6dOZUlO9eOPPzJ79mxGjx6dxavri2LFilGhQgU3QRsXF0diYiLXX3+987s2N8TFxTFt2jQqV65M\ncHBwFk+xNypWrOg3s7I/du3axZkzZ9i+fXuWTMkOli5dytKlSylZsiQrV650JnLydUZtcnIye/bs\noXr16n7Dkh1s376dXr16UalSJUaMGJHtntvMzEwGDhzIDz/8QPfu3WnRooXtYhYCE7QxwDGX50cB\nZ65orfVmpdQaYKhVtFprvUMpdaO3flrrRKXUD8AaYALwDvA1sFIp9Q/Qyd8+2tOnT5OQkEC5cuVI\nSEggNTWVSpUqcezYMSIjIwkJCeHMmTOUL1+eU6dOkZmZSfny5Tl+/LhzhSUxMZGKFSsSGxtLUFAQ\nZcuWJTY2lqioKNLT0zl37pxzzLCwMEqXLs3JkycpXbo0KSkpJCUlOeuLFStGqVKliIuLIzo6mqSk\nJJKTk5314eHhREREEB8fT0xMDGfPnv1/9u49Tsa6/+P4a/Ywe961LEuRiK6ccjvk8FMUUihyh8ip\nlEo6KHREIlGSkijdjjl10FGRYxJ3cig5XiJtxK49H2d2dmfm98eu697Naa295rpm5vN8PHpkvtfM\nzucyb3t9v3Nd1/eLw+HQtoeFhWG1Wv1+n9LT04mOjvapffLFz8lb98npdGKz2Xxqn3zxcyq5TwEB\nARw/fpy8vDwOHjzIiRMnSEtL48iRI6SlpZGWlkZKaiquMtyvJUr7rZyvCwgIoFKlStSqVYv4+Hjq\n1KnD1Vdfzd/uaGrXu5bgsEgCLAFERkWSnZVFSEjRpW/5+XaioqPJyc4BS9GEMDnZ2YSGhuFyu3Dk\n5xMdHUNWViYnTzoMz57Z/j3l5uYSGhp6wX2y5dmx2WxERkZis9lwOp3a36k1JIQASwB2u43IqChy\nc3PBzXk/p+PHj3vF7wizfU7euk85OTnYbLYy7VNqairBwcH06tWLvXv3AkVn+6BoGZ/s7Gz27NlD\ns2bNcDgcrFy5kuTkZB555BGOHz9OREQEcXFxxMbGAkUDxLS0NJxOJ3Xr1uWnn37CYrEQExNDWloa\nkZGR2iRRR48eJTs7m6CgIKKiokhPTycqKoqCggLsdjuKopCTk6N9TklJSUDRJdX79u0DigaXGzZs\nKDX4LvnnM2eYGzZsSEJCQqnPKT4+ngkTJpCZmUlmZuZZZ4nP57nnnqNly5bl+pyqVq1K165dCQwM\nxGq1YrPZCA0NpbCwkMLCQlavXs2VV15J8+bNCQ8PJyEhQVuuZ+3atezatYu4uLhS2Ttw4AAOh4Pr\nr7+e/Pz8C2bParXy7LPPEhcXx6uvvorD4cBut18wexs3bmTDhg08/PDD3HXXXRw9ehSr1Vquf09n\nclIWlot9U6EoygNAHVVVxxY/vgW4X1XVwcWPBwM1VFV9rfjxM0AKkFD8vIHF7XWARaqqti/xs0cC\nW4BngKcpOvO7S1XV1eerJz09vfxfrQjTys/Pv6Rr+YW4FJIvc0tOTubAgQMcPHhQ+09VVe0+H+Ed\nrCGh1KqnUPvahtSu34Cr6jeg1jXXEhJa9rMT3a+L07FC71SW31/fHEqpsPeTz8C/XOrxMTMzk5iY\nGA4fPszgwYO1dWih6P7Vxx9/nBEjRnDvvfcyefJkTpw4wTvvvMPjjz/O0aNHeemll0otKTNx4sRy\nXar8TyUnjwLYtWsXI0aM4LPPPmPu3Lns27eP2267jW3btjFz5kzef/99Tpw4waRJk5g2bRoAY8aM\nYd68eRw4cEC7h/aMWbNmsWTJEoYMGXLW+q379u3jwQcf5N133z3n2q//lJGRQUZGBpGRkcTFlf/f\nW5s2bc65lm1CQgIDBw6kfv36zJ49W7uvNjMzkwcffJCUlBQ++ugjbS1bu91OYmJiqXuRAV599VVW\nr17NkiVLyrS008mTJ+nbty9dunTRarqc/ldsbKylrM8tyxnabyk6e/qaqqrZwFDgixLbG1F0b+0Z\nVqA+sAx4T1GUGqqqngIeAL488yRFUToD6aqq7lIUxQrYgLzi1ws/I+vsCT1JvswjNTWVXbt2sWPH\nDnbt2sW+fftISSl/ZzwsIpLo2CpEx1YhMqYSYeGRhIaHExoeQUhYOKFhRX8OCrYSGBhYfHlxUNH/\ni+/VcjmduFxOmsaHa5f6Op1O7f/n+nNBQYH2/9TUVMLDw7XLg0teKux0OrXJOc5c5lvyzyX/O8Ni\nsRAQEKBdrhwUFMTJHCdBwcEEBgX977/AYK0tKCiIwKBggoL+8ZygYO2eNJfLBW43LWtG43K5cLlc\n2rfmNpuN3NxcbDYbeXl5ZGdnk5KSQmpqKikpKSQnJ5ORkXHBz8KRb+fo/j0c3f+/+88sAQHUuKoO\n9Rr9i2ubtuDa61tQvdbVpfZXXJj8/hJ6utR8ne+e20OHDvHiiy/SqlUr+vfvX2pbUFAQb7/9NhMn\nTmTMmDE8++yz9OzZEyi6b/WfA7KSLvWS439KTExk/fr12mRTAQEBREVFYbUWHROioqK035FRUVFn\nLWPkdrt57733WLJkCd26dTtrMFsen3zyCfPmzTvnYLQi1K5dmyeffJI33niD++67j27dulFQUMDX\nX39NcnIy48eP1wazAPv372fEiBGl7kXOzMzkm2++4ZprrmHXrl3s2rXrnO8VHh7O7bffDsDHH39M\nYWEh8fHxfPbZZwCkpaWddclxixYtKvx32kUHtKqqnlIU5VXgB0VRHMAWVVVXKoryPdAPmA58oCjK\nNopmOT4JDFNV1a4oynBglaIo+cARii4vRlGUasDNZ876Au8Aq4EMQJ/5nIWpleU6fiHKy+z5qsiz\nK2CeMyxut5tDhw7x448/snPnTnbu3MmxY8fK/PqIiAiuuuoqrrrqKmrXrq39/4orrqBq1arsSLVg\nNcGZ9zNnLEqq6M+gIjNyWzlrczgcJCcnc/z4cY4dO8axY8f4888/+eXg75z++y+yM9LPeo3b5eLk\nn0c5+edRfvimaOqNqEqVufb65lx7fQuu+9cNXK00IsDP7s29lM8zM7OQfbaK/R0hxBkVcXzcvn07\nzzzzDA0bNmTixIls3bqVKlWq8Pfff2v32lqtVl5++WUKCwuZMWMGN9xwA1dcccVlv/fFrFu3DqfT\nyR133MGGDRsu+twdO3ZoZzQB3nvvPRYtWsSAAQMYMGDAOe+bPXXqFABJSUnn3G61Wj2yryX17t2b\nGjVqsGTJEhYuXEhgYCANGjRg3LhxZTqLnJubi9Pp5PDhw7z++uvnfV716tW1AW1WVtH5zQULFlzw\nZ48dO9bzA1oAVVWXAkv/0XZziYc9z/O69cBZf2uqqp5WFGVCiccbKVr2R/ipqKgoo0sQPkzy5Tkn\nTpxg8+bN/PDDD/zwww/afUwXEhERgaIoNGjQgIYNG9KgQQMaNGhAtWrVLngmb0+OOTr5oSGhF3+S\nD7BarVx55ZVceeWVpe47OzM4y0xL4a/fD5Hw+0H++v0gCYcPcOqvY2dNwpKdkcauH9az64eitSQj\nomJo2KINjVu1o+E93alTp47ndsoL+Eu+hDEq4vjYpEkT7r//fgYMGEBwcDAff/yxNlPwiBEjtOcF\nBgYyadIkEhISPDbA69atG/n5+dStW/eiA9qsrCwCAgLo3Lmz1ta3b1/q1avHrbfeyvz588+6FLmk\nM7Ml/1P9+vX58MMPtcfDhg1j2LBhl7gnZyu5tu25tGvXrtTl3efTokWLs37WFVdccdGf/0/nOtue\nk5NTapZovVz0HlqzkXtofVNCQoJcUiV0Y/Z8efMZ2oKCArZu3cqaNWvYsGEDR48eveDzrVYrTZo0\noWXLlrRs2ZLmzZtTu3ZtAgICLvi6c6nov7fySktNpfI/lj8w8xlaT9Zmt+Xx1+8HOfzbbg7/tovD\ne3aRm515wZ9Xu3Ztbr75Zjp27EiHDh0uuNaht7qUz/Nc+dKTWa7wEJ5h9uNjRSgsLDxrOaBjx45h\ns9lo2LAhv//+O1A08BQV63LyVdH30Aqhu0uZyUyISyX5qlhZWVmsW7eONWvWsG7dOu0yo3OpVKkS\nN954I//3f/9Hy5YtadKkic9N0BUeHmF0CaYVGhbOtdcX3TsLw3C5XJxK+AN1z07UX3dyYPdPZKSc\nLvWahIQEFi1axKJFiwgKCqJ169Z06tSJzp0706hRI7+7/1byJfTkD8fHfw5mgVJXgshAVj+eypcM\naIUp2Gw2n/wWXpiD5OvyZWVl8c0337By5Uq2bNmiTXT0T2FhYbRp04YOHTrQvn17mjRp4vNrlzoK\nHISGyWWhZREQEMCVdepxZZ16dLyrH263m7+PHWHfjq3s37GN3/fsKFpWplhhYSFbt25l69atTJw4\nkerVq9OxY0c6derELbfcQqVKlQzcG8+QfAk9yfFR6MlT+ZIBrTAFu91udAnCh0m+ysfhcLBhwwY+\n+eQT1qxZc96/x5o1a9KtWze6du1KmzZtfO4M7MUUnmdwLy7OYrFQs259atatz+333MetdaPZuXMn\nmzZtYv369dp9eGckJiaybNkyli1bRkBAAC1btqRz58506tSJpk2bluvSdbOTfAk9yfFR6MlT+ZJ7\naIUpyDqhQk9mz5fZ7qHdvXs3S5cu5YsvviA9/eyZawGaNm1K165d6datm2GXgZrlHtrCgkKCgkt/\nPyz30JbPP2tLSkrSBrebNm06bx4B4uLitLO3HTt21NbGNKNL+Ts7V770JPfQ+hezHx+Fd/PUOrQy\noBWm4A+TEgjjmD1fZhiY2W15/LRuFRu/WMGxQ/vO+ZxGjRrRp08fevXqRa1atTxc4dnM8PcG3jcp\nlJld6O/N6XSye/duNmzYwPr16/nll1/OmkH5DIvFQrNmzejUqROdOnWiefPm57yPzigyKZQwC7Mf\nH4V3k0mhhF8pueaXEBVN8nV+x48eZtOXK/hx9RfYcnPO2l6zZk169+5N7969adiwoQEVml9QcLDR\nJfiFwMBAbrjhBm644Qaee+45UlJS+P7771m/fj0bN24kJeV/g0S3283u3bvZvXs306ZNIzIykrZt\n29KuXTtuvPFGrr/+elMNcC9E8iX0JMdHoSdP5cs7fpsLnxcWFmZ0CcKHSb5Kc7vd7Nn2Pd8sm8eh\nX34+a3uwNYTWnbvRoXtvnrrnNp+8L7EiWYOtRpfgl+Li4rQvW1wuF3v27NHO3u7cuROXy6U9Nycn\nh3Xr1rFu3ToAbYDbtm1bWrZsyb/+9S+PrJVYHpIvoSc5Pgo9eSpfMqAVppCeni6z7AndSL6KFBYW\nsH39t6xa8gEn/jh81vbqV9Wh4139uKlbLyKji2aPlcHsxeXl5costAYLCAigWbNmNGvWjNGjR5OR\nkcGmTZvYsGEDmzZt4tSpU6We/88BbkBAAI0aNdLWR27RogXXXHONKWbolnwJPcnxUejJU/mSAa0w\nBTNP3iG8n7/ny27LY/PXn7J6+XxSk06W2hYYGESLDrfS8a5+NGzRxu/W+KwIERHmPLPnzypVqkSv\nXr3o1asXbrebP//8kx9//JFt27axZcsWTp4s/e/A5XKxd+9e9u7dy4IFCwAIDw+nYcOGNGnShMaN\nG9O4cWMaNmxIRIRn14WVfAk9+fvxUejLU/mSAa0whezsbNNe7iW8n7/my5FvZ92nS1i1ZC45mRml\ntoWEhXNLj77c3u9+qsTXMKhC32DPtxMSKrOEmpXFYqFOnTrUqVOHQYMG4Xa7SUhIYOvWrezYsYOd\nO3dy8ODBsyaYysvLY+fOnezcubPUz7rmmmto3LhxqYFu9erVdfsySPIl9OSvx0fhGZ7KlwxohSk4\nHA6jSxA+zN/yVVhYwA+rVvLF/Fmkp5wutS2qUixd+gyh8933apcVi8vjLCw0ugRxCSwWC1dffTVX\nX301AwYMACArK4tffvmFnTt3smPHDvbs2UNSUtJZr3W73Rw5coQjR47wxRdfaO1xcXE0atSo1CC3\nfv36BFfAhE6SL6Enfzs+Cs/yVL5k2R5hCrIOmtCT2fNVUUuyuFwuft64mk/nvkXSiYRS2+Jq1KTb\nvUNp3/1uQkLLPkmDLD9zcd62Dq2/uNzP4PTp0+zbt499+/ZplyMfOXKk1GRTF2K1Wrnuuuto3Lgx\nzZo1o2XLljRs2JDg4GBZh1aYhtmPj8K7eWodWjlDK0whMTFR1kETuvGHfO3bsZUV704j4fCBUu0x\nVapy1/0juPnO3gTJbKm6yMrK9Og6ocIzqlWrRseOHenYsaPWlpeXx6FDh9i7d6822N2/fz85OWcv\neeVwOPjtt9/47bffWLZsGVC0hEXTpk2pXKch1zRqyrXXtyC2avwF65B8CT35w/FRGMdT+ZIBrTAF\nmTZe6MmX85WSeJKlM19l5/drS7WHR0Vz58CHuLXPoEs6IysuXbB8UeA3wsPDad68Oc2bN9faXC4X\nf/75pzbAPfPfiRMnznq93W5n+/btsH271laz7rU0adWOxq1u5LpmN2ANKT2jseRL6MmXj4/CeLJs\nj/ArVqscsIV+fDFfBQ4Hq5fP48uFc3Dk27V2a0goXfoO5o4Bw4iIjjGwQv8RFGT80i7COAEBAdSt\nW5e6devSo0cPrT0jI4P9+/fz66+/smvXLnbt2sXx48fPev2JPw5z4o/DrF6xgGCrFaXpDTRpfSOt\nOnYlrvoVki+hK188Pgrz8FS+ZEArTCEzM5NKlWSCGqEPX8vXbz/9wIczXiHx+J+l2m/s1ou+Dz99\n0UsYRcWy2WyEhYcbXYYwmUqVKtGuXTvatWuntSUlJbF7924++m4Lv+/7hd/37qawoEDbXuBwsG/H\nVvbt2MryWa/RoHlrmrbryM133E1ElKwVKiqerx0fhbl4Kl8yoBWmEBcnk1AI/fhKvtKTk1j85kR2\nbl5Xqv2q+tcxZNRLXHt9C4Mq82+y5IUoq/j4eLp27Yqrzg1A0RrR6q872PvzVvb9/CN/HztS6vkH\nd2/n4O7trHx/Ov9q15F2t/Wgadv2cj+8qDC+cnwU5uSpfMmAVphCZmamxxerF/5Dj3x5ctZZt9vN\n1jVf8uFbr5CXnaW1h0dG0fuhkXS8qz+BQfr8OpfZdS/OZrNhlVlCfZ4e/xZCw8Jp2rYDTdt2ACA1\n6RR7f/6RnzeuYd+OrbiLZ1QucDjYsWkNOzatIbZqPF37D+WWHn0JDZfjprg80v8SevJUvmRAK0yh\noMQlV0JUNG/OV0bKaea/Pp5fftxYqr1997vpO3w0MZVl9lOjOZ1Oo0sQPqJKfA1uvrMPN9/Zh4yU\n0/x3/Tf8sGolJ/44rD0nPTmJZTOn8OWC2dzaZyBdeg8iqlJlA6sW3sybj4/C/DyVL1mHVpiCrIMm\n9KRHvvQ+c+l2u/nvulUsnj6R3OxMrb3aFbV48MUpNGjWStf3F2Un69Cak698BoUFhSQeP8a2tV/x\nw6qVZKaVrsMaGsYtPfpye7/7iat+xWW/n6xD61+k/yX05Kl1aAPK9Q5CVLDExESjSxA+zNvylZmW\nyswXHmPOhFGlBrOd7x7A5MVfyWDWZLKyMi/+JCHKKSsrk5p169P3kVG8uXIT9415mWpX1NK2O+w2\nvvt4EWPuuZWP35uO3ZZnYLXC23jb8VF4F0/lSwa0whTk/g2hJ2/K174dW3lx8J2lJn6Kq34lz81c\nxJBRL8k9cyYk988KPZXMlzUkhE69+vP6iu949OU3uar+ddq2woICvl78Ps/2v53tG1fjbVfgCWN4\n0/FReB9P5UvuoRWmEBgo6+wJ/XhDvpyFhXw+fxZfLZpTqiPasVd/+j06hrAImUnXrAIs8t2w0M+5\n8hUYFETbW++gTefu/PbTD3w27x3+OPAbAGmnE5k19kkatWzLoKfHceXV9TxdsvAi3nB8FN7LU/mS\no7AwhaysrIs/SYhyMnu+0k4nMuXxwXy5cLY2mI2OrcKYN+dx/5iXZTBrcna7zegShA+7UL4sFgtN\n23bgpbkfM+yFKaUmh9q/87+8OKgHy2e9hi03xxOlCi9k9uOj8G6eypdMCiVMIS8vj/DwcKPLED5K\nj3xV1AQxv27dxPuvPEtOZobW1rBFG4ZPmE6lKlUr5D2EvhwOB1Zr6XVBfWVCIm/mK5/BufJ1PrnZ\nWaz84G3Wf7ZUW/IHoNqVVzFi4gzqNmiiV5nnJZNMmZv0v4SeLidfMimU8DppaWlGlyB8mBnz5Sws\nZPm7rzN9zMPaYNYSEMDdw0by7FsLZDDrRXJzc40uQfiwS8lXRFQ0g58exysLv0Bp2lJrP/33X0x8\nuB/fLpuHq8RAVwgzHh+F7/BUvmRAK0zB264UEN7FbPnKzkzn9aeG8u3S/2htsVXjeeGdD7nr/kcJ\nkHuavIu54iV8TTnydVW963hx9lIeHveaNpGcs7CA5bNeY/roYWSmpVZwkcJbme34KHyLp/IlA1ph\nClWrytkooR8z5euvI4d46YG7ObDrJ62tadsOTF70Jdc1u8HAykR5RUbJPc5CP+XNl8Vi4cauvXhl\n4ZelLjX+7actvDikB/t3bquoEoUXM9PxUfgeT+VLBrTCFJKSkowuQfgws+Tr541rePmhe0g+eUJr\n+/eDT/D0tPdLTeYivEu2TKoidHS5+YqveRXj3ltOtwEPam2Zqcm89uT9fPLem7iczsstUXgxsxwf\nhW/yVL5MNaBVFEWWEfJTkZFyhkPox+h8uVwuPnl/Bu+MfQJH8YyloeERjJw6m15DHyMgwFS/isUl\nCgkJNboE4cMqIl9BwVb6j3iGMW/OIzq2ClB0KeBXi9/jnbFPkC8zdfsto4+Pwrd5Kl9lGkAqitIX\nGA0EAt+rqjrqH9ubAG8AwUAeMFxV1eOKotwCvFr8OhV4QFVVh6IobwOtgK9UVZ1S/DP6ANnAmgrZ\nMyGEMAFbbg6zJ4zi162btLb4mrV56rU5XFlH1ocUQnjO9W1uYvLir3h/4jPs27EVgJ2b1/HqY4N4\n+vX3iKksMxILwC2nEAAAIABJREFUIbzPRU8LKIpSG5gE3Aq0BGoqinJ3ie2BwCxgoKqqHYFHgHRF\nUSKBBUAfVVVbAaeAxxVFiQFqq6raFvh38c9oCFyrqqoMZv1UTo6skSf0Y1S+UhJPMvHhfqUGs01a\n38TL//lUBrM+JD/fbnQJwodVdL4qVanKmDf/Q9d+92ttfxz4jQnD+vL3sSMV+l7C/KT/JfTkqXyV\n5Tq324GVqqpmqqrqBt4H7iqx/QaKBquvKoryI0UDWhvQDtimquqZm8XeK36dEwhXFCUAsCuKEg08\nCkytiB0S3ik+Pt7oEoQPMyJff6r7efmhvpz447DW1n3AMEa/MZeI6BiP1yP0ExUdbXQJwofpka+A\nwEDufeJ5Bo8aj6X4loeUUyeY+PA97N/53wp/P2Fe0v8SevJUvspyyXEVILHE41NAtRKPrwLaAjcC\nfwMLgSGA/VyvU1U1R1GUjcBmYC4wEfgcWK8oyt/AfaqqFp6vmIyMDDIzM4mLiyMzM5OCggKqV69O\nYmIiERERBAYGkpWVRdWqVUlLS8PtdlO1alWSkpK067hzcnKIj48nOTkZi8VC5cqVSU5OJjo6GqfT\nSW5urvYzg4ODiYmJISUlhZiYGBwOBzabTdtutVqJiooiNTWV2NhYbDYbdrtd2x4aGkpYWBjp6elU\nqVKF7OxsHA6Htj0sLAyr1er3+5SRkUG9evV8ap988XPy1n1yuVwEBARU6D4VFoSQlZVJYGAgYWFh\n5OTkEBYWRmGhk1+2bmTxG+PJtxXdlxYYFES/x5/n5jv6kJObS2FBAdHRMWRlZRIUHIw12EpeXi4R\nEZHY8+04Cwu17cHBVoKCArHZbERGRmKz2XA6ndp2a0gIAZYA7HYbkVFRRWtWuotmRs3OytLuv8vP\ntxMVHU1Odg5YICIigpzsbEJDw3C5XTjy87Wfea59Kihw/G97UBChIaHk5uYQHh6Bo8Dh1/t0+vRp\noqOiS+3TyZMnK/TfU16uRT6nS9ynnJzQCv29l5aaasg+ORwOKlWK1eVzanFzV6IqxfGfyc+Sb7eR\nl5PN608Npf8TL9KxZ98K2aesLKscn0y8T7m5uQQHB/vUPvni5+St+/THH39Qq1atcu1TbGzs+YaD\nZ7FcbH0gRVEeAOqoqjq2+PEtwP2qqg4uftyFosuNzzy+k6Kzup8VP29gcXsdYJGqqu1L/OyRwBbg\nGeBp4H5gl6qqq89XT3p6uiyY5YNOnDhBzZo1jS5D+Cg98vXNoZRztq9fuZTFMybhdrkACI+KZuSU\nd2nQvHWFvr8wj/T09LMOvN2vq9h7Ec+XN3F+vvIZnCtfFe1P9QDTxzxERsppre2e4aO5Y9BDl/2z\nK/pzEBVL+l9CT5eTr9jYWEtZn1uWS46/BXopihJV/Hgo8GWJ7f8FrlcU5cxvrNuAX4GtQGtFUWoU\ntz9Q8nWKonQG0lVV3QVYKbpMOa/4z8LPVK4sS5YI/XgiXy6Xi2Uzp7Bo+svaYDauRk3Gv79CBrM+\nLiIiwugShA/zRL6uVhoy4YNPqHWNorV9NOcNvlw4R/f3FsaS/pfQk6fyddEBraqqpyiaqfgHRVG2\nA0mqqq5UFOV7RVGqq6qaDTwFfK4oyjYgBFigqqodGA6sKm6/CngHQFGUasDNqqouKn6bd4DVFA2G\n11bsLgpvkJycbHQJwofpnS9Hfj6zxj7J6hULtLa6Da9nwgcfc+XVMvmTr8vJzja6BOHDPJWvKvE1\nGPfecho0b6O1fTp3Bp/Pn+WR9xfGkP6X0JOn8nXRS471oihK0IXulT0fueTYN3nikirhv/TI15nL\nD/Nyspnx7HAO/fKztq1lh1t55KU3CAkNq9D3FOaUl5tHeER4qTZfudzVm/nKZ3CufOkp325jxjOP\nlJocqtfQx+j1wONYLGW+AlAjlxybm/S/hJ4uJ18VfcmxLsozmBW+y+l0Gl2C8GF65Ssj5TSTRwwo\nNZi97Z77ePyVmTKY9SMut8voEoQP83S+QkLDeHra+zS+oZ3W9vn8Waz84G2MOgki9CP9L6EnT+XL\nsAGtECXl5uYaXYLwYXrkK+lEAhMf6cdfvx/S2vqNeIaBT75AQGBghb+fMC9Hfr7RJQgfZkS+rCGh\nPPX6HJq0vklr+3LhbD55/00Z1PoY6X8JPXkqXzKgFaZQvXp1o0sQPqyi87Vnzx5efugekk8WLbMd\nEBjIsBen0n3AgxX6PsI7RMu6wkJHRuXLGhLKyKmzadq2g9b29eL3+XjOGzKo9SHS/xJ68lS+ZEAr\nTCExMfHiTxKinCoyX5s3b+bOO+8kOyMN+F+nr333f1fYewjvkpWVaXQJwocZmS9rSAhPTnmXf7W7\nRWtbteQDvln6H8NqEhVL+l9CT57KlwxohSkEBwcbXYLwYRWVr6+++op77rmHnJwcoGiN2WdnLqRZ\nic6e8D+Bcom50JHR+Qq2Wnli8js0u7Gj1vbR7GlsXvWpgVWJiiL9L6EnT+VLBrTCFGJi5JI9oZ+K\nyNfy5csZOnQoDocDgNiq8Yybs5xrmzS/7J8tvFtYmEwAJvRjhnwFW608NultrmvWSmubN3Usu7ds\nMLAqURGk/yX05Kl8GbZsT3nJsj2+KSEhgdq1axtdhvBRl5uvuXPn8txzz2mP69Wrx4jXPiCuxpUV\nUZ7wcmmpqVSuUsXoMoSPMlO+8nKyeXXEQBJ+PwhAsDWEZ2bM57pmN5z3NbJsj7lJ/0vo6XLy5RXL\n9ghRknxDKPRU3ny53W6mT59eajDbuHFjVq1aJYNZoTHDGTThu8yUr/DIKMbMmEe1K68CoMCRz4xn\nH9EGuML7SP9L6MlT+ZIBrTCFM5dxCqGH8uTL7XYzYcIEJk+erLXdcMMNfPXVV1SrVq0iyxNerrBQ\n1nEU+jFbvmIqx/HsW/OJqVIVKDprO+3pBzn9918GVybKQ/pfQk+eypcMaIUp2Gw2o0sQPuxS8+V0\nOhk1ahTvvPOO1tahQwdWrlxJpUqVKro84eUKCqRDKPRjxnxVu/Iqnpkxj/DIKAAyU5N5beRQMtNS\nDK5MXCrpfwk9eSpfMqAVpiDroAk9XUq+CgoKeOSRR1i4cKHW1r17d5YvX05kZKQO1QlvJ+vQCj2Z\nNV9X1buOp19/j2BrCACn//6Lt559FEe+3eDKxKWQ/pfQk6xDK/yKrIMm9FTWfNlsNgYPHszKlSu1\ntr59+7JgwQJCQ0P1Kk94OVmHVujJzPlS/nUDj016C0tAUXfyyP5fmfvKs7hcLoMrE2Ul/S+hJ1mH\nVvgVq9VqdAnCh5UlX9nZ2fTr14/vvvtOaxs6dCizZ88mKChIz/KElwuUfAgdmT1fzW/qxIAnXtAe\nb9+wmpUfvG1gReJSSP9L6MlT+ZIBrTCFqKgoo0sQPuxi+UpPT6dXr15s2bJFaxs5ciTTpk0jIEB+\nTYoLCw2Rs/dCP96Qr9v6DubW3gO1x18tmsOWbz8zsCJRVtL/EnryVL6kpyZMITU11egShA+7UL6S\nkpK444472L17t9Y2fvx4xo8fj8VS5iXQhB/Lzc0xugThw7wlXwOeeIHr27bXHs+bOo6Du7cbWJEo\nC+l/CT15Kl8yoBWmEBsba3QJwoedL1/Hjx+ne/fuHDxYtIaixWLhjTfeYOTIkZ4sT3i58PAIo0sQ\nPsxb8hUYFMRjE9+i1jUKAM7CAt5+/jGOHDlicGXiQqT/JfTkqXzJgFaYgkwbL/R0rnwdPnyYrl27\n8scffwAQGBjInDlzGDp0qKfLE17OYcJlVYTv8KZ8hUVE8vS097U1anOzM+nXrx9paWkGVybOR/pf\nQk+ybI/wK3a7TPMv9PPPfP3yyy90796dkydPAkWTFixatIi+ffsaUZ7wcoUFBUaXIHyYt+UrrvoV\nPP3aHKzF9/7+8ccfDBkyhAIv2w9/If0voSdP5UsGtMIUZB00oaeS+dqyZQs9e/bU7uuIiIhgxYoV\ndOvWzajyhJcz6zqhwjd4Y77qNryeR16apj3eunUrY8eONbAicT7S/xJ68lS+LG632yNvVFHS09O9\nq2BRJgkJCdSuXdvoMoSPOpOviXNX8O74kRQ4ii7hi4yuxKjpH1CvUVODKxTeLC01lcpVqhhdhvBR\n3pyvLxfO4dO5M7THM2fOZODAgRd4hfA06X8JPV1OvmJjY8s8M6ecoRWmEBpq/mUJhPcKDQ1l+fLl\nzHzxcW0wGxtXjRdnL5XBrLhsQcHBRpcgfJg356vHkEfo0aOH9nj06NH8/PPPBlYk/kn6X0JPnsqX\nDGiFKYSFhRldgvBhy5YtY8SIEbicTgDia9Zm3PsrqFm3vsGVCV9gDfbMwvHCP3lzviwWC7NmzaJR\no0YAOBwOhgwZos1fIIwn/S+hJ0/lSwa0whTS09ONLkH4ILfbzeTJk5k0aZLWdlX96xj33nKq1qhp\nYGXCl+Tl5RpdgvBh3p6vyMhIlixZQuXKlYGitb8HDx4skxGZhPS/hJ48lS8Z0ApTqOKl9wcJ83K5\nXDzzzDNMnz5da7v2+ua8MGsJMZXjDKxM+JqIiEijSxA+zBfyVbt2bebPn09gYCAAu3fvZtSoUXjb\nPC6+SPpfQk+eypcMaIUpZGdnG12C8CEFBQU8/PDDzJs3T2vr3Lkzz7y1gIioaAMrE77Ini9nmoR+\nfCVf7du3L3W1zPLly5k7d66BFQmQ/pfQl6fyJQNaYQoOh/csHC/MLS8vj4EDB7Jy5Uqt7bbbbmPJ\nkiWEhMq9QqLiOQsLjS5B+DBfytfDDz9M//79tcdjx47lhx9+MLAiIf0voSdP5UsGtMIUZB00UREy\nMzPp3bs369at09qGDh3KvHnzsFq9d2IVYW7euE6o8B6+lC+LxcL06dNp3rw5AE6nk6FDh5KQkGBw\nZf5L+l9CT57KlwxohSkkJiYaXYLwcqdPn+bOO+/kp59+0tpGjRrFtGnTSE5ONrAy4euysjKNLkH4\nMF/LV2hoKIsXLyY+Ph6AtLQ0Bg4cSG6ud09+5a2k/yX05Kl8yYBWmIJMGy8ux9GjR+natSv79u3T\n2l555RVefPFFLBaL5EvoKtiLl1UR5ueL+briiitYtGiRduXM/v37eeyxx2SSKAPI8VHoSZbtEX5F\nLgcV5bVz505uv/12jh07BkBAQACzZs3i0Ucf1Z4j+RJ6CgoKNLoE4cN8NV+tWrVi2rRp2uMvv/yS\nt956y8CK/JMcH4WePJUvGdAKU8jM9K1LqoRnrF69mp49e5Kamgr871K2e++9t9TzJF9CTzabzegS\nhA/z5XwNGjSIBx98UHv8yiuvsHbtWgMr8j9yfBR68lS+TDWgVRQlyOgahDHi4mRdUHFp5s+fz6BB\ng7TOXuXKlfniiy/o1q3bWc+VfAk9RUZ6/zqhwrx8PV+TJ0+mXbt2ALjdboYNG8bhw4cNrsp/yPFR\n6MlT+SrTgFZRlL6KovysKMouRVGmX+B58xRFWVji8S2Kovy3+LUfKopiLW5/u7j9+RLP7QN0Lv+u\nCG8m3xCKsnK73UyaNInRo0fjcrkAuPrqq1mzZg2tWrU652skX0JPvnwGTRjP1/MVHBzMggULqFmz\nJlC0buWgQYPIysoyuDL/IMdHoSfTnKFVFKU2MAm4FWgJ1FQU5e5zPO8uwFricSSwAOijqmor4BTw\nuKIoMUBtVVXbAv8ufm5D4FpVVddc/i4Jb1RQUGB0CcILOBwOhg8fzowZM7S25s2b891331GvXr3z\nvk7yJfTkdDqNLkH4MH/IV1xcHEuWLNEmkPn999956KGH/GLfjSbHR6EnT+WrLJf43g6sVFU1E0BR\nlPeB+4GVZ56gKEo8MBp4EHiuuLkdsE1V1RPFj98DFgHvA+GKogQAdkVRooFHgSfLUnBGRgaZmZnE\nxcWRmZlJQUEB1atXJzExkYiICAIDA8nKyqJq1aqkpaXhdrupWrUqSUlJ2mU7OTk5xMfHk5ycjMVi\noXLlyiQnJxMdHY3T6SQ3N1f7mcHBwcTExJCSkkJMTAwOhwObzaZtt1qtREVFkZqaSmxsLDabDbvd\nrm0PDQ0lLCyM9PR0qlSpQnZ2Ng6HQ9seFhaG1Wr1+31yuVzY7Xaf2idf/JyM3KeDBw/yzDPPsHPn\nTu33QYcOHZgyZQrR0dEkJCScd58qV65MQkICOTluAiwB2O02IqOiipaJcENkVCTZWVmEhIQCkJ9v\nJyo6mpzsHLBAREQEOdnZhIaG4XK7cOTnEx0dQ1ZWJoGBgYSFhZGTk0NYWBiFhU4KChz/2x4URGhI\nKLm5OYSHR+AocFBYUKBtDwoOxhpsJS8vl4iISOz5dpyFhdr24GArQUGB2Gw2IiMjsdlsOJ1Obbs1\nJET2yeB9crncZGdl+9Q++eLn5K37FBAQiN1m99p9ysqylun4FBMTw5tvvsnw4cMBWLt2Lc8//zwv\nvfSS6Y9P3n7MTUhI8Ll98sXPyRv3yel0kpGRUa59io2NLcvQEADLxaZIVxTlBSBHVdWZxY8bAG+p\nqnpbied8AUwFEoEJqqrepyjKvUBLVVWfLn5OGPCrqqqKoijPAd2BuUAL4GtgLPA3cJ+qqoXnqyc9\nPV3mdPdBCQkJ1K5d2+gyhEmpqkr//v35888/tbYhQ4Ywbdo0goIu/r3cmXx9cyhFxyqFv0pLTaVy\nlSpGlyF8lLfnq/t1l3YP3YQJE5g5c6b2eMGCBfTs2bOiyxLFpP8l9HQ5+YqNjbWU9blluYc2CahW\n4nH14jYAFEV5GDigqupPZX2dqqpTVVW9CagCfAg8BAwEDlF0abPwMxEREUaXIExq06ZN3Hbbbdpg\n1mKxMGHCBN58880yDWZB8iX0ZQ0JMboE4cP8LV/jxo2jU6dO2uMRI0awf/9+AyvybXJ8FHryVL7K\nMqD9FuilKEpU8eOhwJcltt8GNC0+SzsX6KgoyhvAVqC1oig1ip/3QMnXKYrSGUhXVXUXRffe2oA8\nStyHK/xHYKBvrrMnLs+CBQvo27evNjlIeHg4ixcv5oknnsBiKfMXd5IvoasAi6kWDBA+xt/yFRgY\nyAcffEDdunUByMvLY+DAgaSlpRlcmW+S46PQk6fyddHfkqqqngJeBX5QFGU7kKSq6kpFUb5XFKW6\nqqr/VlW1u6qqd1F0pnWjqqqjVVW1A8OBVYqibAOuAt4BUBSlGnCzqqqLit/mHWA1RYNjWYDMD8ls\nhqIkp9PJ888/z6hRo7RJQWrUqMG3335L9+7dL/nnSb6Enux2356FVhjLH/NVqVIlPvzwQ+3evYSE\nBB544AEKC897R5ooJzk+Cj15Kl8XvYdWL4qiBF3oXtnzkXtofVNeXh7h4eFGlyFMID09nWHDhrFx\n40atrc51jXnqtTnEVo0v1890OBxYrXLxh9CH5Evoydvzdan30Jb07bffMnDgQO3x8OHDmTx5ckWU\nJYpJ/0vo6XLyVdH30OqiPINZ4bvkUiIBcODAATp16lRqMHvDzbfx4uyl5R7MAkWzegqhE8mX0JM/\n56tbt248++yz2uM5c+bw0UcfGViR75H+l9CTp/LlXzdmCNMy6koBYR5ffvllqcmfAHoMGc5jr7xN\nSGjY5f1wiZfQk+RL6MnP8zVmzJhSt5qMHDmy1PJt4vJI/0voyVP5MuyS4/KSS459k91uJzQ01Ogy\nhAGcTievvvoqM2bM0NoiIiKYPXs2AfXbVsh7FBQUEBwcXCE/S4h/knwJPXl7vi7nkuMzsrOz6dKl\nC6qqAlCtWjXWr19PzZo1L/tn+zvpfwk9XU6+vOKSYyFKSkpKuviThM/JyMigX79+pQazderU4bvv\nvuPOO++ssPfJlkkvhI4kX0JPki+Iiopi2bJlxMbGAnD69GkGDBjg15djVxTpfwk9eSpfMqAVpnBm\nJkPhP/bu3UunTp3YsGGD1nbmccOGDSv0vUJC5NtnoR/Jl9CT5KtInTp1WLRokbb++N69exk+fDgu\nl8vgyryb9L+EnjyVLxnQCiE8yu12s2jRIrp06cKxY8e09qeeeooVK1ZQqVIlA6sTQghhVjfeeCPT\npk3THq9atYopU6YYWJEQwgxkQCtMIScnx+gShAfk5uby6KOP8tRTT5Gfnw8UfXs3f/58xo0bp9sC\n3Pn5dl1+rhAg+RL6knyVNmTIEB5++GHt8fTp01m5cqWBFXk36X8JPXkqXzKgFaYQH1/+JVmEdzh8\n+DC33nprqSUXGjRowIYNG7jrrrt0fe+o6Ghdf77wb5IvoSfJ19kmTZpEx44dtcePP/44u3btMrAi\n7yX9L6EnT+VLBrTCFJKTk40uQeho5cqVdO7cmUOHDmlt/fv3Z926ddSvX1/398/Jlm+ghX4kX0JP\nkq+zBQUFMX/+fO34YbfbGTRoECdOnDC4Mu8j/S+hJ0/lSwa0whQsljLPzC28SF5eHk8//TTDhg3T\nLjsJDQ1l5syZvPvuu4SHh3umEImX0JPkS+hJ8nVO0dHRLF++XJv5ODExkX79+pEls0JfEul/CT15\nKl8yoBWmULlyZaNLEBXswIEDdOrUiYULF2ptdevWZe3atQwcONCjtURERHj0/YR/kXwJPUm+zq9u\n3bosXLhQW6f3wIEDDBkyBIfDYXBl3kP6X0JPnsqXDGiFKcglL77D7XYzb948OnXqhKqqWnvPnj3Z\nuHEjjRs39nhNOdnZHn9P4T8kX0JPkq8Lu+mmm5g5c6b2ePPmzYwcORK3221gVd5D+l9CT3LJsfAr\n0TLphU9IT09n8ODBjBkzRpvFOCwsjLfffpv58+cb9jmHhoYZ8r7CP0i+hJ4kXxd3zz338MILL2iP\nV6xYwdSpUw2syHtI/0voyVP5CvLIuwhxEU6n0+gSxGXatm0bDz30ECdPntTaGjVqxH/+8x8URTGw\nMnC5XYa+v/Btki+hJ2/P1zeHUjzyPtd1H0KHvYfZ/PWnAEybNo304Fg63NH7vK/pfl2cR2ozM+l/\nCT15Kl9yhlaYQm5urtEliHLKz89nwoQJ3HnnnaUGsw899BDr1q0zfDAL4Cg+WyyEHiRfQk+Sr7Kx\nWCzcN+ZlmrS+SWub/9o4fvtpi4FVmZ/0v4SePJUvGdAKU6hevbrRJYhyOHjwIF26dGHmzJna/UqV\nK1dm2bJlTJ06ldDQUIMrLBIdHWN0CcKHSb6EniRfZRcUFMzjr7xN7foNAHA5nbwz9gkSDh8wuDLz\nkv6X0JOn8iUDWmEKiYmJRpcgLoHL5eK9996jY8eO7N27V2u/+eab+eGHH7j99tsNrO5sWVmZRpcg\nfJjkS+hJ8nVpwiIiGfXGXKrE1wDAnpfLtKcfJPH4n8YWZlLS/xJ68lS+ZEArTOHMlPvC/E6ePEnv\n3r154YUXtImfQkJCmDJlCp9++ilXXHGFwRWeLTAw0OgShA+TfAk9Sb4uXWzVeEa98QHhkVEAZKal\nMPWJ+0hNOmVwZeYj/S+hJ0/lSwa0whRiYuSSKrNzu92sXLmSG2+8ke+//15rb9KkCRs3buThhx8m\nIMCcv1LCwmSWUKEfyZfQk+SrfGpdcy1PT3sfa0jRrS+pSSd57cn7yEpPM7gyc5H+l9CTp/IlsxwL\nU0hJSZHF4y+Bp2aNPCMrPY2Fb0xgx6Y1WpvFYqH7gAe5e9iT/GGx8kdxTWacNTInJ4fKISFGlyF8\nlORL6EnyVX5K05Y8OWUWbz4zHGdhAaf+OsbrTw3lhVkfamdv/Z30v4SePJUvc55OEX5HviE0r52b\n1/H8wO6lBrNx1a/khVlLuOfRMQQFWw2srmzkDIfQk+RL6EnydXmub9Oe4RPewFJ8BVHC4QNMH/MQ\n+XabwZWZg/S/hJ7kDK3wKw6Hw+gSxD/kZmXy4VuvsHXNl6Xab+7Rl3sff46wiEiDKrt0hYWyzp7Q\nj+RL6Enydflad+yKPS+X/7z6AgCH9+zi7ecf444vP8FqNf+XsnqS/pfQk6fyJWdohSnYbPJNqZns\n+e9mnh90R6nBbGxcNUZP/4AHnnvFqwazAAUFcsAW+pF8CT1JvipGhzt6c+8Tz2uP927fwrBhwygo\nKDCwKuNJ/0voyVP5kgGtMAVZB80ccrIyeH/SM7wxahjpyUlae7vbejBlyTc0bdvBwOrKT9ZxFHqS\nfAk9Sb4qTtd+93PX0BHa46+//poHH3zQr89SSv9L6EnWoRV+RdZBM96O77/juXu78ePqL7S2qEqV\neeLVd3jkpTeI8OJOlazjKPQk+RJ6knxVrH8/8AS33XOf9vjrr7/mvvvu05ah8zfS/xJ68lS+5B5a\nYQr+fg+LkTLTUlj85iR+3ri6VHvbW+9g4MixRMdWNqiyihMYJL/qhH4kX0JPkq+KZbFYGPDE81iA\nNR8tBGDNmjUMHDiQxYsX+90kXNL/EnryVL4sbrfbI29UUdLT072rYFEmOTk5REZ6132ZRqqIZXvc\nbjf/XbeKD2dMIiczQ2uvFFeN+8e8TPObOl32e5hFvj2fkFBZ9kLoQ/Il9CT50ofb7WbXx7N5++23\ntbYOHTqwdOlSwsPDDazMs6T/JfR0OfmKjY21lPW5csmxMIXU1FSjS/AracmJvPnMI8yZMKrUYLb9\nHb2ZuvRbnxrMAuTm5hhdgvBhki+hJ8mXPiwWC+PHj2f06NFa2+bNm+nXrx85Of7zdy79L6EnT+VL\nrmMRphAbG2t0CX7B7Xaz+etPWPbOVGwlOklx1a9k6LOTaNL6RgOr0094uCwaL/Qj+RJ6knzpx2Kx\n8MILLxAcHMyUKVMA+PHHH+nTpw8fffQR0dHRBleoP+l/CT15Kl9yhlaYgkwbr7/TJ4/z2sj7mTd1\nbKnBbOe7B/Dqh1/77GAWwCHLXggdSb6EniRf+hszZgwvvfSS9nj79u10796dkydPGliVZ0j/S+jJ\nL5ftURRFzhj7KbvdbnQJPsvlcrHu0w95YdCd7N+xTWuPr1mbF99dypBRL3ndurKXqtDP1xk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12vdUb7vCuqg4w8KcdX9DmW0MbOYUeYWVnU0pvIoMWXElrJhtjD4muTbH8+Wp4yBHWR\n3FYF1JnZNWZWT2jdbzGzVWZ2dqxQNADZFA7HVjfu3gZUA3OiVhKRbvoZQzrXSTpiF4Od0eBQbxLG\nBthrZneZ2cQe5RVfo5y7d7r7E4kG/4pav84CdkTbTyEkDwnjxd1fA3bSPV4UY6NYmvEFh89hR0aP\nPewDXgcazewmM3tXj8MMWnwpoZVsKAcOuPueJNt3RMtpQ1QfyUFmVkgYiOdvCKN73kjounIDYeTG\nP5rZ0qh4ebR8tZdD7iCcE6dkpMKS6/oTQ33to3OdxItdDN5JGD37C4QBxx6Pls+Y2fi48oovSSia\nJuohoBi4Llqd6jmsIu6RL8WYvEOS+ILD57D7CQNDfYowVdkGwiM7j0bXbjGDFl8aFEqyYSzQ24hl\nrdGy550ckXiTgL2EVrEPxI2Cd7+Z/YpwZ+9OMzuOEHOguJP+608M9bWPYk7ijSPExFfd/Y649cvj\nRqb9NuE5SFB8SQJmdg6hC2cF8D13vzPalOo5LI+QqBxMYR/F2CjTS3xBiINWwmB4j8btcwfwC+Dj\nhBt1P4k2DVp8qYVWsuEA4WSZzIS4ciIJufsud59EGCn7YI9tGwknz0rCc2axWFLcSX/1J4b62kcx\nJ13c/cdASY9kNuY6wvNqH4tbp/iSLmaWZ2b/DDxFiIkPu/u344qkeg7r5HAioRgTIKX4wt2vJpzD\nHu2xvpNwQw4ydA5TQivZ8BpQEk2knEhZXDmRXrl7R5JN1dHyeA7HUm/dVsqAQ0DDIFVNRpb+xFBf\n++hcJ90kO59FAyZuBaqiuWdB8SWRqBvnfcD1hDmPT3T3/+lRLNVzWH2UgKSyj2JsFEgxvoBez2Gv\nAs2Ea7KYQYsvJbSSDeujZbJRjM+Mli8OQV1k5Ip1ZWl19wZCkpEw5qKBChYAm929NVEZGd36GUM6\n18lgGkt4tjY23YriS4ied70X+AjwDXe/xN13JyhaA7xN8nPYDMLz//Hxohgb5dKIr76Ok08YDTn+\nGmvQ4ksJrWTDg9Hyoz03RBeFSwl3Y9YNZaUk95jZ6dFUBIksjpaxOHoQqDSzMxOUvZDQ5eWhQa6i\njCzpxtDThOe8L08yr/aHouXvB7WWkpPMrNDM3ptkWwUwA1gf13qm+BKAbxKSjS+7+03JCrl7C/Ak\ncIaZVSUoEouX+HPYI4ReJ4mu1/KASwjdQR/vX9UlB6QUXxDmxjazM5JsPpWQ0MZf2w9afCmhlSHn\n7up7a8YAAALYSURBVKuBlcBnEwT+9YRRz26K+6Mt8g5m9j5gFXC3mRX12PZx4APACnf/c7T6P4A2\n4D/j56qNpsK4gfB82m1DUXfJWWnFUPRs9y2AEUZ4JG6fi4APAg+6u2e+6pIDlgNPmtll8SujaaBu\nJwzkqfiSLmZ2LPBd4OfufnsKu/yQMHXPrfHzG0ets98C6gnjTwDg7jsIrXPnm9nlPY71FWA+8FN3\n3zuQ3yHDUz/i6w/AE2a2OH5l9Ijhj6OP/xVbP5jxldfZqZxBhl508lwFjAfuAmqB8whJyCPAxb08\nGykCgJn9lDBi3lbCMPFvAmcAlxLm0zvL3V+JK//3hJPqS8DPgSLg84TBoz7t7r9ERq3oj/crwAPu\nflmSMmnFUHSz5UnCfH2/BlYDJwKfIfREOd3dd2Xi98jw0ld8Ra1mTwLHAQ8DzwBHEVrO5hCeYftE\n/M1exdfoZmY3A/9IaAzo7TnDp2I3Nszsh8A3gDXAb4GJhL+jY4EL3X1Fj+8oJcTVccA9wCZgIaFV\n7QXgHHffP3i/SoaLdOPLzBYAjwGlhNh6ntCN/WPAMcAP3P2aHt8xKPGlhFayxswqCSM3LiUE/yvA\n3cDN7t7ey64iXczsUuCLhOcXJxCec3wYuC7RhZyZLSN0oVlA6OqyFvh+zz/iMvqkktBG5dKKITM7\nAriGMGXBMYSJ5h8Crk00Yb2MTCneMBlPuIC8jNDFOI9w8+Qu4M5EN3oVX6OXmd1NuHnRl8+5+91x\n+30auJJw8+MAodfcv7r7hiTfMwH4DuFm8WRCcnM/cL2S2ZGrP/FlZlMIPUYuIpyPDhGegb3V3X+T\n5HsGHF9KaEVERERERCQn6RlaERERERERyUlKaEVERERERCQnKaEVERERERGRnKSEVkRERERERHKS\nEloRERERERHJSUpoRUREREREJCcpoRUREREREZGcpIRWREREREREcpISWhEREREREclJ/w+kHcop\nZQ//4gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "VT3FZOU8_E0l",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"## 収録時間の推移\n",
"\n",
"1ヶ月あたりの合計の収録時間数、個別の収録時間数とそれぞれの移動平均を見てみましょう。"
]
},
{
"metadata": {
"id": "Fos6y9Nn_E0l",
"colab_type": "code",
"outputId": "95481968-356c-4c3a-9b43-64b16db23071",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 310
}
},
"cell_type": "code",
"source": [
"fig = plt.figure(figsize=(16, 4))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax = df_nonna.groupby(pd.Grouper(key='date', freq='1M'))['minutes'].sum().plot(linewidth=5, linestyle='--', ax=ax)\n",
"ax = df_nonna.groupby(pd.Grouper(key='date', freq='1M'))['minutes'].sum().rolling(window=4).mean().plot(linewidth=5, ax=ax)\n",
"ax.set_title('1ヶ月あたりの合計分数', fontsize=20)\n",
"ax.tick_params(axis='x', labelsize='xx-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0, 0.5, '')"
]
},
"metadata": {
"tags": []
},
"execution_count": 9
},
{
"output_type": "display_data",
"data": {
"image/png": 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khkV/abt2aash8RFEhHbve9ML9h3MouxKSuq69+FoeGIk49KiGZ8Ww/i0GFOS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\nhRBCCCGEEEJEnf8HfABIobUKebgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "lDqjMfgI_E0n",
"colab_type": "code",
"outputId": "6f5f6cce-1062-4a7e-cec9-0776b14f482e",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 505
}
},
"cell_type": "code",
"source": [
"fig = plt.figure(figsize=(16, 8))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"df_nonna.plot('date', 'minutes', linewidth=5, linestyle='--', ax=ax)\n",
"df_nonna.set_index('date')['minutes'].rolling(window=4).mean().plot(linewidth=5, ax=ax)\n",
"ax.set_title('一回当たりの収録時間は長くなっているのか(分)', fontsize=20)\n",
"ax.tick_params(axis='x', labelsize='xx-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0, 0.5, '')"
]
},
"metadata": {
"tags": []
},
"execution_count": 10
},
{
"output_type": "display_data",
"data": {
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XxHazw02vb+GWN5uzcq5Hvrxk1Oc48sgjR3zsU089xZYtW9hll11G3Y9MEFGa\nhtbWVubPn1/obghCRojdCn5FbFfwI2K3gl8R2/Unmzdv5uKLL2bWrFmsXLmSs846i0ceeYTm5mbO\nOussBgcHaWxs5Jvf/CaXXHIJU6dOZcWKFWzdupXzzjuPgw46iEsuuYRjjjmGpUuX0tTUxC9/+Uv+\n8Ic/cPPNNw8ff+mll3L//fdz//33U1JSwkknncRxxx3H66+/ztVXX01FRQXHH388xx9//KjvSURp\nGmprawvdBUHIGLFbwa+I7Qp+ROxW8Ctiu/5lw4YNXH755WzYsIHvfe973H333fT393P++efz2c9+\nNm7fgYEBrrzySpYtW8att97KQQcd5HjOyspKTj/9dLZs2cJXvvIVGhsbueuuu7jhhhsoLS3lG9/4\nBgcffDAvvPAC55xzDkuXLmXbtm1ZuR8RpWkYGhoqdBcEIWPEbgW/IrYr+BGxW8GviO36l9mzZ1Nd\nXU19fT1z586lpqaGqqoqxzI/S5cuBWDKlCkZlQFas2YN3d3dfO973wOgt7eXpqYmzjnnHO644w5e\neOEFTjjhBKZPnz7q+xFRmobe3l6mTp1a6G4IQkaI3Qp+RWxX8CNit4JfEdsdv1RXV9PW1gbAM888\nM9weCAQIh8MA7LzzzsybN48rrriCsrIyVqxYwdy5c+no6ODMM88kFArx3e9+l2uuuWbU/RFRmoaZ\nM2cWuguCkDFit4JfEdsV/IjYreBXxHazwxn7zeKM/WYVuhsZcdJJJ3HxxRfz0EMPse+++w637777\n7lx//fW0t7fzox/9iGOPPZavfe1rlJWVMW/ePC688EKWL1/OJZdcQjAY5KijjspKfwKWZWXlRKOh\nvb298J1wobGxURaAC75D7FbwK2K7gh8RuxX8itiukE8aGhpcaxBJndI0lJeXF7oLgpAxYreCXxHb\nFfyI2K3gV8R2hWJBRGka6urqCt0FQcgYsVvBr4jtCn5E7FbwK2K7QrEgojQN2UpzLAj5ROxW8Cti\nu4IfEbsV/IrYrlAsSKKjNMgMkuBHxG4FvyK2K2SKZVk0dgxQQoBAAEoCJnvkTrUT8tYHsVvBr4jt\nCsWCiNI0BIPBQndBEDJG7FbwK2K7QqZYwFfvXpHU/tCXPkhpiWtOjawidiv4FbFdoVjwJEqVUqcB\n5wFhYAtwFrArcCUwAWgFztBatyul6oHrgVlAKfA1rfWy7Hc9P/T39xe6C4KQMWK3gl8R2xUyxa2I\nQNdgmIaq/CRxyZXdbu0Jcve7W4lE4OS9pzGrJn/eX2F8IO9coVhIu6ZUKTUZ+B/gSK31YUAj8BXg\nDuC7WuuDgYeAS+xDfgs8pbWRJyLDAAAgAElEQVQ+xN7vb7noeL6Q+k2CHxG7FfyK2K6QKREXVZrP\nine5sNuugTDn3ruCe99t5f7lrXz9nhVs7w1l/TrC+EbeuUKxkFaUaq3bgEO11tGplDJgAGiP8YBe\nBxxn//sT9me01m8D3UqpRVntdR5pbm4udBcEIWPEbgW/IrYrZErERXy6idVckAu7fXRVG92DQ8Of\n+0MR/rW8NevXEcY38s4VigVP4bta6wGlVCXwG0y47rtAc8z2oFIqeq6yGAELJtx3OrDG7fwdHR10\ndnYydepUOjs7CYVCzJw5k+bmZiZNmkRpaSldXV1MmzaNtrY2LMti2rRptLS0UF1dDUBPTw8zZsyg\ntbWVQCDA5MmTaW1tpba2lqGhIXp7e4fPWV5eTl1dHdu2baOuro5gMEh/f//w9oqKCmpqati+fTuR\nSISWlhYGBgaGt1dWVlJVVUV7eztTpkyhu7ubYDA4vL2qqoqKioqivaeGhgb6+/vlnsbwPfX09NDb\n2zum7mksfk9yT873NDAwMObuaSx+T8VyT4Fy55DW/sEgjdu25OWeBgcHaWxszOr3dNPrm5Pu6fa3\nWjhyesiX39NYtL2xcE/9/f1xtjsW7mksfk9j5Z4aGhrc5CABy8NMolJqDnAtcKXW+iHb8/l3rfWh\n9vYJwHta612UUusBpbUetLc9DZyttV7rdv729vY8BtlkRk9Pz/AXJwh+QexW8Ctiu0Km9AWH+NRN\nbye13/SZPZiZpzWYubDbU25+O85TGuWRLy/J6nWE8Y28c4V80tDQ4Jp9zsua0krgRuCrWuuHALTW\na4BqpdRe9m6nY9aVAvwbONs+djFQk0qQFjvbt28vdBcEIWPEbgW/IrYrZIrbrLZbWG8uyIXdluUp\nc7AwvpF3bvEQjlj0BpMnosYLXsJ3jwYWAzcrpaJtT2Ay8F6rlIoA24Ez7W0/Af6ulDoT83/Fl7LZ\n4XyTys0sCMWK2K3gV8R2hUxxWzuazzWlubDbfJWzEcY38s4tDv61vJXrXtlMcCjC4Ts3cOHh88fd\nxFRaUaq1/jcw22XzUof924ETRtmvoqG/v5/a2tpCd0MQMkLsVvArYrtCprhpz3x6SnNht3WVZWxL\nyLbbUCXl5YXsIu/cwrOle5D/e2Hj8Ocn17Sz98xqjl88tYC9yj9pw3fHOwMDA4XugiBkjNit4FfE\ndoVMKQZPaS7s9gOzktf5nbr39KxfRxjfyDu38Nz9ztaktiufbypATwqLiNI0SP0mwY+I3Qp+RWxX\nyBTXkjCR/PUhF3Y75NB/CekVsk0ubHdlax/Pre+grU/q6nqhsV0mBkBEaVqkfpPgR8RuBb8ititk\ninv4rr/rlDr1vyQgolTILtm23duXNfOt+zWXPLaOr9z9Pu9v7c3q+cciQ3l8VxUzIkrTUFlZWegu\nCELGiN0KfkVsV8iUiEv+3Tw6SnNit06iVDylQrbJpu0OhiPcvqxl+HP34JBjaKoQTz6jOooZEaVp\nqKqqKnQXBCFjxG4FvyK2K2SKq6c0j5mOcmG3TuG7okmFbJNN231rSzcD4XjDfWZdR9bOP1YRT6lB\nRGka2tvbC90FQcgYsVvBr4jtCpninugof33Ihd1K+K6QD7Jpu2KfI2Mony+rIkZEaRqmTJlS6C4I\nQsaI3Qp+RWxXyBQ3J4OVR+9DLuzWyXtSKqM2Ictk03arysRAR8J4q0fqhlhPGrq7uwvdBUHIGLFb\nwa+I7QqZ4uYpHcqj8yEXdht28J682NiZ9esI45ts2m5NpXMd3XxOEPmR/eck14n94pLxl4leRGka\ngsFgobsgCBkjdiv4FbFdIVNcS8LkcSCcC7v95OKpSW3PrRdRKmSXbNruvPpKR69fKJ8zRD7EaQJq\nPHpPRZSmQWrmCX5E7FbwK2K7QqZMnlju2J5P50wu7HbvmdWO7fkU28LYJ9u2W+kQwpuY/EiIR0Sp\nwdnPLgzT3NzM/PnzC90NQcgIsVvBr4jtCpkyqaKUnx69kG29IUoCUFISoASYWz8hb33Ihd0GAgEq\nSgMEE7xMwSGLyrLxN2AVckO2bbeyrISe4FBc20A4QnKAqhDFKdHReCz/JKI0DVKeQPAjYreCXxHb\nFUbChxbUF/T6ubLbitISgkPxA/xgOOLojRKEkZBt260sF09ppoin1CCiNA0VFRWF7oIgZIzYreBX\nxHYFP5Iru60oC0DCkj9Znydkk2zbroTvZs7xi6ey/5xawhGLcMRiKGKx27SJhe5W3hFRmobOzk7q\n6ws7AysImSJ2K/gVsV3Bj+TKbiscasAMDskAX8ge2bZdR1EaEptNxcLJVSycLFFCIkrTMHVqcvY7\nQSh2xG4FvyK2K/iRXNmtkygNiigVski2bdc5fHfIYU8hSjAcoXMwPJyczbKgojRAg0sSt7GKiNI0\ndHZ2MmnSpEJ3QxAyQuxW8Ctiu4IfyZXdVpQmrysLhiV8V8ge2bTdwXCEzV2DSe0SvpuaZVu6+fF/\n18a17T+nhl9+bJcC9agwiChNQygUKnQXBCFjxG4FvyK2K/iRXNjtDa9uZvX2/qR28ZQK2SSbtrux\nc4DNXcl1T3Mdvruxc4Bn13VQWhLg6F0mu5aJEoobEaVpkJp5gh8RuxX8itiu//jNU+t5fHV7XNvS\n+XX87Jid83L9DR0D/P31LZQAgQCUBALMqa/ki0vyZ0u5sNs3N3c7tosoFbJJPt65ufKUtveFuPmN\nZh7U24gmsH1g+Tb+dJKiZoJ/JE6A5IiI8ViO2D/fWIGQmnmCHxG7FfyK2K7/eGZtR1Lbi42debt+\n50CYZ9cl92HJTtXsOaM6L33Ihd1GXEalgxK+K2SRbNqum5CaXJVdz2XEsvjn21u5dVkz/Qle2Jae\nIC82dnLsblOyes1cEnCo/jIef+VS6CoNsrZJ8CNit4JfEdv1H0419vKJ5TIS3tSZvLYtV+TCbt0c\noiHxlApZJNfv3EVTqjh0YXYzU9+2rIXrXt2cJEijbHJY11rMOFUkdXuvjWVElKahtLS00F0QhIwR\nuxX8itiu/yj00MlNE+dTK+fCbt08pUGpUypkEb+9c4PhCPe+u9V1e0nA7OMnrn91c1JbU4e/hHU2\nEFGahq6urkJ3QRAyRuxW8Ctiu2ODshKnuf/c4Cbe8ulpyIXduolqqVMqZJNs2m4+fnHPN3bQPehc\nYua0fabzwFkf4GsHz8lDT7KHU0KzrsFwAXpSWGRNaRqmTZtW6C4IQsaI3Qp+RWx3bFCaV1Hq3J5P\nh2Iu7HbI5cb85gUSiptcv3Oz/SZ4WG9PaluyUw0/PGI+9Vleu1pISpwWmo5xxFOahra2tkJ3QRAy\nRuxW8Ctiu2ODfHpK3Ryibh7UXJALu5XwXSEfZNN2c22ZW7oHeXNzT1L7F5bMHFOCFPI7sVcsiChN\nw3hcaCz4H7Fbwa+I7Y4NSvM4nrJchsL5XFOaC7sdchWl4ikVsoef3rmPrkwW0LNrJ7D3zLGXIG8c\nalIJ302HhJIJfkTsVvArYrtjg/yuKXVrz99gOxd2G3HRnuIpFbKJX965QxGL/65MDt39qJqMNTRE\n1zsrCZSVUrPXbgTGQOhr6Ri4h0wRT2kaWlpaCt0FQcgYsVvBr4jtjg1KiiJ8N29dyIndOonqX35s\nEafs5Q8RIfiDrNquw29u9fZ+3t6SHHKbKW9u7qa1NxTXVhKAI2dW8dpnvseLH/8yLxxzNi8ccxZt\nLy0b9fUKTck4VGjj8JYzo7o6P4W3BSGbiN0KfkVsd2yQT0+pW5hrPj2lubBbJ4fooilVY27tnFBY\n8vHOveK5DaM+x9Nr25PaDphTS/PP/0jb828Mt3W/u4pXPvUN3v7OpUSCoaRj/IJ4SgVBEARBEEbJ\neEt0lAuc+j8eB6qC/xnIQsboTV3JdTuPWPsWm//5sOP+m+96kFWXXTvq6xYKSXQkJNHTM/qQA0HI\nN2K3gl8R2x0b5FM8uSVqcVuTmQtyYbdOJWHG40BVyC3ZtF23pGODWRCloYTQgbq2bYR+96eUx2x7\n4qVRX7dQjMcJKBGlaZgxY0ahuyAIGSN2K/gVsd2xQTHUKc1njtpc2K1T+K5oUiHb5OOdOxAa/a8x\ntj5vydAQn7jrb1i9fSmPCXf3jvq6hWI8/tZFlKahtbW10F0QhIwRuxX8ithu8bJscze/enI9Vzy3\ngQ0dAyn3zWv4rltJmDxmOsqF3Ur4rpAPsmm7bhHzoYjl6PnPhNis00tefJJZG9enPSYS8vGa0nGo\nSqUkTBrGQlppYfwhdiv4FbHd4kS39vKjh9cQtgeWL6zv5LpPL6a20nkYMd5KwuTCbp0G8fnMaiyM\nD/L1zh0IR5hUUTri4w+cW8u2vhDBcIQlb76QtD1UXkF5KBjXZoXCI75eoRmPolQ8pWmYPHlyobsg\nCBkjdiv4FbHd4uT2ZS3DghSgYyDMk2uSs2FGyW/4rlv23bx1Iet2a1mWY//H4ThVyDH5eueONoT3\n3KVz+MlRC7lo6QwmOpSx+fdnz0lqi4TCRIIh3v/JFTx72OdZ9rWfMNjaNqp+ZBs3D/IZ+87Kc08K\nj4jSNEgomeBHxG4FvyK2W5y80NiZ1PbIquRC9lFK8zi6cHOIuiVAygWp7HYkYYsWML+hkgml8Sr0\n6/es4Mf/XZPx+QTBjWy+c3eqncBFRy103DYQHsrKNbqXr05unDubpoW7JjVHQiH0z6+m8dq76F21\nnub7H2fZl/83K/3IFk7vh7KSAEvn1xWgN4VFRGkaamtrC90FQcgYsVvBr4jt+oeSFGF/u0+blLd+\nTHQJCXRKFJQrnOw2HLG44rkNnHTT25x113u80pQs7N0oCQS49pTF/Pnk3ePa17cPsLEzuTSGIIyU\nbL5zayvLOHRhPQsaKpO2ZaMsDJg6pIlUqEVESpOXElihMI3X3hXX1v7yWww0F8/kZ1iybA8ja0rT\nMDSUnZkdQcgnYreCXxHbLU4OmFPLqxu74tqO2sWE/T3y5SVx7UMRK69hpocuqOdbh8zhpte3UBII\nUBIwos5NrOYCJ7u9/71WHlxhvMmbu4L87LF13PWFvTNaV1fh4HIOZmlwL4xdguEIPcEh6qvKUk4e\nQW7euZVlyXabjQy8AF3vJYvSiXvsQqQk+ZqWi3d2sHkblTOnZaU/o8VJlOZzTX4xIaI0Db29vUyd\nOrXQ3RCEjBC7FfyK2G5xUjMhWUhVu4irQszyn7DHNE7Yo3CDTCe7veblTXGfQ0MWT65p5/jF3u27\nojT5WQaHRJQK7rzS1Mlvnmqke3CI3adN5H+PXMiMmgrX/XPxzq0sTxaI/dnylDqI0vq9d4OWAEOl\npZR6ENlWPhecp8EtfHc8klaUKqU+DZwGHKy1nme3PQRU2buUA3tqreuVUmVAM/BuzCmO1VrHp8Py\nETNnzix0FwQhY8RuBb8itlucOCUTGqfjJke82m26UjqJTHDwOA3mMy65SLEsi6aOQdr7QyyePokK\nh+c0HolYFpc/u4HuQSPMVrT2cduyZs47bJ7rMbl45zp6SrMgSiOhMN0r1ia1T//AbvDIFs+iFKt4\nJnYCAVDTJhKOWITt0jluE35jHS+e0lbgG8QITa31x6P/VkqdD0QDtucCj2itP5/NThaS5uZm5s+f\nX+huCEJGiN0KfkVstzhxzgQrqjSKV7vNVMg7he+GhiJYljWuyyf96cVN3L/crAucUzeB335iV6ZM\nKi9wrwrP2u39tPXFl0F5SG9PKUpz8c7NJHy3pTtIxLKYWVMRZ9P9m1roeO1davfejUk7zwWgd3Uj\nVjC+9mjF1Abq50ynJLCFSIk3MVdMntL6qnKuOlEVuhtFQVpRqrV+GkCp5AemlGoAPgcstZsWANNt\nT2o1cLXW+o5sdbYQlJfLS07wH2K3gl8R2y1OHEWpT5xTWze28vqdj1IzexqHnHYUJTnouFe7TSfk\nwxGLV5u6aOsPceDcWqZNqqAkEP/8I5ZJ4lQ2TjXpps7BYUEKsLFzkAfeb+Ws/XcqYK+KgyGXjNPh\niOUaEurVdps6BqgsL2FSeSlV5SUpJ0Uqy5LFoZun9J53t3Lve63UV5axx4xJ7DFjEnutfIem7/4M\na2iIQHkZ6o8XsXrvfSl5clnS8TV77kJJSQm1E8oYckh25EgeM3ML3hntmtLzgT9praPTMn3AU8Cv\nMKL0CaXU21rr5alO0tHRQWdnJ1OnTqWzs5NQKMTMmTNpbm5m0qRJlJaW0tXVxbRp02hra8OyLKZN\nm0ZLSwvV1dUA9PT0MGPGDFpbWwkEAkyePJnW1lZqa2sZGhqit7d3+Jzl5eXU1dWxbds26urqCAaD\n9Pf3D2+vqKigpqaG7du3U1lZSUtLCwMDA8PbKysrqaqqor29nSlTptDd3U0wGBzeXlVVRUVFRdHe\nU0NDA/39/XJPY/ie+vr66O3tHVP3NBa/J7mn5Hvq6+tjYGBgTN3TWPiewkPJRejDoRBNTU1FfU+v\nPPYy7ef+lIrgID3AHfc+zod//62sf09DQ0M0NjbG3ZMTVsTs53RPg4OD/E2HebGpG4CaihK+v18N\nFaUBBsLxg+jNLa3UVJaPC9tLvKfbXt+a9FxvW9bCiYuqfHtP2fqeWluaHe3u7ZXr2HPhbMd7CoVC\ncbbrdk9fe6wtaXLq5lN2IdTbmXxPQ8kZorv7BmhsbEy6pzebTN3QjoEwLzR28uLaNr53xeUE7DBc\nKxRm1WV/5bdf/iEffvxN9k/8Tc2dYa5bESBS6s1Tuq21la6Yey70u9yqrOHWt1oJh8NUVU2kr7+P\nKRMrOHPfGb6xPa+/p4aGBtfvJeC1jpdSqllrPTPmcxXwDmY9qWN+cqXUZcA7WuubU527vb29aKcs\nGhsbJZRM8B1it4JfEdstTi56ZA0vbYjPvnvxMQs5ZH59gXrkjTtO+T71z78Q17bP8/9gp0Wzs3od\nJ7s99ro3k/b77Adm8KUDnD16je39fOXuFXFtS3aq4b21RoQFK6uG2+/8wl40VI3PqILLn9nAwyuT\na+QmZoEej6za1sc379NJ7b8/flf2nlnteIyXd+5QxOLjNyR7KX9y1EIOW7jjHbChY4C/vbqZ5x3q\nGp+x3yy+uCR+/epgOMKn/v5WXPmmuWtXcuoNf0w6/vJLruLTN17FvLUr49r3+dPF7HTysZz/wEoO\n/J8LqG93r58c5cB7r2by0uKxF6ff/ty6CVx/6h4F6lHuaGhocHWxj8ZTehpm/eiwIFVKfQiYq7W+\nQyk1AfgIcNMorlFw6urGX/Fawf+I3Qp+RWy3OHFbUzoUsdjYOcC6tgHKSgKUlgQIBKCusozF0/NT\nq7SjP0R7f5jSgLl2SQCqJ5RRV1mWJEgB3rrzUeq/cCwT52cv3NPJbhPDbgEOmuteE/KB97fFN1gW\nNdf/nXNffJKAZfH2gYfx5HGnYpWUEAwX7Vx+zkmVSXa845SQDGBrj3u+US/v3N6gt7Ix3QNhR0EK\nMBhKPsfKbX1J9YR3WZ4sfgEClsW05k1J7bV77mr+rixzrFXqSJH9fJxCoYusi3lhNKL0VOAvCW3v\nA99VSl0AhIG/aq3fTTrSRwSDvk0cLIxjxG4FvyK2W5y80tSV1Pb46jZm105ImuEHOHBuLZd+dFE+\nusYjq9q47pXNcW2H71zPV3epctw/cOVfeebKvzL1yKUsuf6XlFZNGHUfnOx2Zs0ENnfFB5LVVbkP\nuyIJS+7mrl3J/s8/Pvz5gy8/Q1f9ZF477BjflYWxLIv73mvl9U3dLGio5AtLZlJVPrIMox+cVc3f\nE9oWT584+k6OAdzy96QSpV7eub0OghLM9xr3OcU5nNaULm/pTTwhi95/2/H4ms52qvri9y+prGDi\nIpMEyawp9ZroqLh+P06uw/G47NWzKI0N3bU/H++wTxvGgzpm6O/vL3QXBCFjxG4FvyK26x8GQhHH\nwu+Q3wGV07WeXttB3RtvsEuK47Y98SKb7/kvc79wwqj74GS3TvUHU9VwTXSWzGpal7TPh/97H2t2\n34fgkL+ydd6+rIUbX98CmAmO9e0DI560KHfMSDwOR/AOONUTBmjtCTm2g7d3bp+Lp9TrU//jCbsx\nZWJyuPnyrfEic8bmDdR2tjueY8aWpqS2mt0XUVJmpExtZan3REdF5od0yhlVXD3MDz7JnVc4pGae\n4EfEbgW/IrbrH0pKAoTcRGkeh1RuIYsT1yaLukTeu+DXWemDk906CXa3DKgAZaXx28rCzkLi2Htv\nYTCYnHiqmIkK0iivNHXR0e8ulFJRXpr8DN3scLwxp66SHx+5IKl9a6+7N9TLO9ctfNfLY99zxiQW\nT5/E9Or4sGvLspI8pbssf8v1PNM3O4jSvXYd/rcJ3/XofS8ic+kZDLOytc9hSxF1Mk+IKE1Dc7Nz\nJjNBKGbEboVixM2rFovYrn8oAcJF4KFyM6uqdevz1gcnu3UUpSnKaOw6JT4EtcQlxHD2hrV03HZ/\nhj0sPrb3ZVGUFoEdFgvTqpPX3KYK3/Xyzu0NuoW7eg/fTWRLd5DOgfjJlV3fTyFKHTyl0fWkADtP\nrqJmkrdQ/GIK312+tZdfP9WY1D4ew3dFlKbBLa27IBQzYrdCMfH2lh7Oums5J974Fj9/fJ1rvToQ\n2/UTgUCAsMvgLp+OK7cqApPWrc1bH5zsNtPw3USPb4lDGZ4oXVfdQF9jctKXYmWGg1CaWDGyNaVO\n3uaQz9bY5pJEjySkFqVe3rmj8ZS6WXyil7ShtZnJW90F8qTu5HXtk3bdkTV4/zm1LJhek75DUFSK\nz810x6PzX0RpGmpqPBq4IBQRYrdCsRCOWFz86Fo2dw0Silg8u66DW990H3iI7fqHCWWBolhT6tSF\nSd2dVHR05K0PTnbrFFKaKnw30dlXOpQi4+nAIOuuvtVz/wqN022P1EZkTWlqGqrKkuysLxRxFZZe\n3rl9romOMu9flMT1pKlCdwHKQsme9dKJ8cnMAmXe1pRaRaT4vEQQjRdGk313XLB9+/bhArOC4BfE\nboVi4dWmLnoSBkN3vtXCOS61GsV2i5MT95jG/ctb49p2mzpxx4DKsqhva6U0HGb79Fnkcz2U05Wm\nb9qQt+uDs93++SRFaMhiKGIRjpi/J5S5+wKSPaWpy3Bsf/6NkXc4zziWvBihoil38pTKwH6YkkCA\naZPK2dId7x3d2hNk4eTkjNRe3rlugjZx7XgmX2mip3TXtKI02dtbMiHey1tS4VHWFFH4ruvE3jhc\nUyqiNA0NDQ2F7oIgZIzYrVAspAobA9jUOcj2vhDt/SHa+kI0d0Q4c9bQiEP7hPwSGrIIRCIce88t\n7LnsZQDWL9qd9RdekLc+RBwGdTOzIEq7BsKsaO1lQUOVY0hkLE7v3JcaO3lmXQcWRnBGLDhtnxkc\nscj5/Zx4H6UpwncBIv0DqW+giHDylI7Uuen0TvFaR3O88IndpzIYjjC9uoLp1eVMr65gZo3zeksv\n4wVXUerlO3T47vuCQ6xv35H1t7qznZmbktdVxuLkKS2piM/oW1KenOHXiUgRiVKnMH/w9mwHt26n\nd80GqubOomqO/5MEiihNQ39/P7W17sWuBaEYEbsVioUUeV0A+OHDq2lOmNE/bs9ZzBNRWlS4fY/h\niMXsxjXDghRgwZoV9L7yCnxqT8I9vWx78mUqpjTQsPSDjh6z0eI0vJy+eXSidHlLLz98eDX9oQgB\n4LzD5vExNcV1f6d3bktPkBUJWTVTZZzNKHwXiIT8k4HXuQ7jyFTpqxuT1xYK8XzmAzM87+tlvODu\nKU3f4oRu7YsLu98lRYKjKOWOntJ4oR0o9yZrtvYM4v0J5ZYhl99Bup/H9udeZ9mXf0Soo5vSqkr2\nuuJ/mXXiUTnoYf4QUZqGgQH/zEQKQhSxW8EvTK4qTxKlbf0h5jVUFqhHglcsjKf00EeSM8Hufsvf\n6TztYN44+wcMbjFhv3O+eAJ7/e4H2e+Hw+hthkP5iEy46Y0t9IeM3LWA617ZxDG7TnZNVOT0zi1x\nCllNcc1MEh0BWGFvonRT5wCvbuxmZk0FB86tdexXrilxeG7ZjrgdilgpE0mNB7b2BHmvpYeSQMD+\nA9MmVbDbtImux3gZL4wm0dG7zb1891+aiAVXnWjq674Xs560NBTigy89k/Y8TiWSSisTwnc9itJg\nqHg8pe7hu6lZc/nfCHV0AzDUP8CqX1/DzBOOzMnEX74QUZoGqZkn+BGxW6FYmF2bOkX/5InJ/w21\nj7B+oZA73IY54YhFbfv2pPbSYJDXv/h9gtvah9s23vIvFn33TKrmzspq3xLHdJO6Oqju7hzVOd/Y\n1B33uWvQhBsumuI8uHd65zqNDVMN4hMHp6VpMsp68ZS+19LDDx5aw6Cd8fpju03h/A/PS3tctnFa\nSTvSJDluzzA4FKGqZHxHWLy/tZdfPRkfBnvognouOnqh6zHe6pS62KLHL/H9rSZiIGJZlAQCvB+z\nnvSgp//L5G0tac8RcLhWYvhuoMJb+G4xJTpyDd9NI0vbXohfU963biODzduonDUta33LN5J9Nw1S\nM0/wI2K3QrFQX5UsOhfGeEEbqpIHEdv7/BOWOJ6xLCOk3OppxgrSKN3vr8lBP+IHb6P1krqRKkum\n0zvXySOZ6A2NpT/Be5MNT+l977UOC1KAh1dup32E9UFHymA4wrr2ZG9cqmeRCrfjvGQxtSyLx1e3\nceXzTTy2qm3EIcTFitMjcCjrGoe3OqUuntKEz+ke52A4QsSyeN/2lE5p2cwBzz6S9vpuxIbvDkUs\n1nZ6s23LKn5P6UjyHA0NDI6uMwVGPKVpqKyUEDLBf4jdCsWCWwjjA8tbqassc9ye70Gz4AGXgW1o\nKEJJxHuSGSvNOsmRkDimm5GjzLupNI/TOzfTMiiJu6dbU2q5lOmI5em1yWVxnlrbzkl7TU97bLbo\nGfQmaLzi5lnyUhbmljebufkNI8L+/f42mjoGONslE7gfcRLsTqHTsXgZL/RmUBKmLBRk/2cfo2H7\nVlYv3odVey4ZDhsYCMgx0bYAACAASURBVEVo7QmZjOyRCEfff3uSnQfKSrHC3t4TJRPiJzXf2TbA\nfh6Om+hQVqhQuInSVO8bt/doRETp2KaqKjl9tiAUO2K3QjFjWXDzG810DDh7eiR8N/ts6RrktmXN\ndPSHOXrXyRy+c2YZujd1Jg92hiIWkQBUZiA0rTQhqSMhcfBW25EcTpwNaia4h4Y6vXOd1nal8g4u\nmhJ/jnQlYayhISzLyngNWb59g+61bEfqKU1uO22f6Y5RGYk8sHxb3Oc73mrhrP1nEQgEsCyLB/V2\nXmvqYnpNBZ//4EzqKv01THYUpWnMw8t4oc81+27y9T55+7UsXLkcgMVvvcpDp5zB+0sOAmAgHGFr\nb5CaCaUsfOYZZm9Ym3T8wm99kXdv/BcTO5IjLeIoKyNQskNclpYEiJR5C9+OFJGn1D18151I0Pn/\nznBPn2O7XyieqYIipb09zY9CEIoQsVuhWHD0FuFejB2grV/Cd7NJcCjCBf9ZxX9XtvFyUxe/eGI9\nLzZmtubylabkjKctPUE7fDcDUerRA5IJiWuvnNaeZYqTAK2d4C5QEt+5W3uC3PlW8jq5VN6PDy2o\nj/u9pCsJAyN7nk4ldHJJ2CW8e6TdcBJe1RNKPSVw6hqMf6YWO7IeP/D+Nv74XBPPN3Zy77utXPr4\nupF1sIA4h++mfi5exgtes++G2zqGBWmUj91z87BLdSAcYf85tdx81EyOfeKBpPNN3Hkui753FpR4\nkCdO60dLvU0idD36PANbWtPvmAe8hJ0nEnEojwMQ7ul1bPcLIkrTMGWKewp4QShWxG6FYsHNW5Tq\nv+E2Cd/NKi82drKtN/6Z3vTGllGftyRgBlTpwkxjsXJQHzBpTJcFUZrpKRLfuQNh5/t08iytv+YO\nnj3sc7z0ya8xf93K4fZ0nlIAawRlYfLtI3IPT8yep9RrRmGn7LxRT9VTa+PF2VtbetCt/hrkO004\nPLKqjW/et4JTb3lneC1nLF7GC//vIwuYWJ4sGRK/wsj2ZIEbsCwmt5qQ6ejvQv/4D0R6k716e/72\n/1FaOSF9LTGgrCo5iZ5V5k2Udv/ncZ5ZeipbH3ne0/65xO33MXWSe9ImK+j8f+SQzz2l/opLKADd\n3d1UV1cXuhuCkBFit0Kx4FyfkJSxSe3iKc0qL29I9oqu2d7vsGdmBAIBwh7W8cWSmzWl2ff8OZ0x\nVRhk4jvXLSQvsbn5P0+x4qdXDn8+4Y3lPHvsp7ACAerb0ntyIuEwmeabzXduH/fw3ZGdz+nZpvMG\nRjHiNf74qP2825ws2F7a0IWaNinzThYIt5/jqm3m9574XWztCfKX5zZSWVlJxDLPYnp1BV8+cHbc\nfkvn1/HTo3dmzfY+AoEAgYB5t+81M/7ZTChz9nUtWvEObdNnMRCK0PLg07Q8+HTSPrM/dzxTPrQv\nAHUTywmlicIvm1CR1Oa1TilAZCCI/vnVTD/2Q56PyQVO9nzOATvxmQ/MwLIsIlbyZErERZT6PXxX\nRGkagsHkYr2CUOyI3QojpT80xFXPN/HMug7qq8o4/7B57Ds7dWH1VLiF76Yaj3YOhAlHLMrGec3B\nbJGraM1AAEIZnjwn4bsJXciG1Th5NFOt3Ux853rxDoZ7+1hx0R/jtpcODfGRh+723s+ReErzrEpH\nksglFSNZNxnFKROt2wQCQGP76Cdv8km67zZxc/dgmOc29gM77nNhQ2WSKAVYMruGJbNrUp5/4eQq\nNju077ziHV798LH0d3Sz/Ee/T9peMbUBddG3hj+Xl5WSLl6mxEGU4tFTGqV31XoGWrZROWNqRsdl\nE6ffR2kAbnljC/98ZyuBQIDT953JyTHJyVzDdx28z35CRGkapN6j4EfEboWRcv/yVh5bbUKwtvaE\n+NWTjdz2uT0p95CtcChisbFzgFk1E6iwZ8w3OiTI2dw1mLZMQUd/iKmTHAYdQsY4hSxmg4UNVcyt\nm0AmBVhyEb573OKpTJlYzi1vZq8UltPQPvYpWpbFpq5BJleVM7GiNOmd6ybEtvYE6RkM0/TLq9lw\n/T9HLdIjHsrCJB2TZU3a0R9iIBxhZo1zTeJsh+86eQO92rjTfqmeR6NDKZvR0tEf4rKnGwkQoCRg\nJnfqKsu44MPzR33udN9t4mSLY9miUfcimVlN66js7aHn6geJNG9L2r740vOoaIiZ/PSwptRRlGbg\nKY3S/c7KgopSp0mRd5p7eTEmwuUvL21izxmThr32kUEJ3x2XNDc3M3/+6F8UgpBPxG6FkXLDq/Fr\nDTsHwjy9toOjd52c8rimjgF++PBqtvaEmFBWwk+OWsCBc+tcM+ymG4629YVFlGaJQxfU8+iqtri2\ng+dl5v2uqyyjM+G7PGhuLQ0TyzMTpTnwlO42dSIzqyuorSyjJADN940+XYbT4D46fu8NDvGDh1aj\nW/soCcC3DpnL3hN74965bt63x1a30/Toixx3/Z2j7iOM7HlmS5NalsX1r27mrre3AnDAnFouOnph\nUginW4j3SB22zp7STMJ340nlKW1ymFQbLYNhi9c2dse1Ta92Xz+YCWk9pQmfdWuyiBmVEHe5foll\nccjj/2bo1eeSIhmmHbWUmSceFdcW8DDJUFIxuvDdKF3vaKYdfUjGx2ULp0mbd1t64j5X9vXy+Pm/\no39imOkfPYxqtdD5XCJKxzZSWkPwI2K344uIZbF6Wz+dA2H2mjmJqvJMV5mlpqkj/SDlulc2s7XH\nzN4OhiNc/uwGbv/cXiMOpWyTsjA5JVNBMJL6h47X9VgSpnMgzPKWXubVT2B2Xfo6irWVZXxqz2kA\n3D1x9AP8VOG717+6eXgwH7Hg/15o4s8fnRW3b6qw5v0eun/U/RvuZxpPac2EUroT6oQeOGfk4fix\nrG3rHxakAK9u7OLRVW0cvzje6+TmKe0eDPNucw+Lp0/KyJvv5GxPF3kxvJ/DfEW0e/WVZUmTaNec\nvLun83YOhNGtvSycXMW0SRU8pLfT2N6PZdnLFSyLT+w+lYWTq4g4TAsEshJ0nj6zcqJZ5zOp3Adf\neTaprXRiFXv8+vsOofEeRGmlgyjNMHwXoOudlel3yiFOv4+436xlccKt1zCncQ3NQPP9jzPvrJMd\nzyWe0jFOhcNMjCAUO2K34wfLsrj8mQ08YnvCZtdO4HfH78qULAzMoyTWT3TixYRkOm19YTZ0DDCj\nOtkW955ZzbvNPUntsbRLBt6iwjnjaebnsTyUOVmxtZcfPLSavpBRH+cePJuTYtZTudGzcj0dr71D\n6dr1mXcsgaCDd6+1J8j06gr+/X58+GHEgqZei1jfRSrv28zNG0bdv+Frp1lTOrmqPEmUlntVcGlw\nKnlz5fNNnkXppU+sB2D/OTVcfMzOVHhYIgAw5DBh8IfnmqiZUMahC+vdj4tYdDgkUYuer7K8BBLm\n3ypdEvfE8mpTF5c8vo7BcITykgAXHb2QF9Z38HJCGaV9Z9eycHIVA6FkVd3Sk508EGnDdxOTPGXl\nqjHnz3C2a9cffJWqubOS2r14SkuzFL7b+daKjI/JJifvNZ0PLagnHLEYiliEIxYzayo474FVAMzY\ntIE5jWvijtl4+78dzyWe0jFOZ2cn9fXuLzlBKEbEbscP69sHhgUpwKauQR5csY3T903+j94Lu06t\nGs7UGMVtrVg6whHn0i/J+S+T2S4ZeIsKp8Gm15DJWHo8eMBvW9Y8LEgB/vbaFo5fPDXluuYt9z/O\nW+f+FCIR0vtVR0Zrb9A1a3F7V/wky0hqD46EdImOzj5gFj2DQ7a3zvzuUpWaSKS9P8QZd7xHSYnx\n5ZWWBGioKue6Ty+mudubkEr3LF7b2M2yzd0cOLfO0/ncQlTdyvBE2dYbchRtUVHqdNp0Jm5ZFte8\nvIlB+9qhiMWvnlwfZ79ReoLhHdexLOatWcG05k00LdyNrbPnpb6QR5wEeyyJ95+piMwmvTvvzJZj\njmGB00Yva0od6pSWlGc+GTuwqYXg9g4qphRmzLRwchULJydP/M5vqKSxfYDd3n0jaVtk0Pm3J4mO\nxjhTpxZu8bMgjBSx2/HDP9/ZmtR28xvNIxal2fKImeOcD/SiZcRTmj1GoB2TcFoWOBK7WNnSw15p\n9kmcFBkIR9jSHWRevbvcXHP5Dc5xnVlmbr3zBE1dXXxIbN5EaZrw3UPmj26gHYnA4JAVZwDl9hfv\ndVLCy7P468ubMxClI7uOm2CLhrw6id10YbXb+0JsSFje4CRIATZ27FifuvSJ/7D0yYfMdQMB/vOZ\nLwFLUl7LC5manRdN+uSadp5e286kitLhP0t2qmafWQ6ZeD2K3EhJCXd//DN8oiPIUoftAQ+iNDDK\nkjCxdL27kqmHHziiY7OBZVls6wsNPz7Lgp1qJtDYPkBtR5raODFI+O4Yp7Ozk0mT/FOjShBA7HY8\n0RfMbuIYp7DDdINPt9n2spLAiJOqtMua0pyS6fcymuQycefxkJinqjzzREU9el3Gx2SKZcGiKRM5\nZH4dLzTGh6t39cTXuEwVvptNIqHsJ46KxUnIZfq9exGlPYPeIyPc1k2G0qxXdvtOonrbMaojsOPY\nfy1vZUt3kIPn1Q6XyUqcQHGjuquD6tue4v1/BYgceTj7Pf/48LYSy2L/5x4DzvF0rlSkS3SUuN1L\nBuR1bf1J9n7rm3DiHtM4aF4t+8esUXYKTXbitQ8dxbZZc9hj+kTH7W0DYdL5PJ3CdwMj8JQCdL2t\nCypKg0MWX7j9PcdttR1tju1OSPjuGCfkUgtIEIoZsVthpDh6StNoBLeC7W5j13TjoIrSANmpNilA\ntup2JreNxFNaEUg/CHYsU5HCaHIRgugUYh797JSUJ5gQRlssntLR4pzgyv7b4/fv6VlkYEtuHs/Y\n5FKhzm7W/t8t9K/fxPRPfJidTjrW9bioWE1l45c93ciTa0yprPvea+V/Dp/P0btOZtW29CKgfHCA\n0679AzXt22gEuPYuEuXUrI2Nac/jhVx4SntdJj7vX95KQ1VZnChduz398+homMpLR3yCkgDDJU4S\nCUVIK0qdSsKUVIzQU1rgZEdu5h8A6tq9e0pFlI5xpN6j4EfEbscPmYxBLMvi3vdaebGxk7l1lZy5\n/yzqKuP/GxiJR8zNQxGxMuvgDacuZlJJhPrqKodsjMJIGXT4fjL15DkJi8b2AZZt6aE6g/NUeDAI\np68+1eD5H29uITv5ZHew7+waXt8UX7Yj2ocyBzVWUxcfJpsvT2kuSuzEnd9pnWV0CJ1FUZpJ9tmv\nHTSHvlCENxK+n1DM7Njrp19IxytvA9D8wBNEBkNEjjnS8XzRd55jxmUC9AaHeGZte1z7da9sSitK\n93jjRRa/9Rqz16+mzEOCr0ywLIv/rNjOyxs6mV5dwZcO2IlJFaVps+8mrSn1cK1YUVoyNMTs9avo\nramnbfpMh0RJ6c/42ImfI1xRwc4NlUyqcMkUP8I6pSNZUwrQ9XZhkx05mX9ZSYDdykNM7E2dFDCW\nIVlTOraReo+CHxG7FZy4+91W/vryJgDe2tLD6u19XHmiitvHSZSWphWlLmu1LCsp22MiFQP9HP7Q\nPUzduoWtz80hsPcuqFM+zsQFc1IeJ3jnvvdak9oSBVcq3DyRr27s4uUNXXwsg76UeRi0OiWHTeUp\nXb6li4Mz6IMXnCZiorZcGjDerwWr36enpo4t83amrb0D2JEhOFVJmGwSKYCnNJpvqsSjkHSrUxpL\nJlNQM2oqUNMmOohSI5G6V6wdFqRRVv/uemYffYTj+dKF767a1pcUDfL/2XvPADmuMmv4VHWYnpyT\nNKNoqSXZsi3nbNlgY4MxGLDBwILB7LLALvCy+73AAi+7sMCS05pgG2xsY4xzthxkWZZkK1k5tcJo\nRpOnZ6anZzpXuN+Pnu7pcKvqVnX1dPeozh9bFW7dmr5Vdc99znOe8bAIQgiOKUQG3ft24oYnH9K+\nmRQQQjC59wiO/eReCOMT6PjE+9H5Dx+kHvvMoVH87u2+5L9P+sL4xU3LteuUGjA6SpDS8sAUPv6H\nn6J2Osdx+5XXgZz3z5rnp2LLu27CqTPiZXZWtagsZ7HUKaWUhLEZzCkNdfdD8E/BUUvJk50FUN83\nhGBNhF26CwBikE1OXqywSKkGrLw8C6UIa9xaoCFBSBM44g3h1EQkzUCGFvTUWrSOKURKleY7qROn\nG554EGcc3gsAGOk9CazbhOGf3oeqFUuw6of/hobLcjf/ON2Rq7pVjV8JOs2FWOqU0iZoqrxGMj9a\nSJsTJ7pePjKMz/zyv1AViJf82HXpWtjP/aeMY+Mdrp4Yx+KjBxGorsVEYwva+szNfd1521fQcMX5\nWPWDr6HKvThr/0O7h/DK0TFIMoFM4v369AXteN+KdDO846Mh/G5rH0YCMVy1uB53XjgPNp6j/t0H\nJmOIiLKiPP/Oxw5hVWsl/vmSDlQ6babLdwFQnZgTCwG+bXuz9kX6hpRzSpNGR9n7PvvYoTTjIl6S\ncMnrL2Ll3h3Y+GgLlrS7EVlzMUJVNQAhaO/rRkv/Kbzr+Uf13RCA2GQAO277CsRpJ2f/nsNwNtaj\n9b1XZx2bSkgB4MBQEENTUXx4dQuuW94ImRB85+UuBAZGsPTwPkzVNeDk8jOzFgmZIqXTectXvPps\nkpACwEWbXsXo524FkGKqR2kw3NwCz0duxX6+Gt72zuT2la30fFIATEoZnlL6zqh8FwAmDxxD4+Xn\nGT4/F9DuViKAvUefrFsKhEAIKVmlkUVKNWCzmVuE3oKF2YA1bi2wons8nEZKafXyHts7gi9f0Zm1\nPQGlWn4yIZiMZBOGA8NxUxibKGDRUbq5Q+BIF3bd8XVcveMJyNEY9n/1h/DvOYyas5bhrJ9/g1rb\nzgIdLGYmalA7W9Qow5EFBhkjNadUgVDIhCAWNT+HXi2vtem555OEFADWbN2IgO+jaceKMkHj8AA+\neu8v4QrnV1I3vvkd7Lrj67jyrb9nTUanomJW6ZZwhhmNKBN8c90J+CPx3+bx/SOoL7fj1rNblcuv\nCBIWN5Rj72C2tLDXH0WvPwoOHL521QJG+a4+OCirBgnFhtLCh6L77vT2fzivDRFBxl92DSbbynTS\nPXv7JlyycR0AIDIxhqv2Hcblrz6LwQVL0H6qC7YcHKB9W/cmCWkCI69sppJSGnp8EVy8oBZ15XEJ\n61mhUZz5i+/CPh1N33/+ZSDXfTvtHJb1glBMgk0UsPqdt7L22Y93Ae9R99MWKsqxecGZWbV/VSOl\nDKSKZnREKxPDisn9noKQ0rve6kP/ZIS6b2D3UTTqaItIEuRIDLZyY2XcCg39FnenGSYnJ7UPsmCh\nyGCN29MHmTmh+cC2Xj9kEi/sLckkS/JVVWbHGY3ZddYUJzyEoGpyAs5oRDXXSpwMYHKfB4f+4xcY\nff1tCOMTGHtzBw598+e53M5ph5wjpSozV1GnfJQlUkrNKaUct+HEOD761wM4OGD++44WKU38Gepf\nXZ+2nSME8lvb07aJMsE52zflnZAmEDrZh6kD2WYtTx3Ilm5PZDhb7+idTBLSBO7ZPgBAucqOJANV\nSvmA01h3NB5Vu3lVE85uU8881hvYcVA03jOklD4mlYZeYvvNq5px2zmt+Ppa5dSX1Tu3ZG2zyTI6\nuo/nREgBQJjMJviZJBVQltxmulYv/NvDSUIKAKvfeQtTl7wXm668HZP7PaptpSIYk7HghIe6jwjp\nCx609qIiySKktS475tVkk8okDOaUfvwC42kfib/JbOPAcAA7++jpFE3DA7rbEzOcwEsJVqRUA83N\nzYXuggULumGN29MHa5fW4yVPujvfOe06rGcYJoPeoIAb/rQn+e9HP3FWcjU+gfevasZEWICN48Bx\n8UhTU4UDA5PRtOOq/D7c8sDv0Mz4sZXCUQw/vyG9P6+9hWd39WFU4lHh5PGxcyxjLzWsmVeNI950\ncnTH+eyRZqUIEwDIMX2klGOYuHu82UTOG4xhJWbSEibCAn78Rg9kAlTmSAaILGfVReQprPSVo2MQ\nFEi4Myog2NUL+4J56PNHERFknLvtzZz6pRdRr0/7IGS7qfZMKOehKUVKRZmgudKBVS2VkAnBSDCG\n8RD9b1PusKGl2gkMKffp/Pn6rKqokdLpcSAplMnRipQmsKg+e4ENAFyhAPN7ywhkigydVkIpqqBl\nT839j/kmUbd/P/W44LEeHPjaj7Dyh/+Gsl/+DVcLPHZfcjUmG+j1zYMxCecc3EPdR/gMGkFZwKJ1\nd1VLparElGPJKaWQUle5CtHVwOS+wpBSRSWBLKNxRP94k4IhoLkhx14VBhYp1cD4+DgqKpR17xYs\nFCOscXv6gG4Kw36+HtfLBGjN3+imi4wyW7/q5af1TewInXDcv+EoArX16Kgts0ipBqi1JnXopJw2\nHvNrytCfscAAACSmTzo7v8qYvC4mpt/Di0fGkuOczzGnlEgUUkp5LLb1TuLg/h78U/YulP/5IWz6\n80PoXbYST93+TxCdTnwtp17phzDBFjHOfD+oGRYp0X1RJrhxRRNunM5N9QZj1DqLifw2reGm6MKq\nAFpOqf1YF/Y8eA+GnllPOYPuiOzguSyVx/yaMti4bDI1v/uErj7qhUwJ5RIhm+i77DxWtVTi0Eh6\nRCyV3Iy8vEn1WpP7j2Lb+z+PNgBtAJYf2IW/fPnbiLnS/xaEEEQiMSw9vI/ajmIoXQNq+aQAAG52\n3XcBIHj8FMRgCPbK2Z07KeU6106MwxnLTqfRQimXhbHkuxrIR/0zCxbyDWvcnj6w8zyqnDZUl9lQ\n67KjvtyOqjL2CR5lbmcuMua7K/bt1HW6ktyzLBKP7niDgjXeNUCtPcuol/QGY9g9MIWlFHk2IfpJ\n6an7nsC2D34BA4+v03Ve/2QUb3b5MDKd83xqYiYHi881UpoRjYqJMjZ2TVCPrR8bUW2r89hhrNqz\nLaf+GIXgYyOlmY+L2lBQkm5nTqSVoj0JYke7BgfgfSsa8f6VTVjVos+cL7MsT+2YF0u//R1FQgrQ\no77nzKtCVVl6fMbGc1TS29F9LLtRPas7GqDVnFWqQ1tGyeNPdXwefnGjrmtXT05g+YHdWdsjoox5\nXUdRHqZLQknGs0cdBZTfXjWfFMYjpZxB910AACGYOnjc+PkGofTsNA33U7drtlfCpNSKlGrAkkFa\nKEVY4/b0warWSjz5qbOZjl3eVIGjGXX1GivSV5ZpEYIs5DkSm3YphShYgpRGRRmBmITqMutzpgRa\npFSrzA8A7OybxH+vP5ll9pIKYmAl37d1L3xb98LRWIfma9iKufx1d1z76eA5fPe6xWlDMOdIqZx+\nvppcuU6DlALAu599BPsuujKnPhmB4PMzHZfpwKq2QKGkusicSCuVhRIkGXbeRr3Gl6/ozHIBZsEP\nXz+JNzIWDS7Y/Bo4jXFAW99Seg54DqgbHUZ7bzfGWtsxMm8BOk5mE5bVv/4WHLU16P3Lk/Cuf5v9\nJiiQKaZhMiVSCtBzahO/iRgIYmzj9qz9Wli9czMOXHBZ2rZgTKKS1QSyFw2phXXS/mXjgOXNGtFI\nppzS7KgonwspRVzCW38R2/fULCiS0iFjUnHJIqVzF8PDw1a9RwslB2vcWqCBNv/K/B4uaSzHsVH1\nWmd64pK5GtMrktIUA5nRoGCRUhXQol0MgQj8bc+wOiEFQATjzrfHfnQ3MylNQJAJ/vLOIObVzLhL\n8nKOpDQjUqoWeK8fyzYOKhYYlu+qRUqVckoztitJEBMTbto1jAoc+vzZMvJzdmzWPI/WR5vCzZ+x\nfxeuefhPsMkyZI7Dpvd8EC1DfVnHNV5xAVztzWi86gK8uoheB5UVtJxSpUhpZqQYmKkH633tbchR\n/YtFtunrf/HSGbOgQDiWLNlFxXSktP/Rl3D8p/ci3DuoeZ2OOpeiY3sCLJFSW1m2wyyXg3wXKIzZ\nkdKzY8TkCCjtSKkl39VAVZUOwxALFooE1ri1QAPtM585MbzrgytQ4TDv0+DKsa3o8Bh1e6qrqTeo\nfwJ2OoEWxFKajKdi/1C282cWdMp3UzG574ih846NhtNWRljMk9SQGe1R40oskdJCgZWUZsrdz1Yx\nRlMipZkT6cUN5aijOIEnIqg0UxujpYr05MxrXU/pObjg5WeTbro8Ibh63VPgMs6vWDQfrva4Kikz\nJ9lQ/yhRUcVIKdXoieDubf147o/PGrp+y2AfbvrbPbBFZ0j/+NZ9qAiqvAdkGVOHjmP/l7+vSEhJ\nRlfn1zCUK2GpU0rNKc1tcdJfALMjZfmuQVIaLF1Sai0tW7BgwcJpApqELlPKB8TdMrUiZKnoGgtj\nW68fDp6D087DwXPorHPhrLYq1QkvC4589zfU7dV+H6omJxCqrIY3aH6dyrkE2mScNadUDYQQQGHS\nnG+kjk5brpFSKTNSqsx6WCOlWlLSfIA1pzRzkSJTwg/MlJpSk+9ORkT8zxvdEGUCSQYmItljQS1S\napRcqsmr9Z6XqoL90/Z+yASwTU1hnndYs70J9wpMhIW4EzmL9EADmRF7pW0AYKfKd2WMT4ax6qCC\nKREDlh/cA9vDjwLnxW26/C+r56Y2/vYubPn1/+q6hltLugs2kk+T7+aUUwogeLQbUjg6q3U+qRF8\nQdDMX1dsr4QjpRYp1UAgEEBjo57StRYsFB7WuD19MBYUMBERwHMceC4ekahz2VFDiVpwHGATBbQM\n9GKisRnhymqqhC6z3l0WMs7xjIZw3870VfLrlzXgrLaqJPmpCEyi1kePehrBFa89hyteew7D7Z0Y\n7/gmYCA3jYbH9g0nazSm4pXPrTGl/UKAlu+nJBlLgCWKJcgENjH3BYGRQAx/2NoHiajXRE1F6nE5\nGx1lEEilLnCyjNrxUaY2P/+T/8ipT0YQMxgppZn6CNPRY7WSMJJMFOsrzrRD8OvNp/DCkexn36hB\nGesYyQQ1pzSFTD5xwAtRJpjXfRwfY2hvfdV8vPzyCdxyZguWNdHLyOiBTFEd0Nx3AQX5rgzYR7yG\nHFtTIT30OPCzstknwwAAIABJREFUr0EWRURfV5dFc0y/xUxfbRxw/TLtuQmb0VE2cXzl2Dgkmy0p\nRdYLIkmYOnwCdeetMnS+EdAipQ3eIcPvNSmknn5TzLBIqQZaW1sL3QULFnTDGrenD5455MUje9NX\n9a9f1oDbzm6FKBNUu2xorozLnCqHh3Dnz3+Eqik/CMfh1Q/cDvl9y7La1Mr3yYRAme29cmwct57d\ngo5aF859+w1c+8JjutpkRetgL8b/9gTwvnMNtxGKSbhv5yD6JyOak+xSxO7+7Hu66+0+fOBMZUM0\nLdIKxHPYbFLukdKQIGFzN5tJTwLvX9WELT3xc3KNSipFozJR7ffBzni/qpLHPEGYYBu7mVyQJmFN\n/P5Kw0CSCQantMmPKMuYCNP/Zr/f2o/nD4/CxnP4+tqFWNqoHkHzhQT8eecAeik5pSzQMvxKEPBG\nr0pB1RT0LToDU6Nh/GRjDxbVu/AhQ72aAUfJH5Up2ySZKOSUyook1ghGX98KjLHVvlUDSfkbf+Ts\nVjRWMuR9MkVK6TVJZd44KQXieaWFJqVGpbsAvbZtqUCTlLrd7o8AuA3AJR6PZ8H0trUA7gfQPX3Y\nIY/H80W3280B+CGAawGUAfipx+P5q/ndnj14vV50dnYWuhsWLOiCNW5PH9AiGa8cG8crx8YBAB9Y\n1YQvXRYfC0ufewZVU9MTeUJwzQuPQ/7G7QDSJbYVDvWSMpmS35gUj5hduv4FLOg6Cl9jMza871b8\n4xNH0OGQ8eGXnjB6e0xoeG09gO8bPv+HG7qxvZctylSKMJK757DxaK92qhIPQSawKxix6IERKXFq\njqLN9Egp/e9VV8QmR0C6+27MN4mxjduw4LgXfYuXQ7bNPNOZfy2l/EQAaK2iT/xFmeDx/doSV1Em\nijlzAJIEM6Zp+Q186+UTOD5mPAq0cKAHnbWuNFL7yrFxXLm4DhcvqE2S9cYRbVIaqK7FVP1MxG9Z\nU0WcSOUwFu2Umsy0BZP/eaObWrJIlImiMZwR9P3VWG5qJspsHL6xdiFaqpw4q40tnYNjqVPqzCa3\ndp5D2GaDIwcBx2yaHRFCqAs/DaPaz5YicnwfFhIskVIvgC8COJCybTGAH3o8nrszjv04gGUALgFQ\nDWCr2+1+3ePxaNtxFSloyfkWLBQ7rHF7+kBtwpe5v31beskChxBDZNseYNG7ktuIJGHVow/jkre3\nYrKuAa/fdBuAeI0+b1sHepcsz8opFSQZl77+Ii7a9CoAoK2/B1VTfjx251dRs217zqQhn/CFhDlN\nSAGGEj8K0DJDMitSaoQ0E0IAWcayQ3tUS1YwtcVodFTMJkdAPFJKZBmRgRFs+8AXEOkfxkcAHF95\nNp69/R+T0adM2SzPxQWWqVtlEv9dOutcuHRhLd7uSY9kizJh+s4IkjopTWDPwBRWqtQqPTkezomQ\nAkD3x/4Faz90Cx48791p28dDcQaT6GUDQ6RUcKZLR89oLAfh+ZxMt2imRjT33amohIrAJC5/9Tks\n9hyAr6kVr37w4xDkeaaR0siQF97Xcitxk4DDzuPaMxp0ncNRcmYzYXNlL5g4eA6STYcIlLKQMDmL\nZkdKz4YjZkwNACjX9i4FaP5yHo9nIwC43e7UzYsALHO73bcDiAL4hsfj2QPgJgB3ezweAmDS7XY/\nDuC9AP5kcr9nDQ0N+h4kCxaKAda4PX1AK4+QCq3v0zxX+r9P/v5vmPfKywCAqik/Pvn7H6ft3/Ku\nm4CPn5W2TZAIlh3ck7ato/s4ysIhOGMR9Q7kAcGYhAoHzzRpZpEgFhJ67kUJRl1OaRLBVAiyDJsJ\nkdLjGiWIUlHvHcLyA7sRDS7CrX97GZ3dx3K+PmtJmGIuBwMAkGWIU0H0Pfw8Iv0zkZYzDu9D62Av\nhufHy4RlzoM5joPdxmXlHosygdPGUceBJBOmck9akdIEXj/hw+3ntinu7xo3J0+u8bnnUbbyMkTL\nZ6TCEkkn6o0j2nEUkvE8Lm+qwEnklhNHK69EI6rlu/bgH/58DyqDcbl2VWAStzz4O4jX/wHEpAXA\nvkdeMDXqqhdlDhu0gp20nFK7jUtTBWihavkiBI50pW2bOnwCckygRmLNhtKzkct7lTUdoRhh9Pnp\nBnDQ4/E86na7VwJ42u12rwLQCCB1iWkQQEtuXSwsvF6vVe/RQsnBGrcWEhAJgRwTEB2mG7TYUj7g\nkkxw9L9/p9re+VvWQxa+CmBmlVqQCWpC6Tl0HCFwRiNgm7qag+GpGP7ztS6cGAujo7YM33nXYixu\nUDcgMWq2km+MhwT812tdODwSQkuVA9+6drFqJEkNRl1OtUipKBNTSCmrcWnTUD8+es8vUBaNwL8e\nMCtBIct9V+G4Yo+UAvGyMCd+8ees7RdsehUvfOxzAOiLFN9cuwgcBzhsHGwcl/wvoGSqo/xk33Jm\nMxzTZLax0sGUn6w1BDK7YI9Fcd5bG+CKhHDo3Is120+2Iwg449BeHDz/0uQ2OUVC6YyEUT2ZLY3N\nRGqZE56L13fuylGhpFUSRo4JOPqjP+Li3z+cdVz9mBeuoA89JhGS3r8+Z0o7ANBUSZeAq6Gxsgxa\n8Wol+a6kg5S62lsgjPsRHZkx4iKCiICnCzWr3dRzoqKM0WAMI0EBdS675jdGDTRSygGw52AgV8jF\nhFxhiJR6PJ77Uv7/sNvt9gOYB2AY6SS0DUCPVnsTExPw+/1oamqC3++HIAhoa2vD0NAQKisrYbPZ\nMDk5iebmZoyPj4MQgubmZgwPDyfrMQYCAbS2tsLr9YLjODQ0NMDr9aKmpgaSJCEYDCbbdDgcqK2t\nxejoKGpraxGLxRAOh5P7nU4nqqurMTY2BrvdjuHhYUQikeR+l8uF8vJy+Hw+NDY2YmpqCrFYLLm/\nvLwcTqezaO+pvr4e4XDYuqc5fE+RSATBYHBO3dNc/J3MuCdawfVUnHx2A1694y8gYXpEVZQk9PT0\nwOl0gi/Ttup3RcKY8JyAvKApeU9jvgm0CtkRx8aRQdT4czfKYMHExAR+9uYATozF77PPH8W3XjqK\nu25ajMkJn+LvFAiytT/bz9MvNnTj8Ej8bzoSEPCD9Sfx35dWoaysTPfYExXGSOY9HT81gBNBGwg4\nTIW05ZKiKKESuU2Aenp6MOlna2P1zi0oi5ofeZ8YG0dsrC75O/X306fDhY6USjyvKYUPKCw+OVKi\ncMFQGD6fLzn2TsYq8NT+Idh4HmVOB0Qhhos7a9BmCyMcDoOj5DoGgiGEIvTf4plDXrjsPNZ2liM2\nLiDGQJQEQcDo6Kji8zQ2mnJfhOCj9/wSrYO9AIA1b7+h2X4qqiYnUDc6jFBVDWKucoTCEfT0xKeq\n7Ll8MwR0XrUDIwN9IAx5kGoIhbL/nkI0/neZGvNh6N9/Bv+O/Yrnr64GNoTNiShHM2uOchya33MF\nvOs26W7LRkT09fXp+uZGGOSr/SPDmFdVnvbeG/d6IeuQ78ogsJ/RmUZKAaB74zbU11Wkvcs39gTw\n0H4fAsIMkXzvsjrcsog3PI+QHNmEliC3SKkYi6Gnp6do50b19fWKfTdESt1u9z8C2ObxePa53e6F\nAOoQj4o+A+BOAK+53e4KAB8CcL1We3V1dairqwMAVFbOrASnRnoSN1FRUUHdnyh/kWrukrq/qakp\na1vqtWjnVFVVYXR0NHlu5v6amprkcbT9xXpPqX237mlu3pMoiqisrJxT9zQXfycz7ok7fCKrjwnw\nkoQbHn8AJKr8gS8rc6Jtus1JSp1BGsorK9He3p78t8tVSTW8+dAD6lFXM1FbU4NjvvQ10NGwjPU9\nYXzk7Pj90X6nYZnNJXW2n6ftQ+kkfyQogKttRXt9fBKjZ+zdtFLCEwfSCVVThSPrnhx1rfjfjWz5\nVBUOHl++ciHGu1tx+EmmU6hYuHAheiQfAG333TVb1WsmGkVNdTVqGxuTv1P7vHkA0hdTOElCrY+t\nHEy+IDjLYIuokw6eQmwApBHLspSJYVNTE945MILD44nnNz7uFrfwaGmJxxicPaey2nOUueBwxgBk\nX08mQEiQ4aqowMKFHZB3HdG6NZQ5HcnngPY8NTc3A4ivIM071ZUkpAB0O61evv55XL7+eQSrqvH8\nR++E/aJ56FzQDMCHBgbpLpAu3+2sq8DChQuxJ8dIad94GJkURRJENDU1YervL6sSUgCwczycevIp\ndaBp7cWoXNQBI8syZS4XOjo6ALB/c13l2tHHhcuWgrfb086fP4/HqI5Iqc3hQNu5K3HirfT0E1vv\ncPJ9nWi/foJHQBhPO84XJTnNI0aD9PSRXAzkeHBFPzdS7rsxbAdwl9vt3gLgIQCf8ng8IoAnAAy4\n3e6dADYC+J9SNjkC4ivJFiyUGqxxe3rg2GgIO/qUTXoWHj+sGVnac8fXceDf/wfiVJC9KH1GREBS\niJjMJuSogJCQHdG5e/sANpzwKX78lcWadEwd6cLg068i3J+DO6JBBGPG8sUuXlCbtW1+bXY+lp9x\nUQIA5tWUobrMTq2tqBeFNmbLku9ShkSN35dTmQkzIDq0ZZAxH53ccyk3dd686rR9tLqfqT4ziTKm\nNi7upJrIcdbKVU64+gpM+nH1MZA6RM7a+RZDe9qoDEzhyleegUxmfvNGL+NzndKh+oo4EczMM9WL\nUCh78ZCX42POz+AISyQJxKhWXwMdn3g/OEo9WxYYeb45rZIwPA/enk3A9cp3OZ5D9aozsrZH+obQ\n74/g7R4/Bqfiv0sLpZSNV/G7wgbFnFIpF/nuHDY6SsDj8bSl/P9eAFdSjiEA/s2crhUH2tqUE+8t\nWChWWON27uPBXYN4cJd61o0rxLY40ffQs4iNTWDhXWxlVUhGgpeoIA2eTagR4x9t6IbLzuMHNyzF\n6oySBHq+3z1/ehyHv/ULAADvcuL8h36GxisuMNRfI2DNvWQBjU94vOyLWYkyLnIst0lZWJBQaLNw\nFqOjYsgnFZzapFTwKdQqTbmnG1c0pe2iuTOnlun5l8s68eXLO7PIxZZu9dxLxzSJYcop1RgDzhRC\nRBhqWLJiXu9J+GKxGedd1khpyv9ft6zBlH7RaozysgxCCFP9USKIeckndDbVo+X6K+Dfqx3xNguc\nxsvOplCjVK/7LmezwVFfk7V9bGwK/+/JIxCkuNnXv121AI/ty34HeIO5LcrZeA4rmisgygTStClY\njcuOVXVOGBViExMc0QuF/MT55xCGhoYswxgLJYdiH7fBmIQ3u3yYikm4clEd2muyozYWlBGIivj7\nXu0VfV6HE+PIS29iPmPEM3PFXAoXPlIa9avLcCOijL/tGcLqG9JXxQXGv9FTewdR9eOZKmhyJIYT\nv7h/dkmpQVbKepaeeqGJrsjR3CZlXWNhTbJdOeXHf9oHkC/ZVVadUkr0vBhqlLJESoUJunKijAea\nKx0gyF7coEU8E+WATo6HsaNvEjzi44/nOCysd2HNvGrtSOl0uJXFfVdr5J2bEt2VDUbslCCJUvJe\nGhnKwQBIsmh3cwVWTRuQ5RopFSnuu8A0WWVQsciiBMjmk9L5t70XvNNhOFJqyOtOIz+Xp5SDAabd\nd/UsDnAcbBXZXgpj41NJN+qYRPD7t/sxQVGS+CMiYqIMp93Y36a50onffCDbUGnr3VIOpPQ0iJSe\nrnA48m8JbcGC2SjmcStIMr7x0nF4vCEAwN/3DuNX71+OzjqXxpkWEth4coKp2DzNoEQNYpAt4llZ\nlv7pkIuAlG655FbcePYFePWDnwBHZEh2R1ZpgJ192VGkzlq2cffE09vxycl04jv+1i4c+e5v4Ops\nQ8ft74e90rgLIwsYSvcxgzZ69MzlzIqU+iJi0uWVhorAJD72x59hcGJc8ZhckRVdovxxCm1yBABC\nDqR0eWM5PnP7WdR9tEhmgrgeGQni3u0Dafves7wBa+ZVa6oMEvJdFlKqBUcKk5Z5dnkmC0g0BkIA\nuxBDrW9M+wQAVS47bju7Bbed3ZqMIOdqdGRTMIQiosRU6oWIYl4IiXDtVRiYjCImz56kQStSyinM\ncXRHSnketorsb0DmN41GSBPwBgVqOkQukKPZ71XOYWeLmFukdO6itjY7F8eChWJHMY/b/UOBJCEF\n4oXAXz46hs9dNL+AvSotTEXZ5Dl6C7nLjMdXOjNIaaQ4an2u3LcTK/ftBABM1DfhhY9+FsMd6oqB\n9poyVDptCMbUIwxKFv3df3wEADCybhMufOw3ec2P1CrRogTWLumKlE7Pv3PNKZ0Ii2im5GolsPzA\nLtTmkZAC2ZM4GocqDvmu9sRX8NFJqZqJGe1+E5FS2hshuSChEb2zT0fWaDmrmdAaeqlDP1fylwlZ\nEEAA1I8Op+XeqsFu47O+WZlpDXrBKUhvZUaySUQpL4TkO9tHETwi4pIDI7jMUAv6/y4xjZ+BKEjZ\n7TwP2a4jp9TGw1aRvZjo0LHY5g3GTCGlf9zah8D0d2jpeBCZVNnZWIfokLbZWimXhDH3yZ6DGB0t\nrNueBQtGUMzj9hGK7PRRSq6GBWVUONg+unrkuwA7Kc2UkpFI4XNKM1HnG8W1zz/KdCwL2eM1PvTj\nm99BwHOS6XosWJBn5QChhAPVIpaZ4KcnmrnKdycioiohufb5x3JqnwWZOaVOe3aHiiNSqq2AUYqU\nqkXaaAZnD+4aQtdYmEook9JtDeLw2L5hHBgKMEVKtRZEOI5LPqe65JkMIFEBhBA0jLCbl4Uppmq5\nyndtCrmARBABhndztzegL0meEYnItNHFAG9I/zsioGHqxivklNpt+iKl4DmqwsXJUJImgVzNjhJ4\n/YQP27ccxq6NexENhLL2OxvqmNopZVJqRUo1UMwRJwsWlJDPcRsWJPx5xyC6fWGsbqvCx85tTTOh\n0AKrwasFZbBGtHid8l0WQxIAIBk/olwE7rs0tPd1wxUMIFJZpXrcFy/tgCQT2HgOv3izB1GKNJpn\nyNUaWfcmqlcsMdzfVNB+YuMqSMbxomNOzfPxPN1IjtJtf1gAz2nXx80nhp57HdVnngFXWzOAeJ7X\n5y+ejz9u6wcQj2DVFLgcDACITJFSuvuuGilVimRORkXIBHBGwrjy5afRMtiL3iVu8Ms+HT9P42Xu\nDQrYz0hKWWDjOYgyyZLl5wo5JkAmQKOXPWuZamqUYwRXaeFLFkUmV91Nx8dA8pBTmrhXo4sBWioU\nGrTku3yZsnxXj7yb423USKmTUndbCd5A7g7kAHDRs4/izI3rFfc7G1lJqSXfnbOI5ZgvY8FCIZDP\ncfvTjaewedp1ce9gABFRxj9dzC69tUhp7ggJbB95TudkUGuSmcBb192ByiWdWPq1z6L52kuAInDf\nVcJH7vsNHEIM3ctWYeMNH6Iec83SmWLeW0/5seHETI1KTpaxxLMfSw+r1wg0G7Tpn9Fnh2aKNU6J\nXth0sNI9AwF85RkPVni8WGmsWwDi8t1Co/+RFzD49Ks47/4fo2ntxQDSCXp5OAibTtVBPpBLTqka\nqVFKTxdlApkQvO/RP2Px0UMAgPa+HkzU2IGrv531vnCFAlj7wuNoHBnCYOcivHnDLRAkoth+KlhG\nXp3Ljogoo0yBkBhFQr7bwGpypNROzvJd5UgpC9mU8yTfTZJRo5HgPJSEsZXRF2iMlIThXc54H1PG\nMy+K4CWJaQHEjEhp4Fi3KiEFAEcDW7DBipTOYYTDRv2vLFgoHMwet5tPTuD+dwbhj4hZtQwf3z+i\ni5TSnC0t6IPayvOqXVtx8cZ14CUZROdcQIqxEQRh3I+JcT923fF1XLn5EZBo8ZLSlqF4tKt+bCMk\nux345wuZz+UkCbf++dfo6DmRr+4pX5sykaNJbllAq2Xrj2SPIT05pQDgC4uKkkNWjIXj5JiTZSw9\nvA91416cXH4meFnCwuOzV4JCjsRw7Cf3JklpKkHnFQxoZhsii3xXIafUF4rhxSOjkAlQ67LjysUz\nURel+sSiTCBNBZKENIG6519EWPhmVuT+PU8+hKVH4os3rYO94AiBeOFXTSkJAwAPfuxMAMDRvrfQ\n9ar28awgsbh8t25cRzSc1uEcI6VOhd+BiCKTTIKIIs6oN9/JPhF5bKmZPTNCTVKq4r6rtyQMx3Gw\nVZRDCqZLZh2xKKLl2iqOXMvCAMCxH9+jeYyzsV7zGMCKlM5pWPUeLZQizBy3Q1NR/PfrJ1W/ibos\n0S1OmjNCCqS0ebAXNzz5oOF2T177MV3Hk5iA3gefBqIFLjTJiAs2rwch32M2I1rQ5dFHSE00OaIF\nXUxSQSq2rxeCTGDLcVU+ESm97qm/4qzdWwEAV738dM59MwL/roMghECQSFrkLlfibRaYjI4m6HVK\n+UAAv3qzB+B5uJsr0kipUhBYlAjgo9civWf7QBrZdEQjSUKawDk7NqNH+jJjSRj6gDw6GsLBoQAC\nMQmTkXjplpWj6uWf9IIIIggAu57fmbZolOPzX8UT0HogCyKz++67lrRiX069oFyf59Fc6cDKtmqq\n8ZU29P9deA1SalfKKeU5ffLu6RehvZJCSoUYGykNGI+UTkZE9Pmj8B07pXkss3y3SBbRjMAyOtLA\n0FBucg4LFgoBM8ftUwe8mpNhnw4J3qL6/JbNOB0QpJhsAMCFm16b5Z4A3tfewh1nNcz6dY1Ca4Lc\nWDETjWI1SkogEDVvMkCb35opfadFRTNzhbUgSjJsYm6EbTIiQh7zJQlpofG9107ipvv34rdv9SW3\n5Uq8zYLEQEqVpHuN3mF84UffwJIj+7Mil0qyfUEmiuY20rS0NwFnlJ5bLEgybnQ3avdbYbVyV/8k\nfr+1Hw/uGsIzh7x47vAotnX5qMcaRcsf7oGweTs69TioUklpjlNqhWeJ1VVXFvIj3yU8j0+saYPN\nYC1OI+A06l8pRUp5jsPiFnUPgbTrTJNfWlkYO6PZUS6R0n2DAXz1uaMYHdJ2GHfUM8p385BXPFuw\nSKkGnAq20xYsFDPMHLf7hrRXpX1h9pfymvnVWduuWGQZiumBknx30dGDs9wTgHc4IBdxTmkmMknp\n1lN+3L2tH3/eMYAHdw2iusyGX9+8HK98bg0aiD7CddJnnuETjTSy5vxmIlHjsWpyAi0Dp8DJMj5w\nZnPWcXpbF2SSMymdikqIvL4lpzbMxJaebKMgvkgipfbK3OST5eEg3vvon4EMzwFl+a4MWSH6J0py\nWq6oktO3FBPxf65cgK9c0anaN9pa0WRExMnx7GfK7Mi169Qp7PqH/w/BYz3sJ9EWjXKUHxCFZ0kW\nRKYVKSLlh5S21ZTh+uWN4IzWhzXwZ9GKlCq57wLAWZ1sEUUglZQaLwsTiEkIM/o8ZCLxPSqLqKdc\nyQ4H7NWMhnCWfHfuoro6ewJtwUKxw8xxyzIP1hMpNddV9PSEknzX7Pp9LOCddkhFWBKGFfsGA3h8\nf3pJojsv5LCypRLQGSGjufYawUggllbLNwGjrTdUOLD06SdwyRvr4u23zcfaZ+7KOk7vcyiT3AkC\nARAWi2cSxclylrOqLllnHlFGKV2hF85YDG17dgEfPTu5TVG+Kys7couihK9duQDBWFxS+/OH6OVU\n5EgEhBDwTz6PD67bgsm6Bmy57mYIDifa+7oh2WwYnr+QuuCybzCQZjqWgFZ5ptkA9V2bo3yXCCqR\nUkb5rtlRMonn8cnz22HnOU1HXEXkweiIV1l45+16SsJMk1KDZWFa+3rAyxJGfGdgYYv+eVeSlCoo\nDRIgdjvsVWykVFQYR6UAi5RqYGxsDFVV7FIACxaKAeaOW+2Z6oSOSCntu2Y58uqDkmNprjlNRsA7\nnSUVKS3PqPFKk/M6EtIx3ZNfcwZyhELSWquccDcbK53iGh1NElIgbv40+tBT6PjW59OO0yvfBZBz\npBQAgiJBYYvCzICXJEgZE2LehHs0A2WMk1ItuHwzRK9rLIxN3fS8UVGSFfPTSDQWX7iZxsJKBZlv\nKIruPz4C7jd3I1Esqb2vG6LdgfmnuuJ9WH4mDv7rV7LOHZqiv1eKIsc3D/JdZVIqMkVAWWW+uvrE\n23BOe5xscTpKv+UKXkO+yyvIdwGAd7K7MyfuiSbfdaiRUkLw3kfvw4r97wAAjm19CfMe+yUctfqI\nqZJKIetyTifsVZXaBwKQrJzSuYv6eja3KwsWiglmjlvTI6UULY9RWeLpiikFl9xCkFLOaYeUY63K\nQkKgTOL+sLUfJ8ZCkHV+3M0axrTolMvB63bHTWDFm9m5xkO//UvWNiOKBZuUu/NkRZm5dSdzAa0e\nbbHklJZXm5SPPz2unznoxRefPqKYDiDKBLLCvUsZBEpWUEuQSATdf3wkbVvrQG+SkALAkqMH8fXq\nbGLso5QtAoojUkqTpC5szPH3UZPvskZKTSalMs8nF5I5o/VhjURKNQi+TUW+yzG4VCcxfXNU+a5K\nrdIFJ44kCSkAiPsOYei519mvmziPtTa4gz1SKpewfNcipRqwSsJYKEWYOW5ZXpm5ynctSqoPEQWj\nI/ssGlEkwDscJU5Ks0efPRbF4MPPgYvouy+zxjFtomLPIV/NNUkvE5IJI4tD9hyjiF/4wf8FfvK/\nObVhJmhRuKKIzAFobjBJ/SKJkGSCh3YPqS5EiDJJEthMkFgGYVTIv5MjUUQHvZpd6vv5vTNNjfux\n6zPfwPzbPonb//AT1I2ly+uLY5Eg+3nkjeZcTkMppzQuy2V4NiXJdPmuzPMzbuVmWHYzgteIyqrK\ndx166pTGj7VT5Lt2lZzSdz/zSNa2voefZ75uAizlkgCAOJywsZLSIlF2GIEl39VAROekxIKFYoCZ\n45bllWnJd2cXNHknADgds/9K552OksopJZKUtuIvZE4KZBkfeuB3CHQf1912/YMPY/JT16FmtTun\nPppNSjlGUmXkOcxVvlseDuZ0vtmgReGKhZRevqINu0xohxdFnBgPZ9WczoQoE0X5rpxBStfOp0sL\nCaO0PzY2Eyk9/J1fYuSlN8EDaO/rwad++wPsvvQaCA4HDpx/WXEYT1Gex1zlrUQQqZ5AY/4wG9kU\nJZwYMbejxn6QAAAgAElEQVRcjszbZiKlGnmeZkIzp9SkSCmnEilVyymt82XXtJ08cJT5uglIMgHH\nEAWH084s35WLKEdfLyxSqgGrTqmFUoSp49Zk+W51mR2rWirBcfGoKQcOi+pnryh3qSMmyorRjXKn\nHbO9jMY5Sku+u+/L30fFgvlY8q//AFuFKytS2jrQiw4DhDSBbTd/ARc//0fUnLnMcBu01XObAQlc\nKCbh8f0jirlqmZANxHqLhbCZBZ4ifSsKuSgAhwlGRwAAUWKK0AgSUZQCykKclPb7o/CFBTTZCWiZ\nqSTKRkoTC0Ux3yQGn3glbZ9dFHHhplcBAGe98zYCNezuqnkD7XnMMZLIKawKTYViTNp6Ikp44/g4\nLs+pF+mIy3fj9zWb8l1e42+pmlOqS747nVNariOnVIFE1qw6g/260xBlgrJItqlddmec7PJdK1I6\ndzE0NISFCxcWuhsWLOiCmeP2/I5q9Ewokw4O7HkRCVy3vAE2jgPPxUtfLGuyapeyIqhmPT+L8qoE\nohyPPcdHUSpvycSE17dtLy568n8hZkwwzt6xOaf2pXAEPXf/Hat//W3DbZgVKf2v105i98AUbmEk\nVYWIlBYbbLSc0iK5RzvFjMUIOElkkmqLMlGMsicWOh7aPYj1x31YsecU3ks5LhxgmHAD4OxxwuN9\nVb08UI3fhxq/uXVKjYESKc1TJFGMCUzuu5DYck/1gPB88k5n1+hIS76rTDw9PnblTtLoqDKb8CmV\nhGkYHaFuL+9sp26XQhH49xxG+YJ2lHekBwxEmcAVYlCLOB1Uh2AaSjmn1CKlGnC5rAiOhdKDmeO2\n1pX9mljWVI6vXbkA9eUO1LrssOmYML/Z5cMTB9JzjP7xonlYWG8RUxZUl9nxh1tW4J+fOpK1byIm\nY7bfWMRuh13FEKJYMf7WLgRPnIIgEZSFQ7hq3VOoG/Ois/tYzm33//1F00kpyzMWEWXcu70fh4aD\nqCu3Y/fAFAD2SN/1yxtx/vwayITgm+tOKBrgpPVrzkVKaTmlxREppeW9GYIkMZlaiTKBTUEKmJDv\nJhZLlHKLp/yMpHSaHAy/sIHp+EKDZiqXL9ImxASm2pOcJBtwDFeHzPPJd49h0m0oUqol3y1T3LfX\nG8FqxuskDJVY3HcX1rkQFiV07O+ltkUof/vRjdux/1+/j+jIGDi7DWf+9OvouP2m5H5JJihnIqVO\ncDwPW2UFpKD6M0XrR6nAIqUaKC+3JsoWSg9mjlva5OWCjhosbTRWnoDWnlFX0dMRdp7DksZylNl5\nRDMmjGGJzD4ptdlhF3J3YC0ENl3+MZw/vwNX9/cVuitpoEkrWSKlv958CuuPZ0eRaNE/GhorHGis\niEcgfvX+ZXhivxfrjo4pn0BIzkZHxQYaAS0W4k2TGBoBL0kghKDGN4arX3oS9aND6Fu0DG/e+CGI\njhlZpCgTxXsngojvvtKFU2++g9vXPYX2vm76cYz55pzNBjEYwugb23XfT0FA+2blqU60GBNhJ9qk\nlJcl04t+FypSqnUtm4p8l3OyU5uZkjA0992ZscsBuOcjKwEAh/a/glOUtuSMNImRV7Zg9+f+I2kK\nRkQJnu/fhXm33pCspSoyklJuOjJsr2IgpSVcEsYipRrw+XyoqakpdDcsWNAFM8ftNUvrsbypAgQE\nMolL/ObXKK9SaoEmG2MJtK4/Po77dw6CgOATa9pxw/KGGVfA0xC0Mm6FKAlDHA5V6/xiR1WREVKA\nHind0TeJ7b1+XNRZm7VPjsbAOR1UQgoYy4lcWF+Oc+dVpZHS6olxLDu4B4KzDEfPWgPBoTwxLFXQ\nS8IUBynlnXZwNlvukRAxHil9z5MPovNkXBnQNDKEc7dvQqC6FsGqGrz2gdshrmjCh5c3YDetjZiA\nIyeG8Kn7fqMaSWZ9N3B2O0bXb4UcLY13CZ2T5uf9KwkCbAyRUl6WwZss362uKEvWbZ5NoyPNSKmK\nfDdB+BgvBICuQlCS7/r3HKZul1MWZ0de3oTdn/tWVj6/MO5HuHcIlYs7AExHSoPa5lQJUmqrqgCG\n1Y9lknoXKSxSqoHGxsZCd8GCBd0wc9zOqynDvBxIaCYoFTg0pYmnfBH8+I2e5L9/uekUljaUY3mz\nOcXkSxG0v1muxduNQC5R+W4xQ8mEJnNeKgaC2PvF/8Lo+rdRNq8F89/zMfQvyjbboBEtFqRGZ2vG\nR3H73T9DZSAuCT57xyY8+akvGWq3mEEj8MVidMQ7HOAcuZNSXhIROdGTJKSpqJryo2rKjw8+9Ht0\nX/178FA2OjpzywZNabMzymaCdmoyhsoSke4CgMOebfpzeDSM1jxcS4qJTESDlyQ2J1cdqK10wjEd\nTZzVnFItoyNV910jkVKafDf7uyYLIqYO0lM8EgRUnApi3798T9FgLrX0jygTuBgcyLnpEjh2Su5r\nVvslnFNq1SnVwNTUVKG7YMGCbhTzuKVNuLXku3/dM5S17U87BkzrUymC9jcrRKRUttlKVr5brFAy\nDiMZ7rjHfnIvvK9sBpEkRHoHcfPDd1MnpUZJVerCx1m7tiYJKRB3KV50nB4xKGVQ5btFIlHmHHbA\nlnssgZMklHnUc6crA1NYdOSAshRQlLDwyAHNazkjbDWziSjB+9rbTMcWAxY1ZEfWJGpBl9whCiKT\nLJeXJfAMMl894FKijg2VxhannTrqhiagTUqV+6IWRc2EWkkYmvtuwNMFOaJQkzcWf09MHToOcUqZ\naKY+U6IMNvlu2Yx8VxNFsohmBFakVAMxleK5FiwUK/I1bseCAnYNTILnOPAcBxsH1Fc4sLqNvag7\nTb5Lk6KmYuspf9a2hInL6Ypike/KNtusy3f9dQ2onRif1WvOJpRI6VQ0fbLRc/ff0/5dHgpiwYkj\n6Fm2Km27UaOe1EjpJW+8lLX/8lefNdRuMaOY65RyPI8IOOQqmuYlCZUKDqKpOFeYAOR6+k5RYCog\ntLa1DCy0tGGwDyU1lZ7FRUHWSOkl86uwwWcyKU0pA1NfaWzkLajTnwutFZXly1Tku3oipXz8/liM\njgBl6S4AeP3xkS6G1Ed86m/JKt/lpyOlNgZSWsqRUouUasCqU2qhFJGvcXvSF8ZPN6an+K+ZV40f\nv5e9PhfN0bNrnP4SJ7KMyX0eLPAcxImOJRCd5smISx1FEymVyKyTUmGOjwMl+e7P3zyFhnIHLuxU\nzhevziiX0TAyhEZvttJACfds68eWngmIMsFIQD0C7jJYtrCYQc8pLSK6ZFKkNHRSO5ea4zjISpFS\nQWQipdKk9oS7JEGtU5of8aEksJWEKeeIYq1To+BSZcqzKN/VMo1Sk+/qiZQmDC2oJWEo3zU1UipN\nK4aIWtk2ZEZK2eS7ifu1VzNESq2c0rkLq06phVKEmeN298AU7t85AEKAI95s1zcbHyeaokyo5WMy\n0TWenWP0zKFRLGmswKqWimRpGEII9n/1hxh49EW8D4CvsQWPfu6rCFZnG72cjqDmlM6iEUUCYpS9\nJpxZkAtwn3oxeeAoQl19qF69PGlqwQpa3nUCf9jahws7VynuTzU6OW/L67hq3ZO6ru2PiBiYZFtk\nqC6zY/Z//fyCnlNaHJFSAAAll1EvbJKIYBeDwRfHKcp34/ly2otgcmBuklKaqVG+cvqlGJt8l4gS\neNnchclUUjqbJWG0rmVTIaU2hx75LltOKQHw+P4ROLfsU1YqTMv8ZY10llhsZr9ICGoY5LsJom2v\nrNQ81pLvzmFYJWEslCLMHLdTERGHR5QtyHf2TeGWB/Zh7ZI6/Me1izXbIworub/cdAo8B3x97SJc\ns7QegSNdGHj0xeT++rERrN6xBVuvjZdory6bg2EaBty3cwDbeycxHMgmDgWJlIbYjExMvSZf/L/9\nW9d/FpBl2MpdOOfu76PlusuZz1WS7wJArz+K6+/djeoyG/6Rsr/j5DE4oxF42zpw6esvgNcROXl8\n/wheOcYui56L7tf0kjDFM8nTY+KihNWNZQjt82hfi+NAFEyyruyohJe6Jx2ySm5dSYOmVMmT+64s\niEzmVrIggiPmvhtT5buzaXSkZcmvGinV84xM35OdIaf0z5tP4ks9tGIwcXDTCzhEg5SOTETQPP3/\nkkzgCmkv3Lgq46SZJafUbLOr2YRFSjXgdM49y3sLcx+mjlvG76wvzBZNUFvwlQnw191DuGZpPbp+\n+2DW/stefyFJSs9sZVgxnIMY8EdxYkxB7lwQUhqedce8QkSEdWN6YiCFIzh510OmkdIEMvNLE1ix\n/x2s2P8O87VS4Q2mL3RUTvlx/VMPof3USfoJc5CUUuW7RWJ0BKSTBKMQegchaeS9AQB45Uip/Se/\nQTvDtchpRErzVadUFkQQhneCLEngTI6U8mmRUoNjLw+RUlVSqpJvmnWd6d/MRi0Jk05Km4f6YVMj\nfMlIqfr7IhCZIa0fPbsVx8SophS+vTHu28GSU1rKkdIS+LIXFn5/tsGKBQvFDjPH7QuHx7QPAjDB\nSEq1cGoiAkIIRI1cpKhobu5MqSCokq9SkJIw4dmPlEomTMxnE76te3Udr5RTmm9kzreuXPcUFh89\nBBejg+pcAD1SWjykVFcUSAGRfo1Ch9PgeB7PH2A7VgkkODdJKY005S1SKrIZHcmCaHqd0v7UvPI8\n3R8VOURK7Xrcd5MlYSikVIjFC7NPo7WvJ+uYtLamSalSKZgEAuGZxb/FDS5gclKznwm5MpP7bglH\nSi1SqoGmpqZCd8GCBd0wc9z2TrCRDl+YrSxIZlkLGmSi7CB3/ZMPomFkEEIJO8zlglBM+b4LESkl\nkdnPKiyJSGkOMLMusB5kPpur9u4oSD8KCbr7bvFEHmwmkFI9kDRMWzQRmJukNEb7/uTp/SsLImSG\nMUhEyXSjo6HQzHUNR+mNREo1JFpqpNSmg5Qmvpm8w54ljedlGR++77c4b8t6cLKM1n5l6S4wI9/V\nipQGU0ipOBVULruU2pdETmmVtkKslOW7c/vLbgKsSKmFUoSZ45b1EzcZlZhkhyzfzJgkK+YynbVr\nKz75u/8BxtgiuHMNNPfiBApCSgsQKa0zWC+vkGDJCUvgysV1ePeyhjz2ho4CBWiLCjRTo2IyOrI5\nZ4+UDo0HFd/DzGCRCZcgunzZ7718LZbJosQk3yWiaDohISl5pH6Vb48aYmrObUrIQb6rh5Ru6Z0p\nLWenSHgXdnmw9qUncfVLT6JpWL02OiexGR0FQjOkVPCxzdUSdVlZc0qVvDuKHRYp1YBgFYW3UIIw\nc9yyRDYT8DNIeFnelYJEVFcP7aKIJetexFMHRvClp4/gOy+fQJdCnuVcgxopLQgis09Km2r0170r\nNOSovmdSq3ZvPpA2kWF5UOdgTmn9WLZ9TzHllOpxFs0VW455AbF0oy55BS1VIl+RUlFkkmQeG54C\nT0wmpSl5pFMqKh019DCqrVJBczdOhZr7rh757o7+KYxO59LTysIksHLvdtSPqUvZk/LdmPr7IpTy\nLYiNsZLS+D0x5ZQCJSvhtYyONGDVKbVQijBz3OpZcPOFBTRWqn8QWJoTZKJZAPqMN9bjF+/+0PS/\nwjg8EsRfbz8LZfa5vdYWUpHTmS3dYkIBSGlNZRmT82cxIeDpgn/PYZR3tqPpmoshczx29U8lF31k\nEk+juqgzXvJIS76WK2gOxqnBGJY8yvGwCMYpUsmgs+to1rZiku/anbNXhocTBKCIosRFBcrjmbec\nfkHU/B4C8fqz+YyUGpfvGjhHI1LKqRBPvfLdZw+N4rMXzkPtuSsV863LGcq2cNPvCVljEStVvsse\nKdWRU4p4+pMZpmizDYuUasCqU2qhFFGoccviwMsiKxEkmcnYIRWTUQmbTk4URPY4W5BkgpCg/Heh\nOYfmG1yEraalqdc0oVbjbOPtGz+X/P/5t9+EZT/9Br718om0Y5w2Ds9/5lwAykGXxuEBvOfJB1Ez\nwV66hQaZMmFJfTRZooOCEVlekaNlqA+uUACRiqrktmIyOnLMonw3FIrC6wtj6axdsYRAe0DzJN91\nQgYhsia342XZ9IXJVEkyP4slYdQipZzToVqOylHG/owQjsfm7gnccUE7ln39nzDxzgFEh0Z19TUB\nXpJACAGJqatiQin+G7HxCba2nTpJqSgBOsh5sWBuhxRMQCVLoVoLFooMZo5bvZFSLbDkrWnJd5PI\n6NyB4RnH3mBMKj6pa44Ia5iOcAVICuQKECktxRXgVPT/7XkIw9kTn9RfL21ORgiqJnyALOOmR+5F\nW/8pVAS1a9upgVD+hjIhsMeiOH/za7j6pSdzar9UwRGCjpPH4/8gBFV+H+xFlMYzm/Jdu2i+mysT\nSsHIbBbrlK5qdDF9OHlJwsIac8dHqnzXOCk1tyRMIr9SCXrku4Tj8PtbVoDnOFQtX4SrdzyJS164\nm/n8rPZECaGw+kLtisf/jqM//AOG396DCKN8V542YbIxGB0ByD0XvECwIqUasJX45MfC6Qkzx60e\nmsMUKWVoR5AIkzGMKxREpHImosEhPrH+w9Z+PHsoLvC8aWUTvnhpB/g5kP+mFiUFYHo+EQvsghUp\nNYLhp18FylalbUtdY0lEAhpGhnDLA79D7YS5xl60SKlMCD70l7vQ0XOCcoYxiHYH7GLxkDoWLOjy\nYGReJ2554Hdo9A4VujtpMKMkDCtseTDOYQFfXgY5WOQeAdQ6pfn5xhCBLaeUl2W4TObzaYtXRhcL\njPxdVM7RqkNqczqY5y11lc60lB/eYUftmlUqZ6iDCCIkjUhp+fgYun7zAPCbB+LvR4Z2AyTeRz3y\n3VJECSxHFRaTDPWDLFgoNhRq3LJESr93/RLNY454g4hp2KoDQP3YSNa2Xf1TePqgFzKJLy4/e2gU\nO/vmxnOsFfktSFSjACVhePvcXE9NlbYngi7vevYR0wkpABDK37By/35dhJRFLi6W4G/V2XUUV7/0\nRNERUmC2SalQkHdKxFYCssNZlO8SUWSS5fKSBNlkMlI4+a7ytWxOZZMjAHjXskbmhUve5MCTLAhw\ngf03YF2wc5Szu+8CYFOaFSEsUqqB5ubmQnfBggXdMHPc6rEWZ4mU1ijke5w7rwqdtfEX768296J3\nLKTZVl2GUyYHDvftzLZtv3e7upV7qYBGSle2VOCc9ni0uCD1yUy8Ju9Sn2wkMG7QBbKYwFMmXYkn\n7fBIEG/1xGVdnd3H8nL9uqpsCVzLE0/paoNlQiXaS4BgZKDRO4Rlh/YWuhtUcLNI8msmxrHs0J5Z\nu14CoVIgpRRJar5KcskakbcEeFkyP0KWQto4ijkaE4z8WdQipRp51XaeA88oc7eZTLSJIMYj2ybD\nPm10xDNKk/V6chQLLFKqgfHx3MwkLFgoBMwct3rkuxMMkVJa2k1btRM/ee8yXL2kPrmNY5CiZpVv\n4IATlNIw3ZSacqUImvOuPyKifzIerWT5mxUztHKFEhgMFo/xjFFIlMWeRNrYk/tHMBrMr+SVFnGr\nOHlSVxssZkg2xoUGC2zgHLMnXe/oOYHmof5Zu14CoqMExgztQ5avOqWM5aR4WdZVD5kFaZFSg872\nhjipWn4uQ3RTzZ03rakcUkGiZdmlyWRB1KxTagTOcn21ua1I6RxFqRagtXB6w8xxq8/oSHuSSlsA\nTVzjod1xuRzPaLBRN54ZKaV8AGUZSw/tRddvH8DEOwc02yxm0CKlA5MxTPgCWLl7GxpGs+XMpQS1\n2nOpGJgDpDSikh8szoJhFZcRSSCEwBbVJ8W2MURKm+ots0AzMVel66kQNOSZRQHKh6yjvjwvl5Jj\nbHn7+YmUppSEMUi6iRFaqmZ0xEBKeUaySYuUygyTHkd7C6Ku7N87TkrNJ4QOvaS0iMpY6YHm283t\ndn8EwG0ALvF4PAumt3UA+BOAMgBOAF/zeDxb3W63HcAQgNSZ3/Uej2f2nTBMgiXftVCKMHPctvR0\nYfWhA5isq8fBNZeofixYSCnNcCjxEeAlCe969hGs3LuDSRqYKd+18VzcICblo3LtC4/h3G1vIlF9\nsOmai8F9/tM4WN2K+bVlWLukHjaTXBM/+9gh8BwHGxfvi43n8Oubl5tmshSkyFY5WcYtD/w+bzLP\n2YRgY5twx/Jcw7OQIITMkNI8SrAyI6Whrl7dbdhYzFcYFxosqKP35psBzA2TLy2URKSU8g5a1lKF\nnjxciV2+m4dIaap8dxaNP9UjpdrkmD1Saoxou5Z0QjpyKms7EQQQHZHSvkVnoG7Mi6opdRfeVFK6\n4I4P4dT96u7opWp0xDID8AL4ItKJ5i8A/MDj8bzpdrvPBPAggPMAdAJ4xePxfNz0nhYIw8PDVp1S\nCyUHs8bt8Lo3cfPvfgp+muR1njyGdR/5tOLxkxERkkx0k7wEhzx7+yasfuct5vPqxkbiJ0+TPndz\nBV44PLPfGQlj9Y7NaeeMbtgGbNiGsXMuxLPvugn7LnXj/1y5QFd/aZBkgj5/eqSJw/S9mcShQpRI\naVt/z5wgpADAabgqJiAbzW0qIhCFMUEwI+3Np8lMZm7ixM78qAgsUpo7Iq5yjF11FYDZzSktBCSe\nh8S4OFVI0EiTWu3MXBANsykYeEmCbPY7I+Vdazj/0pD7rvK1OIZ+sOeUztzfibEQnjjgRUeVA1rV\nziuXLoCjazBruyyIzIsIALD//Mtw5JwLUeMbw52//E/F4xwp38YlX/00Ase6Mb5lFxxtzRCGvFnH\nz9lIqcfj2QgAbrc7dfOnPB5PIknLDiCRxLUIQIvb7X4JQBWAuzwezyOm9bYAqKqq0j7IgoUig1nj\n9tR9TyQJKQCs2LcTb95wC0JVNbj3wyvxuScOpx1PEM9xbKhQ/iDQ+GriCte+8Jiu/rkiYbjCwWSh\ne0KAtUvr8eqxeE5ttd+nGM1ZuXcHlh3YjQ1dt2HsvM+jsTI3cw1ajiAB8OE/bsVvl8jwrN+BkSPd\nsDU34urvfQFt85t0X4Mm371g02tGuluU4Bhle3Ip1DHUwvRwcUbCaBwZhLdtPkRnGQiJy3frxkZw\n272/ytvlM3MTJ945mJfr2BjzhC2k4+TyVehZugKOWAwH11yCNe3tAGbXfbcQEB3OvBkGmQlqH/P0\nXhoeC6AuYxtns2URD16WMTIVRYeJ104rCWOYlBo4RWVhmyViyzE+J7zdhrd7/HjywAj2DsZrP9e6\n7Litpg7VkxOK59UvX4T2dw5gKoOXElEEYci1T0C22UB4Hv7GZtXyWTbXzHvU1daMCx//LUhMwJQE\nvHDRR9EwOpzej7lKSmlIEFK3230zgH8HcMf0rhCANwD8CHFS+rrb7d7n8XgOqbU3MTEBv9+PpqYm\n+P1+CIKAtrY2DA0NobKyEjabDZOTk2hubsb4+DgIIWhubsbw8HBy8h0IBNDa2gqv1wuO49DQ0ACv\n14uamhpIkoRgMJhs0+FwoLa2FqOjo6itrUUsFkM4HE7udzqdqK6uxtjYGHiehyiKiEQiyf0ulwvl\n5eXw+XxobGzE1NQUYrFYcn95eTmcTmfR3lN9fT3C4bB1T3P4nrxeL1wuV873NLZxR9qzyssyFh47\nDN8Vl6K1gkNbJY+hYDrpO9E/gimnqHxPgRC+el41Ghvq4fP54HI6UVnuQk+PMeFT3ZgXQ9OkNBqN\nYn7ZTLaAVskKuyTiuqcfxo52O1becWNOv9NEIN1gqfOEB5e/9hza+rpxcJqwJlZfN76zB+9+/R4E\npqZ0jT1/uDQ/NKyQGaWJc4GUTkxOYlH/Qdz88N2wiyKiZS48+ekvYWCgBTFBwpUvP6Mp6coFsVgM\nwWAwOfaCPfkxtImSuT1mzYLscGDDe24BAIQrq3D0zDVpJGfTyQn09PRALgHClgsku700SCkIenp6\n0uYRIkOJJCOgGYpxTgdIOJOUSqarK2Sew8DAAARBgCwZe+9KooS+vj5dcyP/1JRynxBXg6nNjWTG\nIRSKSfjea12QUtaU/RERW9fegOueVY6pRRe1QqQYCw6c6sXkFHuN3VRVgKxCxEOxKAK+8az5nsjZ\nqecN9PWhob6qKOew9fX1Wf1NwBApdbvdHIAfIz42rk+QVI/Hsw3AtunD/G63ez2A8wGoktK6ujrU\n1cXXgSorZ0wRUuWHiZuoqKig7m9sbAQAdHZ2Uvc3NTVlbUu9Fu2cqqoq9PT0oLW1lbq/pqYmeRxt\nf7HeU2rfrXuam/fk9/tRWVmZ8z3RYJNEfOGyRSgrK8PVZzRjamQcrYcOoKK9GeUXno3X+oI4MRbG\nkoYBfOHSDtSXO9L6+h+vD2I0FIONi4DnOAhSGP95XSOc5bWK11TDGeEJJKoJ/nrrEJY2zpgP8Kx5\nFb9/AHJTNcq+9AnDv1NlnQjABwCo9w7hI/f/VrG2XO3QIAYO9GL1VedkXUftd3KHxhAQCIIxCe/0\nK3+0SxWOigqwCNXkWcxtyhu278P1R3pgn55wlkUjuGrdU2j77i0gXCDvpTgcDmfaO2IkT6Z+lXW1\nCOal5cKBcBx4G2+aw+Xyb38Rby1Yib0j6pP+hQsXwuOa25Fn0e4wJvecZfC8LWsecTRPqgAaKeWd\nDsjhdFd5XpZNd2DnbHbMmzcPADDQN2qoDZvDjo6OePyWdW4Urc+MDc/A7nSozstPTURwKkTQwtC3\nhmoXrlpSjw0nfGnb9190JYbnL8TKvdux6NjhtJrF82+/CcvffRXGf/1XZNLP1qZmdIfYDeOklG8Z\nUZAsSzY7qmtqUE2ZD8ZEmXpeW0sraqb/vsU4h1WCUR3ItwEc9Xg896ZudLvdlwPo9Hg8j7jd7jIA\nawE8YPAaRYHUgW9BGY/sHcJURIJ92tzFYePwvhVNqHHNbalRsSKf49YmSUkJ7u3NMt7+9P+FMB6X\nuUxcczU2vOs2AMCpiQjGQyJ+dtOytPPHwwLGQ+kf2S8/G7ch+pqB/tzaKGGP04bAtLQ1tSSMVqQ0\nFZ7v34W6i89G/QWrNY+VSdxPMDWHKHWldfXOtzSLnXvvfxynuk6g5YYr4WpjM6a60d2IG93xD8iv\nNzhbXFUAACAASURBVJ/CC0fGmM4rFbCaU8yFnNLQjn3IFNnPP9UFgtlx3z05HsZlKf/Ol9yLMOZ2\nlRKIww6O40wjpQvvvBVvHBgDRoY1j53r7ruiw1ESkVIqcTbJMC8TNokSKbXZ4nLajIVXuw7pKBPs\nqUZHxu7P0FkqY0BLvmvjOEiM3wi7ncdaCikFgJH5CzAyfwE2Aqie8OEP57pgr6tOzhFo+d1yTAAJ\nBJnvWU6JlCrdl6TyzNt4jvo9LNWSMEbfbv8C4LDb7f5kyrbrARwG8BW32/1vAEQAd3s8npKuweD1\netNWDyzQsc4zhoHJdJPlqxbXWaS0QDBj3MoKBaDbHASVzvhL8OA3fpYkpABQs2EjatdcC39DfGXt\n4HAAgckgKlzOZNFn2eQJd8+Bkwg0XkDdx1Mm2sPzOuFrbMGK/e9k7RvdsE2VlBJC8OCuITxzyAun\njcenzm9PksRUItE0MqDZ79iL63HoxfU48cv7cfFzf0TFgnbNc1JhlmNwMYHVFGcuyHcVQbLmmbNz\n2TwR4Q29QZyVl5YLB2K3ay46saLzUx+ErbwMt57dghvdjZAIwa829WLfUCDtuOqy+DtXKVfOVlkB\nKRgypU+FhGjPLymVvngnbL/7U+4NUbrI5WmxjBYp9cckuHhblhqIpUyTrmunkFLe4P0ZKQmjVn5G\ny+jIYePSIpBqsNttqHBof08CdfVofveatG20/G4iikCAXRuS6Gety654X5LKwp6N50AocwFprpNS\nj8fTlvL/SmGYccTLx8wZ5MtNba6BtrJvn8sTxyKHGeNWaYLz/g4XlrdVwb/7EMbe2J61v8E7FCel\nsoyrXnwcW/7rLfB2O8749zux+IsfT4somoHQyV7gavo+WqS0pbUOD99yB3hZwvKD6RJJKaA+qXur\nx5+spQpI+OWmUzizpRIL6l2QUp6BhpEhegMURIdHMfD4Opzxtc8wnwPQS+uUOpidWo0abpQAZCBt\nLOUNmaQqT06/c0JqnQmHA6BEr1ghl5dj4a03oHL5Qiz8zIcBANVldlSXxadk/+fKBfjMY+lZT1+4\nJC5/VCoJ42yoRXgOkFIpz6T0ff/vTqwzhZRm97HbH6EcmDvslLEmczxgswEZ5UdoBDYXfPDsmek+\ni+stFUZ+zhwipXaeY3Zwfs+KJvgMloWhkVI5JgI6nsNEFHRBnQtEYc4sa6kjKOcJJUpK5+6X3SQ0\nNGgZQ1sAgJFA9urcq8fmlrSwlGDGuBUVCFpsOjJ64jfqyvxlh/ZgzdaNIDEBUigMz/f+F5MHjjIV\nptYDx6Cy5M1GiZQ21ZajrtKJ/oVnZO2T/3/23jvOkavMGj63kqRuqXP39HRPTj3BM2OPsz0OgCO2\nwYBtdlkyXvLC7mJYln3fb3lfYAkbCMuSWeK72MZEY2xj45zjeMYTenLo6ZyjUlV9f6illqrurbpV\nqipJMzq/34C7JFW8de899zzPeWwG9B+/YLaAv/VXe/GuO3bjXXdk3EvlRBx1E+ZQICsc/Mr3HX0f\nAFxGUpU1CCcpDbJeXtAoqFPqI4xKn1/hu5WkanOTIUmCUES90LnXXY5NX/kkVtx6C7Utd9aH8LGL\nlyIWEqGIBG/Y2ILXrM7khbHCd5Vmdg5eJaE2FqmI8N1lTRHTtn1D/AY3xUInJENKDeCp7+0EJI/c\nua3p6YqTWiql9qSUdzEspEhQ3IYl00hpKuWIlGbPc3lDGGGZfs6aTQqETrlWNVWZpLQaW2mDoaGh\nQOuUarqOA8OzEAnB6uZIRSu1QzPedo5V8MOLdqvO0AfY1NgkpvYewuC9j9F/OD/Zfc09d5k+Ovyf\nP4N28c1FnZcR8sw0wrMziNeYE+9pToSCJGFDWy1mKB25btORHxunr4T3TS2Erhut2f3C6Ry+i1M4\nr07Xgwm9MtJev8J3Wav/ZQlJMilPNOiSBBRhKMOzqHL9hpZMOK+mQ8kjA8ZSPln0CmGYe8DKw6rF\nDWgVJCT8qVDkGRoiZqIQZFvXCaGSIq+V0nxlvrE27GofHfUufmdZEsa78F0iiFBcKsDTFIvf+Ngk\niIOok6yiu7QhBEWRQJthuFJKOfqxcsSpO7J7hHznKL8RT2v47AOH8dK8q+Zlqxrwj69ZUbFhekGs\n9ldBhxftNs1Y7dvZ3Ytnb/smVjB+l1VgaOUspnYfgHaR9+2iYXQI/TRSSlF/iCxhVVMEr1DNAYof\n0J2E7haDbL+gV2b3QAUvKT2llVIAuoPi625hbDZVpTRjykQ4JnOkyPDdljqzS+tn7juIeEpDStOh\najpSmo5v3dhVQEgBtlKaisZcn085QQwrQAXMp6mCQYALhToRIMkExrfWa6Oj/IgAq9qhVnDjLVJM\nTmlGKeU7JhGIa1K6cygOY7zVzMCoo31kyfOyhjCmGNdsaxZH+V2lKqWVM1qUCGqABWifPjaRI6QA\n8OjhceweqFwz/SopLR28aLes8N3mo0ew7CVzLmkWxKTB5H9IMJfyPnetYWSIup2WU0pEEauaI1Ap\nA1HP/9yNR85+E1795Jehxvlt3fPRNBQMKT0lldIwr1J66pLSsCRAD2KV2xhG71NJGFaZg3JEnPdc\nZRmJIm5XW7059PPV/hm8OjCD7qFZHByZw7GxOHUMZRkdpSNh5mcs6A3uynD5CSEcguqia2u8YCvE\nD7zT+xNigUYgAmzrOiFU91eaU28xKFgAdLvA5EJYsSSlNsphJqeUUykVBdfhuzplHErkGT/yIEue\nlzWGmWTbPnzX/Lt0Naf01MTMTHCk8MuPHDVt+96z/hQ0DwIprx1tquCGF+2WZXQkpVMQLCawVq6U\nxKdBu2FkkLqdllMqyBJWN0WYZUXiJwfQ87PfYf+/fMf0WVvUvrxFs0+kdC6l4v79I3j8yDheOjmJ\ng8OVb2piBK9SKpzCSqkoEOge54XxQPfJ8reSlFJecxTIbKdMHtDyUWXKxJg2hrIm5CoRINY7i5BR\nmsqQlIYUHJ9I2n8xD+n3vR3n//bbUN51C8aaeapTegAajwkyfFeg55R65Qqd21++UkpIcNdoZXRk\ncw6EkEyIPQ8EwRSNwA3KMVIOSakqZtx/W2pkZgSQvVJKySn1ujRQQKic0aJEaG9vt/+SR6AJi6Oz\n5R/HojM6wVQp6hpUAcCbdstSSu1ANA1KnGH44JO4x1RKaeG7koRFMQWyTU3MY9+7w7Rt0yJjZUkz\naEpptGul7e/uX3opnr3xQ5jroZPakdkU/v2x4/jcn4/g0/cewrMnJm33WWkQOYvPsxxITxXoyQAm\nFAEZHVVSTikvKSWyVNTknFY6RKJEPtCUUpbBkgoCqd5ZCG90UbOj7wcBMRxC2iGvyhIQWRTw4Bv+\nAjOMUOa+N76x2NPLgdAGs4DDd50q425gJEquQnjd/MTq/eJYEOIlpUQoRimlkNIRZ6R0Y2cDtiyO\nghDCXOha0mrzXlPIbKUqpdWcUhv09/cHZnR09bom3L+/MB59a0f554mwwnTj6SopLRW8aLd25VFY\nuOF2C7t9xuqnmE6hcZiudvKg/eQx6nZa+O6kqkMgBC2UEDo72DkHC+k0GkaHTdujG1ZjuvuI5W/1\nVBpjz7yC7s/9F8787udMn88kK3OQcQLunNJTmJSmp2bQ2HvC9+OY3kSf0i0qSinlbFdElqkTQV7E\nNqwybRubMy9EPHl0HDdsbC08NkspBaA01SF+iP88ytGxVwgpWNNaAydaaZYcSALBidVd+OEn/i+k\nZBJLjx7A6353OyJzMziydiPu2XIpUs+exDJPTrQMwncDiBhRDddERBG6Q8LjyrDT4idczte877Ig\nQBIySwyOe0AaGRw1e2lY4Z9fvw5yXTR3LjTUxaznKrTfqT6kSQWBKim1gWwnm3uIxTGzStBaE9zx\n3aJKSssPXrRbt0qpJSidZ8fRg7jx599BmKWucqBpeBDnPP4AXrjkysLDUVzwDowlsR1AW2ON4+PY\nzdsbRwZNxwy1NUNp4p/89f/uzwCFlM4mT/33SeQmpafu0PVg19W4waeaoQUwKqWUBRxPDlNBOaXc\nSqkiQxMEV4EfcmMd2q6+hOu7Ewm6URsNKghCjc7CccuRlIqREJprQzAX32Iju/AhzpOftKwgLSs4\nsOksHNiwFUoygWQ4M7G/a9cg/t6D86QSrQDrdLHcd73GHbuH8Ik8gdkudNYrWB6HkXpTAM4xYs/Q\nLM7rIlBEgoTTlDPK/R/pHXbkgi3kzdVYiwzEJqqLphynU9Xw3VMS9fXB5VxItJySCjALYpFSPwxt\nquCDF+1WnQ2m5toVd99RFCHN4tL7f4voZGHoDMt9FwAuXu08dE21eR9pobu161ZgOF78hP+0UEo5\njY62LgnOFT1wBEFIKajmlC4UsrdDY10YmguyXb9tE875xVch2E0y50FLjRFYpJQIkBsc5pQ2Nzr6\nfhDYOZqE4DBfl8z3y7S8XAhCjpBmcfScC1yfX24flPJgQS7A6IIQiFKqCwvtTdd1lyHKLn5ThPsu\n4CB8d/4eusorpSxiKVNTlC9aIK/E0yRjzmy3WLuq1ZxW1BqpzGiiyhktSoThYXMonl+g5ZTYTYLL\nAWyl9NSfRJcrvGi3QSilUiqJloFez3b//q/8E7Y++1hOBaKF72ZLKrT6EL7bNGSuURpduwIjDkkp\nbTI6w7R4P3VceHmV0tpQ+UeQlD+MSqk/pPRUzClVQkrGaMYBznnsF7jwj99H/ZkbuH9D626Y4bs6\nEGpxRjJ/eZxed7mU2Deecpy3mA0n5XEk76wLof+GG6AXWWpvnKZiB1ynlCe3sljkE8CkqmPGxbSu\nZ8J5O7NqAzzpG7wqcpaMssrC1Cpi7p8JNMOyFH/guUYIJlMLL/ksI5naLq2lodb8uew8GLkscOrG\nQHmEQJVSyktYVUqrcAMv2q0vpNQAJ0WmefG6u+/AbG0UB87YZqmUshQHK9i9js2D5qCz2rUrIOw4\n7Og4elo1DaqzFKV0WYO7YublikgN3/Vs6azDSz6fyykPY0WYqlLKTUoFRXaslMq85Y7yz8eBUpom\nBLGNqx3tv1cMY5vjs/IXSm0YEJy574bmuQFtDmXEmR1RnIzKuPO9H8e5jz8ATRSxZu9Ox+dJC991\nulBRDHRCoPO6RReBfDWWkOz/OMOkm9QTi/eLi/xzKqXS/PtEMzv60c0b0VnPNt8jRaZJaaKE0dkU\nGiPz+2Fclx0ppSnHfvXnfqNyRosSIZl01jkWg1NPKa3Ml+JUgBftVp3xIXx3vtMNz87grKcexsUP\n/sH7YwB4zR9+CYBeEia7yuomH8dN+G503XLHOZBa0uy6TQvfjcinVhcejvKp10GErZ128EkprShS\nyvmeCooMWXbWBpUIn7N0PuhKKf24Ggjqtq53tP+5Gns38aARjoQdlw5bPB+qyEdKY0ipOk6uXIvf\nvvPD+P1ffQDxiHN/AVqAil8lz2jQicBn+FMs8sJaCeAqbN0NLJVSnv6f812WLZTSpB2xK/L+q6KI\nkfwKGyxSahPuT7sffrmp+42qUmqDublg8uqAylVKWRP1lKpD1XSukJoqvIUX7dYXpZRknHZv+u+v\no63ffQ3eY6vXY/mhfczPo9OTiExPmXJMgQVjATdmOb2TCcvP68ZHTdtq1yyHID3l6Dg6pcbYLCXy\nICwJcOEZWLbgzbVzVZagigIY6xn6Fr5bQUZHmgOjo/oaBU6yxyTO0PR80ML4rdx3a1c785Wdqy1D\nUhoNg0w4e79jcub7AoeKt2VxFHfuLEyzcBXKS2nXQSulohLAFD6P8AiEuLpGV5HSVjmlXOG7fGOJ\nMh+W+/7zO5FQNYTETIkYRRKwuM56IalYpVQVJQzPLJBSVqqDYFMqrUpKTyMEWae0UpVSWoHvLOJp\njR6LX4Wv8KLdqjPek1IdBMsOdRdFSAEgGQpj3+azsX7Xi8zvfOhLn6ZuFxyE7+qaVhAq1DdlrUCL\nqplMSrEolzFDPniV0rAkUB2GKxW8RkdVpdR7VMN3gTSvUirLEB1GWohh64mlQMzpAWtazAoeSx1L\ngzjOaYzXOPEJDQY1tRFgytl1ZHNKExzRWY0RGUnDnMWN+kcL36XVn/ULOiE5fwQ/Yexr3SwyuSH9\nlkopRzvnLRsmz9/Dc5c6N88rtjRZOKJg46K8d5BxXd3jSay12lE1fPf0QX8/vZC9H/jSI+Zai/mr\nKOUKK+I8xzRnqcJPeNFu0z6QUkEguGrH40XvJy1Jrg1UxPmwO54BxViPrT5sPQmg5bAKsgTR4eRB\np9i5U0mpLFCPWakQFE41qYKITtnCqJT6NImpJKMjjXOxQ5AlxwtNdukCH7lwScHfsZCIC5eZvQFY\n+0mDoGcijp5bbuE+p3QAOYlOURuNOI6EaDhvCwD7mJGPXpS5xylDW3enlFLjd53vxyU0QQiElOaH\nqArEJcF0c1yL4/C8e+sW8/lqyMWYRRWplE5pBHJ+/8g4l0nd+hwFqlJaJaWnJBTeSZJPsI1pLwNo\nYOe2VfNKSwMv2q3qQ/iuKApYamEcwIto1F1JBmDBfZdLKTWQ0i9cY2EkousQKaolkUTHuT8ahZTO\nUhZ4tnXWYW1j8fezXMBrPlUN3y0e9aPD6L/nEUx3H8ls0Kvhuxqn0iWEFMeqGLWuZR6u39CCd2xr\nx5L6ELYujuJL166hlqlgh+8SjM+l8Zuu8zHSuojrnHhzaINEbV3EEbmLLOtA8yXnAAA6GOGWS+pD\neMe2dly3vgUAkDS6nLoipeZNQYbvgpCilTquwxQYHRGXkQ9ulNLiwne3LuOrwauE3L8DbswS89EY\nCxcaKbnMKaUrpdU6packYrFYSY9fCVOvdS01+N27tmJ1s9mkpBIdeCfjadzbPYLHDo9VRPg0DV60\nW39ySgndvcMhlrTEXE8Asnk4x6fsoxCMeRmyVUgRLYxWEEAEwfHkQUvxhe8urQ+hvvzmla7BG354\nYMw6t7cKe5BkEjve9xk8ecW7cPLOe6vhu+A/1ymNT61xAkII3rFtMf775o341+vWYi0ldBewcN9F\npmRVKhTGzz76T3jm8mttj8mrDAeJWDTCXQuz+dJzcd5v/itH+OvDEi5aXqiQveeczD19x7bFOX+L\n5trCSb6rNkr7TYBtvSUaghRATqlp7ApKDbZSSjkWhHgJo1zMO1AkKa2pKVxEYUWVEJt89CPj5vHw\n0OCM+xMrISpntCgRRkZGSnp8nsT9ckGYsqpbaUpp31QCH/j1Pnz18eP4/ENH8b/uP0Q1myh3eNFu\n/XDfJYIA3QOiL4QU1wqMOB9yE+fo/rREElqe6RC1OHt2v7SaqPODluiQlNLCd2cptvrferoHx0f8\nL90TGDgn+okKXSwqR+ipNA599Ue+kdK/vnCpL/v1A9yhiZIUSI1IGlhKqQYh5++giSKOdG2y3Rdv\nCZwgUVcf4XaxPeu//wWRzkJV+B9fswJv3boIl6xswEcvWoK/2GpWjW/ZUrjNVUgq7TcBktLOxgjk\ngI2OAJcE3lVOqYVSyvHu8ZoQSRTPE13XMZ1Im/6Zj1Hc/TcpoC5LwkxRRNHZePmn/tFQfj1SmaGx\n0VkxardgEZ8K4qTorAthNqkiLAsISyLCsoCaCitZ8cD+0QKL7hdPTuHA8BzWtbqwjC8him23uqpC\nnfOhsDqBJ0qpEJJdKzBZpVTicHp96IzrEO5chE1f/iRar7jIsuQATSnV5wdPp7k/+z77DTRfci6W\nv+9miPOlJGhK6cGROZwzk0D5eWi6A6/6dGAkgU6fz+V0wuyRHt/23RQL4YRve/cWvOREVBToDsJ3\n9ddf4faUTGApQLpAkMhbWODqZctwglFfV4tpzr6dUEh1SBLwvnM7LH9n9LpwtcBJuXdv3rwIu53v\nyR0E4spB3vFhpOKNjlyF/FmNtRyLvAInYRdpoa8A3vyzXYXHBHD/rWcVHkMqLqfURGoZ91YI2ZWE\nMf9OTVem10SVlNpgbm4OdXXOXbmcguVgq1WQSnfbZctLfQpF44/7hk3b9g7OVBwpLbbdpv2oUQpk\nOl0PcteEkILasLsBIeuaybvKHD85gF1/+wVc+uwvIYvsY9JqoqokM3gKlCgCK4w8+jxGHn0eA/c8\nggv++H0QQjDDMA07lYyOaJNMGmgTiSrKE0E6khYLXlMmKaRA5Yx+kM7Ziu1f+JtiTqsArAn5WZ11\nhet9NoRzoqHJs3PKIrKsA8tvuxX7PvZ/Xe+jvr4GU5yO4sRhrdgsjBFcrlJBKPdXCbDSgJu0EFcw\nvr8BLWQUrZRyEvZi+qdic0oFo5rLzCm1Vkpp11otCXOKIh73QS2igGVodMUa7weOKthY21KDZ09M\nFmxri5bW7MoNim23fpgcAZmQJy/8VOSQgqVN7hYKsuG7ss3qYz6Sw2Po/eV9aPiLNzC/I1DCd/X5\nSYPT8hFZTLy8BxMv70HdWRuZ+dm041YqeA2hnJL8KkqIClpA4FZKQzLXxDhy7Wtw2Y++UOxpFYA1\n2b5oZSP68siVbiNPPXzdzZ6eFwBs+8mXEVq3sihSqkRC1DrNNLgtDbW8IYwbNrQgntYwl9I8U0qd\nluQpBiQg911i6GuDC98tMqeUs+Z1VpH988FRPH5kHElV4047u2h1M47bfCctSpAYpkNGBVRnpAeJ\nNnVKaYu0WlUpPTURVJ1SY90sAGgIS7hhY2sgx68iA9pzsMojLFcU2279KAcDAJO7upGeKj4BXwwr\nricAWXMIhXfQmsfwI8+i9a/eyPycqliK7nJK89HzP3djzZYN7OOeKqRUELgNTiqpzMjpDqfO06VE\nC+cCpKTIXP1PQ01x4X00MNUZUSysc2rxKj10/c043HWG63MYXtSB8aYWrNm7M7ctdsZaxDasLjq6\nSwiHoCU5SalL1W5rRwxbOxbMAO9yobhSDx2k03RASqkpeiUwo6Pi3HdNKiTzMJnjnBiP46ljE3zn\nNo/2phpbUhqvqUV0ir5fbqXUNnzXfD+0qlJ6aqK/vx/Ll/sflkpTShWp8shQpcNYvwzI5KhUGty0\n24GpJL77bA+OjsVx7vQAVvpwXl4QUgAQQ4prBUZykFOaj8lXD1DNhrIQaCFnuZxS95MHPa1S26Xl\ncSsQRCDcE56Qy7C9KkqAClpAWNVSCx46JIVkLpXOLWmy3CdDHSMCgZpHCFlK6WxNFDsuuLyoc/j5\nhz8NHcC5jz+Aq0YOo25pO9Z/7uMAijdnFMMK1X3cV3hUp9RrR2bLw4tCIDmlxnbubkHQozqwWXDc\n5wMTfA7t2WemuHh2POG7lqTUZHRE71OksLVSSptfaBVQTpKGKim1QTgcDuQ4NIXOzUtSCiRVDSlV\nhyQQSALJ2a5XIhK0xYEKVEqdtltd1/Gvjx7Dzv5pAAA55A8p9Qp/Pj6N2GQS61z8NktGZUmAKgjU\n2qI0xHv68fG7u6mf3bipFY88Okg52DwBLiL3RFc11MgifnjTBqRUHWlNR0rV8GrfFB77yR/RNEw5\nbiVivnwOD5Y3ReBsTbuKUiGQvDePwNv+JM7wXT+KurHyKIkg8qmUHpySRgggCHju8mvw3jetxypD\nObhHbvwLXP7b213tm4gi9KBJqZu5FrUkTHBzhaBySo3HYJFSnRAQDz1Qig3f7R5Noo3nQEKWlLoI\nMeZQY+dqai1+b5gXMO6taKOU0kipscZ6paBKSm0QiZhrb/oBmhJSKWToT/tH8Y0nF/wVCYDrNrTg\nYxdXTimALCp5cSAfTtvtifFEjpACgJws7zqQgwkd6YS7lUA5S0oFAk0UuUkpACiTk4Bgvre3ntuB\ncA/FwVTKGh0VoZSqKkSBYGlD4ULD6D//G2743Z9c77fcoOr8ypJcpMFEFcHhkSMTKG21b37wKl1S\nSOH7rh9KqYVCW9CVMQ5tl2vKhbzJ8yfuOYANbTUQCcHr17fgwuX1OLLtAtekFAC0RNBKqfMxnvZo\ng8wp7ZlMoiuAOrMmUspo06ooQmLlArsRSq2MjjjGUzsil9vX/PUoLiLieJVS9u8N58joU+xySgVa\nTmmFhu9W3mw7YIyNjQVyHHouY2U8HtVQM1CHH+vDwaCSFwfy4bTd7uibKvhbSQRj8OUWaUlyXae0\nozFDKmWRQHPovNd4/Ch1e0rTqbVFiSdKqXlwmTl8AjOnECEFMJ9TyvdMhQoKCT3dcd/B8VKfAjd4\n62NKIYUZalewPx+UM9bCja5rBUopi3y6qclphZmkihd6pvDsiUn0T80vZtZGMFXX4HqfgYfvuplr\nlTh89/B4omj3Vx6ct6KwvBxLKbUcS920OSullOM+i5w5pVm4ER946pReupUtzvDWKZXC1rnuVKW0\nQsN3qyO7DZqbmwM5TpLi9lUpCl2KUsh+V/80njo2jt0D05RflC+SaYpSWoE5pU7b7c6+wueklLlS\nqooSNJcTvvB83U9pXil1gqYTdFuD+/eP4LljlIWA+f2LReT+0AaXY9+/0/X+yhU6IdyT+EoKCT2d\ncd+b3+66nnBJwNn+BEXii34IsA6ormoYzauxzVwZdnBOtNDD/o5lzO9nU3ckgRT13HmNjryCm9zf\nMKWk2J27hrw4HT4IJJB+8MylhsUFxnNVOct58cJSKeVoWyJnybcs3IgPPIsCkRZ2zXgjqZUYz9OO\nlNKMFHkdrMsNFTRalAZTU1P2X/IA9LDRylDojEopABwdi+OzDxzBna9UVr7b8Kx5hfa+7pESnAk/\njo3N4eWTU5hKLHRCTtqtput4xUBKyz18V5Vk10ppdjIpCQSqQ6W0+cRR6vbvPHMS8bi57WSV0pY6\n97npNKV04uU9rvdXtiD8RkdCkQpU/VkbsfGLn8Dit1xVJbg+YbC9E4c2bK0oUsqrdAmyzKeuBUhK\nf/FSH773XG/ub54w3UtWstXMPX/1Trzw+S+i78MfzL0jmizj+UuvZP4ma3Iki6QoRbYScko3Loqa\ntqWCLCtPgjI6Krw3bTF6KKlVzdiwG2M6i/bD02dLDkq+AW7Dd+2PITey68UbldKuRfREB1ekEzKh\n3QAAIABJREFUtEKV0mpijg2SyWQwx6E0oBdPTuF/Xu7H284KpiyNW6QppDSLeIUmW+fjyGj5hrLe\ntXMAP3i+F5oOtNTI+NzVq7C6ucZRuz06GsdEvHBVrdzDd1VJcj3Zza5OEkKgO1RKW04WKqVNg324\n7L5fIzY+iplovfkH84NFMcSHZlgwsWOv6/2VLRwYHRVbZqTl8vOx7D1vwbL3vAWrPvoOHP/xr3Hi\nJ78pap9VAE+/5vUYWtwJous4umYDUqFwRZXv4W5/nCVheiYT2FzsSXFieNqwkMgK853fvrGtFv/7\ndStxH+U7sSu34+///YPzf52DqZsvxvT+o/jFZAgHEhY5cvOH/MYbuvDSv4cRd5n9xBO+u/YzH7T9\nDi9c5YKWOKdUD0gpNV5TSyyEUdr5WIyla5qd1xS3VEo5xm1RcVZf3o0I9NKAfek8pYm98GMktaxI\nIdnWfddM5WiL2ZWAyhktSoRS1ikFgJ+82AfdQ0czP2BFSudSlbNaw7rPAS52O0I8reGnL/XnatMN\nz6bwq1cz4UNO2q0xnxQAlASfUjq8qIP7OF5ClSTXk9381WXN4UpzdGIcNfP27kRVcdOP/hMr9+9B\ny2A/lh82O/NmJw1ui7wDgBYvfBbx3sqKPuCFDnCHT/Lm/lF/K4lYfuvNub9jG1Zj8ZvY6k8V/Ag3\n1eHgxjNxYNNZSIUy0QFakLUbi8SOPr6SVUThKwkzPhdcCJ2g8421WVI6m2JPWnunCklhbMNqLH7j\n66AvtzYvzCqldWGJar7CC1b47tJ33ojmy89D1//3Uaz66Ntd798EF4M8tQ8KsvIAEahkxPfDMtq9\nZhW+6+a2FBm+KzsO33XeXsc5Xm+5kbJYPQ9iPEfGOZxOSmnljBYlQn9/fyDHYdUh1AFYcL6ygLVS\nWjkvBus6tDJ9AC/2TJru74MHMmuYTtrtjl4zKaWF7z5y7Vuw58zzcn+/uu0CHF2zgfs4XiJjdORu\nApCfB+I0pxQAFvVmnKaXHd7PrD+WRZYAF2OAkZ4uXI0de24n45sVDoFwk02hiDqlXZ/9GyjNhavX\n1RBeb9DcYFbR/AzfPbaqy9P9DXGSSEHmLAkT5IqmYVHVrn/Mjh0a5XvJFfQa13Y1u/M5WTEmT6zw\n3U1f+RTOvf1rWPnht3mqSrpaNKTb7xZ/MrwISCmlHZcGK6XUTc6u1U+8dN/Nwg0pFTlySi3Dd43h\nvwwewMo1ze2HSkorUymthu/aIKiSMCylFMiQJWPtz4GpJO7eOwSBELzpjFY0Rpy9gF6CllOaRSUp\npaxnYPVsSgmrxQDedqtqusnkCAAadfOkYLY2ivtueheeuOIN0EUBM7F6bP/T7/hP2EOoouw+fDdv\nddlp+C4ALDp5HEe6zkBrP6UEDONYxUwe1Jk5vHRyEt98qgeyQHDWnY9gheu9lTGIwG8043Ky33bb\n+7Hi1lvM+wugtMLpANoijx/hu/2dy3DPW9+H6bp6fPyzf+vZfnnz1AVF4iNFAYZzCpylrSRJwN3v\n3poLV5z82IfQ8PVv5T5PixLwlhuovz1vaR3qwxJCooAfPN9r+jz/veSpJcmClgw2p9QVgab1QQGa\nU+qCwOX+6jVYzzUUcRYuawvL8F37+yyFFDhJvgtJztuAqMiwW8aSG2KZtkKJxBMMSimrjEtUsX6X\naEopi+CWO6qk1AaKw7h0t2itlXH+0jo8e2LS9Fla05EfUT40k8QHf7MPM8lMA75//wh+dPNG1Ng0\nXL+QsiBtlaSU0vJ6ASDloI5lkJAsBlLedntgeBazhoWDGllAA4WUJufD8aYbFtzkvC4vwAu1iJIw\n+UqpG1La1nscTYN9iE5aq6TAQv5qMaQnPTOL6YSKnomMen1xtzlM+JQAIdwr6oJLR2y5iR5KVVVK\nvUGaltvksXq07sU/4Kv3HMlMyj3um3Vu912l7NoMMUx6W2rpC9WCIBQonjOXbsfh5/Zgy/NPIBGK\n4KE3vBXbY/S80fOW1uO8pZl36MDILB49XFjup4AruCB62XsqRp3nIBYFF4sHVCIbpFJKhKLSQtwf\nlv5cm+siMM9esz9y0RYsS8LYX7esyI5IqZsSjJIi2ZJSqS4KIon0knEGpZT2HQCmGuVGUMN3tapS\nekpiYmICDQ3u623x4vxl9Th/WT1u+tlOTCYKG5NREbt//2iOkALA2FwaDx0aw/UbWnw/TxqslNK4\nRd5KuYFFrq1Itxc4NDKL//fyAFRNx81b2nBGu9nVjwbZIjGft93S8km3LI4iOT1n2p6iEF1PCrG7\nQLqYnNICUuq8C1yzbxfW7NvFdyyxeKOj9PQsMN8GlfgcWgfMCsWpAN1JnVKX5QdY6lYQLpanA9KU\n5+J1+O6qziZcs2Ea93aPeL4oxrs/Ikt8E+0AcwxJ3ji8ojGML16yFk98yfy9GoM6o0oyHrnuZjxy\n3UKe9WUc10Yb9guVUvd1H9fc9j68+Jd/X/DZxi9+wvH+eNHZEIFjj33KPRKCrJggkEDqlL58cgpn\ndS64wrJUSs/7UAuCz0VKJQGqIEDkXLhyY3QkSSI0QbCMUpDrYiCiAMo6vyl8l2ZqyAORls5SVUpP\nTbS0BEv0aOpX2kCKfvpin+k7P36ht2Sk1CqMNKHqUCnhx+UI1nWwFFQvMDabwsd+vz9HfJ89MYEf\n3rQRnfXWbmtWSKkad7vd0WsO3d26OIbxuHmNkWpkUEKllJYLxYP8wTMU9jfsPZv7WMyArU7PQptv\ngx3HD5sUkVMGDuqUup38MSdU1fBdT0CrVehH+O7Hty/FJSsb0D/lrTs+LykVFJkajmcECXDRjuQZ\nHR0di+PoOP17YbnweWiU67h//wh+9nI/BJIhmgIBrl7XjPef37nwO8p4WRBW72LMzxr3NF98Npov\nOxcjjz4PAIhtXIP2G/0zI3Pz/tOiwAJ1mhaCUUq7h2cMpJR+zIRVW3ellBYZvisQaKIEUePrI9zk\nlEoCgSqKTFJKZAlCWAERJYCi2xrDd1Muw9ZpNXNjLsKRywFVUmqDiYkJ1NayLdC9hkSZbFmRvixK\n6cWTtlmJSqS1koUWOwFtcAb8VUofPzpesH9NB361axAf2852ORybTeG/nu7BE4xZx1xKwzRHu02q\nGnb3m0npmR1RPEYJ/aDmi5Wo31NF90ppvknO8pZajPoYDZvLKS1isqKrKlJzmRI9nccOeXJe5Qid\nEAdKqbv+hJWLWm6hmJUKWviuH0ZHAiE4Z0nGQIRW0sQtuHNKZRk6z6Ab4KKdcbFqR980qEuThOQM\n8RSR4Mmj5jSEExNmo7uEgYTRldK8w7jIKc2GMwqKjLN/9m8Ye24n1Lk4mi7aBqnWP38PNzml+4Zm\nsc64nwC9Q3VCAskpFQxk88RkArTkoDmdvQTjpjRg0eG784RR5uR5Tky8spAEAk0QAdAPIsWiIIRt\nSCUYos+Oj8zATStvrQvD6HCxssG9sFFKVEmpDVIBF3GmKqUc4QcsQhUE7EjzXKWQUsZt9tPoqJZy\nX16iuOHm4z8eP07NPc4inta42u2J8TiMl1YXErG0PgyBog6rlElGqXJK05LsOleN5Kk5fg/q2fCq\nYklP1oH3VCalRBC4c0qbou4GXGb4blUp9QRpWh/ho3o0Gfe25Aq3UhriU0qDzG4ghpIwrw7M4HLa\nFwUBX33iuOPFVuPUhDbnyC76fOvpHkTH5tDm6AiF+f6CIqN5+9kO9+ASbtoo5TfGZ+ArBKHoes08\nML4SfTNp0LyZjfmR+TgwModtTg9cZJ1SSSSO3PVZ6VC3bGnD73YPYXmjmS6KhFCjQ3L7rM+kYrHO\n11gShrgM36Xuv+q+e2oiqDqlWUiUF5FHKS1lQJ+dl1G8Qhx4O+tD+Pob1uHjv99fsJ1VrscLLI6Z\nJ9dWBkYzSdWSkALAXErlarerm2vwq3dsxp6BGezom8aO3im0RxUMTCchciqlgc66sudBCHRRdO++\nm6eU+l3nrb4283yLJaXq9CzEdArtPce8OK2yhJMFjqjLsGuBSUrZbWnPmedh5f7diMzy1bA8ndE9\nkQIMFRD8XLg6NGrOfS8G3DmloshHSgMM5xxvai34+/BYnEpKCdxF/xijDFTK9Wdfo0RaQ8QijEYn\nhJqGUKqIBTclu2gLaF4bb1lCEALJhTc+d+ZisNWz89zoiKNOqSBYEkbz9zNKr7FVvuecDrz5jDYM\nTJvDb0XBmvhKsSwppZ+vuSSMd6SU5eRb7rB9Yl1dXTcBuAXABd3d3cvmty0D8D1khp8kgHd1d3cf\n6+rqUgB8G8AGAGEAn+ru7n7Qr5MPAv39/Vi+nF6zyw/QIgi4wndLGL9rp+S6Cd0oBUSBYFHUHJji\nZ/juEkruaN9kgpmHy5PfOpfS0N8/yNVuI7KIs5fU4ez5ULjj43G87669eDelQ1Op4bvBk1J1fiB2\ne+z8DtxvpVSZr5VWrBKXnp5FW28fpHSwkRuBwkkIncscdcJYDbeaDO8852KMtC3GJSUqf1RJUCmT\nZJ5afm7hta+Mkz5FL+FS8NpPvx8HvvS93N9iTQQnzzRqUYx6km77TZNSav5OlsCEJYF5nEPrN+Pe\nm96Fj37+NvPvS1DiBHCZXkElpQHOdQKqU2rqahl9L5Ekb98Iq3bKm1PqIIScEILVzREQkskvzfwj\nUHUdTTUymmrMC6HZnFIWckopM3y3cJ9EdRf5QSW9p7DR0RCADwN4NW/bDwF8o7u7++6urq7XA/gm\ngBsAfBLAeHd390VdXV2dAB7p6uo6o7u725ygUCEIMp8UcK+Uljan1CZ8t0KUUoAewuGn0VFdWEIs\nJGIqz3E5pekYnElSVVS7elVAJly6xWW7bY9lSLlAIaW0Dr40pDTTkbsJC9REsWCF22+lNEt6iyWl\n6szsKR26C8BROQW395MVHsza37FVXehdsQa9K9Zg2bZ1WP6lf3V13NMFqmieuFFr6IGtljmB23q1\nLDjqU3hO3af+ceWH/wqzR0+i//cPIdzRio1fug1b4014Ij8/lHHonkl35lACIRiYSuL+/SNIpDW8\ndNKcZpLlK4okMCNZdADJMD1zrhR1NwGXTsEUchakUkoICSTtwNRnMu7VpArEqJ+4NPyyeHd4PAUk\nkUB1SNq/9ab1jr4v2SmldTbhu4b2ThhzTV3XLVNbqEpphYhBRti+id3d3Y92d3cPZ//u6uqqAbC+\nu7v77vnP/wjgjHmV9HoA353ffhLA0wC2+3HiQUEMKNdo98A0njk+gf3Ds6bPjO67NBgd9YKEHSmt\npFqltFpVKZ8Zf2edmXyepBhNAHyTsHhKc91uFVGAQACRsmJHNzoKnpRmy064Cd81XoPfkyAvSsIA\ngJpMn/qk1IH6yZt7aoTosJzBcHtH7r8nz9qGvmUrXR33VABZwTZfy4KqlDLurebBgpDX3Y+j/oyH\ngPjUPwqKjM1f+ydccfABXPLE7Wjefk7O+MkObkdjkQDDs0n8/OV+/HLXIP285q83JAnsa5/fvn/T\nWaaPOm+51uXZFQk3kRe065P8dXMvgCAGoiwbbw1r4ebEtLf53YQQdhviNDqiVgzwEKJAjyDLQpqv\n98vK/fUufJfyTIIMJfcQbp5YAzLqaT4GATTP/+vP294H2Oe6j4+PY2JiAi0tLZiYmEAqlUJ7ezv6\n+/tRW1sLURQxOTmJ1tZWjI6OQtd1tLa2YmBgANFoZiVienoaixYtwtDQEAghaGpqwtDQEOrq6qCq\nKmZmZnL7lGUZ9fX1GB4eRn19PZLJJObm5nKfK4qCWCyGkZERJBIJJJNJxOPx3OfhcBiRSARjY2No\nbm7G1NQUkslk7vNIJAJFURxd0w9fGMerw/TQvN6BAdSnx3PXtLElhD3DhaTlA1timJmZ4bqmxsZG\nzM3NeXZNM7Nxy+d7vHcAKyMpX5+TV9eUSJpXkVOqjpmZGYyNjfnS9hokc2e+60gf1tXBdE2hkL3B\ny8jEFE5MjOauzen71BwRIZRxTmkufNcFKdVFESdOnMg9p9mEddstFlOzM5iensbY8LD9ly0wMzmJ\njuOHPTqr8oQGYGSEr1pgIuEu+GZyahrHjh0z9RHDvSep33/tiijeccMyTE9NYlFrE35forq85QCd\ng0TSSCnrlmmCCJHhWmmF6enpXF+uinU4uH4zd91gO/CS0mPHjmF62uxcboSmazh27JjnYy6tL18i\nFuY8M2tIuyTKk5OTmBqznjRPjI9hMqpjdnLcYuEos/25S6/C2j07cmo5iYRQc/1lGBsbC3y+1z/l\nvD/RtMyzzX9OM8s6MVdTG0j+uUaAgSHjVNx7pJJJ9Pb25toey1RTE0Rm9EMylUJPT4/j5wSBwOTG\nCGB2bg7xgQHL90mbnkRnvYLEgPX1JRIJ11xjeEa1DBFOiAQzMzNIM+7Z2NQkQtPTuTmsRpl/AsDx\n48ct+4gByvwiPjuL4eHhkvInVr/X2NjIvGduSOkwMuQzH63z2weQIaFZJ5b2+W2WaGhoQENDA4DC\ncNn8nLjsRdTU1FA/b27OnNLSpUupn2frNuZvo4Xm5n8ejUYxOzvLPGZdXV3ue7TPnVyT+MocWLbS\njc2tWDK/Crp8+XKIuw4AKOxE29taUFtby3VN+efuxTXdsm0JBqeTSGs6fvSCuYZqrLEp93z8ek5e\nXpNIxkz9oByOYMkS+nMs9prWdWh4pq/wvs2Ktairq6Nek0D6LMO1iRLGmmVrUFNT4+p9aq8b5Xff\nLUH9WSUSwn9cvxbf3LvT8W91USp4TmINK+DIGzQ0NyMajSLU2YHdRewnpOGUN9qpDUm5d8kOPIsz\nNLQ0N6Jzvp0XvI8rFeynfL+xPoZli5qBRZnzKpXbdDmAhEK2EatpijIRq6E/K10SjcOYLV668HJc\nE43m+vL9Q7N46oob0HHiCGpm7EmiHXif7/LlyzFTUwu7JRRBknLtzMsxl9aXb1m7HHh0dOHgjGtx\nG/fT2FCPjvYmgHLVXa01UDUdSxa1oK6uBu2tCfSzjj+/ebBzGe56z8fwxt1PYmlLFGv/4f2Irlxe\ncE1Bzfd2KzKc6nyiLJmek3LyBP58w1vx+l/+mFm70isIoojFS5fgqK9HAcLhEDo6FooLEZYaTDLR\nSyJF7VMUGUuWLAHg7DkRQYBOmYtE6+sQW7Qo9zfrfToerbXtYkKhkGuuIUzEsddCKW1YvAi1tbVQ\nQiFKlVKgtX0Ronn9mcAgr9njs/oIdHbAaIGoiFLu/paKPwHsfo8Fx6S0u7s72dXVtaurq+ua7u7u\n+7q6uq4AsLu7uzvV1dX1OwC3Avh0V1fXIgAXAHi/02OUE0ZHRwsepF+wyltUDQyE5gZLy0UNCpet\nWlj1GJxO4p59hYNWJeWUApkQXtUQcpxSdXhd1UbXdWg6sIQWvjvJVvBEQkyrlecuqUNTjYRtnTFc\nsKweIwN9rtttW1R2oJQGD12Woem6u1IThjCagxMJNHl0XjQs5JQW937qU8VPuMsdEUoBcK8hM2rR\nscKrTc/t9OWkIIpsS2hoSunnr1uLF//O/F2noXVJJYRXzruk8JwIMNzeie/f9nm09Z3AppeewZYX\nnnS033w4KjPFQTpc5dIVgTdtasVvdmfUM9azcruwIhCCEKUfa6mR8Z9v7CrYFpIEaMx7uXD8E6vW\noeGvr8JZK9nKSRBguXJbg5JTCmD/5rNxbM0GNA0PYMnhA7jkAX8M0q7d0Oqp0ZEmCFQibUoZYi42\nCExS6ladJ4JAbce846ng85giCtYlYSQboyNiMDpKrFkD5WBhRNR0rN72PGg50XqFhu+6nSl9BMA/\ndHV1PQngMwA+Or/9GwA6u7q6ngVwN4CPVLLJEZAhDkHAqhamMaeRlsMpeW1D6BJhyqSvknJKgUxB\ncSP8KAszNJPC6/97B/7l4aOmz1g5pQA9/eX5nkncv38UPRMJRGSxqHa7OBaiDizlYnQEWYamuzu2\nbswp9dvoaH4wKtaQgnCEClY6nJiNzKVcmjgwJsrMSYPpnMqjny0JON434wTtHy5fjpZYmP5lhws1\nt//132OstbDUVbYvVGUZfctWYa7GvTHhn258mzP33TKrUwoAf7F1EWKh+bZsk9PpFAIBFMn82wRl\nbFREgZmnaawUUw5zZzf9M83oaGtHDNdvaEEiUoO+pSuRtqjdWSwkSfTUqI+1iMCbU0oIYS/quJ0n\nsJx+OZ+X3+O7ncNvriQMZ07p+HXmnOqHr7vJ9jxo+6cpzJUA7ifW3d3dnvffxwC8hvKdJIB3eHNq\n5YHW1lb7L3mApAVxMyqln7tqNeJpFSlNR1rVkdJ0LKWUFikFrlzbjC2LYwjLAsKSgIgsoJlipV2O\n2Nk3hc//+SgmE4UT3jXNEa6SdE4xGU8zV7MHppNIqlpmcDdAYORZAAs1Tu3a7ehsCv/22DGERAEh\nKfOvuUbGO89ejGvXN+N5TqW0JKRUkTMmBq6UUoPbnc+DVnJ+Vlr0ivZ0ZYTuirU1UGfMZm1ccBAK\nbuwTecGqfcdLiE/n8F2e52PsI3TdwpTKwb1MKiEML15COSVDDUWXEUNjza04uGErlh/cx/+jErrv\nstBYI+O7b16P+7pHkO5jud+az0kWCG7e0oaGiIx79g3j2Jg5UocQQl10ps1drErCGJl6KUvrZCF4\nVKd0+4oGbOuI4Q97Mzl+fvYXRBS8LQkjCgBN5DRuYJJSd+aDViCsRUROUmoyEvIYol1JGBv3XaOS\nG+/owANvfBsuevBuSOkUdp67HQcohmBG0Pavp701ngoKpfHfriAMDAwEUqfUUik1fNZcKwMoT6K3\nqjmCVc10u/dyRyKtYzxe+CKf3RnDF69d48vxJhPsTkPTgf7JJJY1FqoM+4dmLcOhs6TUrt1OJ1W8\n0FNo6d9ZF8I7z16MlhqZGsZDG3BKpZRuao/ivectweSPHf42YPfdLAkuVikVKoSUSlH3pNSJUurW\nfZc1oWIhqEiZioBNaGtakpyRMAehsqx+RjSSUifhtwBSsoJHr30zDmw6E/HaqMMcefu2oQRQR9KI\nlloFb9+2GEOHNLxI+wLlEte21ODd52Scpp88Om7KTwPmlVIKeUuouqlkhSKyVTOTUloGr5gbUsrq\nSwpSa3wcHolAPF1UDSkSVIrRjil8l/WOCAJbNXTbXzNLeJVH+K4iCqitMde2z2KhJAyDXBtIs6rr\n2HXuxdh19oUgum6K7GLhVArfrZJSG+QnFvsJWnjoT27ZiLao4rZOfBUOoVImoF7XwcvHZNw6BPHk\nZMJESh85PGb5G0kg+OLDRzE1G4ey//B82yH45GXLEJEXOjja6nZoPjRLT5nJsiqYLf6/95b1+OPe\npy3Pxw9k8zBc5WkaJol+1ykVszmlhEAXBNd17AS36mPAkGI1tm6HTDh411z3iU5/Z3xeVaWUCVpu\nlaUK5sGtND4Op0rNK+dtx868PFWvw3c3tQczf6CBxc9p15hfn1tiPGeBEIgCgSQQUwpRStULQnvD\nkgCNUyllubkGCVdKKWN7/q1hOiB7AeKtUspU8zjDdwXiMnrJ6pzKPHy3VhGxaUkDBhnm3zlSygrf\nNeSU5iKAGLm0LJxK4bulc8epogA0pTQaEiEKhKkK6LqOlKphJqlibM65tX4VhaANjkX601jCSikF\ngJ4JcwiVXS6dLAp49vgEXuibw1PHJvDE0Qk8cXTcFO7IzAMCoFFIqTEs7+Ll9VjRGEFDpASKvVwM\nKS0cpPyu8ybm7d9taCEAiBXivJtQGPmDHHCilLpdLHJyDADQjTLOacxJ7VRmmsmRFd8gus5Vb9Dy\nlAztwPGkOO/3P3nrRnz04mX8v+VZYCrhijL7yG5Jaeb/aZ4LxvFEkQQmKzaS4jLgpO6Mjhj3KX8e\nQSuP4hWIKHg6fi2+8QrTtqNrNpjnn6x7JZCixjj6Pp15AJh+rvg/P7Fa2JbrbcJ3Dc/PdVoKZS6k\np136LpQYVaXUBtPT09xlCooBzX2XFioDZBrum366E0lVy63KCQS4971n5jqQbOMWqzIrN2hzDD+V\n0om4HSk1mx3N2jgZs563cWBJps2dX2g+X4iWi5AfltNRF8I/X7kKALC0MYKg6VJakjE4ncRkykUH\nHnD4biEpFQHHhQcyqE/5W0/VK4wTCa61IQd9letoMKeTJsOk0lflo8xBmhosP6crpRbQdQiSCI2j\nYDxLwTQ+TqeT4vwQU03TnS108fgclVBZZ7V1Y/gskFnMzIJFSrPXEpIE0ziUTOtAnq2FSAi36lwW\n4bsuFEfWs82/Hl9JqSAUnRaSj5bLz8P+B55FpLcXQGaB5/lLrsRG42Uy8/ItTH9cLyIW5wHw+Ilp\n+JN8lXcuFiHCtkZHSmHor0UWnzVoJpQc/Wo5okpKbbAorxaSX9B1naqUygxHXVEgSOURUiDTEaY1\nHVOJNL748FG80jeN9piC2y5dji2L/Q0h+sFzJ6HpmfOShUyIz81b2uj5J4MjEMKhXAJ4OYGmlPpJ\nSsfnrAlK76SZlMZtSKksEOogb7wKK6WUFr6br5TmjxPLmyLYY3lG3uPYTBpvv3032nsG8TaHvzWS\nUNFnUirlrdTqRcju9ekEKiGAd0h3T0qdEEZjLiH/QZz9TtcL35NN7VFMHHJ36FJirqa2qDq3NSs6\nkd7YBfWeB5nfYSmlLBM/ouvOFwkMEIymOU6fb973Vc2hYsb1PpdwEcOidIcRcl6nznLyz26m55UW\nPmNBsHgWhu3/8fhxXNPl/8K/FVwppcwItryv+CkDC8TTRVVBUbDvM59B8pd3o3ZqAnu3nosTq7vM\n5Jvp0kugeR1axjQ64jtOEGXsrJRSKZZxAyeMsjFGQutWKaUtqlQqKa2G79pgaGjI92MYS74AmUHC\nihApNBc8VcfPX+7HK32Z8hH9U0n8x+PHXDd0Xvx29xDu2jWIO14ZwM9f7sdPXuwzESN1No4X3/kp\nPLzlBjx0xnU4+r07fD0nN6CtUvlZacdoqmQEXSm17mi+8ugxagkeY1OyyinVKEqpOr8+Sv8DAAAg\nAElEQVQSt6Y5guUNeSGaJVACspNfdh08NkKhwnAev8N7CgaLIgbI9MSUaZvvJk0uEJfdu4A7MzqC\nY9OihR86gKEjk/yM5/cAaoRuMufmXQEybaxm5RJs+a9/tv1umjI5e7FnEl974jj7R0XeT2MTcBq+\nW0BKdR0Co44tDcvfa1+qoZQ5yE5qpOYvgMs2Sikt7eTdd+4piPayyi8sA2HUBJZSatWeWCqeWhC+\n619e3z3dY54qpRAIxNZm7Lr+TXj6L9+NkfUbEZEFk3LOXFwVBPb98lop5VW2AxgjjbVGc9sj4Vx4\nLnN9xvD8XM/VaeG7FZpTWn6zmjJDEOE3RnddgK2SZqGIgsmFNZnWclbkWfROJrF7YBpbFseKP1EG\naHVTjQPb8Z/+BkN/egIAoCdT6P4/38Siay9FZOli387LKahKqY/hz3ZK6chsCnMptcCgyMp51wrG\nduxGKd20qBZfvWFd4Qde55BwIC1lBgFnTpkZNNUV5jz6nVNasP8i7lWKQkqVpgYkBoYp3y4dkqEi\nSlM5Mjoi2PiFv8Oef/x3Z4dw2GZMDoZlHr2rhxRgbs683UXba7t6O7b95Cu5v8mjOy2/r4rmydmj\nR8Zx5dom6vfJfPiuk/V847hSbEmYQqVUZ5agoCG6fhXarrkEg/c9zv5SCduLyJhDUI2O8u6bRLmH\nikiwqimz4MEag/IVVJGgokzBRAbR0kWRnTtMaSu7+qexe2Aa16xrhqrraN7rPsfeDml4O34RUcSn\nLuWoNMFSSgUyn6JC+Ynbc2LllFrUBs2H7rPREcBWSoXoQs1kkzfBPIzzMtpcmgdSbSQzv8hrq2KN\nf23PT1RJqQ2amugDqpegqVasfNK0puM9d+6h5iPSiAYAnJhI+EZKNV2nhov+430HEU9piKc1xEIS\nrv7y9wo+11UV/Xc/jJUfdhqA6R9opPTEeBwHhmexKKqgLlz4uiTTGl7qnUJEErBlcdTxAsY4xZxq\nUVTBJSsb0FkfQmddyLRKaWd0xIKxNSUscko1SoK8JorUVbxSzDuyuWtOyz8A5gHE7/Dd/EmDrEiu\nVQLaQoHcVF+GpNR9OSinoZxL3/UmJAZHcOirP/btGKYHVuYTbcIwt3BVusnhvaKF7wIWqcJOjI7m\nz39bZ+E4ZjxDp4qwUSmVHSi3hBCc+b3PY/iRZ7Hzaz9D+iWzBWcpc0pDMr+KVmB0RCGz7z+/0zIN\naENbTcHfglVOaRm+Qyz3XU0UIaboJpLLm8yT/ueOT+COnYO5v88dmkWHN6doAhG8dd8dj6tITiZy\nczpd17GkPmzyqZAYx4yFZaxsqcUUxX2dlsfMBab7Lud7GoRSyjiGEFt4X4xpICxsWRzFsycmC7bV\nyPbXKkVr0XzxNow8/kJuW9uVF3Mds9xQJaU2GBoa8r1OKS2fNN9ePb8GWErVMDBtriWV3c9Va5vw\npwOjBdtpSqxXYK3s7Oidzv13Q0iENmcORX3090/hy+1noUYR8R/XrzN9HjRMl6LrUJ98Dt++/0Fc\n855rcNX5Cynz43MpfPKegzg2njGguWRlA/7Xa1c4moTQwne//oZ1iKUTGPjDI5DqoxCv3o78qZdb\npXRkNoXFdQsqlpWxlp40D8KqKNKfdQmU0lz4rotj03JK/cy8yLekD4VkeGlXpDTVe7g3b5AIFbE6\n61DFJIKAtf/wfjRdvA3P3/QxzmMUZ3TEer/3bTkH63e+QP0sSIiMyY+rd8X4GxclYQCLMFJd5w4/\nzBpMGRfpjJEsxSmlQMghYRIUGW1XbUf4+AimKaQ0WcoIOmZOaeH2W8/rwCUrF0ysrl/fgvOX1uU8\nIiSRoCO2MHZctrIBjx4ZL9jHLVsKvTdqFRHLGukLVOUYvstWStlT5EZafUrjPffb6Chbqs2D43z1\nqR4cOF4Y6XLX2zebFuOvWt+CA9QTYofVrmC0BVuw6pRyknFWLqeXGGMYLgqxBaWU181raYN5/DyD\ns6zU1u9+Dvs++5+Y2n0AzdvPxrp/+hDX78oNVVJqg7q6Ot+PQSMIg9MpXP+jHUhrOm7c1IoPXrAE\ngLW8n0xraIuaO8pBBon1Ajwx8NLICHX7ZErD4dE4amTBVHy7FDBeyzW/+ik27ngu89kDv8XUPd9D\nbH3GdfaBA6M5QgoAjx8Zx4GROaxrqcF0Io2HDo2hdzIBWRSwpT2Kc5cWtqOMKZWZDoUnJ/D4696J\n5Ehm0G++7Fycc/vXcvfGLqeUBWOeacJhTqkmiDg4Mod33L4bAsmYWgmE4KIDo76tBLOQC991oZQa\n65aJit+kdGHw9DT/B5nw3XJDIlyEUur6/XfwO4eH4C1APt7U6mzHPkHUNGp7dvWumNqrDSllKaWs\nQ+u6Y6XHqOLVKiKW1Idy+fdOrzP/+wPTSbS67AxYd2bP0Cw2utulfzC8Zx11ISzOI52rmiNY1cx+\nj1+3tqmAlK5tieCCZYULZHVhCesWRXGS4/jlACullAnKdZiMal3WpebC/IIMkSXqQrJT0KJIaLXb\nmdEmFnVT612WjmOOCbyLTwEopU+cmMYWyvaC8F1O0yHa/J63gobSVI8t3/hfXN8tZ1RJqQ3UABys\naKQ0sz3TQPPJUtpC9UyoGhbFgiWlPDHwsZ4T1O11YxlFdzalYSqhmlbkgkb+pTQODeQIKQCQmVkc\n/sZPsfVbnwUAfP+5XtPvf7lzAJ+8dDn+9u4DOJ5HWO94ZQC3ntuBW7YurCbTwq/rQiKOf+cXOUIK\nACOPPo+Jl3aj4ewzoOs61cSI79oKnxNVnedw3zWq9JtdKrfFIDv5dZNTaszBkWQZ/r0dhSTYVV1V\nC8hlppSmJYlJTPyEI4OkYsN3GaCZ/JQCrPIqruoHGt6v5Y0h7Lf4eleHuT3WhyWTQ24Wjtx353dh\nVEolgeC/b16gfSdjfdj1W75dAoWq4RcfPoolh0/gFpvfrP/831LOj2UOxH8uQcFY1mg26WyOc8Gy\nenzuqlV44ug46sMS3nJGG33izDQ6Kr+bIjLIp1VOIo0wmYxqfVZKAUAQRajwh5TSTp+5uEoI8zO3\nC4464/5x7y8AUspqI0KdfU6pEbT5Pct47FRFeYykZYyZmRm0tLT4egwaQchHPvGjOfXm74emlLLC\nfb2AFUnOoq2vh7q9YXTB2bh3MlEGpHThWhadPGb6fPTply1/H09pePLYRAEhzeKuXYO4aUtbzpiD\nlk/aEJFx9Du/MG0fevApNJx9BhIqPX/XDehKaWZQivebHaez6qQRPRMJdHlzStzIOuYya6JZwDho\nin677+YNil7m/wDlp5SmZcXVM8mClsvMBUf1TYsrCaNRFmwAl6TPB9AWlAB34btjCRV7B2ewoS0z\nuZJt2i9tciYSNjGTiPPoAVYNzSyKXfgRbdx3Q4ta0HHjlZQDl1/+JKut64Tghg0tqFVE1Coi1rbU\nUL9nhfOX1eP8ZdaLYkxTsTKcY7OUUksjIQ6l1NeSMPPnTGQJMHubOQfledF8Nph5nhak1DWKvH9W\n5Vo8A6sGaTQv7JYzp7QYpfRUQZWU2qC9vd33Y6RsrJsLSKkFCUymNSyjxKT7qpRydBqt/dQgHoTj\ncwjPziBeU4u+qSTWt9VSvxcU8hXpfMKcRaJvCPGBYYQX0RcpwpKA/UP0WoDj8TRmkyqiocwrR3Pe\nbRIY+WDzE805hyva+TA+JnpOaabzG33yJdNnI210l+SkawcD91jSGsMLcFfmwpRTalH42gsUKqXe\nDthyc3kppSlZKcoNUqeEjfMg6WSlxik5M4TfdfdOghao64b0+YG6zV2Y3LnPtN0NaX65bwbHnunB\n19+QWXayI/QajZQKhLlmIAmEe6Emq67ZTtAcklJjuK+lciuJuPjhn1FzuZn3ppRSKePYLVEFb754\nqf/H51RKL11Z+sU11mJGJKKAOTujKqWF23xVSueP5dliJ2V8otY8Z9yrzR0xpMdZKqrLcypyFZ7I\n/i46AwAYxFd0oZResKwO333zeqQ1PfevLuR/rdVyQpWU2qC/v993o6O1LTX4zpvWI6lquLd7BPd2\nF+Zg5pPStEWOQkLV0FIrg6Aw6mxsLo1EWsspYV6CJ3yXRUqBDPnrr6lF36TZCClo5F9Kwyjd1XRy\nx16Er76E+llYFnB0jG1lM5VPSinhu4sH6fdJqsusuM25DN0FzH27lVI68sSLps+Orw5aD2UjFM7k\nP7kJ300bJqGSz+E9BTmlp4FSWhQpZah8dnjs6AS4M/+dkgTDe6MznDjd5Gx6jciyDjRvP5tKSjUX\n5EgjgqNal+EaczmgbO45DXoyxa9sEuCXb99sr5Q6VOqNfYgVKY2++xamuVglkVK7e+jZ4Zm5h4V/\nloUQxCo9YtFn05Rg05Ygwnc9UgNp1zOTVKFqesFiEOsdqw1JmPR4jGOF73LD50VnAExS6ianNBqS\ncnPE0xWlH0nLHHIAKy0RWcSq5gjWt9XizA5z6Zb8EFlro6OMpX1zjfmc/VJL7cJ35UScqjpmUT+S\nIX99U+VASvOU0hH6OU/sME/4sghLNqQ0z9iIppS2HD9C/Z06m4nNcVsOBuDPKU0MjWJ67yHTZz0r\n11L366rURJEQw9k6pc67rxnNkJMWCjB813Ojo/JSStOyXJTyzDtwGyE4yil1GL5rWAQUGOcYLVHq\nQfsNr0X9mRvQeuXFOPeu/2QqhW7eFV0QDITB+t7JYXPqiEgIk5epc3HunFJFFFAfllCrWL9DTsN3\njf1X2GL/ludqEdJYKrBG5sX19g7ZTx4dx507B3DXzgH8+tVB/ObVQZyccDZGs+9X4T0ph/BEZj1M\nK8LH8WwFzrBNV8iG73pFBCkLax/49T7sG5wxfI0dlm2Vb+oKlRC+yyoJE8l7z7zKuzoNcHpTcg7U\n1xc/8UupGkZmUxieyf5LoqutFpspVs+0pGbe8N3ZlIrJeBoNEQnDs4Ur+gPTSarddLGwU0pbBnot\nQ1iyhLVv0k+7GT4UKqUsUrqXuXqXVHWMzLINB6by1FGaUho7fJj6uxP9E1iHjCGUW/AqpaNPmVXS\n4bbFmI0ytKhSkNJQRpFxE75rrEvaVh9BvydnRUf+hGHG49JMcpkppSlZgVjEIh4rX9MWTnJKnZYM\nMbw4LFJaitJIALDq4+9E3RkL5bRYJMhNeLFODCqn3W2mPHtpXilNKgqUpLmPt5z056HGhowu7M+h\nUmq4Xw20Mh+5nVvcANZHJVVKGds53pc/HxzFE0cnCra11CrorDer4UwwjmO85ywlPUgwSalFf3Z8\nIgFjIk8pjI543yHb/TEi6Yx9SprxvFQQPHNyGqs59sEL3rBXFoQARCXW/ReUhb6E18W9iioptcXw\n8DBqa4vLdfzFjgH8/OXCqe9bt7RRSSlt1bAwfJf9ku7sm8Y3n6KbChmV0mxOoVKkMYRdSRir0F0A\nqJ8Pk+0tA6U0ey1KfA41M9PU70y8spf5DE5MWFehzFdKL1hah1hIxMRcGuPxNMbn0ogcPERd3U5P\nzwKgK6WLogpEgaDXJvzZrJTSS8KMPmkmpSdWsWvIlkIpleYVGTfqj1HJq4k4mGS5QP6ANacRWEx5\nHUNu8L9cFQCs/cwHceBfvmP7vYxS6n4S4Dan1IlS6jx8t/C9EVXGOZaIlBonREOMRTE34cW6wFY5\nqaBMAEUhw02SoQidlHrsSO04fNcBKVWsQjlZDLCk0bvu1NuXT06ZCGnmd/zHVjUdB0bi4OldxTIg\npUyl2+KZT1JKupmNjvwjIwuk1D+lFDA/9z90j4E2IyCEQGX0g0dG50CPtbJDkaQ0gPBdo09F7tj5\n2/00vDrFUCWlNvBCKW2pNQ/WRiUzC1m0JqVWSulUgj2py3fgfeTQGP7r6R5MxNO4cHk9PnXZctuw\nKBas3IABoJXhvJtFVpEcmUkhmdag+JD3yos1LRFct74ZLz68g/md1OgEUj39uPW8DvzAUBbm0Ii1\nBd50nlHRpvYoNuUtSiTHJvFQj7nMDADo8QzZnaMopbzOysbH1FEXwprmTK5xUtWRVDVEZJGeT7qK\nnU9aElIaUoCku2MblVJB9tdEQMibMHjp0JpSQhB9JtRZLLr6Epz4+e8RP05vn7lzkhXIxYTvunTf\ndURsHJNSvvDdUpFSwbAI0DOZBG3EcqeUGsJ3be7dOOXWDE6nQAhBMhQCpsyf85eEYR/7bb94NVfW\nZOm+o7iOb4/U/TbUsklpE8XZfmE35Re+yxs+awQr2scpeXx1cBZnU7ablNIySCJjhp1aKW20+2E0\nOvIxbDPb73mXU0p/EMbnzgrfFQSB6b4+QSHwXChSYSzG44AXLKWU5PXNVaWUH1VSaoMkZXXXKaik\ndIbR8duF71o07imLF39gKnMdE/E0vvbE8Vwo6NPHJvD7PUP4yzPduQwXq5RmDYV0AP3TSap7cFA4\nb2k9zltajwf37ICVZjP5yj7Iq84wbaeRxnxYLRpM7NjD/uFcRgVlhe9GZqZQPzqM4fZOpGX6xMmo\nlH70IrP7Yrx3EI8cLqwpqxPCzCfNfh40pHAISLqbaBuVPK9Cn1jIX0XViyiXYoQaCkEIeam7siE3\n1eOC338bvb+8F0df2o/kvQ9Rv5eWZUhFkFK34btOzHiKD99llYQpDfkwTrpYE0ZXSikhBaTquE1O\n4YHhWRjlkOmkCgFAMkTv13lVHitylz+WxjVnz8HYf9Vbhe9atJ2OhjDGaB+UYUkYu/BdlhGSk0sR\nCP87UdZKqdWiJeW8jS3E3/Bdb913mSHMhstkLa4SgXheGqv48F3/x0imUppPSm0qbFSxgCoptcHc\nXPEFoFopq69DDFJql1NqFb5rRUqz4bv3d4+YyM2f9o+6JqVWSinRNLQMWJPS6NQEpGQSaUVB/1Si\npKQ0C6HPOstwYsdeiGs2c+3r7We14/XrmxELSZbuxxMv72V+ps9llNLXrW7EOUtiuO0PB9A3v8iw\n+fkncMXvbwfRdcTDEbx84eV4+cLXIF5TGHJOrTdmwAgldHdg8VIkIs7r2PkJOaIAk+4m2ka3XdaA\n4hXyV7G9HLDVcBhiQKSUEIJQeytW/c07Mfj0PgtSqkAqKnzXpdGRE6W0SKMjkRFi7JTsegVz+2WQ\nUhekWTMYHaVtJlasCSQhQFJhkFKPzb80p8/X0Ic01cpgJWFYmWSxInxK1S4sYUMCJUq0FuDs1SGE\nMPtn40IAa4E+SLDCvlMWXqBU911TTqmPZGT+nD3LKWXVajVeE5O8skmp64iBIkm9GICTLQ8pLVbx\nPZ1Qhj1mecGLOqV0pTRJNcyxzSktMnz3+Z5J02cniyjHYqWU1o8OUfOIjLjs3l8BmobeMjA7AgCc\n7LP8eGLHXuriAQ2vWd2IllrFthzPxMtWSmlmYUSRBLTWKljemJngSckkLv/jXbnV2HB8Dhc+fC9u\n/bf/jbOeeqigQ+dZcBylhO5a5ZMCJSqFIbt33zWSJr/De/JXsXUP8+fUcLggPMhX5BEHq8lFSlaK\ncjN2m1PqxFHXiiTUn7nBtK3t6u0Ff7PCd0tVEsZk5MG4PjemYLqxJIzNxJI1fxQIQTJcJCnlnNQ6\njUYwEqTGWnZIvFW+KrskjKPT8RbMY9u4KLPCM50SC8578vRxc/5q0GD1IVMW62Q8RKuSlFJW32F6\n7ozv7RyYge7xIlOxJWECCd9lHIMUGB1Vc0p5UVVKbeBFndKoIiIkEiTyCGVS1TGVUFEXlnDXrkE8\neGAEsijgxLh5nbYwfJfeuD9y4RLsHpjGI4fHqZ+PzKaQ1vQMAdU0rNm3EzVTkzjctRnTDY2ur81K\nubUL3c1i6/NPQFTT6Nv0t67Pw0vodqR05z5EJILmGhmSQCAJJLeYcNmqBhwdi+Po6ByGZlLoqLPP\n+9N13ZqUxgsXDbLhTk1D/ZApdROVZAKv+eOvMBOrx/7NmaweO6VU13VqPqkdKS3FpKumNgwg7qr2\nopE0BRm+y8q3cQMtHA4sX61gwmZxzNdv7cDLdRHXx9Hc5pQ6ua8W57/mU3+NF9/297m/Q+0tWHTN\nZQXfYYXvDsfdl2sqBsacUtbluSoJQ4ijnFLWBFIgwO5tF2DN3p0F2ycvvQTNevGRSPlw2icYSWlT\nrQxm72+1+MHKKS2t0xF1s2pjHsMK33UstrNCyQ335I0bjR62JQDj/airDYP1ZtP6X9OmIOqUekS8\niChQfYVM18S4V7MpzfsE4SLJ3Nr2OnpYvYdgOfwualyIMKvmlPKjSkptoCjFh8gRQtBSq5gUyeGZ\nFOrCEoZmkjg8ynZutatTevW6JrxxUysSqoZnXj2JK373P1h+cB/Gm1rx4I1/iYHO5YiFJIzOl6W5\n7s4foevVlwAAyft/i9vf/wkAZ7m7NgC1ioi0piOtasgXclv7zKR0tjZKdbY946VnMPRvX4d2/peD\nqS1lAY1hOJSFOj2LC/UpXP42c15pPtKGotMszJ3oR3LYouuMF7YNYX6fobj1hG7t7pdzpNRubIz3\n9CN+cqBwoyhi85Xn4+gxuhMxUJqc0jXtdWg7qWJw2nnYl2TIEfJ7JdWv8F0tElyY+0t90+g+OA0d\nwN7dQ7ic8b1INAK5mPDdpLswPkfmuxbvY+trL8CZP/wXnLzjjwi1NGLl37zDZCbFVkpLQz5Mq/SM\nmxGNOB/HMnVKHVwXo5MhhOBQ12aMtixC03Cmj1EFARNXXQE8eA/Xru0M9XKn4PgdW7g+gQD1NVZK\nqdW+3eVv+gv6sU9OWb9nNLNFwEUIJmOxKD/UOSILeMPGVmf79QGs0FXL9A5KezAuQviqlGbrlFqo\nk3JDDKlxisMYbX+CABoD51VKiUDY0UBux74i79/6jno8XdQe7MEM381Pr3FZg/t0RJWU2iAWixW9\njzt3DlBDZIdnk1jVHEEqXfjiheYyJUCyuXx27rvZlc1kWsOFD92Ddbsz7rGL+k7gLb/+Ca56+nbU\n1IRwZHQO7SeO5AgpkFHVznv0fqT+8fWQXYQXnr+sHr9555bc37qu43d7hvGtp3vQ1m923n3iyjci\nOjmOix4yT0Zan34ar3zwn7H12/8nkLALGtS5BNSBYdvvTezYi+jaFZbfYa04m/ZlpZICwJyBlM7v\nVklYl6CJTSyo5nZzuvEXXzVtq9+6HmetbcXdVqS0BEpAe3MU13SJ+OmL1oo2DcZVzSCV0o7GCM2A\n1BU0RjikH3ixdxq/PZxpA7GxOSYpFSJh3Lh1MR5zeRzN5cDtKG/PJoy1/brL0X7d5czPBcokSSPE\nlemWFzD1k6zX0UXfrhGhQCWxIyWsPmZbZwz3dYfxiw/chvMe+xOUxBz2nHk+zt24HsLD93GdyzSn\ne6dTUpq/mNBcI0OySrOwVEodf+A73EZSsBZSGVyVfXzGfi5e0YDQxlakNQ3Xrm/xpX66UxBWORSL\neQhVKTX8vevci7H1+SeKOTUm1rRmfCOszJhqVizBxA62X0UBRBYpLfyb6XZOhIJUDy+gF1kSxm/P\niMwx6Aux+X1z44VnYfZooUgTXb/K1/OqVFRJqQ1GRkYQjZrriTrBHa8MULdnzY6yNSOJquJ1d9+B\nLS88CU0Q8Pz2K/DkVW80kFJzGIA0PxAn0hrW7Hml4LPwwACmn3gBNVddjP3Ds9j08jOm36/f9SKm\n4mk0Wdjh84IQgvqwBOg62npPmD4fXLwEr55zEa7d3I6Jr//Q9PnAHx7GDlXFWT/4gucmGDyYsyl7\nkUX3469gZPt2RBUJ0ZCIhrDEXc6me2gGf9w3goaIhIawhOgjL1n/wKiUzg+GdqS048QRhOZmkYjU\nQLVZcRx/wUxKG849A8M2Y0IpFCIhpEDXZ9391kBCfV38IKSAMEUjimekFBH3YbKOkT/Rt3jeYiRU\n1P3UXbrvCqLAPXVxkn/KC00US6OUCoK5j2SRbjek2RS+a/319ph5cnbl2iZsaKvFm89oxbefSeLx\nq28s3B1nH69z3l6niwP5z621VrFctEhbnASzJEwplVJmTqddTqlHZjWMexkLy/jIRUuc7ctnMJVS\ni0VL6u0wbBtsX4LjK9dh2ZH9RZwdHWcsztSpJiL7HCMrOrlJKavesykE3SJX2EuHeQBFh++yQmu9\nhMhoI/lK6coP/iVO/uIPBZ+v+6cP+XpelYqq0ZENGhvd51tmEU/T48lHDKR01f5XseWFJwEAgqbh\n/Mf+hMXHDxeQ0qUNYVyxtgmXr2rA9hX1OH9pHVY0ZVYak7MJxCbNOaX9d2fcMutCEtacOEQ9l9GD\nZgLpFs01EraN9SA6VWhgoAkCRtoWAwDO+uR78OT1N1F/P3jvYzjyrf/n2fnw4pXeKTz6uFm1pOUp\nHX16F2675yA++Jt9ePvtu/HgwVHu4xwZjePe7hH8YscAvv3MSRx7aqfl90k8UZCTkF2xDiXs87He\n+9XPYvmBPQVRMKqmY3f/NA4Mz+L4WBz9UwkMP7fL9NvGszfbu/aWhJTKrscq46qyryuphsHK00WW\nAMN3dZJn1mRFSsOh4u7nfFsjDl2FHU38fWivqiihvT54tYdWGJ5dBsSFUioQR0REonx3Sb1FOCwh\n/DVmOc/DqaFTfnveMzhj2ZYmk5auN862BwHWoe3cd33OKS2p+RMLrGu2Ukopv7lxUytuu3RZ3g4E\n/PYdH8L9b/orPHHFDXjh4tcWfaq542fDdy2MjmpXOiD/LKMj42bmooXgKiLDCsXmYtL6SK/BOkZ+\nvn+0ayXO+OpnEO5og9LcgLWffj9ar7jI93OrRFSVUhvMzc2hrq7O9e9VTaeG3ALA0EzGbTY5//nm\n5580fee8R+/HI+sWzGbOWVKHc5bQz0frpYczDj/8DHRVxZlSHBN99O+MPvcKsHU1+0IcYMviGEjv\nLhgzSgdWrYUmy6gLiQhLAsauvw4vREI455dmAnrgKz9Ay2svRN0mdo1Mr/HQoTEMPLnXFJ4on70V\n6gs7Cra19fVAUFVo80QjGrInHGlNh0iA8fhCTg9RVSyiKMpGqHMJSLUZdSynlOFMO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k4V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\nn4b9q9bhP/7unwEAqfTAs+iQxzIja8enL1+JFc1RBHw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lE+WgaKOUcz7OGOsF8ChjbBDA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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "FaDToVwI_E0o",
"colab_type": "code",
"outputId": "1dd8ba89-9ebe-40bf-8f35-dd7713ee1d43",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 310
}
},
"cell_type": "code",
"source": [
"fig = plt.figure(figsize=(16, 4))\n",
"ax = df_nonna.groupby(pd.Grouper(key='date', freq='1M')).size().plot(linewidth=5, linestyle='--')\n",
"ax = df_nonna.groupby(pd.Grouper(key='date', freq='1M')).size().rolling(window=4).mean().plot(linewidth=5, ax=ax)\n",
"ax.set_title('1ヶ月あたりの更新回数', fontsize=20)\n",
"ax.tick_params(axis='x', labelsize='xx-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0, 0.5, '')"
]
},
"metadata": {
"tags": []
},
"execution_count": 11
},
{
"output_type": "display_data",
"data": {
"image/png": 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19llUwt0fY27q5aG0p5vP+rKea0/8vcHHAGdizLd9EeMzn66UOgRjyPJxwBVa67f9rzkW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Tfa2q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\n",
"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "kI6fliR9_E0q",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"## 出演者ごとの分析\n",
"出演者ごとの出演回数、合計収録時間を可視化してみましょう。 rebuild.fm と異なりdrikinさんやmazzoさんも不在の場合もあるので、お二人も含んだ回数の分析をしています。"
]
},
{
"metadata": {
"id": "m4OBErlB_E0q",
"colab_type": "code",
"outputId": "b98821dc-f29f-4286-fce0-5993c19dbf61",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
}
},
"cell_type": "code",
"source": [
"#shownote_csv = resource_dir/\"backspace_shownotes.csv\"\n",
"shownote_csv = \"https://gist.github.com/chezou/1a78339998fc1b7e43b1001792d6f519/raw/a358e49945e54cfa690d3ef39565b251d1a09342/backspace_shownotes.csv\"\n",
"df_sn = pd.read_csv(shownote_csv)\n",
"df_sn.head()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"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>ep</th>\n",
" <th>shownotes_text</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>273</td>\n",
" <td>mstdn-pickerによるグルドン過去ログ(#273)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>273</td>\n",
" <td>Apple T2のH/Wアクセレーションにより、前バージョンと比較してH.265/HEVCエ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>273</td>\n",
" <td>Apple T2チップHEVCエンコードの利点と限界 - ITmedia NEWS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>273</td>\n",
" <td>WindowsでのProRes書き出しに対応! Premiere Pro 13.0.2アップ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>273</td>\n",
" <td>Pinterest を退職しました📌 - Yuka Ohishi / 大石結花 - note</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ep shownotes_text\n",
"0 273 mstdn-pickerによるグルドン過去ログ(#273)\n",
"1 273 Apple T2のH/Wアクセレーションにより、前バージョンと比較してH.265/HEVCエ...\n",
"2 273 Apple T2チップHEVCエンコードの利点と限界 - ITmedia NEWS\n",
"3 273 WindowsでのProRes書き出しに対応! Premiere Pro 13.0.2アップ...\n",
"4 273 Pinterest を退職しました📌 - Yuka Ohishi / 大石結花 - note"
]
},
"metadata": {
"tags": []
},
"execution_count": 12
}
]
},
{
"metadata": {
"id": "2akJlHai_E0s",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"ls_dfs = []\n",
"for i, row in df_nonna.iterrows():\n",
" people = row['guest']\n",
" for p in people:\n",
" new_row = deepcopy(row)\n",
" new_row['person'] = p\n",
" ls_dfs.append(new_row)\n",
"df_person = pd.DataFrame(ls_dfs)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "uhAKAZVfAb6U",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"s_people = df_person.person"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "RHVAVdmT_E0t",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"df_person_main = df_person[df_person.ep.str.match(r\"^\\d\")].copy()\n",
"df_person_main['ep'] = df_person_main.ep.apply(int)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "r3AKjErV_E0u",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"df_sn_cnt = df_sn.groupby('ep').count()['shownotes_text'].to_frame('n_shownotes')\n",
"df_person_main = df_person_main.join(df_sn_cnt, on='ep')"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"scrolled": false,
"id": "NnPACplb_E0v",
"colab_type": "code",
"outputId": "f77f1b93-8c19-4654-e96f-ec03e15be5d5",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 522
}
},
"cell_type": "code",
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"\n",
"tmp_df = s_people.value_counts()[:13].to_frame('value').reset_index().rename(columns={'index': 'name'})\n",
"ax = sns.barplot(x='value', y='name', data=tmp_df)\n",
"max_ = tmp_df['value'].max()\n",
"\n",
"for i, (_, row) in enumerate(tmp_df.iterrows()):\n",
" text = ax.text(row['value'] + max_*.03, i+0.1, row['value'], color='black', ha=\"center\", fontsize=20)\n",
"\n",
"[spine.set_visible(False) for spine in ax.spines.values()]\n",
"ax.tick_params(bottom=False, left=False, labelbottom=False)\n",
"ax.tick_params(axis='y', labelsize='x-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')\n",
"ax.set_title('出演回数ランキング', fontsize=20)\n",
"ax.patch.set_facecolor('white') \n",
"\n",
"ax.patch.set_alpha(0)\n",
"plt.grid(False)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:1428: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" stat_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
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zb+CndNPvJzqvWpIkSZKkRcIR/BmoqiuBe8x3HJIkSZIkjXAEX5IkSZKkIWCC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\nlyRJkiSpA/4HFBrZDVvUn5EAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"scrolled": false,
"id": "M-l9Q4dL_E0w",
"colab_type": "code",
"outputId": "65a962d2-f1bc-42ef-a209-700020b633bd",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 522
}
},
"cell_type": "code",
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"\n",
"tmp_df = df_person.groupby('person')['minutes'].sum().sort_values(ascending=False)[0:13].to_frame('value') \\\n",
" .reset_index().rename(columns={'person': 'name'})\n",
"ax = sns.barplot(x='value', y='name', data=tmp_df)\n",
"max_ = tmp_df['value'].max()\n",
"\n",
"for i, (_, row) in enumerate(tmp_df.iterrows()):\n",
" text = ax.text(row['value'] + max_*.03, i+0.1, row['value'], color='black', ha=\"center\", fontsize=20)\n",
"\n",
"[spine.set_visible(False) for spine in ax.spines.values()]\n",
"ax.tick_params(bottom=False, left=False, labelbottom=False)\n",
"ax.tick_params(axis='y', labelsize='x-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')\n",
"ax.set_title('出演者ごとの合計収録時間(分)', fontsize=20, )\n",
"\n",
"ax.patch.set_alpha(0)\n",
"plt.grid(False)\n"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:1428: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" stat_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"image/png": 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LgpDvAptFRP3T/2ZOoW4RwaKrFf5r/201C9SMo0ytWAg4psHpecjrX7Rqb+TgwWut6omI\nyLim6usBiIiI9IGfAjdHxAuVskXdfemSUj0PMEPtdSkb52ln2d7uROCrEfGjiHionJqXz+bGN/rZ\ns43xLUBO665fQK6nlqNui7wJMBTYwN1XLK/3A74GHFbdt77G3X9ATul/ATi1F67fjn0iwmo/NMlg\naKXcYP6FPJf9RnKq/ILkJ/uN1J62Lwps1aTOXeS59AMqZdsCV0ZEbceH+cjrE9S2IbwbGAYcVbbw\n647pyFtwHtvNdvV2qH6e5TPdp4121ffUjiPIwZvLG5ybl7x7QyvzkP9t22r3DBERqaNMARER6Sju\n/i3yTWz9jdJvG1RvmdIeEec0KH4V+EqLZoeTMwpauQ043t0PIT/dH9OsYlkdfuEu9mWvLeT3Y3cf\nVnYz6KlTyDeyN7n734GNyavZj/N03N2/Tn56vmW5/vfr132YlJVFKDcGnq+uY9Fou0R334P8dz2E\nvMDkhe4+Q0ScW61XFle8nxw4qDkJ2NrdBwDzk7NXHiV/zkeUOnsCDwEXufv21d0WaLz7QO16w8tW\nhxe6+90R8adufARV85Y1CqraWczvPnLGw4rAVa0qls9wbeDoiGh0878I468DUm/lcryrZS0RERmH\nggIiIjK5mN7dF29QPg0wS5Nz0zcoO558k3ot5K3iACtp1YPI27GdCODuG5T6F5C37Hu3jXGmiGia\nvuzuDbc/rHMy+ebyWGB/d7+bz9LXpwNmI68Ivzh5pft3aPE0NiIecPdryDfzq7j71cDj5DUQxpLT\n7WchP41dvPxsU7+oY+lrlLuvT14Jf23yZ7NXuYmekzyvfjXyInoJ+D2wfxuL2U1yIuKRVufLjgDH\nk3dxOCMiji9P82cEznH3lYF969ZR2IC8td9Q8vZ695HT8Fcgr0vxC0rWRS0AERFPuvsO5Pn/C7j7\ndyOi9j2q7j5Q8+kCjhEx1N3nA+7s7vuvOLH81KsGoqz+ZES84e4Pk78PTbn77uRgyD9ovKPErMBS\nwNVdjHNV8toHw7uoJyIiFQoKiIjI5GIl4Nkm5zal+dP3T29cykJxawB71J62lmDA1uQnvbMBP3d3\nK6n7D5NvMI4HBpct4k4r2+E1M1+zJ7cVL7Y6WdLwt3H3X5WxrUG+4ZmNfKP9HjnN+lVycOOJJl1V\nbc5nK8bvS+OACeQnuyPJT7P/1ahCRDxDXrSwvvxNdx9J/judB1wSEc3+Zo0McvdBbdTrapG7U929\nfqpCq79Zt7n7OnwWvDkiIo4GiIgx7r4ZMIQ8TeXLwJolo2Nv4LvkdQTeA64ALoyIu8oUlRPJWQID\nKqvtf1L6vcLdZwCWrwQE3iTvdNDV3/80YJ2yO8HipWy8qR4t7NBo20Z3X8jdTyd/tusCYxj/b3MN\ncLi7z1MfLHP3VYCjS9vbyet4fFx2cdiXvLbCO+RgyfTAODsSNPBD4G9tBu9ERKRQUEBERCYXdwLf\n7mabv9W9Xp38FPUcAHffmZymPTP5Bm3/iBhRqxwRLwJ7uvvx5Hnxx5C3iPtGixT818g3fc3sC3yv\nncGXbe0abW3XbSXQcA75CfbU5HUL5ibfbI0h7yzwDvBqRLSzsnyz63R7/n7FEMbfcq/e7uSFC1s5\nnrxjRc3WtDcHvju2I39v1o2Icb5n5fP7WXlK/lStzN2XJWdoHAf8vboGQ7mxf8Ld5yU/EZ+JvH7B\ng5U6F5MzNGqvr6VkvHRhDDmAsQj57/047afYf4HmAZVR5IUYawsJ/rrBOhi/AQ4Ctif/NwSA5zSI\nv5ODCIcDJ1Q+jxHkqQDrkT+HMeTg3HnNBlkCCV8lfz9ERKQbLKXeWsNIRERk0lYWj1u2lhZedgkY\nBAxp42krZd738+VJuUyCyk31exExuo26MwGzRcQrPbjOzMDYNrbI63glqLYF8OXq51XW93gsIl7v\nhWtcDcwdEWtNaF8iIp1GQQERERERmWjKtId7gKsiYrw1A3qh//XI6y2s0M3pKiIigrYkFBEREZGJ\nqGQHbE57Oxb0xOLkdQ8UEBAR6QFlCoiIiIiIiIh0KGUKiIiIiIiIiHQoBQVEREREREREOpSCAiIi\nIiIiIiIdapq+HoD0npFn/k4LRIiIiIiIiHRDv123sb4eQ19SpoCIiIiIiIhIh1JQQERERERERKRD\nKSggIiIiIiIiHc3MpjKz4WaWzGxwkzqzmNlxZvakmX1gZv8zs2vMbLUm9Tcws2Gl3kdm9pyZnWVm\nCzep/3/l+s1+Tm7Sbiszu8fMRpvZa2VMX2v3vWtNAREREREREel0BwNrNjtpZv2A24AFgYuBJ4H5\nga2BO8zsxymlKyv1jwEOBR4DzgTeApYHBgI/MrNvpJSi7jKLlePuwNgGw3i4wbiOL2O/HzgCmBv4\nCXCnma2fUrq99dtWUEBEREREREQ6mJmtBAwGTgf2bVLtPGAuYIWU0rOVticARwNP1/V3CHApsH1K\n6ePKufOA24HjgR/WXWNR4NWU0pA2x70OOSAwDPh+7TrlGvcDvzezL6aU3m/Vj6YPiIiIiIiISEca\n9eEHkG/eXwYGNapjZqsAGwGDqgEBgJTSOymlvVJKD1XK7geWBnapBgTKuTuA/wErN7jUosBT3Rj+\nQcAnwB7V66SUngaOAxYCtu2qEwUFREREREREpCMdevnFAEsBO6WU3mtSbatyvALAsnnMrGnmfUrp\nPymlUfXlZvYVoB/wRoNmi1IyDsoaB/3MbPpG/ZvZzEB/4L6UUqNAwqXluFGzMdYoKCAiIiIiIiId\n5/qH7uPSu/4OcEpK6a8tqq4OvAi8W+bwvwmMLK8vLusNNGRms5vZ4ma2qpkdAtxKvg8/q67eNMAC\nwP/M7KTS/6vAKDP7i5l9ta7r5YGpgfsaXTel9CI5+2H5Fu8L0JoCIiIiIiIi0mFefusN9rv0ApZb\nZHEeeeG5Q7qoviTwEnAZ+Wn+AcDbwAbk9PwVzWyVJpkGRwJ7VV6/A+yfUjqzrt7C5GDBvsC95DUJ\n3gFWA3YjLxz4rZRSbbHBecvxhRbjHgGsZGaWUkrNKilToJvc/Up3H9ri/GbuPqLyerC7D29Sd2F3\nH+Huq/f+SEVERERERKReSondf3s2H348hrN23I2U0kddNJkN+Co57X+NlNK5KaXLU0rbk2/6lwEO\nbNL2HGAzciDhVuA04PIG9eYmBwH+AHwjpXR2Sun3KaW9gA2BWYGzK/VnLscPWoz7Q8CAhlMQapQp\n0Msi4grKXJM26o4gR4RERERERETkc/Drm2/g9nicU7beiaXmW6CdJp+Qb673bRBAOAnYH9icvCXg\nOFJKjwOPl5cnm9lBwKNmtml1ykJK6QFg9kZP9VNKfzGzW4C1zWyJsthhbUeBVjf8cwCJHBxoSpkC\nIiIiIiIi0hH+9cLznHj9VWy4wsps843+7TYbSX4i/0D9iZTSaOBJYIl2OkopnQj8Fzi/yflmaf6P\nlOOS5fhiOS7U4nLzAC+1mjoAyhRoyd3nAH4JfA8YDVwNTFs5Pxz4IzmdZGfgG8DXgD9FhDXob2py\nFsHc5PknAO8CAyJiuLv3B64HNgZOBBYh/7F/EhHjfQFFRERERESkfXc++W8++vhjrn/oPubdrezW\nt9u29TfNg8xsEPDPlNLywL+A9YHpaJyuPy2fPblvx2PAFma2UFkQsB216QK1p/6PAmOAFRtVNrMl\ngPmBG7rqWJkCrf0B+CLwZfI2FU+QAwRV3wVej4hFI6LVIg+Q55PMBnw3IpptdzED8PPS7/zkL+Bv\nejZ8ERERERERqVl24cXYZcB64/wAp5efC0u1e8rrS8rr68nTBzap76/sPPAl4MFK2RpmdlZ93Yra\n0/5xghFmNsDMpm5wjamANchBgEcAyqKGtwCrm9miDa7xw3K8rsU4AGUKNOXuiwPrAatFxJul+Hx3\n36Ku6hwRMaSN/k4iP/nfMCJaLQYxNbBHRIws7a4jz08RERERERGRCbDGl5ZhjS8tM07Z2bcM2xvA\nzBYHdgCGpZQGV6pcDBwOnGBmt6WUXq6cO5acQVDdTWBb4Kdm9kpdP5jZD4GVgMdSSi9VynckTyk4\n3cz2qUv5Pxj4CjA0pfR2pfwX5HvWM8zshymlsaWvJUqbl4DfdfWZKCjQXG1uxjN15e/Uvb6zjb5W\nBRYEXgfGtlG/mnHwITl7QERERERERD5nKaV3zWwr4EbgITM7n3xvtwGwNnBxSqm62Px+wOLkaQgb\nkDMNRpNT/Tcvv/+s7jIXA5uSty/8lpldA3wMfLv8PF76rY7rFjM7ibyzwT/M7EpgLuAn5OkGm5U1\nD1rS9IHmatsKfqmufP661+3c5Ac5sjMGOGUCxyUiIiIiIiKfo5TSreQn/H8n33QfR7433BsYWFd3\nNDlgsCM5ALA7OaPgG+Sb/xVTSnfUtRlD3npwJ+A9cnBgELAocAKwWkrpjQbjOhDYnpxxfiSwC3A7\nsHpKaXg7702ZAk1ExPPufiNwortvRF4Q8CDyQoJPdbO7tyJijLtvAzzs7ndFxKW9PGQRERERERHp\noZTSc+S1A5qdf4w2p3anlD4hr1FwYVd1K20ScEH5aVtK6SLgou60qVKmQGtbktM0HicHAmakG3/U\nehHxX3Lk5hx3/0qvjFBERERERESkh6yLLQtlMjLyzN/pjykiIiIiItIN/Xbdpml2QCdQpoCIiIiI\niIhIh1JQQERERERERKRDKSggIiIiIiIi0qEUFBARERERERHpUAoKiIiIiIiIiHQoBQVERERERERE\nOpS2JBQRERERERHpUMoUEBEREREREelQCgqIiIiIiIiIdCgFBUREREREREQ6lIICIiIiIiIiIh1K\nQQERERERERGRDqWggIiIiIiIiEiHmqavByC9Z8Svd9T+kiIiIiIi0tTCu19gfT0GmbQoU0BERERE\nRESkQykoICIiIiIi0kHMbCozG25mycwGNzm/tZndYWYjzWy0mT1gZrt00e8AMxtmZm+WNo+a2WFm\nNkOT+uuZ2a1m9p6ZvWVmN5vZWi36n97MjjCzMLMPzewFMxtiZvN0+0OQTykoICIiIiIi0lkOBtZs\ncf584HfAtMCvgBPJU8/PNrOzGzUws92BW4BZSv3DgACOAobXBwbM7GfAMGAB4FjgVMCBv5nZFg36\nnxa4CTgSeKS8h2HALsA9ZtavnTcu49OaAiIiIiIiIh3CzFYCBgOnA/s2OL8NMBA4G9g1pZRK+XHA\nDcAuZnZJSunvlTYrlv5+kVI6qNLdKWa2FTA3YJX6y5CDDQ8Da6aURpXyIcC9wHlmdntK6aVKX4OA\nbwGHpZSOrfQ1DLiyjPeHPflMOp0yBURERERERDrA6A/HAFwKvEy+yW5kd+ANYO9aQAAgpTQGOKW8\n3LCuzdHACHJ2wDhSSpemlM5IKb1fKd6PnIWwby0gUOq+BhxEzjbYvVZuZjOX188CJ9T1fxVwI7CJ\nmXmT9yQtKCggIiIiIiLSAY648h6ApYCdUkrvNam2MbBZSumDBudqN/Az1QrKfP51gT+WwAFmNpOZ\nzd5iKBsAr6SUbm1w7tpynY0qZWsCswOXp5TGNmhzCTkT4fstrilNKCggIiIiIiIyhfvzw89x2d1P\nApySUvprs3oppf+llG5pcnqrcnyoUrYyMDXwLzNbxczuIt/Uv2Vm/zGzzasdmNlCwPzA/U2u/xF5\nzYBlzGz6UrxSOd7XZFy1vpZvcl5aUFBARERERERkCvbyW6M48Pd3suwicwMc0pM+ykKCPwWeIT+Z\nr1myHJciLwR4J/AjYG/yFIHLzGynSv15y/GFFpcbQb5Xnb/NNiPKcaHW70IaUVBARERERERkCpVS\nYp+Lb+ejj8dyxvZr1Z7Et83MZjSzc4AzgOeA9eumFsxWjgcCW6eU9kspXZVSOh1YBRgJnGpmc5R6\nM5djo+kJNR+W44xttqmvL92goICIiIiIiMgU6qy/Pco//vMygzddlSXnazXNf3xm9kVyyv5PgKuA\nFVNKT9ZV+6Qc/5xSuqF6IqU0khxMmBVYvxTXFhycnuZqAYT3647N2tTXl25QUEBERERERGQK9NiI\n1zn5hgf53vKLseUaX+pWWzP7Jnl7wIWALVNKP0opvdmg6shyvKNJV/8sxyXK8cVybJXqPw8wFnil\nzTbz1NWTbpimrwcwqXD34cA9wNeArwP/BbYAdgV+TP5SHh4RF5X6WwOHkqNSrwB7RsQd5dzV5FSZ\nmgWBn0fEie5+H7BAKZ+q/P43+z9CAAAgAElEQVTjiListN2JPP9mTuBN8n6f50dEQkREREREpE13\nPfkKH338CTc+/DyL7HFhLtzjwvr7ikFmNgj4Z0ppeQAzW5W8zd/zwAYppedbXOZf5Thbk/PTluP7\nACmlV8zsFWDFRpXNbEZgBeCJlFJtWkBtYcMVgT82aLZGOT7cYpzShIIC49oZWA94ELiOvEjGWRGx\nsLtvAlzu7jeT9838JbBhRNzv7nsBV7r7AhGRIuKHtQ7dfRdgf+A3ABGxcuXc8cA3yak4uPsRwC7A\nehHxmLt/FRhGjogdOZHfu4iIiIiITEG+svDc7NT/y+OUnT/88dPLr7MBO5AfjN5NecpuZnMDV5If\nkn4rpfRGF5d5gPyQdCMzOzSl9End+TXL8cFK2bXAT81sjZTSnXX1v0eeJnBdpew24G1gMzM7IqVU\nH9io3X/9qYuxSgM2/ufZmUqmwH8iYpfyeh/gcGD+iPjI3acjL2CxTkT81d2njYgxpe7swFvAwhHx\nYqXP1cgrcK4VEQ/VXW9T4GxghYh4wd2nBd4A9oiIoZV6A8nzcOaqXa+ZEb/eUX9MERERERFpauHd\nLzAAM1sceBY4MqU0uHbezM4FtgOWSylFO32a2f7AScChKaXjKuVOXpPg+dJfqpQ/Qp5a0D+lNLqU\nz0UOUCwIeErpxUpfRwJHAAeklE6ulH+fHEC4NqW0SXc+C8mUKTCudyq/jwHeiYiPAEpgAGAGd58Z\nOMzd1wPmqrSppcbg7nMBl5GnDdQHBJYEzgO2jYjathr9yBkIj9eN6d+lvB/w0oS9PRERERERkcZK\nlsBA4FFggJkNaFL13ZRSdVvC04D+wLFmtjpwC3ma9M5AArarPt1PKYWZ7Qv8GrjfzC4CpgN2BBYu\n9evXBzgW+DZwkpmtTA4efBnYnrwrwk97+LY7noICPXMyOe1/i5LmPyMwunbS3Q24CLgvIoZUG7r7\n9MAV5HUCrq+ceq30sTR5QY+aZUr5axPjjYiIiIiIiBSzku8RlwfObFHveeDToEBK6WMz2xjYkzwl\n4TjyGgJ/Aw5rlHGQUhpiZs+RtzI8hLyG233AwJTS8Ab1PzKz7wA/B7YCNiYvcnguMCilpPulHlJQ\noGdmAV4AotzkHwN8DMxUzh8ILA6s3qDtaeQFBA+uFpZMhFOBY9z9/oh43N2/DBwFnF7LWBARERER\nEZlQKaXnAOuqrBv9jQVOLT/ttrkBuKHLip/V/wAYVH6klygo0DOHABeSF+N4kxwJuxVYzt1fIwcJ\n3gP+XaYcQP6ynw38DHgdeK5y7qyIOIa8hsGLwBVlnYK3gROAsz6H9yQiIiIiIiIdRgsNTkG00KCI\niIiIiLRSW2hQpGaqvh6AiIiIiIiIiPQNBQVEREREREREOpSCAiIiIiIiIiIdSkEBERERERERkQ6l\noICIiIiIiIhIh1JQQERERERERKRDaUtCERERERERkQ6lTAERERERERGRDqWggIiIiIiIiEiHUlBA\nREREREREpEMpKCAiIiIiIiLSoRQUEBEREREREelQCgqIiIiIiIiIdKhp+noA0ntuPW8D7S8pIgzY\n+Qbr6zGIiIiIyORBmQIiIiIiIiIiHUpBARGRKcTrb33AeVcHZvammV3Z2/2b2ZxmdrCZvWRm9/d2\n/yIiIiLy+dP0ARGRydyNt7/AX+95iUeefINPPkkAc3SnvZl9BbgfmAFYIqX0XN35HwA7AesA05Xi\nl7rocyZgH2AL4AuAAY8DvwXOTCmNbdBmLmAPYFNgidLmsdLm7EZtRERERGTCKFNARGQyd/PdL/LK\na6PZuP+iHDhwuW61NbPpgd8D07aotjGwInAxsEkbfc4N3AUcCfwHGAQcC3wMnAFcY2ZW12YJ4J/A\nYOAZ4Cjgl+QAxxDgBjNTIFtERESkl+kfWCIik7kjd/s6s82cH+C/8tro7jY/Efgy+cZ7zyZ19gHe\nSiklgLr7+UYGAV8FNk4pXV8pP87MzgV2Br4PXFc5dxqwMPDTlNI5tUIzOwYYBqxX2p3V3tsSERER\nkXYoU0BEZDJXCwh0l5mtRw4EnA481KxeSunNWkCgTXsDK9YFBGquKseV68q/DbxWDQiUa48hZxkA\nrNGNMYiIiIhIGxQUEBHpQGbWDxgKPAkc1pt9p5Q+SSk93OT0gHJ8o678PWBUkzbvlOMrEzo2ERER\nERmXggIiIp3pfGAuYMuU0vsT6yJmtqCZLW1m65nZxcCBwNvAH+qq/h5YzMzWbdDNDsBHZcwiIiIi\n0ou0poCISIcxs13Jc/oPSCk9OJEv9zgwe+X1P4GdU0ov19X7OTAfcJWZDQLOBRYq5SsB304pxUQe\nq4iIiEjHUVCgD7h7AgZExPC+HouIdBYzW4a8qv/N5TixbQHMD3yFvIPBUGC8qQUppQ/MbBvgePLi\nh2uRtyWcDdg1pXTH5zBWERERkY6joICISIcws+mAS8lz97fv5uKBPZJS+kvl+nOQdxLYw8zWTim9\nVzm3KHANed2AxVJKL5XyzYALzOwuYNuUUrN1B0RERESkB7SmgIhI5zgGWB7YoUH6/kSXUnoL2J28\n88CBtXIzmxa4EZga2KQWEChtrgA2ADYmZxCIiIiISC9SpkAPuPv1wIcRsWml7GjyP1zfAe6PiP0r\n5+4Hro+IwQ36WhO4HtgxIq5295mBk4CNyEGb4cCuEfH2xHtHItIhaov4/cnMmtV5tpzbJ6V02kQY\nw6PluHqlbE3y9IJBZQvCcaSUHjSzx4CtyEEFEREREeklCgr0zKnAn929X0SMdHcDtiHvpb1Nu524\n+3LkPbu3i4jrSvFewBeBpYFPgJuAQ6k8VRMR6aFLyIHGRlYDVgUuJAc3H+rJBcxsGvL/jr2SUrqk\nQZUly7E6dWGecpyuSZ8GzAnMamZTp5TG9mRsIiIiIjI+BQV6ICL+5u7/BrYHTga+CcxBnqvbblBg\nSeC3wMCI+HOl7+Pc/aSIGAPg7lcAG/bm+EWkM6WUTmp2zswGk4MCR6WUnpuAy8wG7APMaGZPpJQe\nqFxjGuDo8vKmSpu7gbHAzmZ2XoPr7wssDNyqgICIiIhI71JQoOdOIz+9PxnYDhgaEaPdvd32x5bj\ntNVCd18ROMDdVwBmAGbms3RbEZFJWkrpDTP7EXAtcKeZXQk8SA6cbgQsB9wDDKm0ecHM9gdOAR41\ns8vJ/7s3LfCd8vMysOvn+V5EREREOoEWGuy5S4G53L0/8EPgzFL+AZUbfXefDliwQfvdyJkGQ919\nyUrdW4CXgNUjYjHg8In1BkREJoaU0t3ACuTg6deBI4H9yFMGDgX6p5Ter2tzGnmdgSvJ2xEeSw68\nzk3+38HlUkrxeb0HERERkU6hTIEeiogP3f03wDnAAxHxn3LqYWADd58F+Ag4HZi9QRdvRMRwd78Q\nuMrdVwcMmB54MCLecPclgJ8AH0/s9yMiU4b555mJlFLTVQSbSSkNBga3WbfL/ssOAgeVn3bHcA85\ni0BEREREPifKFJgwZwFLUUmDJW+ZFcDTwD+Bx4BbW/Txc/KCgmdGxGhgW+BId38ROI88N9fdffre\nH76IiIiIiIh0MkspdV1LGnL3tYGhwBIR0eeLX9163gb6Y4oIA3a+oduZAiIiIiLSmTR9oAfcfSrg\nC+SsgDMmhYCAiIiIiIiISHdp+kDPzE3ew/sx8poBIiIiIiIiIpMdZQr0QESMBGbt63GIiIiIiIiI\nTAhlCoiIiIiIiIh0KAUFRERERERERDqUggIiIiIiIiIiHUpbEoqIiIiIiIh0KGUKiIiIiIiIiHQo\nBQVEREREREREOpSCAiIiIiIiIiIdSkEBERERERERkQ6loICIiIiIiIhIh1JQQERERERERKRDTdPX\nA5DeM/S362p/yV40cPubrK/HICIiIiIiMjEpU0BkEmJmc5rZwWb2kpnd39fjERERERGRKZuCAiI9\nYGZTmdlwM0tmNrhJnVnM7Dgze9LMPjCz/5nZNWa2WoO6PzCz64FXgOOBBXowpvnN7NUypv7dbS8i\nIiIiIp1HQQGRnjkYWLPZSTPrB9wL7AYMAw4Ezge+DtxhZj+qa7IxsCJwMbBJdwdjZgYMBebqblsR\nEREREelcWlNApJvMbCVgMHA6sG+TaueRb9BXSCk9W2l7AnA08HRd/X2At1JKqdTr7rD2AtYDTmkx\nJhERERERkXEoU0CkG8xsZuBS4GVgUJM6qwAbAYOqAQGAlNI7KaW9UkoP1ZW/WQsI9GBMywInAFcD\nf+pJHyIiIiIi0pkUFBDpnl8BSwE7pZTea1Jnq3K8AnJqv5nNY2a9npljZjMAvwfeJU9VEBERERER\naZuCAr3E3Rd29z3qyuZ298Pdfeq+Gpf0HjP7IbAjcEpK6a8tqq4OvAi8a2bHA28CI8vri8t6A73l\nJOArwI4ppf/1Yr8iIiIiItIBpqg1Bdx9EeC+bjbbKyIuK+0TsEREPFde9wNGRcTo8npnYJuI6N+g\nnzeAvd39yYgYVsqOAUZHxNgGY92QPO+8KzMDV0XEwG69K+lVZrYQcC7wIHBIF9WXBF4CLgMWBQ4A\n3gY2ALYFVjSzVVpkGrQ7pu8CuwNDUkqaNiAiIiIiIt02RQUFIuIFYP5qmbu/Rk73ngP4a0Qs1Y0u\nryCv6D60WQV3Pwn4bnn5PnCyu19afn+z1FmvnD87Is4oY72+fqxN+j8YWLobY5ZeVlb2vwiYHtgq\npfRRF01mIy8y+DawRqX+5Wb2DHmRwgOBIyZgTPMCFwKPAvv3tB8REREREelsU1RQoI8cCPyzrmwn\n4FnglkrZqIi45nMblfSmA4C1gZ+klKKN+p8ABuzbIIBwEvkmfnMmICgAXADMDnwnpfTBBPQjIiIi\nIiIdbIoLCrj7iuS07Zo5ySnfUwELuvtTlXNDIuLUXrjsx3WvE/nGsFo+zhQCd18YuLuLfk+f8KHJ\nhDCz5clbCF6VUmpnugfk9QPmAR6oP5FSGm1mT5LXAejpmHYjT0XYI6X0aE/7ERERERERmeKCAsCM\nwGsRsZq7G3lV9qXIc7s/nT7g7ocBczdo3/a2cO6+Eo3XBVgE+CKwUl39o4DvRcRLETECWLiNaxzc\n7nhkougPTAdsambNvhuDzGwQ8M+U0vLAv4D1S7tGT/GnJU8v6al1y/EMMzujSZ1b86wHTk8p7T0B\n1xIRERERkSnYlBgUqFoWeDYiPnH3TwvdfYb6iu4+ffl1TLudR8T9wPKl/XXAtRFxvrufB9wfEWe5\n+2+A9yLiwAbXnIF8c1ifku7AjBGhtPC+9xDNMzZmA3YA7iFnfbxYyq8nrzOxCfCHaoOy88CXgH9M\nwJj+BDzX5NyXgXWAq4ARwG0TcB0REREREZnCTelBgQMYdypB7cb/OGAZxk3vnrkc322387KDwHcq\nfR/s7ssCqwFLuPvSwEDgKnc/rdS7PCLurHQzNiLGWUjQ3eunI0gfSSndRpMbazNbnBwUGJZSGlw5\ndTFwOHCCmd2WUnq5cu5YcgbBmRMwpvObnTOzgeSgwK9TSsN7eg0REREREekMU2xQwN1PJ2cK/KQU\njQTecff/kXcFqN/CbRHg/YhoOygAPAMML78Pr5Q3+x3yVnUyBUspvWtmWwE3Ag+Z2fnA6+R1ANYG\nLk4pXdGXYxQREREREYEpOCgA3AccXkvBj4hRVBZ3K2sKVKcRrAw80Z0LRMTjwOPufgnwtS6q3xQR\n+zYon9rd6687hm6sbSCTnpTSrWa2EjCIHJiaDXga2Btotg6AiIiIiIjI52qKDQpExO+62WQz4Noe\nXm5JYPeIGN7opLtvQ55f3sh40wdk8pBSeo689WCz84+Rtx7sSd9N++2i3VBgaE/aioiIiIhI55lS\ngwIruPuILurMSnli6+7fBlYnz//vqYvcfXSTc7MBd9YXRsQH7j5zfbm7LwW8B7wF9CNvbygiIiIi\nIiLSq6bUoMBDEbFaqwp10weWAvaNiOqCcERE/7pmd5Fv1BvZrieZAhHxYYPigeQ08xnJCx/u1uSa\nIiIiIiIiIj1mKWnq+pRi6G/X1R+zFw3c/qYepfCLiIiIiIhMLqbq6wGIiIiIiIiISN9QUEBERERE\nRESkQykoICIiIiIiItKhFBQQERERERER6VAKCoiIiIiIiIh0KO0+ICIiIiIiItKhlCkgIiIiIiIi\n0qEUFBARERERERHpUAoKiIiIiIiIiHQoBQVEREREREREOpSCAiIiIiIiIiIdSkEBERERERERkQ41\nTV8PQHrPoVesP1nuL3nsZsOsr8cgIiIiIiLSiZQpICIiIiIiItKhFBQQERERERER6VAKCsgkx8wW\nN7OzzSzM7H0ze9nMLjKzLzSoe5+ZpRY/X23jeheXukNb1FnPzG41s/fM7C0zu9nM1prAtyoiIiIi\nItKntKaATFLMbDngdvJ38yLgKWBpYHtgQzP7ZkrpsUqTxYD7gAuadPliF9fbEtgGGNuizs+AM4EA\njgWmA3YC/mZmW6eULmvjrYmIiIiIiExyFBSQSYaZTQVcWV6umFJ6onLuUuBvwBnA2qVsBqAfcGFK\n6aweXG8x8s3+1cCKTeosA/wKeBhYM6U0qpQPAe4FzjOz21NKL3X3+iIiIiIiIn1N0wdkUrIu8EXg\nmGpAACCldCv5Jry/mc1Sihctx6e6eyEzmxr4HWDAXi2q7gdMC+xbCwiU8bwGHATMAuze3euLiIiI\niIhMChQUkEnJX4B1gAubnB9FvomfobyuBQWehpw5YGbzlIyDrhwCrAnsk1Ia0aLeBsArJShR79oy\npo3auJ6IiIiIiMgkR0EBmWSk7K/lKfw4Sqr/N4ARlfO1oMBsZjYMeBcYCbxmZieb2YyNrmNmqwJH\nAFellJqtRYCZLQTMD9zfZLwfAY8Ay5jZ9G29SRERERERkUmI1hToBe4+HBgeEYO72W5fYLOIWL28\nngEYDGxOTll/HxgKnBARn/TeiCcvZrYAcB0wPXBU5VQtKHAZObtgW2AOYAty2v+KZrZOSunjSl+z\nAJcALwM/6eLS85bjCy3qjABWJwcPnm/n/YiIiIiIiEwqFBToQxFxCnBKpeh8YC5g1YgY6e5fAIaR\nMzqO6YMh9jkz+xbwe2BB4NiU0rmV0zMCHwI/TCndWGlzNnm9gK3IN/5nVtqcASwBDEgpvdnF5Wcu\nxw9a1PmwMhYREREREZHJiqYPTFp2AzaPiJEAEfEMOSgwoE9H1QcsOxS4lZwhsGlK6bBqnZTSQcBM\n1YBAKU/AweXljyt9bgYMBI5PKf29jWG8X46tpgbMUVdXRERERERksqFMgV7m7vMBdwDXRsT+7r4P\n8H/kp85PAT+NiMdL3d2B/SNicYCIeLvSz9TAt4EtgVM/1zfRx8xsGvKT/i3Ii/ntklJ6tVHdlFLD\naRUppRfM7C1gydLnQsDZwN3kKRrteLEcF2pRZx5gLPBKm32KiIiIiIhMMpQp0IvcfXbyk/0rSkBg\nLfJ2d+tFxALAfeQ1Arrq5zZyyvoFwC+AEybaoCcxZmbkOf+bAweklDZpFhDoop+pyLsU1NL7Vwbm\nBFYDxphZqv4AiwHbl9dvAaSUXiHf7K/Y5BozAisAT6SUPmxUR0REREREZFKmTIHeMyPwJ+D6iDgc\nICJuc/cvRsSYUue3wB5ddRQRa7n79MDGwJ7ALcADE2fYk5wDyQGBXVNKZ7WqaGYzA8ullO5qcHol\nclCg9rk9DZzeoru9gH8DNzHuVIBrgZ+a2RoppTvr2nyPPLXgulbjFBERERERmVQpKNB79iCnm89U\nK3D3fsARJWNgdmBq2vzMI+JD4HJ3X5QcTPhqr494EmNmiwNHAxd1FRAo/kzeYWC9lNIdlX7mAH5d\nXv4GIKX0L2DvFtfeC7g3pVRf51RgB+A0M+ufUhpd6s8FHA+MAoa0MVYREREREZFJjoICvec8cpr/\nw+5+Z0RcBVxEflq9UUQ85+7LAI83auzuBnyfnGlQnSc/ktZz2qcke5K3Yvyvmf2sRb1bU0pBfro/\nDLjFzK4E7idvDfhjYBHghJTS8AkZUEopzGxfcpDhfjO7CJgO2BFYGNgupfRiqz5EREREREQmVQoK\n9J43IuIld98J+J27PwrMQk5Jf97dZwV+DuDuM0XE6Lr2c5DT2zd09wMj4i13XxzYH/jj5/Yu+tZc\n5XhYy1r5yX2klB4ys68B+5EDKhuTF/17GNgvpXRFbwwqpTTEzJ4jT204pFzjPmDghAYdRERERERE\n+pKCAr0sIv7k7hcDVwFbA+cALwOvkm8qVwOWI6+CX233pruvChwDPFJ2H/gAuIKcUj/FSykNJG8Z\n2J02rwAHlJ8JubZ1cf4G4IYJuYaIiIiIiMikxvKW7jIlOPSK9SfLP+axmw1reUMuIiIiIiIiE4e2\nJBQRERERERHpUAoKiIiIiIiIiHQoBQVEREREREREOpSCAiIiIiIiIiIdSkEBERERERERkQ6loICI\niIiIiIhIh1JQQERERERERKRDWUqT5db2IiIiIiIiIjKBlCkgIiIiIiIi0qEUFBARERERERHpUAoK\niIiIiIiIiHQoBQVEREREREREOpSCAiIiIiIiIiIdSkEBERERERERkQ41TV8PQHrP9/54yGS1v+SN\nmxxnfT0GERERERGRTqZMAREREREREZEOpaCATBLMbHEzO9vMwszeN7OXzewiM/tCg7qLmdkQM3vG\nzD4wszfM7C9m9t0W/X/PzG4zs3fN7B0zu9vMtu9iTGuY2bVm9t9ynafM7Hgzm6U33rOIiIiIiEhf\n0/QB6XNmthxwO/n7eBHwFLA0sD2woZl9M6X0WKm7KnBjqXsp8AQwH7AlcKOZHZBSOrmu/92AIcDL\nwFnAK8AGwFAzWyWl9H8NxjQQuBAYAfwOeBNYCzgYWNfMvpVSGtWbn4OIiIiIiMjnzVKarKahSwuT\n45oCZjYVn93Yr5pSeqJ23swGAH8DhqeU1i51HwTmBb6ZUnq6Uncm4C5gGWDBlNJrpXwRcpDhRWC1\nlNKrlTYnAAcBm6SUrq2ULwH8B/hXuc6oyrlBwGBgUErpqN78PERERERERD5vmj4gfW1d4IvAMdWA\nAEBK6VbgXqC/mc2SUvrk/9m787hL5/rx46+3dYx9S5YYRR9Liyw1RKlE5UfJljUKbb4pZc33S6WS\nkBZF6kvZKkSS6IuEInuy9CmVjH3JNsxgzOf3x+e6OXPmnHuZue+Ze+a8no/H/bjO9dmuz3XO/c/1\nvj4LsDGwaWtAoCn7LPAbYH7gjS1ZOwILAF9rDQg0DqcGCz7blv4x6kiEj3UYDfANYCrw/4Z0l5Ik\nSZI0Cjl9QLPbJcC7gVu65D8DBDAGmFhKmUh9iz+NZhTB25rT/7Rkrd4cb22vU0p5LiKuA7Zugg4T\nm6wvAteWUq7v0J/ngSnA2H7vSpIkSZLmAAYFNFuVOn/l0k55EbEK8Fbg3r7pAC1581OnHCwFrAXs\nC2wI/IlpAwyTmuNSXbqwJDAvNXhwc9OnScD5XcpvSx15cHN/9yVJkiRJcwKnD2hUiojlgQuABYFO\nc/fXBiYAfwbOAjYCfglsXaZdKOOq5rhnh2usy8ujC5YeRJ/eSl2o8Hng64O6EUmSJEkaxRwp0I+U\n0jnAxJzzHsPQ1jjgX8Drc863zWx7c7OIeBv1QX8F4CullJM7FPsnsDWwIjAeWAg4qcO6AedRFyDc\nPiLOBL5P3X1gY+BI4I/N534DZM0OBscBLwLbl1L8DSVJkiTN8QwKaNSIiAAOpY4MeBzYtpTyi05l\nSylPAb9qTk+MiNcBV0TEz0spn2wpNzUitqS+4f8QdetCgIeAfajbDG4MPNmlT4sAPwY+SF2XYBcD\nApIkSZLmFk4f0KgQEfNRRwccSX3YX6tbQKCT5kH9KOATEfHOtrzHSyk7AitRFzUcD7yqlHJBkwZ1\n5EF7n5YHrgU+AHwF2MCAgCRJkqS5iSMFGimlJYBjgfcBzwK/oG5v15e/LPBt6pvlqdT565/JOb/Q\n5N9NfSh9G7AJdfG643POR7dd6nUppROpC9s9BByWc76g5TqvA44GXkdd5f5S4NCc86PMpZoRAmcA\n2wMHlFKOmcGm+h7YNwQub88spdwP3N+W/Cbg7lLKI219Wga4jDqF4d2llOnakyRJkqQ5nSMFXvZT\n6oP6WsBqwF+pAYI+RwIvAOOAdYDNgb3b2vgy8KOc86uAXYGvp5TWaivzBWDvnPNy1LfPv0gpvQOg\nKXstcDGwCvB6YGHgqpTSmOG5zVHpQGAH4JP9BQQiYqmIODEiUpcir2mOrQsNEhELdmnvTdTf/Kdt\n6UGdMrAK8C4DApIkSZLmVgYFeGkRwC2AA3LOj+ecS875R8Dv+srknD8GfDTn/Hzz1v5C6lvmVv+b\nc76sKX85MJH6YN9q/5zznU2ZnwG/AT7R5O0H3JBz/nbTh2eogYdVgG2G745Hj4gYRw2m/KSUcuIA\nxdcA9gLOjIhpdgtozj/fnP62JX08kCNi/7byY4HvAv+hLiDYamdqQGjfUsqNQ7kfSZIkSZqTOH2g\nWrE5ts8rf6rvQ0rpXcCnU0prUrfJW5zp97Kf0Hb+HHVV/FYPtJ3fSV3oDmBV4I7WzJzzsymlfzd5\nc6NPU6dp3BMRH++n3O9KKX9sdgE4gfqgfyb1N+sbmfEK4NullBta6t1OXbTw2IjYFLgCWIz64L8y\nsFX71AHgc8AzwJgB+nRGKeXpwd2mJEmSJI0+BgWqe5vja4HWB8RXAnellFYELgEOAnbJOU9MKX0d\nWG4GrrVk2/lrgPuaz/+mvg1/SUppLPXh9Z4ZuNacYKnmeNgA5fYEcinlBxFxI3VUxdbA8sAk4Bbg\nM6WUs1orlVKejoiNqL/dh6gLDU6kjgLZppRye5c+LQx8b4A+XQwYFJAkSZI0xzIoAOSc/51Suoi6\nBsDW1Ae9g4A3AndR3/bPC/ypCQisA+wIXDcDlzs6pbR9zvnelNKW1Afb9zR53wGuTSl9ivpAuhBw\nEnV0waBX4p+TlFL2AD8UGEgAACAASURBVPYYYp0bgd2HUH4ScETzN5jy44bSH0mSJEmaU7mmwMt2\nog7dv4OXAwGnAOSc7wL+CzgrpXQv9eHyM8AbhniNSdQ34r9IKT0AfA3YtmUdgluBjYD3U6ci3EHd\ngeCtOednZ+bmJEmSJElqF6WUgUtpjvC+8w+do37Miz7w1ZjdfZAkSZKkXuZIAUmSJEmSepRBAUmS\nJEmSepRBAUmSJEmSepRBAUmSJEmSepRBAUmSJEmSepRBAUmSJEmSepRbEkqSJEmS1KMcKSBJkiRJ\nUo8yKCBJkiRJUo8yKCBJkiRJUo8yKCBJkiRJUo8yKCBJkiRJUo8yKCBJkiRJUo+ab3Z3QMNny3NP\nHrb9JX+97d4xXG1JkiRJkkYnRwpIkiRJktSjDApo0CJi+Yj4akQ8HhHnzO7+SJIkSZJmjkEBDSgi\nPhoRlwMTgEOAJQZRZ4uI+F1ETIyIJyLi/yLi7QPUeXVE/DgiHoiI5yLi7og4MSJWaCt3RUSUQfyN\nm4nbliRJkqS5nmsKaDB2A1YBvgfcBJzSX+GI+DjwfSADXwEWAD4KXBYRu5RSftahznjgt8AjwI+a\nYwJ2B7aLiA1LKX9vih8H/LTL5RcCjgHuAu4dwj1KkiRJUs8xKKDB+GAp5T8AA719j4g1gW8DtwAb\nl1KeadJPAK4DfhgRV5VS7m+pswhwNjXg8N5SyqSWvBOBXYBn+tJKKRf0c/2DqCNgDimlTBnabUqS\nJElSb3H6gAbUFxAYpM8B8wP79wUEmjYeBQ4CFgH2bavzSWAl4GOtAYGm3q2llINagwjdRMTizTWu\nKaX8Ygh9liRJkqSeZFCgHyml81NKHx+GdhZNKS3QT/45KaXlWs73SCmdPrPXnU22BB4spfyuQ94v\nqW/8t25L3xm4tZSSASJi/ohYOiKGui3iAcCSwIFDrCdJkiRJPWlUTh9IKb0KuH6I1fbLOU83V31W\nSiktDrwKWBl4LbA2sB7weuo8+IM61HkdsDHw8Kzr6ciIiBWBVwIXdsovpTwfEbcCb4mIBUspz0XE\nwtTv56yIWA74DrAN9X/z0Yj4HvDlgaYCRMQSwH7AH0opVw/fXUmSJEnS3GtUBgVyzhOoD5cvSSk9\nCqxGXfn+0pzzap3qppSuAN4IPNeSvBzwUMv5fMDEnPO4lnqXUBe2a/UKYJOU0sFt6eflnD/b1BsL\n3AYsCzwO3N+0vyJwBHA68Jecc7ch+NsC5wFfSSnt0KQtCoxNKd3VUm6tnPPzXdoYLV7RHCf0U+Ze\nYEPq7/tvYFXqiJUC/IG6FsFuwBjgI8D/NGV2H+DaH6dOTTh2BvsuSZIkST1nVAYFhsFuOeeX3lan\nlAqwUs55SnP+OqZ/m70isEfO+Yr+Gk4p7QuM7zvPOT+bUlor5zy5pcyHgINzzicN0NY8wJ7A7jnn\nK4FDm/Q9gM1yzrsOdKOjzMLNcXI/ZfqCNQs1x8Wa4y7AMaWUl4b+R8RpwCXAbhFxainl8k4NRsQC\nwKeBv1OnKEiSJEmSBmHUBgVSSusBrdMBlqSuTj8PsELbW/QTcs7fnMlLPsi0owu6mQhM89a/NSAw\nRB+ibvU3lIX8RrO+RQIX7KfMEm1lpzbHx4DDWwuWUl6MiC8C7wJ2ADoGBYCdgOWBz5dSpnYpI0mS\nJElqM2qDAtQ3yY/mnMenlAJ4mjp9YGVapg+klA4Dlp7Zi+WcN0spjU0p9be3/YSc84bAqTN7vZTS\ngtSH4OeAN6SULm7JHgss2NaX63LOH5zZ646w+5rjiv2UWQZ4kRqEAXikOd7UvvNA48/NcdV+2tyb\nGlw4c5D9lCRJkiQxuoMCrV4P/CvnPDWll6f9p5TGdCl/akqp/e393S1156PDEPec87PUrfEGLaV0\nI3VBwVbzAPN16APA3jnn04D/Bq6ivlW/Nec8pOuORqWUByPiQeriitOJiIWANwF/LaX0jcr4F3VH\ngsU61aFubwgvjyxob3N14K3ApaWUB2a075IkSZLUi+aUoMABTDuVoG94+leBNYEb28rv0WFNgXHd\n1hRIKa0EXNvhuotRH/CfaEt/Mue8NkDOeboH4JY1Bdbp557uoO5IcFOH+u8HxuecD+mn/mj1S+Bj\nEbFRKeWPbXnvo/52F/QllFKmRsRFwPsjYuVSyj1tdTZujtN9T409mqOjBCRJkiRpiEZ9UCCl9C3q\nSIG9m6RHgKdSSg9RV/v/1cxeI+d8L80IgZTSOsA/cs5Pp5SOAJbJOe+bUtoc+GvOuf2hdUaveWZz\nPZrjsdTF9qBOnVggpbRnS5VVcs6DWfNgdvsmdfHE4yNi01LKswARsRTwNeqogBPa6hwDbAd8LyK2\nKaW80NRZmLqDw2TglC7X2645XjKcNyFJkiRJvWDUBwWA64H/7lvML+f8DC3D9Zs1BbpNIxiSlNLq\nwGXUbQKvaMt+J3BaSmnbnPPVw3G9VjnnzwGfa/qxB3Pm7gOUUnJE7A98F7ghIn4CLEDdXnAlYPdS\nyn1tda6LiEOpQYMbIuJM6v/m7sDqwD6llOm2OYyIVwOvpU5HuH8k70uSJEmS5kbzzO4ODCTnfHrO\n+amRvk5KaS3gIuCbnbYlzDkfDPwPcElKaYuR7s+crJRyAvD/qKM6DgU+C/wN2KyU0nGYfynlKGAr\n6k4MX2jqPQRsWUr5YZdLvbc5dtuVQJIkSZLUj9E+UuBNA+wGALAo8J22tNNSSq1D7R8C7m1baHBi\n30lK6ZXA1cBXc87HNGsMPAIsBZS+cjnnk5rFDQ9KKf025/xSXq8opdwNxCDK/Rr49RDbvpCWtR4G\nUf4Epp+KIEmSJEkapNEeFLg55zy+vwIdpg88CeyYc/5tP3VWB07sO885P5hSen3OuW9Y+5nABs3n\nT7XWzTl/K6X03WEOCGybUrq0Qz8fbDmdkHPeoL2MJEmSJEkzKkrpuZfdc60tzz152H7MX2+794Cj\nASRJkiRJc7ZRv6aAJEmSJEkaGQYFJEmSJEnqUQYFJEmSJEnqUQYFJEmSJEnqUQYFJEmSJEnqUQYF\nJEmSJEnqUW5JKEmSJElSj3KkgCRJkiRJPcqggCRJkiRJPcqggCRJkiRJPcqggCRJkiRJPcqggCRJ\nkiRJPWq+2d0BDZ+tzjlvWLaS+NV228RwtCNJkiRJGt0cKSBJkiRJUo8yKKBRLSKWj4ivRsTjEXHO\n7O6PJEmSJM1NDApohkTEvBHx2Yj4S0RMjohHIuLCiNi4S/m1IuLnTblJEfHXiPhiRCzUpfxHI+Jy\nYAJwCLDECN6OJEmSJPUkgwKaUWcAxwHPA18Bvg2sDlwRETu1FoyINwN/ArYGzgMObc6/AFzZJTCw\nG7Aq8D1gzxG6B0mSJEnqaS40qCGLiB2AHYFfAtuXUl5o0r8BXAycHBFXllLui4gA/hcYA7ytlHJN\nSzs/Ay4Evgp8tu0yHyyl/KcpN25k70iSJEmSepMjBTQjdm+OB/QFBABKKZOBTwELA3s3yesBawM/\nbw0INOUvAs4F9omIhdvy/jNCfZckSZIkNQwKaEasDkwqpfy9PaOUcjvwOPCelrIAt3Zp6ypgLLDJ\ncHdSkiRJktQ/gwIzIKX0hpTS/LO7H7PRJGBMRIxtz4iIBagjBdZsKQuwVJe2lmyOa3bJlyRJkiSN\nEIMCQ5RS2gTYEjg/pdR1TYaUUqSU5kspLZBSikG0++GU0vuGs68j6CoggD065H0SWABYLCLmA64B\npgA7ti8oGBGLAh9tTpcesd5KkiRJkjoyKDAEKaWFqIvivQD8E3hrS95tKaXnU0ovppQKMLUp9xxw\nziCa/xywyPD3ekQcDTwGHB8Rh0fEuhGxdkQcAXwG6JtWME8p5SHqLgWrAFdHxJYRsVpEvBe4AvhH\nX9lZegeSJEmSJHcf6CaltBnwt5zzPc35xtQH262AXwFb5Jyfbanydurb8xdb/qYAZ1IfoPu71lrA\nGsCl/Yw+eDHnXGb8joZPKWVCRGwKnAoc0fwB3ERdS+AMYHIp5fkm/WBgMnAAdbcBmvOvAbcAmwJP\njnjHJUmSJEnTMCjQQTPc/8fAl4CTmuTFgR8Bb8k5T7coXs55ugf/lNLrgfcDaw1wyQOA+ek/eLAn\n9SF8VCil3AasHxFrAq8C7msWGSQiVqKOpOgrW4DDI+IYYN0m+c+llCci4hPN+T+RJEmSJM1SBgU6\newewLC3D/nPOv04pnQOcmlLaIOc8ZRDtHAmcmHP+W7cCzQiEHYDVc853NWmrUYfgL51zHtVb85VS\n7gTu7DuPiBWBVwAXdSj7NPD7tuQ3NcfrR6qPkiRJkqTOnMfd2eeBszu8/d8PWBE4cKAGUkr7AW+k\nDp3vVmZF4HTgy30Bgcby1LUInhhiv2eZiFiwS9b2zfGnA5Vv0t4PXFtKuXtYOyhJkiRJGpBBgTYp\npbcCWwDfaM9rggSHAF9IKa3STxvvAI6irsK/brdywAnAZTnno9rS1wXuyDlPHWL3Z4mI2Au4LyI2\nbEt/DXAYcGUp5ZImbZmIuBo4q9mNoNVR1FEFh82CbkuSJEmS2jh9oEVKaQHg+8DpOedbuhQ7lTqS\n4Bhefive2sYuwInArtTdBH6TUjoy5/y1Dm19GJjYIf2DwG+GfAOzznXUgNLlEfET4A5gHHWLwiep\n9w5AKeXRiPgrdevB6yPibOquDFtSF2f8n1LKZbO095IkSZIkwKBAuxOA5ehnekDO+cWU0mHAOSml\ntXPOtwOklBYDvgjsDeyacz6/Sf8b8KuU0hrAXjnnF1ramm7F/ZTSNsB6wC7Dd1vDq5Rya0SsA/w3\n8D5qMOBBasDkS6WUx9vK7xURVwGf4OXpFDcBW5VSLkSSJEmSNFtEXRheACmlTwO355wHfHOdUtos\n59y3heBnqA+79wK75Zz/0lb2DcBlwA3Alt2mBTTbIJ4H/FfO+dSh9n+rc84blh/zV9ttE8PRjiRJ\nkiRpdDMoMAxSSl8DJgAnt44EaCvzOuANOeczO+QtTt2pYC9gv5zzD2akHwYFJEmSJElD4fSBYZBz\nPmQQZW4DbuuS/QzwFPCWnPOtw9k3SZIkSZK6MSgwCuScpwBfmN39kCRJkiT1FrcklCRJkiSpRxkU\nkCRJkiSpRxkUkCRJkiSpRxkUkCRJkiSpRxkUkCRJkiSpR0Upw7K1vSRJkiRJmsM4UkCSJEmSpB5l\nUECSJEmSpB5lUECSJEmSpB5lUECSJEmSpB5lUECSJEmSpB5lUECSJEmSpB413+zugIbPtudeN9P7\nS5677ZtjOPoiSZIkSRr9HCkgSZIkSVKPMiggSZIkSVKPMiigIYuIeSPisxHxl4iYHBGPRMSFEbHx\nIOtvFhFTI2JQ0x0iYp6IuCIiSkQcMVOdlyRJkiS9xKCAZsQZwHHA88BXgG8DqwNXRMRO/VWMiKWB\nnwBTh3C9g4FBBRwkSZIkSYNnUEBDEhE7ADsCvwTGl1K+XEr5MvBG4Grg5IhYsZ8mfggsApwyyOut\nDxwBfGtm+i1JkiRJmp5BAQ3V7s3xgFLKC32JpZTJwKeAhYG9O1WMiH2ADwBfAO4b6EIRsTBwJvAA\ncPjMdVuSJEmS1G6O2ZIwpfQZYP2c8679lFkD+GHOeeOWtEWBFYBVgAS8CfhlzvmXI9zludXqwKRS\nyt/bM0opt0fE48B7qG/3XxIRCfgm8HvguwzuIf/bwGrA5qWUiRHulihJkiRJw2lUBgVSSocCC7Ql\njwdWSCkd0aHKqTnnu9va2BL4IjAZWBO4BrgBuAL4xyD6cAZwXM75xiF2f243CRgTEWNLKc+2ZkTE\nAtSRAmu2pc9PfeP/HLBbKaUM9IAfER8EPgIcW0q5dBj7L0mSJElqjMqgAJCB+dvS/tpP+Wc7pD0J\nHA/MS33jfD41QACwTkpptZzz+Z0aSyltQR3m/pmUUt93VHLOL3YoOz+weD99A5iac/7PAGXmFFdR\n1w/YA/heW94nqcGcBSJivlLKlCb9SGBdYPtSyoSBLtCsSXAycBNw6DD1W5IkSZLUZlQGBXLO5wKk\nlL4EvK9Lsadzzu/oO0kp3Uu9nyWbz0cBCwEHUle7XwLYCHg1cDo1aDCd5iH/GGAs8HBL1tSU0p45\n55+0VdkC+NUAt/QYsEyHa02kvlnvzwE552MGKDMrHQ3sBBwfEctS7/05YHtqoODv1CkG8wBExDuA\nzwM/KqWcM1DjUYcQ/ARYENi5lPL8CNyDJEmSJIlRGhRo8Wrg+Jzz6a2JKaUlgLtb03LOK6WUPgns\n3LemQErp69SH7iWbvxeA11NHD/ywyzUPpz7QLpJzfqblmv8CnuhS598553GdMlJKmwE/7VJvaaB1\nHP1dwH8Bv2lJe4FRpJQyISI2BU6lrhtwRJN1E3UtgTOAyaWU5yNiSeoD/l3AfoO8xAHAO4G9Syl5\n2DouSZIkSZrOaA8KAHypWWSw1bxdym4FzJNSmoc6/HxV6tv+I5v8FakLDr4T2DyltHnrlICU0s7U\nh/I3twUExlODCsM6tz3n/FzreUoJ4IWc8+TONUaHUsptwPoRsSbwKuC+UsrtABGxEvDPpuhJwCuA\nDUspz3RsrEVErAN8GTi3lNItaCNJkiRJGiajPSiwD9MvONintJ6klBamzltfFtgBuJq6Rd711Lfa\nUIMJdwG7Am9rCwh8hLo6/nY55/Y31AcCP845d1q7oGeVUu4E7uw7b9YCeAVwUZO0OfX3u7HbwoIR\n0fc7bgOMa8pv25Le7vCIOBz4cyllnZm9B0mSJEnqZaMyKNCMDBhwL/tmu8F/5Zw3Az4KXAy8gTqk\n/SvAXtS31e0+AVzelvYGYKuc85Vt19gCeDd1nryAiFiwlPJch6ztm2PfdInvU9d16GRz6i4F32rO\n/wE83nLebjFgT+BPwLUM8L8hSZIkSRrYqAwKNH6Wc943pbQPsEKH/COBzYDPp5QWAPYHPg68hhoM\n2AR4O3WOe7s9qDsR3NGXkHNun6JASulVwI+BA3POD87U3cwlImIv4KiI2KqUck1L+muAw4ArSymX\nAJRSDumnnVOBNUsp7d/777uUH0cNClxcSjliJm5BkiRJktQYzUGBPvsAX6Suat/nOuruAn0SdbrA\n3QA55xtTShtQtzZcg7rf/cPAStQH17sGumhKaRXg/4CLcs7fH6D4PCml6XYXaCzWpf0xXcrP3yFv\nSs55SsfSs9511IUYL4+In1ADK+OogZYnqVMzJEmSJElzgHlmdwcG6WvUbQT7/sa2Zuac/0L/q9sf\nnXMez8trC/QrpfQB6loEl1JHHQzkVcAjXf7O7VJnUoe/FYFfdEg/bDD9nhVKKbcC61B/h/dRtyj8\nIPW7fVMpZcLs650kSZIkaSjmhJECAB/KOd/Wd5JSGpNzntxMGygAOefHUkrLdqn/+ZRS3xvsP9Bl\n94KU0trAt4E3AZ9u3wqxi0nAtTnnDbu0uTHwvfb0nHPnlffmAKWUe4C9Z7KNPaijCwZb/m6m3b5R\nkiRJkjSTRn1QIOe8fofk3VJKx1BHOhw3QBOnAD/IOT/c7FCQgUWp2xe2+zdwGbBDzvmxQfbvsqZO\nt/yrqYsYSpIkSZI0qkQp3XZ+G91SSgHM07qtYK/b9tzrZvrHPHfbN/s2XpIkSZJ6xKgfKdBNzrkA\nBgQkSZIkSZpBc8pCg5IkSZIkaZgZFJAkSZIkqUcZFJAkSZIkqUcZFJAkSZIkqUcZFJAkSZIkqUfN\nsVsSSpIkSZKkmeNIAUmSJEmSepRBAUmSJEmSepRBAUmSJEmSepRBAUmSJEmSepRBAUmSJEmSetR8\ns7sDGj7HnffgDG8lsf82r4zh7IskSZIkafRzpIAkSZIkST3KoIAkSZIkST3KoICGJCLeGREXRsSE\niHi+Of44ItYYRN21I2JSRJSIGNelzBIRcWxE3B0Rz0XEPyPiqxExdrjvRZIkSZJ6nWsKaNAi4kjg\nC8D9wOnAQ8CbgJ2BHSJi61LK/3WpuyBwFjB/P+0vDlwDrA78GLgNeAtwCLBZRLytlDJ5+O5IkiRJ\nknqbQQENSkSsSw0IZODNpZSnWvJOAy4CTomIVUopL3Zo4uvAWsAJwKe7XOYEYA1g11LKGS3tXw8c\nA3wV2H8YbkeSJEmShNMHNHjvbI7faQ0IAJRSfgv8EVgRWKW9YkRsQQ0EfAu4uVPjEbEK8CHgytaA\nQOM44Hbg481oAkmSJEnSMDAooMGa2Byf6ZL/FFCAh1sTI2JZ4FTg78Bh/bT/HmBe6hSDaZRSCnAm\nsBDw7qF0WpIkSZLU3RwRFEgpbZ1SmmMWmkspDfl7TSnNk1J69Uj0Z5hcQA0I7BkR00w7iYhVgU2B\n00opE9vq/QhYCtiplDKpn/bXb47Xd8m/oTmuM5ROS5IkSZK6myVBgZTSBSml/5nBuq8BzmUIfU0p\nbZ5SGjMj12tr5ycppYOHWGc54L6U0hJDvNwawI0ppUWbdpZOKa08xDZGTCnlfuD91HUBLo6IDSJi\noYjYBbgU+F9gn9Y6EfEJYCvgC6WUmwa4xCua44Qu+fc2xxVnpP+SJEmSpOkN6kE7pbRSSqnrqvGD\nMC8wZQbrbkJ9S7x4SmnAoeMppSWBXwMLdMiLlNK8KaXp8rp4EZgnpbREqrZIKfW79V7O+SHgCuBT\nzTWXSSkdkFLapp8+zws8SV3E74cppQuBO4GtB9nPWaKUchn190jA2dRpAT8AfgN8pZTyXF/ZiFgT\nOBb4v+Y4kIWbY7fdBfraXmjIHZckSZIkdTTY3QfuoQ7vnu5tb0ppQ+CBnPPd/dSfl/qAPSgppdOp\nD5/PA8tRHwSvBP6RUro051z6qb4BcGvO+ammrZ2oc9lXAF56e59SWinnfF/L+eLUt9FTqA+mU4El\nqfPkP0rdfu9+4ETgr239nZ/6XS7S9Pdm4NCU0ubAG4DfAtd1uM8x1Dn4U4AHgLuB7YAPANvmnJ9L\nKb025/y3/r+xWSMi9qduD7g/cHoppUTEK6kP/Tkidi6lXBQRC1DXAHgG+HCzJsBA+qYWLNglf4m2\ncpIkSZKkmTTYoMAL/ZTdCnhHSmmTnHO30QBDCgpQ37L3vTm+FXhnzvmGfsq32oBpgxfXU1e+nwA8\nSn3Ynwo83Vop5/wksGjz1n4+ajDgGOCJnPNAUx8uo851f6q5zl3AX6iBhFfknF/oVCnnPBlYrDUt\npXQ5dQX/d6WU9gXenVJaMef8cKc2ZpWI2Jn68L9jKeXnfemllAeBXSLiF8DZEbEW9fdbB9iqlPLA\nIC/RF6BZEXikQ/4ybeUkSZIkSTNpsEGBp3n5Ib3dYcAfgCPovrr8kIICzQP6kymljYBJOecbUkpL\nN+2/EXgNMD91hMJ6bdVfQ30g72vrLupD+oCaaQVjgGdyzi+mlCYDy6SU3gyMA5bIOf+gQ3/f1qGt\n5YDbgNfRZRu+ptwi1BEJKwDrUn+T71Dfsp8LrDu7AwKNj1FHbpzXJf90YBvqKIfNm7RfRUS39v7V\n5H22lHI8L39H6wG3dCi/UXPslCdJkiRJmgGDDQo8Sl1Bfjo556kppU8Af0opnZRz7rRQ3FBHCvTZ\nlpcfQl8A/g1cDPyrOe80lHxZ6nSHGTEeOAMYk1KCGiCYBKwJPEgdtTAoOeeHUkr7AT9OKY3POT/b\nXialtBZwIy9PTcjAhdTv6+yc8/EzeB8jYRkgqP8znUY+9P1/LE79Dq/o0s544C3AKdSRFX3BgF9T\n/0d2pO5Y8JKo0YMPUH+L/5vRG5AkSZIkTWsoawqs0i0z53xLSuk3wGep883bdQ0KNPPxS/vUg2YY\n/87AB5trPAUM5iF5aeoog/m7DdvvJud8JfCqlj7sD6yRc96ne62Xyq4MHAS8jfqA/AR1scCFqA/A\nO3a43h10WDgvpXQ28IeU0m9yznko9zCCrqbuPHA4MM2ODBGxLHWtAYArSilXdmskIo6gBgW+VEq5\nuy+9lHJvRJwB7B4R25dSzm6pti91bYZvlVKeHIZ7kSRJkiQx+KDArbTsD59Sehtwc865dV7+ScDP\nU0pH9C3y12Ie6jz+Tg6nTk34bFv6e4Fnc87XNNcc7EN+oQ7FP69Z8X+HnPMZg6hHSml54H+ATalv\nxRcEHk0prdZMQ+hWbxHqQ/OR1CkOTwPLA6sCuwLrpJSWzjk/1qHuUk2d91FHJowBHqOOTPh5Sukt\nzdoDs9t/A28HDoqIzYFfUUeQvJp6j8sAx/cXEBiEz1BHEpwZEVsAtwNvpgZUbgQOnYm2JUmSJElt\nBhsU+A1wVsuD+TeB7zHtMO/fAtt0CAhAfWs+3fSDlNKHqQ+CG3eos19b+3eklN6ec75/gL4+CxwI\nfIv6UH96SukXOefBrFp/LvBL6s4Hk6kLFO4LXJ9Sugk4JOc83S4C1HUDom29gQnN30APySdRpw2s\n0/fw3+xK8HbqA/K8g+j3iCulPBwR6wN7UR/SP0FdJPFB4PfAD0opv53JazweEW+hrk+xDTXYcB9w\nFHBkKWW6KRiSJEmSpBkXg9ktLqUU1C31rqTO5z8YeG2nefJd6h8I7EPdbu9OYDXqQ/92wPY558va\nyq9PffM+Luf8YJP2XeD11LfFf6NOR1iK+jD+95a6Z1F3RFgu5/xMSukG6haCJ1AfYBekbm/3fM55\nmi0Wm7JnAN9ukk5qrnMgdVrE54Av5ZyPbqs3trnGBcAPqGsfTKSONhjbJVDSV/dk6iKGhwN/B56k\nztmPnHO30RUdHXfeg4PZ+q+j/bd5ZdcVASVJkiRJc6d5BlMo51yoi/69lTpvfsfBBgQa36YuJHcZ\n9Q38VdRRCm9qDwg0PgCc3hcQaBxA3WrwLOBh6hD7m6nb37W6B7gm5/xMc741MAU4mxpMuJm6eOHB\nTG83YDPq2+nHqAsMHp1zfjLnfDg1KPHz9krNd7Eh9fs8p+nfFOrD/e0dv5GXfZr6pv3Ypuyz1KkW\nL6aU1h6griRJkiRJM2xQIwWGU0ppocEM5U8pzZtz7rY44TzUN+nT5aeU1gWWzjnP1lXqm+0N5wUm\nN0GVodSdD6B9LTXzcwAAFzZJREFU8cWBOFJAkiRJkjQUszwooJFjUECSJEmSNBSDmj4gSZIkSZLm\nPgYFJEmSJEnqUQYFJEmSJEnqUQYFJEmSJEnqUQYFJEmSJEnqUe4+IEmSJElSj3KkgCRJkiRJPcqg\ngCRJkiRJPcqggCRJkiRJPcqggCRJkiRJPcqggCRJkiRJPcqggCRJkiRJPWq+2d0BDZ8rTn9kSPtL\nbrrrsjFSfZEkSZIkjX6OFNCoEBFjI+ITEXFXRDw6u/sjSZIkSb3AoIAGJSLeEREXR8TjEfFsRNwW\nEYdFxJgOZeePiAObMpMi4tGIuCQi3tul3Z8BDwPfA14zC25HkiRJkoRBAQ1CROwLXA4sAnwdOAzI\nwJeAK1oDAxExFri0ybsWOBj4LvAq4KKI+Gxb828H3g1cAOwE3D+iNyNJkiRJeolrCqhfEbEe8C3g\n6FLKQS1Zx0XEzsDSQOvaBF8D1gc2LqXc0NLOV4GvADe3XeI44MhSypSm3FHAgsN+I5IkSZKk6RgU\n0EC+DNxLHR0wjVLKma3nEbEC8CngG60Bgabs88ABHdp4alh7K0mSJEkaNKcPqKuIWAbYHDi/lPJC\nkzY2IhbvUmUHYF7g5y1tLB0RvvmXJEmSpFHIoEAjpbTc7O7DKLQB9SH/LxHx5oi4BngGeCIi/hYR\nO7SV3xCYCtwZEZ+LiAeBR4GJEXFBRLx6lvZekiRJktQvpw8AKaXFgZtTSl/IOZ+SUjqYukBeNxvl\nnO9IKS0G3NqSPh+wLPAAdZ79SsCElvxHcs4bNNfcE/jmELr52pzzw0MoPxz6dgJYDTgG+FFzXAn4\nDPCziFi0lPKjlvITqesKbAkcSf0u3gZ8Arg6IjYopdw3625BkiRJktRNlFJmdx+GVUppHPBP6hZ3\nfRYCFgCebElbFPhGzvmIpt66wGXAHjnnXzZp8wAvAovlnJ9u0iYA7845/7XDtVcDfppzXj+lNAa4\nN+e8zAD9jZxzaT5vCpyYc16jOZ8fWHKwwYArTn9kSD/mprsuG/3lR8Sh1MUBC7BVKeXXLXnLArcD\nY4CVSylPRMTfgNWBvwNvLqU80VL+w8CpwGmllN37uebdwCKllH6/N0mSJEnSzJtbpw/8J+f8yr4/\nYD/g3La077dWyDnfBOzKtCvfj6UGBZ5pSVsQeK7vJKX0jpTSLSmlW6jb6q3VfP4TsERfXvM3rvWa\nKaW3UEcodPsdNgNu7Sd/pE1tjr9pDQgAlFIeAb5DDa68p638F1oDAo2fAP8APhgRjlCRJEmSpFFg\nbg0KzJCc869zzj9vSVoKeCznPLUlbZqgALA4dUTAOsDWwB3N57cAT+Sc12nOF6G+VW91M/AKYKsu\nXdoW+GXb9WelR5rj1V3y/9wcVx2ofKlDUm4FFqZOsZAkSZIkzWYGBfq3KvBgW9rCwKThaDzn/Dx1\nnv5H2vNSSosC2wOnDMe1ZtBfmuNiXfLnb45938dQy0uSJEmSZqO5dRj3kimle1vOxwILtqUtDhwL\nkFL6KXUI/HzAUTnnI5sy6wPX9VVIKY2lrsb/dEs7TwIrNVMGAMa0fL635fNEYHKHvp4N7JNSat+2\nbwfgzpzztQPe7ci5kRoU2ToivlBKaR+xsHFzvKk5XkhdUHAb4KjWghGxAPBm4F8dphZIkiRJkmaD\nuTUo8HjOeaW+k5TSHsBmOeddW9KO6fucc/5Qk3Yk034nWwE/bDlfFpiYc57SUvd3wDot7V4CnJ1z\nbq3XVc751pTSyjnn51JKrVmnAJcMpo2RUkp5MSKOBb5B3Y3hq315EZGAjwK3AVc1yZdQpwgcHBEX\nlFLuaGnu89SpEgfOir5LkiRJkgY2twYFZlpKaT1gbeC8luQVeXnePCml8cBPW/KXBV6oWemwJm0V\n6raEfW/Zx1N3QmjdypAmIDAfsFBK6Ym2dIC/5Jw3mambmjHHA5sCX4mIDYHLgeWBvai7EuzerBfQ\nF0TYGbgSuDYifgjcA2wCfBD4HUPbhlGSJEmSNIIMCnSQUloIOBk4GngxpbQK8Bh1IcG7+so1Q/vH\nNXXeCFwMbJpzzk3aTsB+OefxHS6zRIfrbkrLloSjQSllSkS8H/g0sCd1tMAk6vaNh5VSclv52yNi\nHeAIYEdgGWpQ5IvAUaWUKUiSJEmSRgWDAtNalPpGfzvgbuAY6kPtLdTdAx4GPtyl7puact9PKV0P\n3AEcCWwxsl0eeaWUF6lv+Af1lr+UMoE6tWBGrjVuRupJkiRJkoZubg0KLJVSat81gLa0Ralz5WkW\n+fsSsAHwBHVXhqOBhXPOjwBLtrQxb0ppceraAi+2tHcWdWG+TYBDgIeoCxKemlK6mLoI3/U55zJs\ndylJkiRJ0kyYG4MCLwJ/zzmn/gqllA4Enm1Oj6LO9X8fdZeAj1BHCbw2pbQwMIUaKJifuh7AI8Cr\nqFMLjqTOr1+QOjrgGmCnnPPVzXXWBnYBfk4dUn/qMN2nJEmSJEkzJZo14npaSmlp4Nmc86Qu+QsA\nAbzYuvNAk7cQMG/OeeLI97R/V5z+yJB+zE13XTZGqi+SJEmSpNHPoMBcxKCAJEmSJGko5pndHZAk\nSZIkSbOHQQFJkiRJknqUQQFJkiRJknqUQQFJkiRJknqUQQFJkiRJknqUuw9IkiRJktSjHCkgSZIk\nSVKPMiggSZIkSVKPMiggSZIkSVKPMiggSZIkSVKPMiggSZIkSVKPmm92d0DD54GjHxj0VhLLH7h8\njGRfJEmSJEmjnyMFJEmSJEnqUQYFJEmSJEnqUQYF1FFEbBkRpZ+/c9rKj42Iz0TEDRHxREQ8GxF/\njohDImJMl2u8NSJ+ERH3RcTzzfG0iFhz1tylJEmSJPU21xRQN6s0x8OBhzvk/6PvQ0QsCVwJvA74\nHfB16v/W1sBXge0jYtNSylMtdT4GnABMAH4MPAQkYBdg24jYopRy1XDflCRJkiTpZQYF1M3KQAGO\nKaU8O0DZI6gBga+VUg5tSf9yRPwY2B04FDgYICJWAr5JDSRsVUp5pq9CRBwH3Ap8C1h3eG5FkiRJ\nktSJ0wfUzcrAA4MICAC8ixpA+FqHvC82x436Ekop9wKvBT7UGhBo8u6iBgXWiQiDVpIkSZI0gnzo\nUjcrM+0UgaWBSV2CBBOBKcBzHfL6pgw82JrYBAamExHLAWsBT5VSpsxAvyVJkiRJg+RIAXWzMnBP\ns1Dg/cCjwMSIuCYiNmkrexYwP/DhDu3s2RxP7HSRiFgkIlaJiPUj4tPAtcCiwEnDcheSJEmSpK4c\nKaDpNMP2VwB2Au6kLhz4IPAGYD/gsojYupRycVPlO9SFCb8TEStT1wNYuCn7AeCDpZTLu1xuL+r6\nAn0mA0dT1yCQJEmSJI0ggwLqZGngSerc/veWUiY36T+LiJ8CNwAnR8SrSykvlFKmAvtHxL+A44Hx\n1KBAAv4LuKCfa/0S+Dc1qPBu4G/AKaWUF0fgviRJkiRJLZw+MICU0uEppZ1mdz9mpVLKQ6WUpYF3\ntQQE+vL+ApwOrARsDBARS0XEb4FdgbVKKe8upWwEbE/dmeCKiHhFl2v9q5RyXinl+FLKlsB1wC0R\nsdtI3Z8kSZIkqTIoMLB3AAvO7k7MDs0IgE5ubY6vaY5nUbck3KKUklvqXw5sRp128L+DvOZZwKXA\nCRGx+Iz0W5IkSZI0OD0/fSClNB/wOeqCeIsADwBfyTmfn1I6DdgQeENK6UjqUPjzqVvvfQgYC1wP\n7J9zzimlPYBjcs7LtLS/L/D5nPO45vxUYBLwGLAjsARwCbBXznlyU2Yl4Bjqm/gpwK+AQ3LOE0fu\nmxiShZvjcxGxKrA5dcj/E+0FSyn3RMTvga0iYolOZTq4DdiSGmj4w3B1WpIkSZI0LUcKwA+AnYHN\nc84rAfsDp6WUPpxz3g24hvrQv1LO+TzqA/B2wBrA8tT58mOGeM0PU7fqSzRv2GlW6U8pjQWuBF4E\nVgNe3xxPmZmbHKqIGB8RC3fJ3rg53gj0BUAW6Ke5pZrjYk3ba0XEjyOiW52+EQhlsP2VJEmSJA1d\nTwcFUkorUB/G98s53wOQc74KOJbuq98/CCxLnS8/f875pJzzn4d46b/knI/OOU/NOT9E3YbvDU3e\nB4DlgH1yzpNzzk8DnwW2Sym9cojXmSER8S5qMOTU9gf3iNgZeC9wRSnlDuB24Algm4hYr0Nb2wJv\nBf4BTGiStwJ2B74fEfO0lX8L9Tt4jBp0kCRJkiSNkF6fPjCuOd7Rln4nsGqnCjnnP6eUtgAOAI5N\nKZ0NHNw8vA/WhLbz54CFWvo0P3B7Sqm1zJPUFfofHMJ1Zkgp5bKIOBnYG3hjRPyMOrJhQ2Ab6hSL\njzRln42IvYEzgD9GxPnU3QmmUoMB72/q7llK6Xvz/w3qSIuPAG+NiHOA/wBrUxcrBPhEKeW5kb5X\nSZIkSeplvR4UuKc5rgE83JK+ZkvedHLO1wLbppSWoi6ydxTwKWAy9YG+1bgh9ule4HFg1ZzzbBs+\nX0rZJyJ+A3wM2Ie69sGDwPeAL5VSHmope05E3EH9DjajrgfwIjX48Q3ge6WUe1rKTwX2jIhfNW1/\nlDoN4THq+glHl1KuG/m7lCRJkqTe1tNBgZzzvSmlM4BvpZS2as43oq4r8Pmm2DPAcimlMUAA6wHv\noi4o+J+U0s3U7fkA/gwsmlJ6e8759ymlzanTE4YyiuBc4EvAd1JKB+Wcn0kpvZEaeNhhiCMSZkop\n5TzgvEGW7QsKDKX9XwC/mIGuSZIkSZKGQU+vKdD4CPVB/PKU0r3Ad6k7AfygyT+ZujvBLdSAwD+B\n1YG7U0oTmrSDAXLOdwL7URcqvIc6b77b2gQd5ZyfATaiLsp3Z3ONE4FvzsqAgCRJkiRp7hcvT/PW\nnO6Box8Y9I+5/IHLx0j2RZIkSZI0+jlSQJIkSZKkHmVQQJIkSZKkHmVQQJIkSZKkHmVQQJIkSZKk\nHmVQQJIkSZKkHmVQQJIkSZKkHuWWhJIkSZIk9ShHCkiSJEmS1KMMCkiSJEmS1KMMCkiSJEmS1KMM\nCkiSJEmS1KMMCkiSJEmS1KMMCkiSJEmS1KPmm90d0PB56NtXD2p/yeU+vXGMdF8kSZIkSaOfIwUk\nSZIkSepRBgXUUURsGRGln79z2sovExFHRcRfI+LZiHgyIq6MiF36ucY8EfFfEXFrREyOiAcj4rSI\nGDfS9ydJkiRJcvqAululOR4OPNwh/x99HyLiNcBlwCuBnwEnAYsD2wGnR8T4Usp/dWjjdGAn4FLg\nVGBlYC/gPRGxcSklD8+tSJIkSZI6MSigblYGCnBMKeXZAcp+E1gG2KSUcn1fYkR8Gfg1sG9E/LCU\n8ueWvL2oAYEfllL2bkn/KXAlcEZEbFBKGdQ6CZIkSZKkoXP6gLpZGXhgEAEBqCMCxrcGBABKKS8C\n5zen67fVOQh4Gvh8W51rgZOB9YB3z0C/JUmSJEmDZFBgkFJKb0kprZZSOjeltGaXMpFSWjOlNDes\n7r8y004RWDoixnYqWEp5vpRyW5d23tEc/9PSVgJWAy4qpTzZoc4ZzXHrIfdakiRJkjRoc2VQIKW0\nRIe08Smlh4bYzriU0pTmdBHgNOrc9x91qTIOuB6YW4IC90TEIRFxP/AoMDEiromITTpViGqliFg7\nIt4fERcCOwB3A5e0FO0bNXB9exuNm6hTF9YZjhuRJEmSJHU2VwYFgCtTSlu1pT0KLJVSGjMjDeac\nLwPOAv4IfKhLsfWAm4GSUloqpbReSmm3Gb3m7BIR8wErUOf87wJ8nXrPXwNeD1wWEe/pUHVxYAJw\nG3XawJbU9QHe3TYN4RXN8f+3d/8he1ZlAMe/x23NNqmFiZXKwCFXCKVFlpPXIO0HoywthtQgaiYF\nLiuGNQQpJIuF/UAjilWTGtaLpRWG1TQHjaTI0q0fXG41rOaUFOfQ3HTt9Me533p6e388j3s38Xm+\nH3i43/u9z7nPuZ/nr3Pd1znnb1O1X2vdT/u9Tjrsh5EkSZIkTWvoFhqMiAXAy4E/dOcnAJ+ipaLP\nB/ZExO+BKzPzF12ZVwJfAJ7X81kILALmRcSe7nwecA3wfuCvXd3vAOcDT3Xlj6PNlX8M2E1Lwb8N\n2D9Dn+dl5r8iYi1wOrA2M/fOzTfyjBxP6/82YEU3SAcY7xYC/A2woZRyaq316Z56jwMXACcCr6Jl\nTnyj1rpz0v0Xd8dpvxPgAPD8w3oKSZIkSdKMhi4oALyUlr6/KyJeB9wEXEtLRX8YWEYbxN8aESsy\n85e09PYrgSd7Pvtpg9ttwEmZeWia9t5HG7zOA7YA6zLzx/12NiJeBmzt1im4nhZ0+HjXn2dFrfUh\n4PhSyjG11kOTrm0vpWwCVgNjwJ091w4Ct06cl1JOBraUUlYD7+i515PdceEM3VhC+70kSZIkSUfI\nME4feCGwFwhgHLgwM6/LzEdo89TnZ+ZNwDeBjwFk5r7M/HVmbs/MncBK4G5gU3d9uoAAmXmge6u/\nkBZw+Pkgnc3MB4B7gPcCpwIPABER90bE7RFxziD3m0uTAwI9tnXHZbPU/zuwDngbLXgyYXd3nHJ6\nQCnlWFrGxe6prkuSJEmS5sYwZgospL3l3whcmpm/7bn2NO2NPsBOYPnkyhFxJnAF7S34ecCGiFic\nmU/M0u7baYvpLYmIK4A30ga9e2nTBz47+R7dVIdzaZkNXwFu7squA+7vro0Dp/T15EfPRPr/gT7K\nTuxKsJwWiIG27gK0NRimMvG73DN41yRJkiRJ/RrGTIH9wMnAfZm5OSIujojF3TaBC/jvQPYsWmBg\nslcAd2XmLtqAvACv7qPd1cCLaIP6R4FLaOsDrKStcfDtKepcDHwA+DotM2FjZt6QmTuAY4GzgX/0\n0facK6WcXUpZPM3lse54dyllUSnlM6WUN0xTdiKboE78o9aaQAJvnaaNd3bHHw3ab0mSJElS/4Yx\nU2Bfd/xadzyXNkf/WtpigAcjYg1tsD72/9XZBnwuIk6hDcoBpp0+ABARLwCW0tYvWJuZvW/Q/xIR\n19B2LfgfmbmJbopCRLwE+FBE7ARupwUFfkLLQDiqSinnd334XillVa31qZ5r7wFWAFtqrX8spSwD\nPgy8u5RyXq11V0/ZRcBV3enPJjWznpY5sB5Y01PnNcCltGyCzXP+cJIkSZKk/xjGoMAe2iD+foDM\nXBMRFwJX0573PuAuYCwzfze5cmbe2w3i76RlEjwO7JipwczcFxFLM3O61fTfTHszPpPvAp+n7Vxw\nRmY+Nkv5I6bWekcpZQNtcH5GKWWcFmxZDlxE+45Xd2X/XEpZBdwIbC+l3Aj8ibZI40raOgk/AL4/\nqY2N3baGl5VSTqMFQJbSMiyeAFbVWiuSJEmSpCOmDOO4KyLWA1/MzAe78/m09PwvZ+aGAe5zFXBm\nZr5rwPYLbT2Bs4BVwOuBCzLzV7PUGwe2Zub1g7Q34aHrtvb1Y554+Vjpp1wp5SLgg7TtBZcAD9J2\nF7i626Ggt+xpwEeBt9Ce/SBtW8hvAV+datHCUsoxwOW0KRTLaOsvbAY+2ZtxIEmSJEk6MoYxU4DM\n/MTE3xFxHHADbZHBjf3U76YOfBp4LfCmftuNiBfTFsc7AXiENhXhp7QFDx/t4xY3Ax+hbU34rKu1\n3gLc0mfZHcBlA97/EPCl7iNJkiRJOsqGMigwyQJa+v8lmXlwtsJdEOE24A7gnD4H8wBk5sMRcTrw\nz37amsIPgS3PoJ4kSZIkSQMbyukDhysiSmY+576YuZ4+IEmSJEkabsO4JeFhey4GBCRJkiRJGpRB\nAUmSJEmSRpRBAUmSJEmSRpRBAUmSJEmSRpRBAUmSJEmSRpRBAUmSJEmSRpRbEkqSJEmSNKLMFJAk\nSZIkaUQZFJAkSZIkaUQZFJAkSZIkaUQZFJAkSZIkaUQZFJAkSZIkaUQZFJAkSZIkaUQZFJAkSZIk\naUQZFJAkSZIkaUQZFJAkSZIkaUQZFJAkSZIkaUT9G+0wsuIFUQaRAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "LVfS42Zu_E0x",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"top13_speaker = s_people.value_counts()[:13].index.tolist()\n",
"top10_speaker = s_people.value_counts()[:10].index.tolist()"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "ipHn7akh_E0z",
"colab_type": "code",
"outputId": "912a7419-5720-4ea1-f4e9-c3b5b2c9f1e2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 559
}
},
"cell_type": "code",
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"\n",
"ax = sns.boxplot(data=df_person.query('person in @top13_speaker').sort_values('person'), x='person', y='minutes')\n",
"ax.set_title('出演者ごとの収録時間の分布', fontsize=20)\n",
"ax.tick_params(axis='both', labelsize='x-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:454: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" box_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0, 0.5, '')"
]
},
"metadata": {
"tags": []
},
"execution_count": 74
},
{
"output_type": "display_data",
"data": {
"image/png": 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VXl1jXlNKbcBZwHnAS4BPR8QbytafBBwBRoD7y3a9IyIuKNvuacC7gNOAKeDa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\n1/P/AfO1N5GfBUAgAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "GGvy9cCo_E00",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"drikinさん、mazzoさんとyukaさんの収録時間を見比べると前者二人よりyukaさんのほうが平均的に収録時間が長い傾向がわかる。これは、backspace長時間化したあとに参加するようになったためであろう。"
]
},
{
"metadata": {
"id": "-qJ6VjNs_E00",
"colab_type": "code",
"outputId": "0891f9b3-ce99-4b44-dc51-e4924c6b065b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 559
}
},
"cell_type": "code",
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"\n",
"ax = sns.boxplot(data=df_person_main.query('n_shownotes > 0').query('person in @top13_speaker').sort_values('person'), x='person', y='n_shownotes')\n",
"ax.set_title('出演者ごとのShownote数の分布', fontsize=20)\n",
"ax.tick_params(axis='both', labelsize='x-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:454: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" box_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0, 0.5, '')"
]
},
"metadata": {
"tags": []
},
"execution_count": 75
},
{
"output_type": "display_data",
"data": {
"image/png": 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zxgqpJEmaiQMdSZIkSZKKMZRKkiRJkooxlEqSJEmSijGUSpIkSZKKMZRKkiRJ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\n9AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "qgGfjBFe_E01",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"## 歴代長時間放送"
]
},
{
"metadata": {
"id": "W_a5PNmo_E02",
"colab_type": "code",
"outputId": "3a99a921-23fd-44ac-c962-48f203af64be",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 669
}
},
"cell_type": "code",
"source": [
"df_nonna.sort_values('minutes', ascending=False)[['minutes', 'title', 'minutes', 'guest', 'publishedDate']].reset_index(drop=True).head(20)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"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>minutes</th>\n",
" <th>title</th>\n",
" <th>minutes</th>\n",
" <th>guest</th>\n",
" <th>publishedDate</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>204</td>\n",
" <td>#171:Touch Bar、Surface Studio、PS VR、レギュラー3人で語り...</td>\n",
" <td>204</td>\n",
" <td>[drikin, mazzo, yuka]</td>\n",
" <td>2016-10-30 07:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>200</td>\n",
" <td>#188:仕事のやり方、ジャーナリズムについて真面目に語る社会派回</td>\n",
" <td>200</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>2017-02-19 08:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>197</td>\n",
" <td>#256:健康は気絶するほど悩ましい</td>\n",
" <td>197</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>2018-07-30 07:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>195</td>\n",
" <td>#236:YouTuberスキルは仕事にも役立つ?</td>\n",
" <td>195</td>\n",
" <td>[drikin, mazzo, yuka]</td>\n",
" <td>2018-02-17 08:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>190</td>\n",
" <td>#161: 君はもうキンリミを使っているのか?!</td>\n",
" <td>190</td>\n",
" <td>[drikin, mazzo, yuka]</td>\n",
" <td>2016-08-23 07:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>187</td>\n",
" <td>#242:スタジオが欲しい!</td>\n",
" <td>187</td>\n",
" <td>[drikin, mazzo, yuka]</td>\n",
" <td>2018-04-18 07:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>186</td>\n",
" <td>#241:Web 3.0を考える</td>\n",
" <td>186</td>\n",
" <td>[drikin, mazzo, yuka]</td>\n",
" <td>2018-04-11 07:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>182</td>\n",
" <td>#240:「謝罪マスター」竹中功さんと考えるコミュニケーション論</td>\n",
" <td>182</td>\n",
" <td>[drikin, mazzo, 竹中功]</td>\n",
" <td>2018-04-05 07:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>179</td>\n",
" <td>#160: PCを使えない学生急増問題のホント</td>\n",
" <td>179</td>\n",
" <td>[drikin, mazzo, yuka]</td>\n",
" <td>2016-08-08 07:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>177</td>\n",
" <td>#183:西川善司さんがNINTENDO Switchにスイッチオンでゴゴーゴー</td>\n",
" <td>177</td>\n",
" <td>[drikin, mazzo, 西川善司]</td>\n",
" <td>2017-01-16 08:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>177</td>\n",
" <td>#233:大画面からプロセッサまで〜西川善司さんにCES 2018を聞く</td>\n",
" <td>177</td>\n",
" <td>[yuka, mazzo, 西川善司]</td>\n",
" <td>2018-01-28 08:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>177</td>\n",
" <td>#238:数週間分のテック系ニュースをお届けするポッドキャストです</td>\n",
" <td>177</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>2018-03-17 07:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>176</td>\n",
" <td>#226:8コアはPCですか?</td>\n",
" <td>176</td>\n",
" <td>[drikin, mazzo, yuka]</td>\n",
" <td>2017-12-12 08:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>175</td>\n",
" <td>#208:アカネさんドローンなんでも相談室</td>\n",
" <td>175</td>\n",
" <td>[drikin, mazzo, yuka, 三浦茜]</td>\n",
" <td>2017-07-16 07:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>174</td>\n",
" <td>#173:CNET山川記者を迎えてジンバル三昧</td>\n",
" <td>174</td>\n",
" <td>[drikin, mazzo, 山川晶之]</td>\n",
" <td>2016-11-12 08:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>174</td>\n",
" <td>#187:たーのしー! AirPods、きみは一度使ったら二度と戻れないOhフレンズだね。す...</td>\n",
" <td>174</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>2017-02-11 08:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>173</td>\n",
" <td>#239:1カ月ぶりの3人回でユカさんが衝撃の告白</td>\n",
" <td>173</td>\n",
" <td>[drikin, mazzo, yuka]</td>\n",
" <td>2018-03-25 07:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>172</td>\n",
" <td>Z-side #015:ヤング西川善司のMZ-721、X1turboからCOMPUTEXの4...</td>\n",
" <td>172</td>\n",
" <td>[drikin, 西川善司]</td>\n",
" <td>2017-06-05 07:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>170</td>\n",
" <td>#127: MACお宝鑑定団主催ダンボさんが語るAppleの深ーい話</td>\n",
" <td>170</td>\n",
" <td>[drikin, mazzo, danbo]</td>\n",
" <td>2015-12-14 08:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>170</td>\n",
" <td>#129: 西田宗千佳さんのすごい家電の話</td>\n",
" <td>170</td>\n",
" <td>[drikin, mazzo, 西田宗千佳]</td>\n",
" <td>2015-12-29 08:00:00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" minutes title minutes \\\n",
"0 204 #171:Touch Bar、Surface Studio、PS VR、レギュラー3人で語り... 204 \n",
"1 200 #188:仕事のやり方、ジャーナリズムについて真面目に語る社会派回 200 \n",
"2 197 #256:健康は気絶するほど悩ましい 197 \n",
"3 195 #236:YouTuberスキルは仕事にも役立つ? 195 \n",
"4 190 #161: 君はもうキンリミを使っているのか?! 190 \n",
"5 187 #242:スタジオが欲しい! 187 \n",
"6 186 #241:Web 3.0を考える 186 \n",
"7 182 #240:「謝罪マスター」竹中功さんと考えるコミュニケーション論 182 \n",
"8 179 #160: PCを使えない学生急増問題のホント 179 \n",
"9 177 #183:西川善司さんがNINTENDO Switchにスイッチオンでゴゴーゴー 177 \n",
"10 177 #233:大画面からプロセッサまで〜西川善司さんにCES 2018を聞く 177 \n",
"11 177 #238:数週間分のテック系ニュースをお届けするポッドキャストです 177 \n",
"12 176 #226:8コアはPCですか? 176 \n",
"13 175 #208:アカネさんドローンなんでも相談室 175 \n",
"14 174 #173:CNET山川記者を迎えてジンバル三昧 174 \n",
"15 174 #187:たーのしー! AirPods、きみは一度使ったら二度と戻れないOhフレンズだね。す... 174 \n",
"16 173 #239:1カ月ぶりの3人回でユカさんが衝撃の告白 173 \n",
"17 172 Z-side #015:ヤング西川善司のMZ-721、X1turboからCOMPUTEXの4... 172 \n",
"18 170 #127: MACお宝鑑定団主催ダンボさんが語るAppleの深ーい話 170 \n",
"19 170 #129: 西田宗千佳さんのすごい家電の話 170 \n",
"\n",
" guest publishedDate \n",
"0 [drikin, mazzo, yuka] 2016-10-30 07:00:00 \n",
"1 [drikin, mazzo] 2017-02-19 08:00:00 \n",
"2 [drikin, mazzo] 2018-07-30 07:00:00 \n",
"3 [drikin, mazzo, yuka] 2018-02-17 08:00:00 \n",
"4 [drikin, mazzo, yuka] 2016-08-23 07:00:00 \n",
"5 [drikin, mazzo, yuka] 2018-04-18 07:00:00 \n",
"6 [drikin, mazzo, yuka] 2018-04-11 07:00:00 \n",
"7 [drikin, mazzo, 竹中功] 2018-04-05 07:00:00 \n",
"8 [drikin, mazzo, yuka] 2016-08-08 07:00:00 \n",
"9 [drikin, mazzo, 西川善司] 2017-01-16 08:00:00 \n",
"10 [yuka, mazzo, 西川善司] 2018-01-28 08:00:00 \n",
"11 [drikin, mazzo] 2018-03-17 07:00:00 \n",
"12 [drikin, mazzo, yuka] 2017-12-12 08:00:00 \n",
"13 [drikin, mazzo, yuka, 三浦茜] 2017-07-16 07:00:00 \n",
"14 [drikin, mazzo, 山川晶之] 2016-11-12 08:00:00 \n",
"15 [drikin, mazzo] 2017-02-11 08:00:00 \n",
"16 [drikin, mazzo, yuka] 2018-03-25 07:00:00 \n",
"17 [drikin, 西川善司] 2017-06-05 07:00:00 \n",
"18 [drikin, mazzo, danbo] 2015-12-14 08:00:00 \n",
"19 [drikin, mazzo, 西田宗千佳] 2015-12-29 08:00:00 "
]
},
"metadata": {
"tags": []
},
"execution_count": 76
}
]
},
{
"metadata": {
"id": "fENo0QfA_E03",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"## Titleのワードクラウド\n",
"\n",
"Titleにどういった単語が多いのかを可視化します。"
]
},
{
"metadata": {
"id": "_BIvO7EM_E03",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"df[\"title_norm\"] = df.title.str.replace(\"^(.+)?\\d\\d\\d[::]\", \"\").str.strip().apply(lambda x: neologdn.normalize(x))"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "FvEEsB2m_E04",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"CONTENT_WORD_POS = ('名詞', '動詞', '形容詞', '副詞')\n",
"\n",
"def extract_words(tagger, sentence):\n",
" words = []\n",
" for line in tagger.parse(sentence).splitlines()[:-1]:\n",
" surface, feature = line.split('\\t')\n",
" if feature.startswith(CONTENT_WORD_POS) and ',非自立,' not in feature:\n",
" words.append(surface)\n",
" return words\n",
"\n",
"dic_path = \"/usr/lib/x86_64-linux-gnu/mecab/dic/mecab-ipadic-neologd\"\n",
"mc = MeCab(\"-d {}\".format(dic_path))\n",
"\n",
"df['title_words'] = df.title_norm.apply(lambda x: ' '.join(extract_words(mc, x)))"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "Oj7j-ij__E04",
"colab_type": "code",
"outputId": "0ba66c11-f53b-417a-af9f-9f1ad981c028",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 515
}
},
"cell_type": "code",
"source": [
"whole_title_words = ' '.join(df.title_words.str.lower())\n",
"\n",
"fpath = \"/usr/share/fonts/opentype/ipaexfont-gothic/ipaexg.ttf\"\n",
"\n",
"stop_words = ['さん', 'する', 'し']\n",
"\n",
"wordcloud = WordCloud(background_color=\"white\", font_path=fpath, width=900, height=500, stopwords=set(stop_words)).generate(whole_title_words)\n",
"plt.figure(figsize=(15,12))\n",
"plt.imshow(wordcloud)\n",
"plt.axis(\"off\")\n",
"plt.show()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
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IRWYM9p5DA5uO+Nt05GjqzxxN/Zm04hv08XyzVtHmZdXCYKFSFU/LFjiZNyCz\nJJbT6cuILzjPSL/5RgtFgKjc/RxO+YEiRTZikRnd3V4xWeCRlCK1aZQKFQ4yX6wlzjzm/TEysXEJ\nmSNz91FYloVUbIG/de1+lBez/uFoyo9qvyzH0XRxe6FO8y9n3tFDJOTmsuXxiTR2dEahVBKRnsqK\n8Itsi7pOR2+fasKuJpaHh/HZMfXpvbmZhFc7dGJkUAjOVlYk5OYycu1KXtq+uZZe4FxSIhM3radE\noT5B3/XkFPwdHMksKmLbjessOHmMQrmcz48eoqmLK119jTvpMoS0kiyi8uKQiaUE2+kWd4UKdaRU\nC3HNm2s1EVOQyMVstYgUIeJYehg58nzeb/o81pL6jUq4I+koeWWF2Ett6OtuuLXF3eAks+bbthNp\n7uCDtUT7u1ChUnIgJYKLWXH81mka9lL973+UbztG+VYX9sujj/LXraNklOTjb+1CMwcf/td8OFa1\nbIAai6Ws4jspt0i/NUUjD90mvZXb2FvVfJpd+X5OPVtuGEKRQs6W2CscT4khPCuJrJJC8uWl2ErN\nsZNZ0MDGkdbO3kjEYi1hZwyFZXL23o7kSPItwrOSyCguIFdejL3MEmdzK1o5e9PNPYB+3oGYm9Vd\nBtyrcdbeCjNovb69fBjlPXh2zi4tYnv8VY4lR3MtJ5WEgmxspRa4WFjT3NGDTm4NGOwbgrXEtJ8b\nYxA9ICLigZhEOYX5xUzs/Al9R7XFzsmatT/vZ/nxD3BwrnggnD5soToQilXt/3iDG6p9VMrFYPn1\nP+GfYmmt/QUdE5nMS4Pm0zDEix+3aedlExAQeLDIlSez8/bHpBZfx0wkY4DXbBrZaps9/XCtL6DC\ny6oFQ7zn1Ws+tlJlIXsSPyc6/xjNHIYYnPuunLTiKE6mLdEkTbc0c2Cg1/tG5Z2riR+u9cHCzJ5n\nm2zUlKlQGn3CWKYsYUX0FPLlqYQ6jqSH+6vVxgGYHrwfhaqUo6k/E571LwAtHUfT3X16tT6Npfmv\n31NQWqoz+uXtvFy8bXWfXOjKc5dSkE/PZUsoUZRhJhKxdPhouvv5a7WLyc7iyY3rSMqviDpadezi\nsjJ6L1+iObGb26svk1q00qpzLimRx/9ZQ5lSSQs3dzZP0DY1NwV/x25nVdwOurm05p0Q3UF+4guT\nmRU2n7Vd6rZJWlBWxOsXviKpOJ0erm0Z6NGFeRG/UaQooYG1J3Obv4KTzLgIqoaSX1bI82fnkicv\nYGrASEb76LcouJdE56cx+fgvNLX35ucOUxGLRAaZWOaXFTM/YjuHUq/xe8dpjD/yPQf6zeb1cytJ\nLs5helB/HvPSn7agnPIcdQB0SpSxAAAgAElEQVQXv9UfvTi7oIie7/0CgIO1JYc+fdGoPnq9/wtZ\n+UUAHPr0RRxqSC+QkVdInw9+BcDRxpKD817UW7e+WXnjHAsvHyarpLD2ynewlsjwtXHAQWbJtKCO\n9PFqUmP9xddP8evV42QaMIabpQ0vBndhSqDxJ88KlZJO/y4yapyJTdphZqTZzMob5/jw3E6j2lhL\nZLRw8qxxvRqt+VTr+uaE92rtt0gh5/srR1gedY7CstIa61qaSZkc2I7pTbthZbzIu2vbokc2oMrd\nYGVjwcAJHTi87SIH/71At0GhWsIOYMC4Dvz9/Z5qbdOSspnz7B9kptZulrlj9cnqZavUZb1HmOZh\nSkBAwPSoUBGe9S+ro58jtfg6FmZ2jPSbX03YAQzwmo0IMYmF4ayPfZV8eWq9zUsmtmKIz1y6u0+n\nm5uhZo4qEgrD2JbwAWtiXtAIuyZ2vXmq4VKTCTsAK4kTxYocckpva8qMNx1VsTfpC/LlqViY2dKu\nhkifyUURrI5+jvCsfxEhppvbyyYRdgBWEv0novqEnT5WhF/UnLSNDWleTdgB+Ds48nW/6n7alVlz\nJVwj7Lr7+VcTdgBtPb2Y1kpt7haemkJUZs15Qo0lT17A5sSDADqjaJaTI8/HTlq3E/QylYIvr/1B\nUnE6flaezGjyJKEOgXweOhN7qS2xBUm8dXEBScX1Y4b3fdTf5MkL8LZ0Y6jXg+MbH2Djyictx/J4\ng061+iIDyJUK/ok7w9jD33E9N4m/urxAY1u1j6S9zIrFnaYx2rcdcy9tZFXMCbJKDQ/cUlyqP6jc\n1YSK70AfZ+MFeGPPiujo4bHJNdYNj60IpqbvJLC+UapUzDr5Lx+e22mUsOvo6kfY6DfZNvA5Vvae\nWKuwSyvO5/OwvQYJLoDUonzmXthNerFxAXnSivN56sAKo8eZdHClwWNUXjNjKF8zQ9bLGGLyMhmz\n509+vXqiVmEHaiH469UTjNzzB/ny6vlc6xvBLFMPI6Z0598/j5KbVcAbX1e3Lx82sQtDmryNWCxi\n2ORu2NhZEn76Jj9+tBFnNzts7Gs3MVr3ywEK80sY8mRnRGIR21eeYMtfx2jePkDj71cTpanVk2oD\nyNyO1GtbQ1GWngIkiKVNQfTwJ+4UePDpuucdAI71/7LexogrOMuJtN9JK1Y79btZBDHQ633sZbpt\n+wPt+iIWSdidOI+s0lg2xM1kpO98vfXvHhEtHUfXWkuhKiOlKII9SZ+RV0lwulkE0sn1WfysTe+P\n5W4RQnT+MZKLI+r0/lWoOJLyPTfy1OaLPd1fw0qiP5DFhtgZqFBhYWbPIO8PjQ7YUhPDA4NZEnaO\nk7fj9QZPMZTDcTGa16OCm+qt18m75pDqe6JvaF6PC9EfVGdgoyb8ev4MAGcSb9PEyXQPvX/GbKag\nrIggW39aO+rP+ZpVmouTzDgRXM7X15ZyIesathIrZjd9Fos7ZoONbHz5PPRV/nfpO1KLM1kUuYIv\nQl+r0xj6WB+/h+PpFxGLxLweNAmZuG4+g/VFL/cQYgrSSSvO0xv2Pyovma0JYexIvEhhWQmTG3bn\n6Ubdq6U+EIvEPNu4F8N8WjPi4EK+ubqDCQ068lbTIbXO49CVmwxsrTvFyJZKUSu7BBtvFty3RWPO\nRMUDsOboRbo31W36C7D6yEXN636hpnvYN4bPL+5jU+xlrbL2rr5MC+pIWxdf7KQWZJQUcDY9gSXX\nTnIxMxGAU2lx/Hz1GK80rf15MKO4gHF7K/IVikUihvo1ZUSD5rRw9MReZkl2aREXMxP5Nyac7fFX\nNSZzY/f+yT/9p+JkXvtza/k48QXZRo9zKjWWzJJCg8apumaGrJexa2YoSYW5PHlgBSlFlXO1ihgb\n0JIRDZrT2sWHlMI8jqbc4o/rp7mVV7FhdjM3gzdPbeHnbmPv/jjOCARxpwcPXydcPeyxsrWkWbvq\nXxwisYgZ88awa+1pNi49gkgE3v6uDHmyMyOf6W5QjrrvNr/G39/vYcbwheRkFODiac8T0/sx4eW+\nSA0I/apS3K61Tn20NRRF3ncoS08AZogkDRFLQxFJmyOWtUUkvfcRq967NJpPQ/+55+P+VykXWnWl\nPgVaZVSoiMlP5UTGdU6mX+OFxoNoZu+ns+7amJdILb4OqE+c2rk8RXvnybWmEmhs2xO8YNftT8iT\np3AoZRHDfb8y+XsxlGJFHituTa6UBBx8rFoR6jiahrZdMYFViE48LJuqxV1RBEF2xiWaliuL2Jk4\nl9h8dZQ9deRO3QltzUQSFKoyVKgIsOlML4/XsZa46KxbV97q0o2Ugnye+Gctgc4ujAgMZnhgCD52\nxguWuJyKoBLBLvrnWVuOrmvpFSdVr+7axqu7ttU6dnIlM8+75XDaOXYnH1eLgoY1bzCkFGfUmiZB\nF2UqBcfTL2JhZs5HzV/C29JN676vlQefhc5gUeRK3gyaYnT/NbExYT/LYtR+j1MDRhBk629Qu39j\nL9PHqwm2UrUbxleX9vN2aPWos8dSounqHlDttbEcT41k/tXtiBDR1bV6tMnMkgIOpEQwrkEHRvu2\nx9m85hNUdwt7dvV9h223w+imoz9dfLb+gE5xd/jKLXacV3+HmkslTOhWu7lnVUZ3bs6yg+dIyszl\nSEQ0yw+eY1Kv6sFX/th7hhPXYwHwcrJjdOf7Eynzz8jTWtcvhnThzdDeWt+y7pa2DPENYbBPMJ9f\n3Mcf19Xfcz9cOcpQv2Y0sNG/iVWqVPDC0XUaweVuacuPXcfQukowERcLa/p6NaGvVxOmpCcw4/g/\npBTlEV+QzQtH1/F374lIxfp/y+52HMCgca5mp2itmTHrVb5mphJ3xYoynj2yRkvYuVvasrj7eJo6\nVuSW9LVx4AmbNowNaMm8C3tYceOc5t6e29fZdzuSft6GfXZMgSDu9HD59C1SE7OZ/on+sN+Dn+jE\n4Cdqd6TWF3jF1dOBmZ/VHkXvYUWlKM8ppkBVFoWiLAqKNiCWdUbqbPjxfGUEgVZ3yvIWVSuT2M68\nDzO5v2SXFpBUnMXh1CvcyEvkSk4cOfIK85I3zi/hu7bPE2RX/WTJ26olqcXXCbDpQhe353CUGb7r\n3Ni2J3LPIi5krqW/12yTvJe6YmFmS1vnJziW+gvtnCcSbD8AB1n9J9r1sFRHHE4uMj7flERsjpWZ\nIyLEdHV7kVZOY/XWHem3kIPJC2nn/KRBqRvqgrmZhO8HDSWruJjj8bF8feIo808cZVDjQD7s3gsP\nG8N9K/NLK8x8bKR1d8LPKTE+YERuqWlMhs5kXmHhdXW+wrE+/fUGUiknpjARfyvj8hPmyQuYF/E7\nUrGE95o+p1dc+Vl58k2r2vMxGkqJspSfb6xlX4r6AXKsb39Getf+/0qhUnI9J42/os7S0slLI+5+\nvXpCp7ibfPBvje9P5dfGMsG/E2MbdEAqNtMZoKujSyM299Lv07+1d3U/UnupJU/61x64qJzsgiIW\nbj7C8A5N8XG2J6ugiM2nI/ht1ylN0Iu3RvbExc74PGjmUgkLnxnGtO/XUVBSyvxNhwn19yLY2xWV\nCq7dTmXloQvsvhOV2cbCnG+nDcdcen8eeSsH+ejh2Yi3QnVvSoH6JOy9Vv24mZvOoaSblCoVrLp5\nnndb6vfrXBZ5hgsZ6g17e5kFK3tPJMDWqcY5tXXxYUXvpxiz509y5cWcT09gxY1zTA3sYNA4QL2N\ns/LGea01M2a9QC1CTcWfkae5ll1h2WIjNWdNn8n42jjorC8Vm/Fx20HIlQrW3ArTlH9/5agg7upK\nfk4R41p/AECPIS353/f6fTH08du8zRzbeYnUxGyef384Q57S7zMgoB+V/AoqhW5beLGFcTv2unjv\n0mjG+E4n1KE7V3JOciJ9G5P9Z5Mtz8Be6sRfMZ/yUuOv+CnqLVo79sJOen9s7R8kFPn3Xtz90O4F\nWjsanoMsv6yIgQfmGFT3txu7WBa9X+e9qqeGoQ7+/Nz+JU15a8eG9HRrzji/rrxlPQo3C91f1NX6\ndXuRrm51d8gPsR9EiH3NflP3itZO42ntpD8BbX3gbdWK6cG6/81qQ4SYvp5v09fz7Vrrelo244mA\nxXUax1hWjKwQmXmlJUzfsZXOS3+jf8PG/DZkhEF9tHT34FyS2rTocFwsvf11C6O0wpp9Yyr389Pg\nYQxuXP8PE0nF6Sy+uYHTmZfp5BzK28FTtVIRlCrljDmmW0jM6v5drf2XqRSsit3B+oQ9KFVKXM0d\n+afrwlrb3S2pJZm8H/4DSUXqtEQeFi582mIGoQ6Gr6mZSMzuhOuYi82IzsvEv5YHYVNhJhIbnRy+\nMl6Wd5+z7+K3r/PTjhO8t2IncWnZyBUK3OxtGNGxKRN7tiHA/e7WIsTHjeNfvoJSqWLPxUjeWbaN\nzDtBVpxtrWjRwJMFzwyjd4tGBvkf3it+6FK7yby63hhabFBbd6y8oV/cbY69whcX92muz48yPIhW\nQ1tnLoyepQkuMu/CHtwtbXnMN6Ra3arjtHDyrFXYVR1n5J4/CM9MqnEcgI0xuhPb10Tl9TIVW+Mi\n+PrSAc21u6Utx4a/apBdy2fth2Ans+D3a+o4GpezklgaebpGUWtKHilxZ2NviaW1OUUFJRzfdRmF\nQomZmXFfcAqFEhsHK8a/1EcQdneBqixa7z2RxPCH/Zpo46je+Qy2a8emhJ+5nHOCqLwwbKWOFJap\nj9BTSxJo69QXmVh/uOSSJNPMxxjMPW/d8zHvB9PP/nq/p6CTH9rdXRh8AQFd2MrM+bLvQDov/ZVj\n8bEGt+vZIEAjytZGhOsVd7+eO1NjP/0bNtb088fF8zWKuzKlEkktZp6GsCZuJ6czLzPOdwCT/IdW\nOymSiiX0de9IfGEyaSVZFJSpH8BD7BoalPYloTCZ7UlHUKqUdHRuwcwmT931nGvj62t/cjhNbVZl\nI7FiuHcvxvj0q5N/nbVExrAGzbiRm86ptFjNw175A/X7rfszNbADGcUF9PMORKlSMe3wai6MVj+k\nF5SV3teQ6nfDy4M78/Jgw0/7oOYom7oQi0UMbB2k17/vQUNioOhWaQWR1x9Q/lDSDb336sLhpJs6\nRVfVcYb56ffp1cdwv2aEZybVOA7ULXy+qh6C7pefBJbT3zvQKIeFTm4NNJ93gAvpCYK4qysBQZ5E\nnI+hrExBelI27j7G7Q699JFpcjnVRH3kx3vQUCn0ixeRpLFJxriUfYRgu/acytiJm4UvO5OX81yj\neZiLLYnMO48KFR4WDTidsRtLienymgk8GDzfeCDPNx5I1z3v0MUlmK9bT9W6P/3sr1zIusXG7v8z\n+GROQMBQjifE4WNrj5+9drQ/+R2TIGOE08TmLfn1/BkKSkvZeTOKbVHXGdJE+2F1c+Q1ll48X2s/\niy+cJb2wkLOJt/nkyEE+6N6rWr3isjJe2bGFEkUZX/QZWCc/wXJmNHkSa4klk/2H6bwvQsRrgXVP\nt+Bv7c2noTO4lhvNY566A4GZmgl+AzmZcYlJ/kMZ6NEVSzPd+TVrY0P0JU6kxnAtO5XhDZphIzHX\na2r50rH1fNB6AGKRiMPJt1Cp4NOwvRSXyfmk3eC7eTsCDxBRuWk0d6w58Tqo/c7KcbfUb+J9pY65\n8PQRnpWks7zqOJ3cjA+E09ndv9ZxABrYOBKZk2ZU31dNvA4AEdna1mcrbpzT8qUzljQjo5LeDY+c\nuOszqg0R52MAOLk3wqCokwKmR1mmZzdJZIXIrPYvNkOIzDvPpoRfcJC5Mc5vJldyTvDbjdm4Wfjg\nYeFPnjyLUT4vsS5uEQ2sm2JhZrxtv8DdUZ9mmeVIxWacz7pJqbJME+2tWCHnck4sTWy9BGEnYHI2\nR15j1p4dyMzMWDVqPI2dnBGJICojg3lH1ZE8ezUwPBiGo6Ul83r14/Xd2wF4bfd2rmWkM6FpC9ys\nrYnJyea1XdtwsLDEUiolMU93qh1rmYyfBg9j4qb1lCoU/BF2jo7ePrT38sZGKiOtsIDDcTH8cu4M\nsTnZOFpaUlymP2S9IZiJxDzXcMxd9VEbDa19aGhd/z6h5fhZefJHh7nY1zFVQzkDfYJo4+JDv+0/\naxI668qvFZufxbn0BFo4Vfw2zjm/kycataGDq+7gTgIPJ8ujzvFlh6G11lt6vSKgSMcahJSxaQxq\nI6NYd3qDquN4Whm/IeRRSaTqGwegn3eg0eKu8nqZClOvraGpI0zBIyfuBk7oyA8fqANurP5xL72G\nt8LeSTi1udeo5Fd1loskTbibSHyVg6mM9Z0JlSKQe1r408/9Ca36dlInpgcuAGCY97N1HlegbtwL\ns8xm9n6EZUVzLTeBUAd/AE6kX0OuVNDL7f5ERxOof9b9e45xI9rqva6Jaa8uY8l32pEUFy8/gkgk\nYtrEbsTfzsLXW7/fUaCTM/4ODtzIzGTE2urBoRrYOzC7W08D34makUEhFJfJ+fDQfuQKBT+cOckP\nZypMevzs7fl58HA+OrRfr7gDaO/lw5rRE5ixaysJubm8sO1fnfWau7ozv/8gGjvdGz+wh427FXYA\nZ9LiSSxUR6RVqFScvxOMovz0rlzoXcxIrNZ2YSe1FVFEVjIpRfn09jKNxYvAvcfJ3ErzYL8++iLB\nDm41muf9evUEOxOuaa4nNKyer7Kc3FLjgyjVRHZpkUHj2Mv0u7row1Za0UbfOADPBHZg9c0LmjWr\nzVet6nqZiprmWBeKFXKT9lcTj5y4k0jM8G3kRvzNVLIz8pk96Tc+WfosTm51NzsRMBJVCaqyGJ23\nxBLT5Jnxtmxkkn4EHn7aODYiLCuaqznxGnG3N1md22iAp+nymgnce7JzCrG0lGGuIzXMD4v3a4m5\nqtc1cSO6eiL59MwC5PIyYuIzePbVZXz50RjattK9Yx7s4srOJ59ma9Q1vjh2mIyiImykMnzs7BjW\nJJjHm7fAVma8Kd/jzULp7OPH4gtnORIXS1J+HpYSKQGOjvw9ahyWNSROr0wrD0/2T3yGTZFXWXDy\nGJlFRUjNzHCxtCLU3YNBjZowsFETzB6gQBOPIvllJYQ6qSOCDqnkX1T19G54g2a8fnKTVllGcQEO\n5pacTI3FWlo3s1CBB4Ofu43lmUOrKbiT/HrehT0cTrrJU43b0trZGwdzS/LkJVzMSGRZ1BktX6/R\n/qGa/0O6sJNZGJUYvTb0+XdWHSdPXoKDzLj8xTmVxFJNfqSO5lZaa2bMeoF6zUyBtURGTiVR+1ev\nJ+ucnuRe88iJO4AF62fww4cbOLQljFtXE3lp8De88vEoegzVv/shYDpUZZGA7lC0Iqlpore93ORr\nk/RTE6YIenI/grU8KNRnnrrYgjSePK7tu/pd5Fa+i9yqVTbuaMUc1nd7V/PakBx8FmYy9vX55C5n\nKnA33E7K5rvf9jF/7jhsbYzfKQY4fS6at+asr1bec5j2d8jwQS0pLlbi7+vMU+M68uX3O/nrp2ew\nMNctqMxEIkYEhjAiUHdQAH1Ez6g5ml0Dewc+6dVP7/11Yx83aBypmRnjQpozLkQ4vb5flAedeCGk\nIqjIs0Ed+V8r9b/v52F7NeVWlYR7R7cGdN68CAszKT09GzG37YMRYVegbrRz8eXfAdN47+x2TqWq\nAy0dTr7F4eSanzE6uPrV6m/pbG5lUnHnYqHbfaXqOGlF+UaLu8q54vSNU07VNTNkvcCwNTMUZ3Nr\nLXEXl58liLv7iY29Je8umsiQJzuzYtFuLp28yeevrmDD4kMMn9yVVl0DcXKzRSTsWtYLSrn+43GR\nxLgHIYGHh/FHv+J2UUa99f9t22dp72Sak1+Bh4NmwV6kpObyxbc7aNXCjx8Wa6dRqCrQyq8XfDJe\nc+rWoW0Ah7a8Va1e1bIfFu8nPVPtf/bU2I7Y21k+UCHUBR5eKue0Kxd2VV+Hj6lI8fF377oHoKmN\nXdFNARgYYHyuydrQF+myPsd8WHA0tyTEwZ0zaXFaOdz0IRWbsbzXU7UGZgpycONGbrqppkmQvatB\n45xOi6OJnrr6OJUWV+s4lSlfs3JBXBNSsRkTG7fl3ZZ9TRIFGCDQ3pVbeRXPNMdSYniiURuT9F3f\nPHLi7u0nfsbK2hyJ1AypTIKbtyNBrfy4HhZH5KV45r+52ug+70d0S3nWCyiL99Sp7d2cFhnSVmzR\nH6mjfl8qVZlufzsAkVQQdwJ3TwNrV50ng+UncjWdGopFYo70+9zodgL3hy/njEUiEdPI31XL7LKq\nQNMl2LbuvsTX3+/S2W9VYairfNGv+/jwrWH07RF8N29B4C7os3cu+/t9aFBdhUp5V/nddLHs1iGm\nNDTOf1JAoDJJhbk8eWAFcflZgNpEd3Jge44mR7MvMYqE/GyKFXIcza3wt3Wii5s/YwJCDRIpPT0a\nsS3OdKK5h6dul5eq42yPv8pTjQ0zg6/cprZxyqm8ZoauV12CvNRED89GWr58BxNvkFFcgHMtp44P\nAo+cuAs/dbP2SgL1ikp+WWe5SOyGSCw47z+qrO1WsfPcdc87dRZf9YVCpQQMzzMkcP+5GZNGUGP3\nOrcfOiCUoQOq+1/oEoIr15/iyIkofvmm/k5NBIwnv0x/wIiCshJu5adwNvMWx1KvcSs/lW/bPU2o\ng3aEyRPpkcw8+6fefvp7hvJpS7W56w+Ru5geOFBz78fIXYK4E7grPg3bqxF2AHPbDcZBZkk7F19e\na97jrvru690EK4mMwjv+fCdSYrRSDtTGwUr566wlMvp563adqTrOSQNO06qOcz49odZxyqm8ZqZc\nL2Po7x3IvAu7KSxTB0IpUsj5Jvwgn7UfYnAfSpWK4ykxdPO4t+acj5y4E7jfKFDqE3dS45NeCgiY\nivL8Y1Lxf/trTy5XIBKJkEgebJFbVFzKOx9vYNFnE/D2dGTYkz+Qm6cdvUyfWWaAnwt//qjOe/j0\nK0uJjqtutlS17VvTB5JTqf8FP+9h1JDWBPi5mOT9CJiO6Wf+IKYgjdRidSRKB5k1wXZejG/QGbmy\nemqHzi6BnB70GR12zub0oM805VWvAf66dUhL3JkKpUpFdEYWV5JTuZKcwuXkFCKS0ygoVT8sR842\nLnm3wMPD0Sq+YunFBUb7q+nDQWbJM0Ed+OHKUQBmndrMxv5Ta8yNV05CQQ5vn67wU382uJPeeVUd\nB9Q+dKYep5zKa2bK9TIGJ3MrpgZ24MeIY5qyNbfCCHFwZ1KTdgb18cG5Hay+eYH+3kF80m4Qrhb3\nJnr/f/spR8DkqORXQaV7p1UkNU0EI4GHg5qClpzJjOK1c4tr7cPF3I4vW00h2K56jqvfbuxiWfR+\nHa2qj+1n7crP7V4CwEJsWMRBU7EuTPdmR1XGtap74IuZb/3NxfD4auUHd2qvQ2FRKV98sx1zmYQ3\nXxukMwqlPsqUSpP5MhiCpYWM37+dzMQXFvP7wsls+Xt6tTqlpWX0H7OQ/ZtmYWame27lIq8yuk7u\njp66QXa2OmBAYnI2/24PY0h/4TvrXlKoKKXXnjnVyjvsnK15LRNLKFWW8UnLCfhYOeNn5Yyt9N4/\n+BnCrYxM/j5/ictJKVxNSaNIfu9CoQs8ONhKzcmTl2iuJx/8mxnNutHXKxA3y7t/2H8+uDM7469x\nIzedlKI8nti/nJ+6jiXYwU1vmytZybx8bD0Zd3K5BTu48WxQJ4PHAeptHNBeM1OvlzG8ENKFXQnX\ntfwN55zfRXxBNrNa9MLcTPdvaHpxAe+f3cGe29cB2HP7Os4WVnza7rF7Mu9HTtzdD/84gQqU8gt6\n74mlQtQ2AeNIL8klu9Q0iURz5OoHd8saQjDXB+9tN8x3tq7i7vTZWxphV1nM9RqkbfqalVXAhn/P\n8caMAQD8/schxo1uj7sBaWIWnzzL8rNh/DhmGM09624maSyO9lbMfv0xvDzViej1+cn1GfmN1rWu\nACpVqVr2+7eTKSwqpbColJNnbuHpbn9XJqE1kVmkzl/nZKl+yMktCadUkYWLlbbJUVTmfHztJmIh\n8SA2ZymuVn2wkqoDxShURShVpUjF9hTKY0grPEQDe+3cfeXsvBZl1PwGBd+fwEVWZjJOD/qMdXEn\nmR+xhe2938XZ3JZSZRn99n3CGN+OzAx+jA47ZzPQs+V9maMxZBcV89cZ/b+J9Ula4QFicv4it/Qy\nKpUCK2kDPG30m5MpVSXE5CwjuWA7hfI4QISdeQgB9s/haqVtlroruilWUl+6eW8nJucPEvL/obgs\nEXMzV3xtJxDg8Cy68tmqUJKQt56EvPUUlN5AJDLD3rwF/vbP4GLZrVr9vNLrROcsJrPoFKXKbGRi\nJ5wsOxBg/yy2MtNE3r4XPNW4LV9fOqC5TinK4/2zO3ifHThbWONhaYu9zAIbqTk2EnOcLaxwt7Rl\nfMNWNaYMKMdaImNxjwmM2fsnGcUFxOZnMXz3Ekb7t2CoXzOaObpjK7Ugp7SIK1nJbImL4N/YcBR3\nAru4WdqwuPsErYit9TEOYNA4VdfM0PUKtncj1NnLoDUzFGuJjCU9HmfM3qVaSc2XXD/F1rgInmzU\nhklN2mElkZJeXEBMXibb46+yNS6CXHnFQUdrZ2/ea9XfZPOqjUdO3D0q1BSwpBx9wU8MCeF/N21r\nQlGwVO89edZzd9V3TcjcjiMy86i3/gVMS3unJhq/uxdO/8TlnFjmtniSvh4tKVMpmHLiW2IKUlnQ\nZhodnXX/iD/feCDPN1abT62LO8a31zdr7s1p8QT9PbRTn+xIPAdAA2v9u4wPIx3aNaRlC18uhsdX\nE3TlKBRKRj3xAwArVp/QlJfKFRqxV5VrqWnM2LCV2KxsTdnopX8jFom49r/XTPgOaiYsPJ6CwlIG\n9FZH3CsXbiMn/cSm5S9rncKVl9WFwEbuuDjbsHztSVb/c5oVv0wzzRvQQVTWfELdvqVAfhNzMzdy\nSy6TVXIOsUimEXwAJYpUTVRnL9vRSMX2mnsixJy6PRZv2zFkFZ/H1+4JziZNwdfuSdyttc0KX/1H\nO0VIbdxvE8Fxfp1YFbYfWFUAACAASURBVHOUP28dYlbIUD66tBYfK2dmBtd91/t2YSYu5rWbkJmS\nNj5eNHF1Jiqt9ijCBaWlWMvu/qE0o+gEZ5PV/3f97J6kqctHWEo8KVGkklygO7hQbulVrmd8gZfN\nCLp4V+TbK1MWcCi+D5YSL7p4b9RqUyiPZ29sW4Kc3qGT1xpUqjKuZ35JZNZCkgq2V6sPsDu6BV42\nI2jm8jHWUn+K5Ancyvmdc8nPA9DBczmOFm3JK73GicTxOFl0pK3Hr4ioOJVXoeRc8vNkFp+ms9c6\nbGVBd71m9c2LIV14MaQLqUX5zD67jQOJFX5uGcUFmlOtqsy7oN4YNBOJ+az9Y4wN0L+h4WvtwOkR\nr7Hw8iGWRZ4hT17CuuiLrIu+qLeNg8ySaUEdeblpV4PfS/k4RQo5nf9dZNQ4zwZ3QiY2M2icymvW\nefMiTXlN61WZLzsMrXG9jMHH2p5TI15DrlSwNPI0S66fIr24gJSiPBZePsTCy4f0tnuteU9G+bcw\nyTyMQRB3AiZDpUzVm7xcQEAfbzUdxbST3/N5xHr6erRk4bV/iSlIpatriF5hV5kbeUn8HLUDZ3Nb\nMkrUeXTmhK/iRPo1ZgWPxFqizo8WW6BOXO1mbq+3r4eVyiaZVU0xAczMxJryyBspBDZ257elh+h/\nRzBVZWN4BB/t2EdxWXX/JaVKxaLDx5nZo4uJZl8z2/eGM96mehLnrOzqP/C6ysqpHPWysiDcd/ga\nc7/eAkBIE0/WbTpL725BeHs6Vutjyt8bDJ73sifH6L1XXJaEVOyIRKyOumZr3gwlci1hB6BSKRDd\n+ZmuLOwAYnP+RGrmgJt1fwrlsbha9cZG1pgLyS9UE3cPCz9H7WHpzYoTjjWxx1kTe1xzXdk8s/Lr\nqjjJbNjZR/t+ZF4SXpbV/03rm2Ye7gaJuyvJqXTwq25+biyxuSsA8LefSpBTxQm2pcSXAPtnicxc\nUK2NnSyE9p7LqpVLxNbYyBqTUxKuc6wQ5/fxsR2ruQ50mkVi/hYK5DE66zd1+RBf2wmaaxtZE0Jd\nv0KlUpBcsIPYnGU4WrQlOnsxKlUZjRxe1BJ2oN7UaOTwMhlJx4nOWUKo61f6F+MBoUgh55erx1kR\ndY7s0qLaG1RBoVLyvzPbCLR3rTGhOcDrzXsyLagjuxOuczQ5mojsZDKKC8mTl2Ans8DZ3IoWTp50\n82jIAO9ArOp4ymVpJuXwsOn1Nk7lNasLhq6XMUjFZjwf3JkpTdqzLzGK4ykxhGXc5kZuOiLUid79\nbBxp4eRJL8/GdHMPuG/pdARxJ2AyVCUnaq8k8J+hpmiZlWls48krgY+x6PoWFlzbxKaEU9hILHkr\nZJRB4/zv4l+UKOV8GDyB9y6qH2wGerZmV9IFruYm8FWrp/G1ciEyLxGAhjaP5gnvwZ3v0GvQl5SU\nliGTSjh99haRN1KY9ERnrl5Pwtxcwqq1J+nWOZATp27Qp0cI23eH88rzfbT6+XjXflae078LC/Dj\n0VMUy8t4p2/9Ry4rKCxhUB/dJqtxCZlaf9fE3K+3aEQc6DbVbN7UmyMno3h8dAcA4m9n4etdIQhO\nxMRVa1MXFMoi0gsP4GEz9M51IUpVdX8sFUrKzdvKlPkUlyVhI1ObTCbkraWV+w+cT36elu7fA/yf\nvbMMjOLqwvCzmo27kYQkQJCgwV2KQ3Ev0JZS6rRUoEaVemlLKf2qlKLF3d3dCQ4xIO62Wf9+LElY\ndje7CXHy/El25s7MzSTZnfeec96DVOSJQpNYKnOsCF4O6c3LIYapS6ZMT9rv+JDjfb+0OO5Bdsdf\norlroMU5jKptuR6oODTx8WL9JctW9eFxCaUi7jIU+v/d2k7ji31stvImqXknyVFFodKmo9HmkqOM\nRKczXuQB8HMcbvDaRqTPitDqFKaG4+84yuT2Oi5TiM/ZRppCn8KamncSACcb0yZsTjb6RalU+UkL\nP1HlYPTuhVxJTyh4Hebux8g6zQlz98PXzqkgjTBPoy5IdzybfJe5lw8VHKPV6fjr2nF+6Tjc6PwP\n4ySRMTK4ealFrsr7OlkqBU/tXVxwz6y9X+ujwwscNi3dr9tjPizx/GxEYgYENGJAQOVt7VUj7moo\nNbTKI5YH1VCDCUbX7kx0TiJr7hxDgICPm4zB04oIW7ZaTqw8lYG1WtPdqzD14aMmY3CS2LEq5ggv\nnfofqzq9S3iG/sG8vlPpreRVJrr3+5bmTQMYMOwntFotjo62fPrBEBRKNQsWH+azD4ewa+8V3pnW\nn44d6rH/4DX8ahlHMnrXr8eG8KtkK5RFXm/+iTOotFpm9u5eRj+RnhZNa5utC5z48nyDr+awpol5\nnkLFlh0XAbgZkUj9ut78tmA/XdrXo3+v0k2rkYrcUWkzCE96j4ScbUhF7oiFDggQEOA0EaFAX5Mi\nFtqTnncaD7uunI57mmCXKQXiTqlJRqXNBHRIhPp0w9istbjJOpTqXCsjYoF1qV0Psi/+Mr+2ec7i\nuOmhgwu+T1NmF/s6D2NtjerFuATLg6xA/zcBNiJ3q49RalK5mDSDFPlRBAIRjtJG2IprIRG6IBLK\nUGlNH/dwVM0S5sbbSYLuz13vfqrUppscZzRvreVFncrAg8JuYkhrPmnZ10RFor6+y95BSm0HV7r4\n1OFebgZrIi8W7D+ZVDqLSw+jyduGSNa/TM5dEmZf3Gdwz1b1etaq+/Va4868f2pLwT0rq/tVFXgs\nxF3U9TjOH7nF1XNRpCZlkZmWg0Ku4t+DhmkbaUlZLJ6zgxc+HIzMrnxNF6oD2prIXYnQ5m1DlfZq\nhVy7OA3vJR5rEErCrB4fJ08lPi+dNGU2SYpMYnOL/iAe5NeW9XdPIBWKi+xtlU+KIovp5xfQwMmP\ntxsNNdgnQMC0BoNRazXYi2XczIolR52HndiGBo6Pvjpe2Xj5+R6MGdnW5D6NRssrU3pgaytlyqRu\nDB83j7w8FV6ejvxioqdbx+DaLJ84hskr1pGQVfTD7aJT55AIhWUWwTt0/CajBptvlPuwQHuYe3Fp\nPPWCaVfWhyN33Ts1QKPV0bNrI379ey8BtVy5fC2Wzu3qFX/iFrCV+ONt34/0vLMIEKLVKWjk/gMK\nTQIqbVpBBCTAaQKXEt8mPOldWnj/ZpC26WnXk4i0ebT3W0u28gbXUr5EJLAl1POLUp9vPgq1Ghtx\n2T02WOOWCWAvNk7TtXTeuo7ehLlZ7jW1/s4pfru5C7lGQZ5GhUz0aO66jbw9EQoEaB8wlTBFeCmJ\nO4nQGaUmhRxVlNX1aJeTPyJFfhQP2y408fwSG1Fh+48z8S+Qp44vlbmZQ6nROxFKhE4FX5WaVLKU\n13GxMY4KZSquGIyvSkwN7WxSqJji/eY9DcTdg46bpYkyzXSdsq1vJADyuGDj7ToFCKSYMs55VB5s\nHE4xriASCA3uWVndr6pAtRV3Op2O47uv8N8vu7gZfteqY375aA3HdoYTdT2OLxe+gK198T5AHiQl\nMwd3p8rfxb600Gli0Gnumdwnsn8OsdPMYpwsC0W86TD/oxq+FIfiCJ8aYO2dYxxPuU7q/bq3kYet\nb1R+PPk6H19ahr1YRo46j8/Dl3MgMZwZjYbjIjX+P4qVp/LKqd9JUmSwqdtH2Jhpb/B2o6GotRrm\nXNen47V3b4DEyoLuqoQ5YQf6erugQP3D2vgx7Rk/xnLaWX0vD/6bOJqnl63hbnpGkWPnnziDTCIu\n9Ro8rU7H/CWH+XeecSsDgN9mF6adabU69h66RoumAeTlqfC/H5H083U1KQAfjtyp1VqGTvyV32ZP\nwM3FjldnJDH1vf8AaNyw9CO9TT1/QCpypanXD0WOc5Q2pKP/FpP7mnkV1k45SEJo7PEVUpFbqc7z\nQeYeOc7vx07SNsCfbnWCeDK0AZ72pfsZl++Wmc9nl1az5d5Zo3TL/vu+LtZ5TybfZGqDfkbbm7sG\notFpEQkKI0q2YilanRYBAhzEMsYEPtrfta1EQh13N24lF113F5OWTkZeHs4y2SNdz1XWkoScXcWq\nR0uR6xdmHxZ2ADmq4jWrLoq0vLO4yloabY/OXAqAi43eBMtV1pqEnJ1Epv9JmPevD43WEZH+R8G4\nqoaoGO1kstWG2RO17EpfzOq0SSU4Jg1V+ptI3f4t9fnAo4myB+9ZWdyvqkLl7mJbQnKz85j18kI+\nf3GB1cLu7OEbHNup70d19Ww03725rMTXz8lTMubrpbz3z1ay5I/HyoFWcdjsPqG0TbHOpdOmPep0\naqgAstVyjiRd5Wqm/n/OTmxDqHNtBvm15a2GQ/irrXF0MletYO6NzbxzbgE56jw2dv2QCUHdESDg\nQGI4Iw9/wy83NpOkMBQY3jIXAu098bV1xU1qvu+NAAEKrYqd8fpajgG1zEeBajDE38WZ5U+PJtjd\nsgnFr4dPsPj0+VK9vgABHdrUNbs/tEGh6BIKBezaf4VJr/3Ls6+Zd+w1RXpGLq+9u4wfZo0mwM8V\ne3sbfvpyNG1bBdMmLIjAAOvT26xFL8JKb8VbInItU2EHMPfwMZQaDSfu3OXLvQfo/L+/eWXdJk7d\nNb2o96hEZCewLVb/NzX/9l6DyJejuHgCqLt3Y9q6G0dg/2r3Ih12GC489vVtzq6eMznQ+1P29vqY\nF0N6lWD2hjTxsc6htzSid4FOzwAC4rI3cynpA7JVt9HqlOSoIriaYjqqayPWp44KHvqbTMjdjVxt\n3D+zpJxJeIGI9D/IVcXcn1MUV1O+IDpDb+YS6Pw0AMHOkxEgJDF3H+cSppKlvI5GJydTeZWzCS+T\nLD+EABHBzs+X2tzKi7mXD1F0DLeQGSc2GbweEGDaAOtREAg9i32MJm8bQpuO6LRFL/yVlLqOhu+5\n1t6vlLwcg3tWFverqlAtI3fThs3lzu3iFZWHdQyh/7j2bPtP33/o+O7L7Fl3hp7Div8w+MfW46Rk\n5hARl4KNpFreYiO0ebvN7BEhlBavQF2ntewsVkPlo6NnI9JVuQTYeeBv504bN/O9snLVCjbFnmJp\n5H5SlFkIBQKeDe6FTCTl5ZD+tHSryzdX1pCYl87y6EOsuXOMRe2nUdte/0EkEgj5svkEctWWF0/+\niz5ErlpBkL0X7T0qv212eXExNp6/jp/ml+FPmh3j5eDA4vEjGb94lUFLBFN8sXMfbna2DAwtnXss\nEMCLzxime25catzIPJ9vPzHvTvkwkycU9tRydrKjc/t6Bj3tXF3s+f7TkaYOfew5/fpLHIqMZu2l\nK+y+eZudN27xRN06/DlySKldQ6vT8WX4Oho4+XI14x7zb+3jTGokX7cYh7PEDleb8m1k/Kg09vVm\nffhVi+PC4xLoFGzZ9KUoXGUtqe/2FjdSfyA2ez2x2esN9tuK/ZGrDRe9g50nczn5Yy4nf0oj95mI\nhQ4k5OzkZtpPeNh2JllufvHWWmxEHggFUm6m/czNtJ+N9oe4TsNNps9AcLZpSiOPj7maPIvE3D0k\n5u4xGCsQiAh1/xRnm0fvnavRapl3+DjDmoZS29Xlkc9niYU3TnE++R6j6jSnuVstatk74yixAQTk\naVQkybO5lZnMwfgIg5qxOo7uTGlYumY/llAkD0Mg8jXars3boY/a6Yrv/GkNz9Rvw7snC9u3jNi1\nwKr7tT7qEjn3I3cVcb8qE9VSeTws7Fw9HOk5vBXN2tfl4+dMF94LhAJe/3Ik6SnZBRG8xT/t4Ikh\nLREIrV9hjYhLYdm+c0jFIr58tj9ScfVLATOFVnnU5HahpBkIi2k9r6kaRdI1GFLPwZfX65sXCg9y\nLi2CufdTJes4+DC90TCauQQV7G/nXp8Vnaaz5s5RFkfuo5dPiwJhl4+D2BYHsW2R19HqdOyM00ft\nnq/bx2hl+nFl+bmLzNq5H5VGQ1RqOkFu5h9qvBwcWDR+JE8tXsm9jEyz43TAjE078HJwoE1tvzKY\nNTg7Ff37tpanxxSajggEMGHU4/sQUFzspVL6NQihX4MQYtLT+fHgUTZfvc6SsxeY0LJ0XPP+jdjP\npfQY/mg7hRdP/sW3YeN5//wynjv2G3NaP4tfCVoaFNU6oah97zUewvCAdsW+3oNYG7krLVOVYOfJ\nOEobEJXxDxmKS+h0GuyldfF3HEl0xiKj8f6OIxEgIirjHw7e7Y1E6IirrA2tfeaj0KSUirhzkbWk\niccsojL+JT5nB3L1XYQCKc42zQh2noS7rWGvtQDH0ThJGxGZMZ+0vNOotBlIha64ydoS5PIcTtLS\nicrM3neY+SfO8PvRUwxt0ohXO7fD36V02+VMqt+WBTcKnT0vpMZyITXW6uMbu/rwW6eR90VNaaMx\nu0fs8DIiWR+jmjuJ00foNHcAKQKRXanPaGRwc66lJxbcs+LeL4B/u40ro/tVNah24k6eY7iS329M\nO174aDC2dtb9kqd+MYKLx2+Tkykn4W4qZw/foFVX61eiv121D41Wy9QhXQjx87B8QHVBZ9pZT2BT\nfKOFmrTM6kt+e4NOno2YUrcPXjJn+vq2NKh5yUcqFDMusCuD/NoiFVr3VvVeqGH0RigQ8HOrKSyJ\n2k8Pb/OOhw8fV13JU6v5ZNse1j1gzT5u8Qr+GTucRt7m03N8nRz5Z+xwxi5eQVqu+dValUbDK2s2\nsuqZsQS5lX9PsRrKl9ouLswZPIDxYc0Zt2wlZ+/F8t3AvoiLUVf0MPsTLvPHzd0MDWhTYIDSxash\n34Q9xfvn/0Ot1VDXsfjtTMy1SbDUQqE0CPXxKldTFQAP28542HY22v5gn7kH8XMchp+jcfsZB0Lo\nG2zYyuHh15b29Qw8gUAgQSSQUc91KvVcp1qaPqCP4LXwmmPV2JKw/1Yk/5zQ91HTaLWsuXiZDeFX\nGRPWlKldOuBmVzqLSTPDetPeK5A54Qe5mm7979jNxk7fV61+G6ubfxcf/Xmlrv9DmfYKMs/dqLK+\nAZ0WkU03/T6XnxDZDkIeVw+p658IxPoUZ636BgLKprXQo94zP/vq18+2OFQ7cXdoW6Gz0JMTOvLq\n55Z7gjyIq4cj3Qe1YMtSfYHxqf1XrRZ3J67FcPL6HVrUqcXEnsVP5ywt18RHMQIpzrEiu6cQOxft\nzCa0KcGKp7ZsnbmspTTMW6y5n0JZ/zI1itGpwlEmDza7vzxNaob6F0ZInq3T06pjHIpRXzPIz9hY\npJatGzMaFf0+YOq46sad9AxeW7OJqwmGBfQpOblMXLqKv8YMI8zPOAUnn2B3V/4aPZSJS1cjVxn3\nZMsnQ57HlBXrWT1p3CObQ9RQNWgT4EfXOkFsvHKNLIWC34YPLpHAO5J0nQ8vLCfQwZM3Gw402NfZ\nsyFLO04lSZFJmGtQKc28fLCVSAh2d+V2ctFZKXGZWaTk5OJuX/rRkIpEfL9VR2VjxqbtRvVcaq2W\npWcusCH8Ki92bMuzbcJKxSG2l199evnV50JqLIfiIriQGktUVirJeTnkapTodGAnluAslRHk6EZ9\nZy9mNOtRbgZg6pz8iK4YnTYVEKFVngahAxrFYUS2gwDQaePQae6hzv0PieM7ZTqn/Hs27/Jhq+5X\nF586dPAKrJamacWl2om7i8dvA+Bfx5MXPypZDUCXAc0LxN3Ni9YZsoC+1k4ggBmje1RYV/qKwXxY\nnxLUz+k0ZsRdcdM7awBAnf17RU+hhgpm360Ipm/cTmae6RrFzDwFk5evZcG4ETSvZX4ltlktH34Y\n0p9XVm8s8nrRaelMW7eVv8cOQ/RYvRdWLzZfvU5Sdg4jmpluJv0gf44Ywtubt7Pl6nVmbt/NNwP6\nFPt6MpEEe7GM78MmYCsybkdU296DX2/s4OsWTxX73BVNEx9vi+IO4FJcAt3rWW7ZUMOjodFqSZeb\nb7mTrVDyw77D/HfmAh/07k6fBqXTEqW5Wy2au1WuXqsCkT827ktRpD6NWr4aqctcBEJX1PL1iERt\nkDi+TV7iEwglzRDbjkOd+y8imXUlGKXBa42NI9A1FE21E3e3LunF2LDnuiKWlEy91woqTKeMi7FO\nnJy4FsO52/cY3L4xjQKsy6+vLmgVB83vU11HKBtodr8pzIk7U4W9NRSNThODNm97RU/jkYi5Eccf\nH6/hjdlP4eVfto6A1ZFcpYpZO/ebFXb5ZCuUPPffWhaOH0ETH/ONl3vVN+9g+SBHIqP5bs9B3u/V\nrVjzraHysPriZQ5HRfPjIdM11Q8iFgr58cl+pOXKWX3pMo19vJjYskWxrtfKrQ4rOk/D1UT7E4Cz\nqZHsS7hcrMXTnXEXmXlheZFjiqq5y2dz93fxkpV8gbGxjxcbrDBVqRF35cNPByz/TQPEZmbx2ppN\ndKkTyEd9niiyPrmqIvM6BICN2xKD7WK7px4Yc6Bwu/2U8plYDSVGoLOQA15OlNokBtV/F7Vaw8Zr\n3yCRGmvX/nUKw8jbImabPEd2hpxRYR8BIJaI2HS9sF/XrdgURn1pXJBcHM79+qbJ7RXZzLokiOye\nQuz0PoqEtmZdkwQiH6Re1r2J5qNIaAlaY2c+kd14xM6zSjTXIq9nJnWyLNMyyyMVUqdNQZnYWd9s\ntAjKMy3zYaYN/J7EOyksPvsVIrFhGtee1SeZPXUhY9/oy7AXezK19zc4udnz4+Z3TP5vlzVKhQqp\nTfEbGtf/6ierxt34wPT7QmmRmJ3N00vXEJFiOXrg5+zEimfG4OVg2pUwT61m9L/LuZZouUeSrUTC\nmknjqOdR+i0Fyhtrf5dQ9r/P4lCceYPx3FUaDf+ePse8oyfIUSqp7eLCb8MH0cDTdF35/tuRPL96\nPR0CA1g8tnRdR9U6DWJB1Uu7ylWqaPnDrxbr7jzs7Tj6xovlNKvHj4SsbAbPX1Jk7XBR1HF346uB\nvWnpX7mibzWUHYHzvyN68ozyvOQjp7tUu8idjZ0UdaYceY6yxA+AsdHJBd87upRf7ntZ116VBRr5\nmiLtcHWaeHSaOOujbtpMk8IOQCCqeTMtDpqcfywKu4okNyuPmxdiaPNEqJGwA+g5si1piZnMn7WO\n2vV9+eDPyVw8drNChB3AjmVHkUgl9Btfus26ywsvBweWThjFM8tWcyOp6IyEexmZTFmxnv8mjsFO\naixoZWIxv44cxPB/lpGRZz61CUCuUrHyfDgflGEET63NRKlJw07yaDbyNZhGIhIxpV1rhjRuyOe7\n97P9+k1GLVnOT4P607OecSS3e91geoXUZffN2+y9FcET9UpeB/4wVVHYAdhJJQS5uVpcXEnOySU+\nKxsfx4pp96DSaIhISeNGUjI3klK4mZRM+8AAnm1r3Hy8qqHR6Xhz/dYSCzuAiJRUxi1awVOtmjO9\nRxeT7481VC/OjZ9KdGY6L+1dT1RGGi80bcubLfXurqGL5iAWCqll78Sc7gOxFUlMjmu8aA5D6oay\n4fYVxjdswQdtu5fpnKuduHNxsycnU07U9TiatbcufehhTh+4VvC9q4dhIXC9Wu5mI2+PI9rc1RbH\n6FRnEYisS83UaaLM7hOI/K2d1mOPTpuIJmdhRU+jSC4cuYFWo6VNL/O9ika+0ovLJ29zZMt5Zs6f\nQoOWQeU3wYc4sP4MY9/oW2HXLw3c7e1YMmE0Ty9dbTHqdjUhibc2bOV/IwebTIMLcHHmq4G9eXXN\nJhNHFzKpbUve7Vnomns6bjStfVdyILoF3QKL3/j8avJ7NPL4puC1TqchJmM+Ck0S9d31GRdyVTSg\nQ4cWO3EwImH1MqioKLwcHJg39EkWnDrLN/sP8craTXw7sC9DGzcyGvtqx3ZcjIvHz9mp1K6/Yft5\nfvhtl8l9b7/cm4joZNZtPWdy/7ABYbz54qM3JH8Umvh6WRU5vxQbj08p1XiZQ6vTEZOWzo2kFG4k\nJXPz/teo1HQ0Wq3BWI1WVy3E3bGoGM7di3vk8+iApWcucOB2FN8P6kurgLJp/VJD5SBs6S+cGz+V\n2V3642PnyKRdawpEW45KyY1n32J71A3eO7yDf3qPMDkuW6WknU8AExq2YMTmpTXirrgEN6zFvahk\n9m04WyJxp1So2brsWMHrhmE1K8Hm0KlvoFWesDhOqzhpdd2dTh1tdp9AXHqrv9UdTdbPoMut6GkU\nya4V+v+ztkWIO4DpvzyDzM7YXKE8SY5L58qpCMK6Gj/EVjVcbGXMHzeM0f8uL7JvHcDemxF8t/cQ\n7/U03dKkd4N6jG/VnKVnLhjtEwkEzOzTg/GtDHufZSr0YzUlbIAbl73OQNzlaeKQiWvh7TAIkcAW\nufoOSbm7ESAkW3UdR2kTAp1rakRKk0ltWhLq7cWUNeuZsWUHNiIR/RvWNxjT1Mebrc89jYtt6Tmm\nDunXgiH99HV8XYd8z8EN043GPCjgNmw/XzC+MtDYx5uN4dcsjrsUl0DvUhZ3sZlZ3ExKZsvl69xI\nSuF2SioKtdqqY68kJFoeVAXoHBzIhufG8+mOvZy+c++Rz3c3PYPxS1bxfPvWvNG1AxJR1Ywq12CZ\nrVHXOXg3Em87B9LyDD+7bERietWux3uHdxQ5bkhd/fNDrtq823RpUe3EXYtOIRzefpGdq0/x5ISO\n1G1cvBWVhbO3kZJQ+MDTomPZrp5VZTQ5i60ap1Va3wDVfOROUCPurESnvo0md2VFT6NIEu+mcnzn\nJQCebjXTqmNe/HwkQ6f0KMtpmeXgxjPodDqT6aNVEU97e/4ZO5wxi5YX6RgH8M+JMzT28WJQ44Ym\n97/fqxun79zjemJhOrudVMKcoQONjCH2RjUw+ioWOtK19ulizV+nU5OuOE189kY0ulyCnV/FXqJ/\nr7YVBxDs8hoAFxJexNfBuHdXDY9Ou9r+/D1yKM+tXMfcI8eNxB1QqsIun3dnreHYaX35Qtch3wPQ\noXUdvv1ohMG2fPIjfaaEYHlTlFHRgzxKv7uUnNyCKFx+WuXN5BSyFaZ70VpDUnZOiY+tbNT38mDZ\nxNFsCL/K9I2Pbjam1en489gpDt6O4och/QnxrPq1xTUY8/XJ/ax+8insJVL23olAR2FhXI5KyaKr\n56jv6lHkuPKkMMWfZgAAIABJREFU2om7LgOaM++jNWg1Wj6Z8g+zl7+CT23r/tk2LT7C2vmFjkCu\nHo6062nZAvqxRJeNRr7OuqHqSHSaWKtq5rSqGya3C0S+ICidhqLVHXXW9xTZnqISsPaPPei0lcLM\nySoOrD9T0VModYLdXflj9FDGLCzaSRDgwy27qOfhbrLRuVQkYvbg/oxYsAylRoOXgwN/jhlCqLex\na/ATQdfZG9WAHoFXOBDTgu6Blwr25ShvciLWtL12u1qbsZeGFLy+kjwdZ5swgl1eQyY2/b6SmLMN\nZ1kYUpFp048aHp22Af78NXIoAS7l16YmX9gVte3ghukGIq8yCDuAUB9Pq5qZX4q3TtydvRtbIOTy\nv6Y+Qj3Z48SQJo0Ij0tgyZkLRmmoJeFaYhIjFixjZp/ujG7RtBRmWENZotbmsi6yC3ZiXwYGbrY4\n/rkmrRmxeRn1XNwJdfciITcbHzt9XWyb//5HgIMzc7oPZGvUDbPjypNqJ+6cXAtrK1LiM3j1yZ94\n6eMh9BrRGkER9sk/v7+K7SsMUwyHTe6K1Kba3aJSQZO7ymTan0DSCJ3K2O5ZqziAyG6cxfPq1GbE\nnbgmgmoNWuUZtHk7K3oaRXI7/A6bFhzEydWef45/hr1ToWhf/9c+/vh4NW/+OIE+4zpU4CwLiY9O\n5sb5aALqWbfqXpUI8/NFJBCgsfCwmadWM3XtZtY/Nx4HG+MU2QZeHkzr1pEN4Vf5a8wwi2YQGl0O\nYqFhLZa9NIQngq5bNe/GnkW7P2YpwonJXICdJBiNTo6oZmGozOgQGFDu18wXbw+LOHPjKgv2UimB\nbi5EpqQVOS5Dnsed9IwC0ZynVnM7OZWb96Nx+WIuLjOrPKZdKdm18gS9R7d7pHN82Ls7o5o3KbU0\nzTy1mplbd3M06g5f9O9l8r2yhspG0Z99GYo8nG1kvN2yM2+3NN1v78rT0wq+b+TmZXLcg26b5eG8\nWS2VS1ADX6Ku64tmc7Pz+HHGChb+sI0OvQ1re84duUlcdDLnjtzk8LaLBvvqNwtg2HOm60wqAnOW\n+uWBkYOnToUm5y+TYyXOX6NMGQ86wzQObd4OK8SdGp060uQegbiBtdN9jNGgzvzY/G6BXYXX4Wk1\nWn5+exlajZZn3h9sIOwAsjP083MoR5daS+xdcxKAXqPbA6DT6ti96gQ2tlK6Dq76JgPv9uzKV7sP\nWBwXk5bOB1t2Mne46ejac+1a8VTL5hbd4zr5HyBHdRsHqek0T8sIUGnTkQidMZfwEpH+C2E+C8nI\nO8OFhOdp4vlzTQSvGpEv2CwJt8ok7PJp4uNtUdwBfL/3EBqdjptJycSkZViM9lUFEu6k8myHT422\nS20k/LTxLeo09uOz5/5i+As9aNq+6AXdH99aaiDu+vu/XuT4bXfnmtyen6a59uJlvtx1gCzFoztM\nb71ynYux8fwy/Eka+zxefY+rCpr7TuJqC7XfL+xex5thnczub+rhU6rzKi2qpbib+dszvDvufwa1\ncykJmWxeYthv7YOJf5g83tXDkQ9/fbrETdCrOxr5SpONxoXSDggkzRBKw9AqDOvstIqjoMsCgaPR\ncfno1LcB0wXeQkn5pzlUpKAuCZrsv0xGTfMRO7yGOuu7cpyRMXNn/MfNizG07hHKgInGq1uJd/VO\ncu7e1qV5DfSfilZTspQaiVTMxuifixyj1WjZvvQoYomYvk/pWyAk3Enht5mr0Gq01A7xIahR1W7R\n8Wzblpy5G8uOazctjt1+7SZLz1wwMkkBEAoEVtmC24h9iMyYh7/jhBLN19t+IEfvPoFGm4tIaIdU\n5IGdOJjm3n8AOi4lvkZTr18QCqS42XZGKJBxM/VrGnv+UKLr1VD1eFjUmTNfqQia+Hqz6bJlU5Xt\nVvw/ViWUChU5WfICkaVWa5gxYi4KuRIvfzdmTfmbb1dOJTMth3pNA4iPSbG6pCafWUtepnV3Q9Or\n0/uv8tGE3yweO7xZYzoE1eaDLbs4Emne2M1a7qZnMHbRCj7u24NRzYs2DatqLDt7AZ0Ok58DJSFB\nfoKDsa+U+Piutf6Ht23xorganb7WXK0tup70vwFjTbpF57N5yNPFum55US3FnV+QBz+tfZ1PJs8n\n8lrxbG9rh3jz+fzJePm5ltHsqjpqNNm/m9wjcngBAKG0o5G4AzWavD2IbIeaPbNWaey4l49A2qzY\nM32c0GliUGebXpkEEIiDENlPrlBxt/i7zexYdpRawZ7M+N+zJsdE34+4+1eSFMhTey6TFJtGj+Ft\ncHbXpxr6BHowbfZTfP3SP8ya/Cdzt79rFIGsanw9sA/XEpKITjPdY/JBvtlz8JE+1LU6FQ6SBnjY\nlcwcp2iRJqCx5xyEgkKR6SJrjYusdYmuVUPlY9LYjkwaZ7iSvuC/I0Xur0hylSoiU9OITEkjMjWV\nUzGPnv5XEchVamwlJX9kXPXrbtb9tZ/Z66cR1MCXXz9YRcSVe/yybToevi68PfQnnu/6BSsufk1y\nXDrTBv3AuNf7MvLlnqX4UxSNr5MjC8YNZ9nZC3y75xBy1aO5GirUaj7csovBjRtiI64ej9tqrZY/\nj54iNjOr1MRdRaDW6iN2Wp0alTYbidB0KUFRwq4yUz3+2kzg6evCnLWvs/7fQ6z8fR85mUWHXmV2\nUoZO6srol3pga29TTrOsemjz9qDTGH84CSRNENromxQLbbqACRGhla8vUtzpVGbEndAFgah2ySb8\nmKDO+BB05l0PxU4fg6Bim63WaeKPXx0vvlz+Go4u9ibH3A6/Q0CIj9ViacvdX0pzisbnX3QIgCef\nNUzR7jqkFZeO32Lzvwf54Y3FfPTPlCJreis7DjZS5g5/ktELl1u0R1eo1SjU6hI/rAgFEvydJpbo\nWGvPX9XZk3CYjbE7SFGm42/ry3D/AbR1qzyW/hWJKeH24LaKEnZanY57GZlEpqSx92YEEampRKak\nkZCVXSHzKU2cZTJSc3MfqWfhU9P6kZqYyczx/6NNj1B2rTrB+79NKqhlnrX4Zd4fN4/YqCQ+f/5v\nmneqz5DJ3Yp1DWsidFbNtWVzutQJ4t1NO0qlFm/sohX8OnIwtZzMZy5Zi1anJVudRZIinjxtHo2d\nmrMlbi0DfYcX6zy/3/6Jl+oWv2fzuotXiL1f6zlj43a+erIPYuGjuUh727ZjVN3yNS2Tqwvbe2Qq\nI3CXVa8AQrUVdwBSmYTRLz3BwPEdOb3/GqcPXuP25XukJ2eTlZ6LzF6Ki7sDQfV9ee2L4Ti7lb+j\nTVVDaNMFgcjPSOCJHV4t+F4gCUUg9ESnNWySrFUcQadNRCA0nYOuNSPuKiIlsyqhka9Fqzhidr9Q\n1hOhTffym5AZOg1oQfs+zYpsJ6BRay32vSsvEu+lcnrfFYJD/QhtY5yi+8JnI7h+Nopj2y+w6Z8D\nDJ7cvfwnWYo08vbk4z49+HCr6SbRD3I5PpGW/lU7HbWysj/pGIujV/NavUk0cwnlbm4sf0YsrRF3\nlYQMeR4RqWlEpaYRkZJGZEoqkalpRKemo9RUbpdiSzjbyqjn4U49DzdCPNyp5+FOiKc7ng6mF+OK\ng0Ao4LWvRnP9fDQ7V55gxtyn6dS/MPLj7uPM7LXTGNP0ffqO68Ab345FIDRcMNu44CC/fbS64HV+\nnd2ACXpB/yhpmQ8T4OLMkgmjWHjyLD8eOGp1T0BTXI5PZMSCZcwb/qTVDc+1Oi1CgeFnZY46m/1J\nO0lRJuEu9aSla1sAA3G3KPpPenn154ur7xud838tlxR8fzFDL6YupJ/hj4ifEAqEzAtbVOScNDod\nfxw7VfB6ffhVknJymTfiSeylVcs8Jkdd+AybobxdI+6qIvaOMroNakG3QRX74Xj9bhL1/TwpzQV+\nI7OTR0CZ2B2dJqboQQI7xM5foUp9xmCzUNbnwUEIZT3R5D5ssa5BK9+AyN5EQ2FdLjqVaac8obSN\n5ck/pug0d1BnfGZ+gECG2Omj8puQBYoSdso8FQKhwGQtXkWwbfERdFqdUdQOIC9XSXx0Mt2Ht+bm\nxRgWfLWBtr2a4BNYtU07RrVowsGIqCLr7zwd7GuEXRmyKXYXI/wH0tpN/+BbxyGQ9xq9RooyDXdp\nTblAeaHWatl/K/J+SmWqXsilppFWDVoN5Iu4kHwh56kXcqUh4syRnZHLD28uJS46mdDWwXzz6r98\n8+q/RuPa92nKgQ1n8PZ3Y+jk7tg6FGZSDZ7UlcGT9O/H/f1fNzBJ2brkSKlF7vIRCgRMateKbvWC\neWPdFoNensUlJSeXiUtX82m/Jyy2SnjlrGE9cr4oO5F6mC1xawu2b4lby8ehhllSvb0HsjVO36bK\nTepBqjK54CvAXXk0X139sOA67zacZSD6imLz5WvEPJS6fyQymqcWr+TvMcPK9O+ntMlURgEgFIhJ\nlJ+gjlP16of6WIi7ysDZW/d4ed5a+raqz+cT+1b0dB4JoU0XRLYj0chXP7DVULEKZf1MiDvQ5C5H\nZP+80Xit8hTmerMJpBVjiV8awrlsTVk0qNPe0BvVmEHs+FaVSWn989M1DHy6C7WCjXuplReZaTnk\nZsrJyZKzc/kxBAIB2em5LPp2E2lJWdw4H01ybBqZaYZF2Hm5Sua8vZSvV71epdMzAT7u24PjUXfI\nyDNO823i683vowZXwKyqFyqtip9vzifIPoCR/gMN9qUoUmnrFmawzUXixIqYDYypPaQ8p2kSpUaD\nVFR9zMaScnL09XApaUTcF3KRKWncTc+w2CKkKuBSEI3TR+H6NQrB0778HsLVag3blhzlv5+3IxAI\n+H71G9RpbD56pdPq+PXDVSz6fgtr/9zHu78+YxSNM4U5N8zSoI67G6ueHcdn2/ey5uLlEp9HrdUy\nc+tuErKymdql6OeafMH1oNB7wqsfq+8aCrF/IucVjOvu2YfRAU8zOfg1zqQdLxB0+V8B/G0DDY4P\ntAu2au464I+jp0zuu5qQxOiFy5k/dhh13N2sOl9Fk5x3FpnIDVebxsTlHkGrU1WLlP58asTdIyBX\nqrC14A53LyWDZ2avICUzh7HdWjBjVMlMBCobYpfvEMp6oUp7CYn7aqP9QpuuiOzGocn9z2C7Th2J\nKu1lJK6GpizqrDkmryO06YxQ2qr0Jl6NUMTVx2yPFoEEqcdmBOIQ0/srCTmZcn559z8OrD+Du48L\nS859WaHzuXYmkkXfbsajlgsd+jXDw9cVN28nPHxd8fRzxa+O6ZTimxdieGvQD6z5bQ8jX+lVzrMu\nXTzt7Tn11ss8s2wNx6JiEAoEvNmtIy92bFvRU6s2SIQSLqZfJUmRwqo7mxjm15+x94WbWqdBJiqM\nVkTmxPD55Z+wFckqhbj7ZOcedt+MIE2uj2DZiMWMbNqYz/o8UcEzK5oOP/9BSk7FtoIpLVztbKnn\n4Ub/hvWpdz/q5mFfedrHPIhYLMK/rhdLz36BQCCw2LIA9ELtta9HI89WGETuiiIvV8lznT7nieGt\nef4j87X9JUUmFvP1k314pm0YU9dstsp8yhSf9nuCp1paNiJ5OHpnjmn1P2TWlfeY2ehrdiZsKtax\n+UTk3CRPIyfUyXRqokanY8jfi7mVnGL2HPcyMun3x0JsxGJWPDOGUO/K2wLiVsYK0hTXaOf9BT52\nndgU1ZfddyfSJ+A/zLXXqWrUiLsSotXq6P3+nwxs24iJPVvi7+FiNEauVPHGbxtIycxhdNfmvDu6\negi7fISyPkhcfkIoNd3rS2g73EjcQb4pS0xBREmnTUOnumT6HNLK43pWmdC3ojC/qix2eK3SC7ud\ny48xf9Z6MlOzCWlem48XvFjRU6JtryYlqvkLaV6bBSc+w8PX+H2gqvLlgF6MWbiCWQN68URI1WoL\nUhVwkzrTxaMt3TzbsyhqNRqdhvGBw7ET2ZKsSMFZojdfWBS1mh5eHdmd8LADccXwdf8+fN0fbqek\nsuvmbdZcuszScxeo4+7K063CKu2jUYine5UUd2F+vjTy9iLE052692vh3CupkDNHWBfDPrVFRdke\nFH/WCLuEO6lcOR1B9PU40pIy6TSgbB0cG3p5su658by3eQc7r98q1rFDm4ZaJezAdOQuSZFgNO52\n9nX8bAPI1eQgFRZ9v5IUCUTnGmYkXUg/Q1PnMP6M+JlGTk0RmPgPXnvhMjeSzAu7B5FJxAS5Vub0\ncR0RmWsQC22pZdcNsdCOIMeBRGSuIzprK4GOAy2fogrwWIi7hLupnNp/jfNHbnInIpHM1ByyM+TY\nOdrg7OZArUAPXvhoMLWKUS9zOy6FXIWSlQcvsPrwRZ5sG8rUwZ3wcC5Md5i1bDe341IY1D6U90ZX\n7lXNkiK0Nb+SLJS2QiAOQqeOemiPBk32X4idZwGgVewFTPcqE8qqdhSkTNDlokozUbd4H4GkOSKH\nl8txQiXDv643Oq2Op94awNg3+iKRVu23o+ok7AD8XZzZ/cokbCXVJ1WlMuEscSJBkczk4HE4S5z4\n9dYCtOjwtHHjXHo4dR2CALidHc07DV7iYNKJip3wQ9R1d6OuuxsvtGvNjus3mbphC6fvxvLToP6P\n7J5XFjTw9OB41J2KnkaxebNbJ9oHBVT0NColGxccZMHXG2ncpi5nD+l7B7415Cez42ctfonWPUIf\n+boONlLmjRjEghNn+G7fYTRay71WG3l78nl/69s6mIq+2Ynsea/hLC6knyFHk42T2IVDyXtp59aZ\ne/I72IsduZJ5ESeJM4N8R9HStS2fX5nBl01+RqlVIRKI8HT1prVrB145O4H/tVzCkeT9rLy7CB1a\nwjPO09TZMCVcrlIx5+BRo7mY45k2YVb1O60oIjLXk6G8TX2XCYiF+kWSxm4vcyd7N+eSv68Rd1WB\n+JgUlszdxb4NZ002Os5MyyUzLZc7txM5uf8q3Qa2YOJbfa0SeQKBgCn92xPg4czSfefYePwyu8/d\n4NVBnRjXPYwVB8+z7dQ1OoYG8cn43qVqolKVENmNRZ35jdF2jXx1objL22PyWIE4CIG4bpnOr+qh\nRZX+JjqVmbx/gQMS15+pCv/aoW3qsOT8l0htKu8HweNOjbArO5wkDiQrUgHo5NEGqVDCnBt/AyDX\n5DHCfyACBPjYehKde5fGzvUrcrpmEQoE9G9YnzZnz7Pt2g1EAgFzBg+o6GkZUd+z4s2OXGxl1L1v\nYqLWaK2q3wqPT6h24s6a1MyiiI/RR5F+/3gNfcd1oMewVtyLTOSD359jx/JjnNl/lc8XvsS8D1bi\n5u3EwImdmT7iZ2R2pdvmalK7VjTw8mTq2s1kKRRmxznLZPw6YhAyK9vH9PEexFC/MQCsv7eiYHuq\nMpn4vFgaOTXFw8YLmVDG4WQp17LCuZB+hmn1P+Rs2gk+a/wDK+4sZEPsCnLU2Uy/+DIBdkGMDXgW\nH5neDKufj35hvp5DAzp5dCdPIydLnWk0l7+PnyEpu+hG3/k42Eh5unWY5YEVhEKTTnjqPMRCOxq4\nFLbjkYncae7xJqcTP0etlSMWVu2+tVAVngBLyIk9V/h22lLkOeb/4R5Ep9Wxf9M5ju+5zIyfxtOh\nd+MixwsFIBYKebJdKAPbhrLjzHV+2XiY71fvZ/uZ61y7k0iwjxvfTR6IqAxXMcvWsOPREdqOgqwf\nQac03KG7/3vR5aFVHDR9rE1N1O5h1Jlfo80zb1Uvcf6iyhioADXC7jHhQFR9bMW1CXB+kdispeSq\nIhEJbXGxaUOQ65vYSeoAOu5lLiEuewVyVTQioQNutl1o6GHcMzMfjTaHe1lLSM7ZgVx9B61Ojo3Y\nlzCf5UhE7maO0pGUs5347LVkKcNRazOQCF0Jdp2Gt/1wBILyMQuxF9sRkxtb8LqNWwveavACP1z/\ng3vyeA4kHae7ZweeCxrLnJt/8Unjt8plXtZwITaeVZfCicvMYv4ovcvcv6OHM2nlOjZfvU6Yny/P\ntKpcD3n1vcpP3OXXxIV4eFDPw01vaOJpWBcXnZZupbhLtDimKrHi0tcsnr2V8W/2w8XDsO/bnZsJ\neAeYN+SIuHKPFfN2cXjLeQJCvJn69RgUeSpmPT+fn7e8TV6ukl0rTjD9l4k4uNhy5VQE36yciqOL\n/r7L7Erfrr9jcG2WPz2GF1au516GsTgCmD2kH/4uzlafM1/YPfx9gF0QAXZBBmN7eesXUibe90nx\nt9V//j8dWHSZw+BaowDwlvkCIBPZIhMZiprknFzmnzht9bzHt2qBk6xy9onW6JQciX8LhSadMI/p\nyESG7wfBjkOIyznEkfi36Oz7MyJB1Wrt8DCVL3eiFNi95jSfvbjAamH3IHm5Sma9/C+71xT9By0U\nClDfD8ULBNCvdQPWzHyGUV2acykyDpVaw5R+7bCXVe0/kEdFIHRFJDMd5tZpU9Dm7Qad6ToIoax3\nWU6tyqHJXY4mZ77Z/SLb4Qhta5wMy5JvPltf0VOo0txI+ZBs5RW0OjkqTSpJuTs4FzcGhTqWa8kz\nuJU6ixzlDbQ6BSpNCgnZ61FqkkyeK0d5g9OxTxKZ9kOBSNPqlMhV0ZyJHYpCHWd0jEabzcWEyVxJ\neoNU+QFUmhR0OjVKTRLXkz/kfPx4VJq0sr4NANiKbMlUGT4MtnJtxhshzyMUCFkes54sdQ4Nnerx\ne6tv8ZV5l8u8iiImPZ1JK9cyYvF/LD9/ifOx8dzNyAD0xiq/DB2Il4MDsw8cITG7cjXvDvFwL5N6\nQHd7O9oHBjC+VXM+6fsESyaM4sS0l1g6YTSf9nuCCa1b0D4owMjwJNDVxaoH4ctxxnVWVRmNWsv2\npUfZuMB4UXf36pOoVOb7ySXeTeXSsVu8+uUoft/9Pk3b12Pzv4eoHeKNUCjkk2f+oMugMDoPaMHC\n77ZQr1kAjdvWKXA3dnItG5fQEE93Vj07jqa+pv9Hu9W1zpGysvHzwaPkKlVWjbWViJnU1rT/QkWj\n1Sk5nvA+KXkX8LXrQl3n0SbHtfP+gkT5SfbHTjFocl4VqZaRu7kfrkanNTSbaNC8Nj2GtCS0VSBe\nfq7YO9mSl6MkPSWbq2ej+Om9lQXH6LQ65n64msD63oQ0NZ0OIRQI0T50DZlUzAdjn6Bdw9rMXLiN\nWct24+JgS4dGgSbP8bggsp+MRr7OaLsm+zd0mmiTxwhEvgilrct6alUGbd4W1Bnm+9UJxCGInT8v\nxxlVPnp3+qLEx772Vl+GjLDcT3HPznDe+6T0ndhA7zbm5+xUJueuDORpYnG37U6Q6xvYSuqQq7zJ\n9ZQPyFHe4EL808jVMXjZP0ltl5eRif3JVlzmRsqHRKfPI8TdsJejDg3Xkt8lT30Pe2kD6rhOx9mm\nJTp0pOcd53Liq0Sm//RQ1E/H5aTXSZMfRiR0IMjldTzt+iIVeaDUJHE6dgiZirNcS55OU++/y/x+\nNHNuRB174yh7O/cwXtJO5Ldbi/j5xt980GiqUTPjikIiFHEs+g4dA2szqU1LugQHGtTXudvZ8X6P\nrry5aSs/HTrG1/0rZoEuPUuOi6NhFMJOKsHPxZm76RklOqeng31hg+/7DpUhHu4428pKPM9QHy+L\ndYAxaelk5ikqbUSkuLh6OtK2V2N2rTzBxLcHFDQq16i17F17iknvDzJ7bLveTfincwODCNzMvyaD\nAJ5p+wm1gj15/ZsxnD1wjZ0rjjN7zRsApCbof+fO7g5l9nN52NuxdOJo3tmwzcBopWvdoDK7Zlly\nKzmF1efDrR4/JqwZbnbFS2dUaNLZGGV9HaIlhgbvRyI0jAbnqhM4Fj+dVMVlXKT1aef9JQIzcS2R\nQIaTtC6peeHsvjueNl6f4mNXNU39qqW4UykLV368/d144+tRhHUydg50cLbFwdkW/zqeNAwLZPbb\n/3Hj4p2Cc/z68TrmrDOdGy4UYraItmeLevi4juaVeWt54/cNzHlpCB0fY4EnkIQitOmIVmFYlKvJ\nXQo6073t9EYtj2mh4kNo83agSpuGuT6ACJ2RuP4JgqrloFYU8qw8ti7Yx/6Vx4mLSEStUuNV2512\n/cMY9EJPvGqbTrHadWSmweuD+67StYflHkmVgV6/LWBIk0a82KENwe6V2W2sZOh0app4/1nw2tGm\nGSFun3A+fjxydQy+jqOp714o0J1lrQlx/4zrye8bnUuAiDDfZSRkb8bLvj8iYeFDm4edXlCkyg8Z\nHJOUs400+WHEQida+CzDXlpYw2YjrkVL31VEpf9MbefyMSMKczXvytrNswMZqixW39lCrDwef7vK\n0TTe18mRXVOeJaCIFLMnQxvw18nTbLh8lXe6dcLdzvL70vS5Gzlw5hZtQmvz67sjTY5RqjX0n/o7\nWbkKTi7Up6i2feZHfD2c2PDD82Tl5DFv5WEOnrtNvQAPfpk+wugc9T3drRJ33o4O1PNwp3+jkIIe\ncWUhrpr4eFsUdzrgSnyiybq7v28c5c8bR5AKRXzYrB/9/UNJU+Yy/dR6TidH09zNnzntRuAq1f8O\nlkWcJlul4IUGhg+sco2KIXv+4P1mfejho/+/yNOoGb73Tzb1eglRKS8udOzXjOjrcaQmZeLurf9b\nOrzlPMlxRbcXEAgERqmVYomIiMv3CGpYi5l/TuZeZBJfvbSAkS/1JLSNvmwl4W4qrp5O2NiWbSaV\nTCxm7vAn+W7vIf45cQZ/F2d+GNK/TK9ZFuiAT7bvsbrPo41YzPPtK1fLKh1aorI2cSllLgpNOq42\noXSt9SsSYdHR2x5+f3MkbhrJeRc4FPc6fvY9aOHxDnZiH7PHjP9nJVfiE2ns68WXg/sQ6O7CtFVb\nOHI7mk+f7MnAJg3MHltWVDtxd3r/tYLv64TW4pslLxXkWxdFQF0vvl/xKl+8vJBT+68CcP1CDGcO\nXqdVV+NfjEAgMIrcPUjjQG/mvTqMl+auZsbfm/nnrdHU96u45swVjcj+RSNxV1B3Z2q87bA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FWnWpb8dHU8ScrbHEvZgrvCF4kg5fOIlUXG6UQdEsF4xo6drOBzTCJI6eX3HNvjFjOo+lsmX/+9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M1E44OBe9il5efPdwLuEZzzXaBAgY4DaWZlp84wpKO4ceOBq5sO3ZqixbgSRZAuuDvqOOdRP6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GI9aoYSUc7M01Hi8K0bmIu9IKZc2KjakxX3Zpw/gWjfnn4nXWXL7BtedBfNujA40r6q7P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\nMAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1080x864 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "1jaJBmFm_E05",
"colab_type": "code",
"outputId": "cece9262-d398-421f-f153-e45d54a01951",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 523
}
},
"cell_type": "code",
"source": [
"whole_title_word_list = [s for s in whole_title_words.split() if s not in stop_words]\n",
"\n",
"plt.figure(figsize=(16,8))\n",
"\n",
"tmp_df = pd.Series(whole_title_word_list).value_counts()[:10].to_frame('value').reset_index().rename(columns={'index': 'name'})\n",
"ax = sns.barplot(x='value', y='name', data=tmp_df)\n",
"max_ = tmp_df['value'].max()\n",
"\n",
"for i, (_, row) in enumerate(tmp_df.iterrows()):\n",
" text = ax.text(row['value'] + max_*.03, i+0.1, row['value'], color='black', ha=\"center\", fontsize=20)\n",
"\n",
"[spine.set_visible(False) for spine in ax.spines.values()]\n",
"ax.tick_params(bottom=False, left=False, labelbottom=False)\n",
"ax.tick_params(axis='y', labelsize='x-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')\n",
"ax.set_title('backspace.fm title 頻出後ランキング', fontsize=20)\n",
"\n",
"ax.patch.set_alpha(0)\n",
"ax.patch.set_facecolor('white') \n",
"plt.grid(False)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py:1428: FutureWarning: remove_na is deprecated and is a private function. Do not use.\n",
" stat_data = remove_na(group_data)\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
"image/png": 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xl0zxHItoN6neSpsL/OzMPGX8o7ic9nzrkR7lHw0G5Yh4HLDWdITnKdY30TkfS5sz/l3+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\nJEmSJEkdGKAlSZIkSerg/wDDJtMH8DT7RQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "gwnX4ovJ_E06",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"## Shownoteのワードクラウド\n",
"同様にShownoteについてもどういった単語が多いのか見てみましょう。"
]
},
{
"metadata": {
"id": "ZCAii8dK_E07",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"df_sn['shownotes_words'] = df_sn.shownotes_text.dropna().apply(lambda x: neologdn.normalize(x).strip()).apply(lambda x: ' '.join(extract_words(mc, str(x))))"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "AhYOddst_E08",
"colab_type": "code",
"outputId": "751554be-be9d-4641-dc51-0f395f373631",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 515
}
},
"cell_type": "code",
"source": [
"whole_sn_words = ' '.join(df_sn.shownotes_words.dropna().str.lower())\n",
"stop_words = ['さん', 'する', 'itmedia', 'av watch', 'ニュース',\n",
" 'ギズモード', 'ジャパン', 'the', 'engadget', 'japanese', 'NEW', 'av', 'watch', 'news', 'techcrunch', 'pc user', 'ねとらぼ', \n",
" 'cnet japan', 'japan', 'し', '1', '2', '3', '4', '5', '6', '7', '8', '9', '0', 's', 'ー', 'to', 'ギズモード・ジャパン',\n",
" 'verge', 'pc user', 'mstdn picker']\n",
"\n",
"wordcloud = WordCloud(\n",
" background_color=\"white\", font_path=fpath, width=900, height=500, stopwords=set(stop_words) | STOPWORDS\n",
" ).generate(whole_sn_words)\n",
"plt.figure(figsize=(15,12))\n",
"plt.imshow(wordcloud)\n",
"plt.axis(\"off\")\n",
"plt.show()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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FZIj/vLgbOO4t3H1c+LDxJFbN2EVygpxZW8cgloj5a+Fhrp14QLPOtflhwyik\nMgllvctgaW1BbETmjm7ZHEFCprd8k8+P7SFNqeStilV5w8+foIQ4/J0MBxJJV2YmybaQlF7Hdn1E\nh8bx46DfNCkPhs/qb5RpZUaagqiQGDwrlGX+kW/5sutPvPw7ktOOxYexcbBm0DfFH9VRkaGkYYea\nbJ6fHUV0zrDf82xj62BNy16NeHNAC2o2L/7klX98v4Vdy45qlb05sCWjf/mgxHz/9BGUFKN1bWpS\n79wRCfWdnpkDK4mULwLa0dOnNlNv7edChPZmyOWoIPa8ukN3n2wztt8fnyc6TdtZ/fMiPLUrLax4\nfJ6qDu708P33mfRdiXzF/NunAHCysGZhi95FukGnBr66tI+LEZmpb9ysbFnffiA+dqb9nQj884kI\njuHiodvcv/ycV0/CiAyO1ViT2DpY4eRqj181L6rU8aNZlzp4VShc+iBjeXrnFbNH/ElUSCwqlZpy\nFcsye/tYbB2Nf3hNk6dz7cR97lx4wtPbrwh7GUVSfAppqRlYWslwcLbDw8+V3p+9Qf021ZEVgU9o\neloGlw7f4dbZRzy49oJXjzOfv2zsrXD3ccGvqie1mlehScdaODjrxlUoDMauv3IdX2o1r1xkr8E/\nAZXikda1WFq1hGaii0rxTEfYAajVSSjTb6BMv0F68p+ZLle2/bG0H4tIVDy5sHMiUquLPjm1EZSK\nSZiCWq02ywP0paAKgPlP1YpyDJVSxZddf+Lu+ew3+MGEP/NtFxYUyY/v/0ZYUBRTN4+hRrPKRIfG\nMa7jDMKCIjX1xi76iE6D9SeZLAxqlZro0DjCX0Zl/gRF8epxKC/uv+bV41DNCWRe2DnZ0rhTbVp0\nb0CjjrWxsCq5ne/ODh9pXb/Rrznjl35S6mzpJ1zdwe6XdzTXcxq+bZIoqLd7FimK7LyJ61p/QCNX\nP7POUR97X91l5p3DWqeGAL18a/N93bdIVqTz5uGFyBXZpm3tPauwpFm/Ip1XaTDLBNjX4TMqOeT/\ncNkl4JtCj3XgvvGpXgpDTFoK3Q6uJFyeiAhY3vo92nsZjsz6271zzL9zip5+NZnfzLjTaP9NmWt5\n1i/zdZlz6wRLH1wAoIylDRvaD6SyY/E8tOemoPntwEDqBD35Y98a3IrPZ2dbaAQ/j+DE9ivcPveY\n10/DSYxLQSIV41jGjvLVvWjQLoC2vRvl+7Ad9jKaUzuvcvv8Y4IehZIYk4xILMLJ1R4XTyeGTe1D\n1XrlC7y+LM7uvaG3vGW3wkXF/PrdX7h19jGmPJNNWfsZTd40fYNF3/9L+3caM2HRh1plqSnp/DZx\nE8e2XNKal429FduezDdqrLBgxmFMAAAgAElEQVSX0WxdfIRjf10kNSXv/Lc5++/Yvzl9PuuAq2fh\nNzlUShW7V57kr0WHNRvzeSGVSWjepS79vuhc4JQBOVk0cZNJ64fM12DZ6ckmrz+vnM3G4lfVk6Wn\nJrFv9RkWfbWxUH2JJWL2BZtmMpsQop3qw8HrZaHmYE7SEn8lLXGu0fXFEl9sXLcglpiUIqPQD3H/\nzW0BM1BcJyOJqZexlPnmebKXJd7yw5h6xgjAfStPaAm7KvXz7zcsKJJRraaSFJd5yvFNr7nsCl+G\ni6cT03eOY0zbaZrcbAvHrsG7iic1mlbOq0sdtv92mPioBDJSM0hPV5CRmkFSfAoJMUm8fhJGYkyS\nJiKmsYglYqrUK0+99jWo364GAU0qm5S8vqjY+utBreu27zRh3JIhpU7YQeFP7hS5Tu6k4qLJVZSb\nbj41ae1Rie+u7+FQ8ANN+c6Xt7kZE0xFexctYScVi5lYyzyBgfJiZYvi96VUqlW0ObCAyL+FbmUH\nN6OE3T8JlVrN/y7sIlyeCMAn1ZrmKezMwYan1zXCztHCijXtBpSYsINsgWYon52589zNG72GY1sv\noVZpCxpFRuYpVkRwDJeP3mX1rN0MHNeV3p/q5m+Li0pkxbTtnNh2RRMELSfhr6IJfxXNF11mU6dl\nVYZN7UPFGt4FnvP0T/RbdJiaIiGL2IgEfhm/nptnHuVfORdTBi2hQbsAxv0yGOeyhQttn/uUKC4q\nke/6L+JZrgjMAOWrGyd4Vs/azbbFR8kwYuM0JymJqexcfpz9a87Qd3Qn+o7uXODv3cS4ZGYOW8mN\n0w+NbqPIUHJ69zXO7L1O94/a8NG3vbCysTB5bEWGkvXz9rFv1en8K+ciJTGVIc2+L/T6BXTFYn5Y\n2A3DyuE7vfcUqftN6kulfElq/GRsyuRtCWZuBHFXKsn8oktVvORhxIeIRDIa+tzKp03hTuaMFYgp\niXLWzcr2N5TKJIxbkr8floefG31GdWL1j9uBTBOFp7eCqFTHj3L+7kz881MmvfMzapUaRYaSHwf9\nxrKLP+LgYvxx9uVDt7h58r7R9Q0hs5SiSFeiVquxtLZg0rpRuHgZjpZY3Pz1836tRPGt3m7El78P\n08o7WFrIUCl5HB+hVVbeznjHYzWZwU5yYpFb3KmTIeMeWDT+u0CJOnkFSPwRWbYCUcFDPjvIrPi1\nybtsfH6VmXcOk6bMfEgJTIomMEk7n+Bg/yb42RVtLseS4ljoI42wA7RMU/8tLL5/jjNhmZ+h9V29\nmVCnbZGOdzzkKVOuHdJcv1uxDtWdyhbpmKWJ4OcRHP3rolF1UxJT+X3KNp7fe824XwdrNlfvXXrG\nj0OWExeVaFQ/t84+YnSnWYz79QPa9W5U4Lmbi/uXnzHto2XEG5mbVR/XTtxn5BszmL7580KdMuUU\nd+lpGUz7cJleYQfGJcCODo1j04KD+dbLi/TUDNbO3suVY/eY9McwyribFq02TZ7OxHd+4fnd1wUa\nX61Ss3vlSe5ceML3qz/F3cf4767o0DimfriMJ7eCCjQ2FH79AuZFrYpErZYjlniiVsWjVqfk3whQ\npB5FrYpBJC6+5wNB3JUSYlOOkJJxn6S02ySlXaOG5y6spH6ULzOVwJgpPI0aQ0WX2YgL8aBqDvYs\nP058ji/SDgNa4GfkLl7/L7uDCFb/kCnwvu/7CwtPTqaMhxMNO9Si3/hubJy9B4DOg1vrzSWYF1Xr\nVzBJ3InEIsp6u+Bb1YsKNb2pWMuXCjW88a7syW/j17L/j5PIk1JZ8tUGvls70qS5FBXrZu7SBH0B\naN69AV8uH0bQg2AeX3/Bk5uBhD6PJOxlFAnRiaSmpKFSqrC0tsTe2ZZGHWtRvXEl6revWeidXmO4\nEf0KuTL7dMvPrgxlLI1PDp6q1I3mJ8sl7tQZdyB5FaIscadWgKwmpF1ElTQPseuBgk0+B/0rNqS+\niw89ji3Te7+MpQ0jqpnflLi0sPnFda3rPn51S2gmRcevd88A4GRpzcLmbyPRkzPLnIw+t0MrOuuf\nj67Q2aca9VwKbwZW2okJj+erPgtMbndsyyU8/VwZOL4rt88/ZtKA30hPNS3ip1KhYs6oVagUKt54\nTzcgTXFx/eQDpn6wVG8eXVOJjUzgq94LmL1zLOWrFSwFS86ctiun7uDB1ecG61bI5zs/+FkEX7/7\ni957flU9adOrIQ3aBeBWzhl7JxsSYpIJfxXN1RP32TBP92Tk4bUXjH1rDjP+Gk05f+M3QBZ/vVlH\n2IklYjq824RWPepTp2WmL1dMeDyPrgdyatc1Lhy8pXOS/OJ+MON7zGP2jrH5pniC7PVHhsSavP5T\nO64S/Fx7Q7Sg6xcwLyKxG3ZlT2mu1Wo5auVL0pNXkyE/gFoVbaClEkX6JWRWXYpnogg+d8VOnPwk\nL2NnIhU7IJWU0aQpqOy2GGuZP1bSiohEupr7ftg7JKZdw9mmE1XctM1izOFTZ0wfDy4/ZWyH6Zrr\ngCaVmH/kW5PHUqvUfPv2PE1ett4jO2rysalV6gKbFibFJXPj5APsnW1xKGOHvbMtjq72BfaLy+nT\n5uLlzPLL07F1KJnoR8smbmTH4sNF0nertxvx+c+DcShjfqff906u5FZMdkqQ2Q170dO3ttHtQ1Li\naXdQ+yHhdJexuFvbZ16o4kDshCq6L2KXzaBOQp12GnXKWkQWjRHZfYEZzNc13IkNoe/JlTopEwAC\nnDxY2qx/9tz+JUy6vpe/ArXFnSmpEP4pPndZvnDmYvMbg2jophs1NWscb1tH1rd/HycLK946uILg\n5HgAOnlXZXHLPmadi6mYyyxTn/+Pk6u91klbzSaV6Ppha2o1rYSjqx1J8XLuX37GtiVHuX9Fv8Co\n3bwKt89rBzXwqeRBt49a06Bt5kOzUqEk/FUMV47fY+fy48SEx+v00+TNWkxZq5vP1NQ1gfFmmfKk\nVEa9OZOQF5E691w8HBk5qz/NOuf9GalSqjiw7pxef6iO/Zsz9uf382yvbw0Dx3fl/fFdGdd9rtbr\nbmNvRYd3m9JvbGec3fLeEFQqVHzZ+2fuX9b2Cfaq4Ma0dSONFiavnoTx/aAlhAbqvkY1m1Tip+1f\n5Gup8vuUbWxfekyrbMjkt3lnRP4pDNJTM5gxdAWXjmT6ivf8pB3DpvbJd0xzrR8yX4NhrabplBu7\n/pzo+//Oer+evvKU1o2yzc/fHb2SLb8atsbK3VdBzZHzwhSfu4RQbdN5B8+n+faXH3mZZeZHSswQ\nFKlHdMpl1r2wdv7V2G7+Gz53l4IqYCX1o5bXQV7HzSM6eQ8KVTzWssp4O/0PJ+u2qFESGr+cqOTt\nKFQxOFg1x9tpHFbS8nr7TEy7SnjCKhLTrpGhisLZuiPeTmOwlumPeqhQxRGW8AexKYdJVbxEJBLj\nYf8RHg4fIxUbb7LnZN0WJ+u2WmsDKGOTt6Kv5r6GwJip+DiN07lXt1zmjnNC6kUehJueSqCS66+a\nPvLiVi6b9aZvFcyBXCQW8dXK4fStOBqAHYuP0LpPE6o1rFgonzE7J1ta9TJfnrnGnepw+VCmOWx0\nSCzLv9nE2EUf5dPKvKjVan4bt5a9K04U2Rhndlzh6Y1AZuwaj2cF8+0KPkuM0hJ2IqCxW3mT+sgZ\nSCULa2m2WFennQTFfVC+QBXVHUQyRJatEDvOBon50xGMu7Jdr7ADuB8XxnsnV7KixQAqO/w7dlef\nJkSyLUg7gERDV9O+KAX0s/GNQZpUB3OadGPg8fWogUOvH7HuyTXer9ygZCdYROQUdqPnDKDLoJZa\n951c7Wn+Vl2adanDgv+t5/DG8zp95BR2IrGIDyb24J0Rb+byS5JRvroX5at70eX9FrxbdbxOP5eP\n3SXsZTQevsWXo2r1rD16hV3VeuWZvGq4UaZ3YomYrh+0YvXM3STGaUfrPbLpAt0+ak3l2qb9ncos\npNw4/VBL2AU0qshXSz7WigqeF9uWHNERNg7OtkzfPNqk19insgczNn/O5x1naXzxs7h76Snblx3L\nV6Tp82Fs1b2+UeNbWMn47o+hfNdvEW16NdR5jxpC3/oBk9cPma+BnaNNgddvLBPn7uL85uznyuDw\nOJr3nae5fr9nY0YMaKWvaelAbXyQmiyKMkCLzKqjXnGnUoYW2Zj6+EeIOwA1ah5HDidenu2Ympx+\nh8cRn1DdYzPBcQuIT83ONxWdvJc4+WlqeuzASqadrDskfgmv4uYC2c7XMSn7iZOfIMBjE7YW2rtm\nKekPeBTxsSZtwd8TIjh+EZFJW6jqvhobWdGGahWLbKjo8pPee5ZSb82/+k7ezBUt82EuMw1jAqkY\nwtE183RDJBIx4KseVG1Q8L6KijG/fMCwxt9qctwdWnOaVr0a0rBD8fgbKRUqFoz6gyMbzuVb193X\nlbptA6hYywffKl54VHDD1t4aG3sr1GpITUkj8nUMu5cf5eL+m8RFakcMCw2M5Osec/n11GSzneBt\nenFN67qBqy+e1qaZgqYodT+4bSQ5HNtFFmDZBtKvIi6zHoo4r0zu4DDWUplWUJUweQIDTq3it2Z9\naVwMET2Lmjl3j+qI2X9rqodfmpueguXw60fse/mAhm4+DMolxvwd8n6Yy5nDrklZPz6o0ohVj68A\nMP3GURq4+ZSoD56hyJl5RdT89o9htDTyAVosEef50CwSiRg5qy+3zj4i/JV+cyeJVMy3vw+lWZc6\neY5l52iDraM1yfHa+UrVKjXn9t2gz2fFk7Mx5EUke1ed0ntv2oaRJoffn7LmU77s/TNKRfazTNNO\ntbC2Nd19w8JSxo5lxzXXAY0qMnPLGKMtX2IjEtj4s7YJvEgs4pvfPymQePbwc+XrZUP4rv8inQii\nG+Yf4M2+zXDMwyc/4nWMTpmLh/E+a1KZlJlbxxgdPE/f+iHzNSjo5kFh1m8KOcVcFuc3j6N533ml\nW9iVQsRS/UG41Crd92NR8o8Rd2mKl6QrQ/F1/gY3u3dQqdN4Ef0tcfLjPIr4AKVKjof9R7jbD0Kp\nTuRF9Hckp9/hddx8Krllh2HNUEYSmbwVscgCb6dxuNh2Qyouw+PIocTLT/MqdjbV3Ndp6itVCTyK\n+Ih0ZTjWsir4OE/A3rIBIpElTyKGE596lsCYyQS4by7U+lIyHhGdvJuE1IukZjxHqUpEKnFCJnHH\n0aoVvs4TC9W/OXj1WHvnwaeKSaFddXjr47bUaxNAq7dL3rFdHy5ezoycP4jZnyzXlP088g+WXfoR\nOyfz5sDJTZo8nemDF2tODvXhU8WTDgNa0KpXI7wq5v0QKLOUYu9syxcLPyJjroJDa06z8vstyJNS\nNXXCgiL5bfw6vv6j4OHQc7IzSHvuvX1N99NKSE/VuraWyLRyjoms3sr8RbIB1PIiFXe5xWp7zyp8\nW7szQ86t1wqukpCRypCz65jXuDcdvaoX2XyKmrPhzzgZ9kSrrLV7JZq6lb6NGHPQzTfA5DZBibHs\n4wHlbBwL1D4nX9Zpx5mw5zxLiCZdpWT0uR3s6vQxNtLiT7dizoiYhvj4u/zFtIWljM4DW7B61m69\n94dM6p2vsMuiY79mWuIli0fXA41qbw52Lj+uJcSysLCSFSivWkBjf/qO6cyGeftp2D6AwV91p3Kd\ngm0qJcQkce1vn3UXD0e+X/OZSS4Nu1ac0An136p7tl9bQajftjotutbVST8hT0plz5+neH98V4Nt\n9aUdCA2KwqeS8TmFTYmKrm/9YPxpoT4Ks35TyTq90yf0BIxHJNHvk6lW55+Cw5z8Y8QdgJ/zd7jb\nD86+LjOJuODjKFXJ+Dp/g6fDUM29Ci4zuRvajYS0C1p9yCRu1PE6SroiFAtptuNxZdfFXHtVh6Q0\n7T+i0IQVpCvDsbWoSYDHX4hzPDxWc19NVPJOyth0LtB60pXhmt/vhOj2kaGMJkMZTUr6fUQiKT5O\numYlxUlijHZELzsn4wNj6GP0gg8K1d4UUlPSuHL4DvcuPCbw/mtCX0SSnCBHnpS5kyuVSbGxt8LB\nxT4zyEo1Lz6Y1Jv27zXj6uE7HP8r830UHRrHb+PW8dXK4UU214SYJCa/u4CHVwznMmv0Zm1+2Da2\nQP3LLKV0G9qeBh1q8l3v+QQ/y34fntp6if7julG+EKHCs0jIyBZm1hIZnb1Nf/jN2QeAvcxK61qd\n8D0iuzFg2Y6idN29GfOaH29lR37zsHZgVoOeOFpYs7HNRww9v4G7sSGa++kqJWMubWVK3a70rVDw\nL/eSIjotmYnXdmmVScVivqxlHlMgAV0sJVLmNu3BO0dWo1SreJ4YzeSrB5nbtHtJT83sVK1Xnt7D\nddMa6KN2c/0pcfxr+dBrWDujx2zYvoZecffifrCe2uZHkaHg+LbLeu91+7DgwZj6ft6Jhu0CqN6w\nYv6V8+DoXxc1qSRG/dTfJLGpUqo4tEHXfHbA/94q1Jwg0xfw3L6bOqdXB9aeZeC4twwKsDJlHYgI\n1j4t2bTgoE4uP3NgaP0ikajQr0FB128qi9efRlU6YnD8oxGJDJwOGxlZ01yUvtjpeeBm967WtaU0\n26fGw/5DrXs2FtUAyFDqRisC0d/CTk26MoyktJskpJ5HLLZFmes/ICvgiY/TBC1hl4kYV9veiEWm\niRyFKpbAmEncDM4+7i7n+DlV3JZTp9xJGvjcpLHfUxr63KaGx3Y87D8gJP43IpIKl0yysCQnaL82\nufPilFZCnkfwXoXRTB/8GzuXHOHmqQeEv4wiKS4ZpUKFUqEiTZ5ObEQCQQ+CuXLkNtsWHqRvhc+Z\n/clyunzURkvsnNhykdPb9X9JF5aI19GM6zjDoLCr1y6Ahae/L7Cwy4lnhbJM2TxGx4THGDPQ/IhJ\n036vdPepha3U9DxB8bnEnaOFtrgT2Q5BFf0u6vhvUEU0QxVWRfsnpvAJxUNS4hl18S8y/k7JIBWL\n+blxHxwtMj8PyljasLbVYFqU1X64UqnVTL6xt9DjFzdq4MurO7VSHwAMq9KCyv+y3HaljdplPPks\noLnmekfgHXYE3inBGRUNfUZ0MNq/2ruSu/4+Putg0oOtoQiPuX3WioqbZx5pTPxzYmEl491RBc+P\naWElK7SwA4gKjQOgWZc6NO1kfNArgDsXn+pNR+FXtXDWPQDlq3lRTY/bRkx4PA+uGnY1qdVCd1Pg\n+NbL/D5lm958iIXB0Pqr1i9f6NegoOs3lREDWzPq/WyT+6wTvIVr9ZsRC+hHZMB6SK1O1VteVPwz\nns7/Jre4EpEdEl0kkhm4p7sTkZL+kNCEZcTJT6JQxeU5Zqoi0/HSzsp8gTpuh7yJQpWAm927RCRu\nAMDb6X869SRie+ws62FnWY+wxNWEJ6ymrJ3+gCmpiiBuBbfNc9y8ctk19LmFRJy3P5REKtEyKZEn\np5VY9EhjUClVrJ25k83z9hXow1yenMbxvy5w/K8LOuGPf/1iDdUbV8LNSEdzYwi8H8y3vecRrSd8\nsouXM8Nn9KN178Z6WhYcnyqedBzUml1Lsx2A7+aKQlcQFtzP3iG3EEsYUb1gO9MxqdoPXs6WuXaT\nJb6I3Y6iTlmPWr4XscNkkBXOPC4nCRmpfHJuvZbQmVSnC/VdtIO12EgtWNa8P19d3cm+1/e07s25\ne5QJNfP36TkU+IS5V88QGB/H4g49eNMv23b/dmQY3549zLO4GHzsHfmwZgP6Vattxjig2Sx7dJaz\n4dqbC5Ud3PjsX5zqoTTxeY2WnAh5yr3YTB/vyVcPUsfFi4r2xRf0oyCc2nGVNm8b9z1Zu7n+wGX6\nsLHX/x3TrLNx5phZGLI00Se4ioI7F3Sj+AHUbVkVJ9fSEWFXJBIVyNQvd+RSc1O3VVW9qRlun39M\nQCP9wrbbB6059tclnfLtS49x9+JThk19hxpN/M0yP0Prr1sIk1StfgqwfmOZOLwjSclpmut6Ad78\n9n3fQvX5n0ZPtHsA1Er95UXEP+rkzhzEyU9wN6wH0Sn7cLbpSCXXBdTw2EHdcqewlBrO3SIy02NU\ncvptxCIranruoUKZ6fk3yEGqItDgPSupH038Xuj9ySLrurr7erydxmnVyU/YATpCLuJllEnzL07S\n5el802suG2fvMcsuXe6QzElxycwZ/rtOPpyCcv/SU8Z3mqFX2LXv24wVV2eYXdhl0e69plrXIc/D\nDdQ0jgsRL9gSmG3ePNC/kcmBVLKISdcWd265xR0AIkQ27yN2mgeY7wNUrsxg+PmNPEvMfp/3q9CA\nfhX0RzGUiSXMbdRbJ8H3isfn+f7GvjzHOvM6kG/OHua7Ju24OXgUE88c4kxwoOb+Fyf28WWj1lwd\nNJKvGrchSp5cJMJu04trLLinbbpmJZHyc+N3dJPHlzDBYXGE6glvX9B6pQWpWMy8pt01r3eKIoPR\n53aU8Kz089cv2abKs4atMLqdKYEgpDL97zsrG9MsAQxZmigyiueh6+kd/RH66rWuVizjG0P9ttWp\nWACT/Cc3iy76IBjeDHh8I9Bgm2oNKtD5/Rb6290MYnzPeRz765KW33lBMbT+WgZMik2lIOs3lj3H\n7rBo3SmGfpt50JCerqR533maHwFTMSSrzHtanB//qJM7c/AydiZqdQbV3NfhaJXzD1+NQqV7rG4l\n8yMl/SGJaddz1S8YQbHTqegyt0DRNSXiwkdGUqnTeRr1OQplPM7W7bGxMP6Uw93PjdiIbKfQZ3de\nUqGm+cPNm4O5n63k5qkHWmU+VTxp9GYtqjepjGcFN1y9nLGytcTCUkZqShrJ8XKSE+TERcTz7M5L\nDq09w8uHIQZGgNtnHnJo7Rk6f1D4Ew2HMnZIcj3EWNtZ8fmCwbR/r1mh+88Lr1zpD1ISC76THSpP\nYOzlbRrbfTuZJZ9WLXi0rXC59t+km5X+HW517BBEzitBkr1Bo047jciyYP83WcLuevQrrfJJdfJO\nWSIWifipYS/UqNn76q6mvIpj3gFvFt64wHdN29HGJ/N0/bum7Vh04yKtypUHIDZNjoOlJTZSGe19\nK9Let/BmWLnZGniDKTf26dg6TKnbtVSaY569mHkS0jdX+pP5S47wv8/eNKre8A/aYGuiSCgOKju6\n8b/abZl1MzNP14O4iHxamIe8ImGCbqCVP3/cyXtjCuZz/l8jLEj/Zqg5TCrNRctuBUtvpC8fnTlx\n9XIyMG7eG8wjZ/YlKiSWq8fv670/d/RqLCbIaNCuOi271af5W3VN3jTInIf+9buVMz5NVl4UdP3G\ncO9pqN5/s6JlCphK8Yo4Q/znxF3W6ZetRU2t8qjkXShVWcJFRZb6drbuREr6Q17FzsLeY7OOf11M\nygFsZFV10i0YIjntlsYf0FTsLQt/ciMWWeDtOI4XMd8SGDvVpCifFWp4a/mCXT1yhw79Cy94zc3V\no3d0fOJ+2vsldVobjlxoY2+Njb01bgAB5ajbNoA+n3cmNDCS09suc2r7JZ7f0X7Qr9awIm36mOc0\nzbuyB9N3jOPLt34iJVGOZ3k3pv71Bb7VvHTqxoTFse+Pk+z5/RgpCXLsnGzxq16OBm/UpPPg1jiY\nGB7ZKpfPnZWN6WG0ISuIyBZi07P97SbV6YKTRcFNd3OLu3I2+p2V1WlndE6y1LGfIPIw3VxIrszg\n0/ObuBQZqFUe4OShFanTEBKRiNkN30apVnHg9X0m1OzAwIp5R4S9HRXGUu+emus23hX49kx20vpp\nzTswaP8WWntXYHCNejT2KHzAm5xseH6VH24d0BF2w6u25G0/08zfigsLCwnJKWk65RV8XY2ut2DZ\nUb4dW/CAByNrtGBkDeM+A3cHL6JHuVE862dcUveh1ZowtFqTAs+toGQJuNwJy/MTfgJ5o88nC8DJ\nrXSYZALUalqwk6bYyKKNBGgoPU90WN4n8lKZlClrRrBs0hb2rjqtE5QEID0tgwsHb3Ph4G2sbS1p\n2a0ebw9/gwoBhi25cmNo/Q7O5klVUND1G0PtquW4/SiY2lXLaV1nCbvFG84I6RBMwaD5ZfFavvzn\nzDKtZZk21s+jvyI14wUqdSryjMc8j/5SU0ehyv6D8XT4GAuJB8npd7kT0pXo5L2kK8NQqdMJjPme\nJ5EjuRf2Tg5hmDe2FrV4GjUaecYzjInup1KnERL/GyIkeDl+ZtpiDVDWvh/Wsiokpl4mIdX44Bm5\nxdH5fTdIiE4yULvk2LP8mNZ1jWaV8xR2eeFZ3o2+47qy+Nw0ftr7JdUbZ/pBVa5bnuk7x2NtZ5VP\nD8ZTqY4f07Z8QcMOtfjl5GS9wm7XsqN8WOcr1s/aRUJ0EooMJXGRCdw6/YA/vt/C+wHj2PDTbr3h\ntg0RmSuimEd5009p0pQKRl7YrJW0vKt3DXr5muaYn5tXydpmquVstXcw1bFDUIVlmqzkDKSilm8p\n0Hhx6XI+PLOWi5Hajup+dmX4vfkAo/uRiETMa9SbzuUC+KRK8/wbAGJR9sexWq1GlePzobt/NU72\nHUoN17J8dnQXS27p+pIUlAlXdzD15n6dSGl9/OoytkZ7s41jbuztrEhM0hVtvd6qx+17r42qFxYR\nr1W3IEy525Mpd3vmW+96rG5iW4H/Dmly/cmWzZVX1BwU9KQpVc/miTmxMfA9a8y4EqmYETP7Mmvb\nGCrWzHtTTJ6cxpHNFxn5xgx+HLJcJ9qmIQzNw86xcBHFsyjM+vNj6bR+TB/bnaXT+mmuz28ep/kR\nhJ1pqNUGLJ9ExZvS5j8n7nydvkaEhNiUQ9wKac+Vl9W5HdIJa1klnK0zQzOnKbJN8SRiB6q6r8JC\n6kmqIpCnUZ9z43UzrrysSnjiGiRieyq5/mKUzxqAv+vPxMvPcDukA5eCMoVCVjAYlTqN5PR7JKSe\nIyJpM8+ixnIzuDmv4ubi7/YLthbmSp4txssxM5R/VPIeo1s17lQbS+tsk4V0eTrrZ+3Ko0XJ8Pyu\n9gnb8FnGP5TnRZ3W1fn56Lf8sG0sM3aNL5JgMjWbV+HH7f/T+4X/55StLJmwnnQDDwmQ+X+yZvoO\nvnxrFklGRoG7fuyu1jRXGbcAACAASURBVHX1xqY5mcuVGQy/sJHT4doBA6bW62ZSP7lJzEjTOgUE\n8LPVDmAjcl6J+O/TObHHY83vImvtyLrGEJIST/9Tf3IzRvth39vWidWtBuNqZdpDmESUGVXTGGq4\nuHM2h4/d2eAgarpoRwksY2XNZ3WasLX7ABbfNI+4e5YYxe6XutEY3/arw4/1uxeJX5+5cHdzICxC\nd+daJIKNO64YVe/dHg216goIFDeGfApLAlPy2hUnhoLeKE3wp6/dvAqLjnzN5FWfUq91tTwjrarV\nas7tu8mnbX7khIH0FcaQmmwe0WuO9eeFhR5/1Mu3g1CYOarofwG1Wv8JvaEomkXFf07cOVq3prrH\nZhytWyER2yIWWWEtq0wNj62Usc18GI2Tn9BqYyOrSi3PA3g7fYGNRXXEImvEIhs8HT6htucBHK2N\n39mwlHrj6/wNthY1EItkSEQ2WmkcHkV8xIPw93kRPZGo5J2o1ArK2vXDxcZ8ySoBXGx6UM5xFOXL\nTDO6jY29NW/00z6F2L38WJ6JtkuC2FzBE/z0nIAVhkZv1sY+nxxAcSE+Wj+5UaviSU/5C4DUhJ/y\nHfPGiftsnp93UI6c3Lv4hPFdZpEUn3duFaVCxY7Fh7XKWr9tvKlpuDyRj86s5UKE9kmXg8wKe5l+\n8840pYJUpSLfvh8naAd2kYklVCiiiIFXooJ458QKnidq+zB42TiyptXgAgeEERsZqn1k3aZMvXCc\nM8GBpCgy+OHiCUbVy/S1DElK4OND27gc+hq5IoPn8TF42BZutz8xI41Zdw7T45i2D5UIGFW9DTMb\n9DR67iVF5Qplefoi0xctPDKBFevPau5ZWUo1Dz551WvR2F+rbkGYUnMXU2qWvk0ugdKFIXP30mj9\nYioFNeU3loRY/a+Rqf5xIpGIZp1rM+Ov0fx5eRrlq+f9bCBPSmX2yFVsW3w0z3qG1h8fY57/W3Ot\n3xATftIO2HT9/iumLNxHlJnm/19CrQzTWy4SFe8Jfan1uasx8WfuzcrM5ZUz4mNu8rr38ZLRmj5y\nYm/ZgGpl1+iUu9r2wtW2l96+pGJHyjmOoZzjmPymrkPOtQB4OgzVSriehVhkSX1v/btEufswBX2v\nkUgkxdtpnMl9jf7lA/wCyrFkwnogc4dr8rsL6D2qE4O+6WVWM8WCUrtlNa6fyA5Hv/CLNYxf9kmR\njpkh30dy7KeIJR44uOd/EpAU1Qcb519Il+8kNWkRqUmLNPdsXdYis2yrVf/HQYu0rhee/p7Kdctr\nlanVanYvP8ayiRtRKVUE3nvNOz4jGfRNLwZO1DUb2/DTbtZMz/5Ql0jFzD/yLVUb5O0/mpSRxi/3\nT7D22WUdw2IriZTfmw+gsVt5fU0z2yvSaL4v056/iVt5RlZrTZNc9ZVqNT/cPKhV1q9CAySi/Pej\nxEb62cWny5l0Yy+Hgh/o3Kvh5MnKlgNxtjCPWU1+tPetyJWBIzTXV9/P/t3LzoE/OmWfAL7h688b\nvqadroakxLPpxTW2Bt4gOk33RLeygxvzGvWmqqP+nGKlESsrGfOnvcegkX/gWsaO2d9nv0bfT+hu\nVD2JRKxV1xB34k+zO3gRE6qtwUKc+Rm34/UCMlRp3E84ryXuHiVeZl/IUnp7/49y1pUJkT9lT8hi\nrf4WPv6Mt72/wM3Kl1uxxzkQ+juDK/xABdtM64xnSTfY/vpn3vb+Al+bAIKS7yEWSfC3q1uwF0ug\nxKnesCJXj9/TKb989C5dBrUsgRmZj2oNKnDthP6gJebg5Paresur1itf4D7dfVxYcuI7zXVCbDKb\nFhxg98qTOm4NK6ZtZ9uSo/x5eZqW9VIWhtZ/Zs91+o7uVOA5ZlEU69fH9XuvWLj2FF8NexMPVwc8\n3Aq2qfnfRI1K8Rx53AS9d8VmTNFkDKVW3JV2IhOTcbPP+/Tm30rP4R14cj2Qoxuz/fW2LzrE4XVn\n6fpxWzq+35JylTxKbH6tezfWEndHN55j3JIhRifNLQgy6644WWeag+o7qYsL8cHJK/N+unwHSsUj\nJLIayBOm4VD2FGJp3oIqdzoHzwq60RdFIhE9h3fA0cWen4Ys0ziPb5i9m2Zd61OxVua84iIT+HXM\nas7vva7Vfsi09/IUdkq1is0vrrPwwUmdJOUAHtYOLG7WlxpOeSdttRRnf+xcigzkUmQgNZw86e5T\ni34VGxCTlswv90/yIF57B6x5WcN5GgtCj2PLCJPr+sp28KrG3IZvYy3VNVFKjE0m6EEwNU3I01VY\nFOkK7p5/TN22pn05hMsTORv+jMMhDzgd/lTHpy6LMQHtGFalhVHBYkob7m4OrP3tY7PVM0R1h2Yc\nCFnOw4SL1HZqi0KdzsOEi7znO5H7Cee16p6N3EZnz08ob5sZtMvPtgb9/b5l4eNsn+muXp/ibZMZ\nMbmxS1eeJd3gZuwxjbg7HfkXnTw+ptL/2TvvqKiurg8/d2Zght4REBCwo9h7CfaKLfaeaExiSVET\nNfZ0o9EviRpbosYYu0YTFSuxxd57FxAQ6Z1h6vcHrwjM0GcADc9arMWce+4pc2Dm7nP2/m3LRgBU\nt2rM+iezKoy7V5jq9T31GneXj9955Y27qnU9jGrcXf9X/4ZdNT/DqXVb21nw7ucD8O/bhK/HriE6\nV1qi+OgkDm05Q6+3/XXuzWv+1/+9bxDjrjTmv/T342i1WpbOGYilhZS7JUyJ9CqREtUWjSrEqH0U\n9IxnaMq1cbf6n/Mcu/OY74f2wM3OGq0WFgeeYMf5m8hMJEwL8KdH/cwvyKikFD7bdpCrIRH8M3Mc\n1mYvT5CeRMcx6be/WDWmH+72Nvx85CzrTlyksp013w/ryVd7grjwOIz3OjTng86t8uzj+J3HfLE7\nCLlSibO1JX9+PJKopBSmbQnkTngUAQ1rM6evfgGC1f+c57eTl6jiaMemCUMKPZdGXpVZPKxHoedS\nrZIDLeb/zPDWDTjzIJQlw3viYmNVpP7WjH2zwHlNXj4GjUZD0NYzWWUpCalsXbKPrUv24eVbmUYd\n6lKnRXVqNPI2aLLvgug0tBXbf9hP+KOXH07vt5zDsGm9admjAaZ6dt4MiYmsCyayTqQlTEMsqYGV\n81HSEjKT1GvUUSjSMsU+VBknEUl8EEl8sgxCiWkLLB11xUBcvJ15ki2WcOvifYz9Qn9cWbsBzQm+\nHcaW7/cCma6Xq2duZsHf09j47R52LTuok+5gyCcBvDkp/y+h6Rd38/fTm3qvNXbwZGmLgTjozUOX\nE6lY92PnVsIzbiU8Y8GNQ3ruAEeZJW0rVdO9oLiEJm4oQJawSna0CR8j2P6QoyxJKWfBjUN6Dbt3\narRiap2OWS6JWo2WE7vOExkaQ3RYLNdO3KVpZz+qN/TSu4NrDI7vOl8k427lvVPse3qT+0kFy+e3\ndPZmQq2KgPmCkAgm1LNtz/WEY9Szbcf95IuYS6zxsdRVEo2UP8bbIqeQkINpTvevDcFzde7zNH+5\nvhHpDxnkMSPH9Yh0/UmwK3g1qNtCz+cXcOnYHZITUrGyfXU3i/1aVmPb0oM65THPEnB01S/jX1gi\nnkRzW08Cb4C6LQ2TRy47NRt68d2uj/mo20KSc8Wtnzt0Q69xl9f8r59+UOL3wNjzf6GKuXlv5ung\nln2XdK7tXDYO14pTvBIhNi1d1elybdylyBX4ebjw3d7j/DiyFynyDKxkUvZ/8hZxqemMX787y0BZ\n8Pdxarg48sOIAJ5Ex1PPI/PkKDFNzvQtB1g8rCfu9pky6mtPXGTrpKGIBBGeDjasf/flQ3Jyet59\nfP7nUZaMCEAAxq/fDcCSwFOM9W9KDRdHxv26i9MPQmhVvYreuRyYNoZlh8/873Xh5rL17HWCYxIK\nPReAZHkGiWlyZvVpz4K/j/PDiIAi9VeYeYklIqateRcfP0/Wf7ETlSJnDFXw7XCCb4eza1nmB565\nlRluPs44ezri4GqLjYMlIz7T7wJbUiSmEqavfZ9p3RdkqUmF3Ann27dXYCozoXoDL7zquOPq7YyT\nmx22ztZY21tiZiXDzEKGqcwEE1MJYhNxvkHXOdGi1aQgT16AUn4IpTzTSFGr7mcZbua2S9CoH2Nu\n+x1Jz1shiGwxs54DkHWqlxft+jfPYdxt/2E/7tVdqNnYByd3e2TmUsSSlycvI2f248y+K4TcyVSv\nvHr8DrP6LeZSLvEUiamE978dSsC4glUR59TvzoOkaO4mvjSaxYLA6GotmFqnY6FPfkxEYmbV78bS\n28dIUhYugexHvu0w0ZdE27QxIpf7aCJrFNodc87lvRwIz7nLamki5ZtGvehaOacBJYgE1GoNLlWc\nqN+2FpOWjCpUH4VBmaFCq9XmK2KgUqjY9N1fhD96TuD640Dmqe3aqwvy/Nv0sLAr0LBr5ezD+Jpt\n8nWfrSAnje27sOLhh6SoEriZcJJGdp0R9ErOCGgLUEKeUnMt1ib5x4+KhJx/79pykj+pguJRv3VN\nrGwtdAyG9BQ525cdZszs4n8fhj+OIj4qKU8D0tg0aFsTcysZack5P8+3/XSQCd8OLlHbW388oOO5\nApl5YI2VAN7Vy4nRM3qxbMaWHOXBd8L11s9r/iqlqsTvgbHn/yKf3VtvNicuIY3hvZvi4WpHq8GL\nOb216KE7FegiiGyQSHU3BYxJuTbuPuraiqT0DHouXg+AiUSMm501a45dID41nfjUl6cPZx+Fsv+T\nt7GSSbMMO4DJf+ylX5M61HJ7Ke8+vmNzfj91haEt6yPO9UCaXx8KtRqRkPl1/uI+S5kpbWt6ATDG\nvzEn7j7Ra9x91LUVYpGI9zs0L9Jc3mn3Mj9WUeYyPcAfkSDiwuOnxeqvsPMa8GE3mnb2473ms3Wu\nZSctOZ2H10J4eO3l0bexjDuAGg29+GbPJ3wxbCkJ2XLQKORKbp19wK2zDwrVjkgswtzKDEsbcyxs\nzRn2aS9a926sU0+riUOrVWAi60ZGqm48J4BSfhAT2cvTMbHJS/XTFwagILLDxuW6zr0B4zpwaOPJ\nHKeR/zdxbY46ElMJ5lYybB2tcataSSffXW7DrlbTqkxaMpJq9XXXVR82pmb81nYUo05u4F7ic/zs\n3PiyUQC1bYrugjuqajN6e/ix9sEZtgdf1uvm+YKRVZsxyKtRvu0JFoV3ufuuSV9SVQpO/k/ds7aN\nCz82H0AVS/2nyx0GFy6J/I6fDvDLbN28kQeS1uV4ve/Xf2jTpwkHNpxAamZK3/Gd2b/uGFIzUx3B\not+/2U29trX49coCAJ6HxvDDB+vy3XTo6V6Hf57d0zllFQsC/i41eL9mG+rbFz6HUwWZOEk9qGxW\ng5uJJ3iUcoXubu/qrecq8+FR8hX8bN/IKgtOzbkWd5PP0cz+pUdGujoFAQGZOPP0xkXmw6OUq9S1\neemu5yorWpxlccmez64it53hEEtEdBzUnN2rg3Su/fXrsWIbd1qtlp8+2cT10/dp1qkub8/ui5eB\nRcQKQmIioUP/ZuxdfyJH+YE//qXHqLYFCpfkxb3LwRzdoV8ZuMOAZpjoUXk0FK0DGuoYd4mx+hWo\n85o/ZL4HxTXuSnP+7w5uQ3RcCgvXHKZFA2/qVMs/vOIFWq22CJvg/0EEKWZ2SxGE0j2ZL9fGnSAI\niLPFSX2w4S8ae1VmYDM/bC3MuBz8chclrz+tHvVrsvHfK/Rp7Iu5aeYO+Vj/piSkyVl7/CI7Ltxk\nVu/2heqjTyNfRqzYio25jJm92wGw7+o9Np95qRbZua7+Y/IXf/wv5mPsuYgEEYlp6Vn7x0Xtr7Dz\nAqhSuzKLD81kz8ojnP77EiplXkkcSxff5tVYde4rfp27jUMbTxV8gx40ag0pCamZaQVCIOxBHkpI\nIgcEQCR2xdbtKfLkxciTf8BE1gWZ1UeITfLP91bQyZ2FtRmfb/uYuQP/j4jH+k9lVAoVSbEpJMWm\nEHovQm8dyEyY/va8AXqN1IKwNTXjt7YjORJxj/5VGpRIUdHW1IwpdTowqbY/xyLvcybqCQfCb5Oo\nkGNlIqWeXWWGV21KO5eCXU8Eqxn6L6jDQJwzt5FMLGFFy8HU3/MN79RozQe1/fWeCl48coPZby7J\ns89aTXz4IWhO1usBH3ZjwIfdAOhm/baOUfcCrUbL32uC6DWuA/MG/UDf8Z25HHSLIZ/kTB1xdMtp\nLgfdYvGhl0mvg7acoW3f/BOiA8xr0JNLsU+JSEuklk0l+njWo5eHH05FTOdQQU4a23XhQOSveFvW\nx0qiPydYW6eB/BW+FHOJNZ7mvoSm3WJfxCok2fIcBT3/HTORJTWsm5KkjOHv8OV4WvjSqdKobG0s\nw0xsiYd5LZ6m3aGtU9HTexSV7EnLCyIjXcHoWQXn96vgJX3HtWfvuhOolDk9XTLSFSTGpmDjUPT/\nz43f7+P66UyvhfNHbnIh6BYdBzRn0ndDSs11HKDfex0J3HgqhxiJUqHi89Er+PHgDKwLUJjOTdzz\nRL4cs0pvzlaJiZj+73cssI2o8DhiIhLwbVr0eCdzK11xOCu7vAW29M0fMt+DpPjUIs8fKPH8i4qT\nvSULp/Vj8doj1K2h3yAXiUU5ThLTUzL0vlf/ZQTBEkHsikTaBlPLsYjEnqU+hnJt3G04dZn41HSa\neGfuMt8Me874js1xsbViz6XbRCQkoVJrkIhFtK7hxc9HzvBh19ZcehKOf61M8YUBzfxIkmew4O9j\nfNG/Mwlpch4+j6WueyV6NqjJ6FXbmdW7PQlpcmzNZfn28feVO2x4byC13JyRmWS+deM7NqddbR8q\n29mQIs/AVKI/Z82GU5cZ0qI+vx6/yORubQo9l31X7+JiY1WkuQCsPX6B+DR5kd+7fVfvMrh5vULP\n6wV1WlSnTovqpCSkcjbwKucPXufGv/d00hKUNjaOVkz5eSxValfmwuEb3Dn3MM9ksoUhd6xabrRa\nOfKkBUikmXFM5nY/kpbwKYJghsxyIiJJ8Xff3au7sPzU56z/fCeBG07km+9OH3bO1sxcP4G6rWqU\nSFzGztScgV4Ni31/bkxFYrq41aaLW23mNehR8A250MR0RzBphGD5HmT7ENWm70Gb9jsihx0695iI\nxOzu+B41rHWFaV7QpJNfDgMt/nkidpVsijy+3LQf3JKgLaexcbRiUeBnRIfFEXovgqr1Xo49/nki\n+9cd4+vdU7PcNuOjkjix+wJLshl7eWFlImVlyyEIgpDvHCsoGnVs2nAg8hca23XJs051q8YEVJ7A\noci1xGY8w0XmxZvuk9kU8mVWnX7uU/jn+R/sDv8RC4kNDWw74O88NOt6DasmdHN9h8Bna4hXPMPe\n1JWJ1ZcbdW4A41rOY82Zz3OUHdh4im4jdAU/Vs/ZzrVT9xnycXcA3Ku9OkqrZUUlDwf6jmvPjp91\nE9rP6P8Dc9e/h6uXk5479bNzxRE2Ld6fo0yr0RLzLL5UDTsAN28neo1pp3MyGRkay9xhy5m7/j3s\nC/n5GRUWx7wRPxMbqf/5oc877Qt8n57cDmfOsGWkpWTw+e/j8StifFrE42idMie3vJO85zV/oMjz\nh8z3oCTzLy6CAJ+M7cT8pfvZtv8yg3rk9JqxsDLL4VocfCcc3yLmxi1vWDqfLOshGJxya9y52lrx\nLCGZG08j+X5o5gPf3H4d+GTTfjJUKrr61cC/lg9P4xLwdrJneoA/M7YewP+rVQR++naOtka3aczQ\nnzcTdPsRHg62rDh6lhtPI5GZSPioa2sAOn67hrn9OubbR9/GdRi+ItPtytpMxpl54+levyYztx3k\nSkgE7nbWzOzdnmZVPfTOpd03q/Fxsi/SXOq6V2LR0B5FmgtAQpqcK8HhLB7Ws8j9DW5er1Dz0oel\nrQWdhram09DMsUSGRPPkZhghd8KJDIkm+mkc8dGJpMTnn3/N0PT/oBv9P+iGWqUh/FEkIXciiAyO\n4vnTWOIiE0mOSyEpLoX0ZDny9AwU6UoUGUodX/fUPIw7jTqc5OguWDpsQSLzx0SaaWQLgiUWditQ\nZZxCq31pjEmkxVNHM7OUMX7RcIbP6MPK6ZsIuRtOdFgcaSly0Goxs5RhZinD3NoMe2cbvOq4413X\nA5+6HnjXcUckfvUUEQtE9QjB+is0idMQzEcjyLqjzTiCNnU5Irtf8rytqEbPrbMPaNOnSUlHi4W1\nGb3ezdx1FUQCy6ZsYMz8ATlcW+wq2bD44EsjTqvRsvTj3xgxo0+h0428SmkNXhVMRFJm1N6co0xf\njruaVs2oaZUzX+S02huzXW9KTav8T2Dr2rTJ4ZZZGoQ91FXI+3HyRr3GXZdhrdn/20munbxH/bY1\ndYzCCvQz4tOenD9yk9D7z3KUB9+N4MOu3/H2rD50GdqqwOTm8VFJ/PL5Lp1yU5kJkxYM1XOH8Rk9\nozcXj94i7FHOv6N7V4L5sOsCJnwzmFY98ld8Pb77IitnbychRn8y6Co1XRk5LUDvtRdcP32fL95a\nlZX8e+agpYz/eiA9RhVePOpwNrG4FzTpUCffewwxf61Wy4k9l1g5W1dYDQo3/6Ky5qthOmXT3+1M\nappuEvZKHvY5jLvAjf/madwV98SygpIjaPOQxy5ldAahVKsxEef/4VbavPHVKpYMD6BhFVeuhT6j\nkVfh4lZKey4lyYlXgS6KdAWpSemkJqVjKjPB2aOwibRVlOP9k9eGl2IqKlDeRJu+G9RhCNZfgrhw\ncQMFkRSbwifdv2X1+a/1Xn90PZSJbebpvfbtnk9p2F5X6TImPJ7/m7iWag2q8Pb8AXn2rVKqWThu\nNc7u9rzzVcnECcqC7r4FnzQWRODtbwwwkgoKorvT+zqumfrKXvBOi3lUrevOZ7/o5m0F6O4yQW95\nYOTPesvzHJeedorahqHGY4g2Qu8/Y0qv70lN1L9Z6Oxuj3+fxjRu74urtxO2jpneOwnRyTy68ZQz\nB65xfM8lFHKlzr3Tlr9F+/7NdMoNPYe8CLn3jKm9855bNT8P/Ps1oWHbWji62WFhbUZKYhrR4XFc\nPn6X9d/obpa8wNreksV/T8W9at4bVxFPonnf/0uUuUTeABq1q83YOf3wqeOu586XnNhziYUT1+Vw\niRREAr/8Ox837/xPzEo6/+O7L/Lktn7hlsLMXx+G+v8BWDl7O3t++SdHWf8JnejzTnvsnW1Iik/h\nwbVQTuy5xMm/LrPsyGd4VC9aXH5SRE43Rmu30BLVLUp75YQSBzGW2yfP8mbYAQxr2YDJf+wlVa6g\nhqsjWyYWbnesPM6lgsJjamaKqZlpMVzySuffa/zZTaxoobvz9l9CE9MrM74OJYL52wi2S0EwM0jb\nRzb/y+aFf9NjTLs861St55lnjJ0+graeYcv3exk+vTf+A5rnWe/yP7dYN28HrXo1Ymghkm1XUEFJ\n0Seikp+wyvOnsaQmpmFhk3c8UgU58azhyhe/T2D2sOWkp+gqBkeFxbF9+WG2L9d138yPEZ/0LNCw\nMzZVarry5R8TmTNsedbJWXYe3njKwxv5x5jrw9rOgq82TyzQsHHzdmLs3H6smrOD3IcXl4/d4fKx\nO9RrVYPWAQ3oOKA5ZhZSlAoVsZGJPLgWwtHt57lwVDflz8CJXQo07KDs529sugxtqWPc7fz5CDt/\nPqK3/vpv/2LOWv3iUxUYj3Jr3JVH3u/YnPc75v0gVl7YNum//aD/X+N4ZOFSALyOaFPXACBy/Au0\nclBHoJUfRBM7EMHyAwRZyRPIWtqY88WOyVQ24Jdqmz5N8O/fPEf6ityolGpO773MlJ/H4F3XcMlq\nXxdSU1YiYIrMLACRWL+LbYY8CKlMf5qPmKhOODrrfyD5L1OUk7vbFx4xtccizgReo9OQwqnKVpCJ\nb7OqLPpzMp+PXqmTMLuoCCKBd+a+yZtGENkoDrWb+PD9nqmMb/+VQdrzqO7CvPXvU7lq4Vzp+7zT\nHpcqjiyatF7vCdr10/e5fvo+K2ZuK1R79dvULJIr5Iv5fz56BZGhsYW+Ly+KOv+i8iKfnT6a1/fi\n/2b2z3rtU8edHqPasn9D4eLUTu+/yr3LwdRs5AXonqIVhuLc81+nwrh7DanjXhFr87qz9clFPr+2\nN+u17+75Wb9P9u3EuBqZMTIfn9/GoYjbuW8HoKmjF7+1ecuYwzQ6giwgM5F5TACC5WQEWScEywkI\n5sPQJnyEVpuEYFYylcEWPQwnHvOC/HLbvUBiImbS4pEG7/t1QKOJJjnxK0CDXB6IveN2QA289JJQ\nqR4QHzsCC8v3sbLRTRquUur/v6ig8FSvXwWJqYRTf1+uMO6KQVU/D5YHzWTFrO38s/N8sdqo5OHA\nJ8tGU7d52eS4ywuv2m50G96ag5tPo9UUL/xHLBHR621/3prZp8gCMc07+7Hq2ByWz9zKmcBrBd+Q\nB50GteCjxcMLjIHMjVdtN5YfncWa+Ts58Me/xeq7JPMvCi/y2eXObddq8OIcht0Lxn89ELVKzcFN\np/NtVxAEGrWrXSIBtwqKR4VxV0EFryCDvZsw2DtT3MN393xu952vt94PzQax9sG/NHP0oq5dZozo\nqecPeZAcxdvVWum955VC7IpgtxJBeR1t2kaQtgB1FEi8EOyWo4kdgCDtCCL9OewqeDURiZxwqRyK\nIuM88bGZngoxUV2xsBiDmUXm64z0QADEkqLLoP9X6fuu7inn3N/ydsk0MZXQJqAh3r4VeROLi5Wt\nBdOWv4U8Vc65wzf1JqzOi/FfD6LbiNaYSgveLCoLPlo8nF5j/Nm+7BCn9l7VSQGRF6YyE9r1a8rA\nSZ1L5Ibo4GrL3HXvcefiY7YvO8T5Izf1phbQh08dd96a2ZumHesWu39zKxkfLR6OPC2jSPOHzPdg\n+dGZZe6GqQ+JiYSPl4xAEAncOveI2MgE5GkKzCyl2Dvb4O1bGb+W1WnexS9fhdEKjEe5FVSpoIIK\n8keLlqkXdnAg/Bb+LjX4oekgpOKX+zWXY0MZcXJtPi3A0uZD6Ohay9hDNSra5IUIVlPIsVeluIQm\n8RMEq6mZp3sVUoQDhwAAIABJREFUFBmNVk6C/AIZqghcrV4KuaQq7mFhWrPQ7RhaUCUyPGf+JZHI\nFmfX20SGu2Fjt4SkhBlY2y4iMf4jLK2nYWn1sc49L3CpnHc+yPJIXHQyESExPHsaT2RYHM+exhEV\nkUB6agbpaRnI05XI0xVkyJVITMTIzEyxc7DEzMIUZzc73DzscfV0wNXDHncfJ+yKkVetAsOj1aoI\nSVyNl61+oRNj8TTpNzysR5dqn4YgNjEVB5sKFUZDo+/kLvtrQ2BsF8sKQZVMKk7uDIAiQ0XooyjC\ng2MID47hWVgcCTEpJMSlkBiXSoZciVKhQqlQo9FqsbYxx1QmQSozxcbeAmdXG5xcbXFytcHV3Z5q\nvm4V8rHlmNRkOfdvhvH0cTShj6J4Hh5P/P/WOyk+DZVKjUxmgsxciszMBDNzKbaOllSu4oCbpwNu\nVRzx8HHC1aNkp0k/3g6ihZM3B8JvMdKnOR9f2MaSpgMwE2e6bzRy8Mw60VNq1My+socMtYq59Xti\nLy3839fUoEAmNW6Bt0353IETrKbpFpo2RmS/GSj8Lrg+cq/13WtPSYhLQZ6mQJGhKtRaN/MvvCFU\nXohO3c+DuM9RqjNjgV4Ydwnys1yLHI2/172yHF42BKSyblmvzMyHIAjmJMR/gETig4Xly4fl3IZc\nXgZfeUKr1RLy4Dm3Loewbc1xop4lFPpehVqDQq4kKT5TtvzuNV0RBzdPB+o28aJuY2/qNvEq8WdS\nBcUjWXETDUrkqghkkqL9Xd6P/YKw5D90yn1sPyrQWHwQ980radx1nbKKi79OKbX+moxdApDV5+V7\nYSzYeJSw6EQ6NanOF+90JylNjrV5RTLvgiiMYVUStcwKMqkw7opJcmI6v/14iPs3wnhyLxKVSl3o\nexPiUrJ+f/pYfx0Xdztq1HWnZj0PmvnXwt3bsaRDrqCYKDJUXDv3iHPH7nLjwhOePo7WUeHKTXqa\ngvS0bEnG78Hlfx/kqGPvZIVfU2/8mnrTc3DRhHrUWg3JSjmDvDoy/+peWjlXJUWVwYgT6/i6UR9q\n2byUHg5OieWbG4G8X+MN7KTmTL6wnd4e9ejr2QCxkH/eu4QMOTvv32L3g9sMqFmXGS3ewE5mGBVK\noyMumvwyGGets69zvaY+ePgYJ/msoUjOuM7t6MmIRWY4WXQjOvVA1jUbWVN87D4hPv0Udmalm4Mt\nO/mduMnMekHc+5jKOiAIpZvI2RBotVpuXQrmeOANTh28meP7wtBEhMYSERrLoV2XAKhSrRLtAuoz\n5N12RuvT2ISnnedg2BSqW/ekrctnOtfX3m/DmBqnymBkLwlL/gNn8y6Yip14nrofkSCmsuVgpBLd\nzyyNVgFoEQlSvW3VcJhLDQfdmNIKjMcX6w8xbXgHmtbyyPp+6D9zHYd/GF/GIyse2QVVcourTP5m\np964uwrKNxXGXRGIepbAsb3XOBN0m3s3woodJFwYIsPiiQyL58SBG6xZuJ+BY9+gTde61Kibf34W\nY6DVwt7Ttwg8e4eHYTEkpcqxtpBRv5obwzo3pmGN1zPe4vK/Dzi8+zJnjt4mQ08+oZISF53M8f3X\nOb7/Ons3naV9QAPaBdTH2dU23/uCU2KZdmkX2/xz5pbq4uZLJZk1H53fxid1OlPH1pXld4+TqExn\nXv0AKptntru65QjWPTxN/39WMa1uF1o5609ACmArldGysidnwkPZevcGR0Me8fUbnenqXb3kb0A5\nQavRcuXMQ6OtdfZ1BvCqXqnQa10WhCWtx8ykCvUqrUUmced4ao2sawJiPGzGcTPqvTI17vJGS1LC\nLExNm5OWsh5z86FITGqX9aAKRdiTGPZtPcfJAzeIjUoqkzGEPHzObz8c4tw/d+g+sBkdejUospBE\nWRORlmmo1rApn+7Yam06TxKW4Wr5JgDWUj+uRI6klfuxHPXCkzfjbN6ViJQdiAQZHtajiEjeikiQ\n4WLZpwxG/t9CoVRhapL5iJz7lDAsKoFWdb1ylMUn689r9ypgaNfLCsqeipi7AlCp1JwIvMGBHRe4\neTG4wF18Y1Ojrjt9RrbijW5+pfKlK1eomLp0D+duh+i9Lgjwbu9WjOvdosR9lSQ2x8RUwl9Xvyjx\nGCDzJObgjgusWrDPIO0VBUEQqNvEizffakPzdrUQBF3X63S1godJ0fj9TyCl/YEl/NPt5ZdPqioD\nU5EEtVbD4+QYfG31J/JOVysQCyJMRQXv8fwT+piZxw/zLDUZgLf9GjG7VXvEesZXGMrDWr9Y5z83\n/EtUROHd3QxFYda6LDgf3plq9nOxN2sLwPHgGvh75Uy3ceZpK1p65K+U9gJjxNxZ2cxBJKqEqbQp\nYrFHVrlU1oUM+VGcXS8THdkGE9P62DtuK9cxd3evPWXbL8c5G3SnzL9fcuNYyYb+b7eh+6BmSAuh\n8Foe2P5kMKYiC/zsh3Hs2fwi3du3yjrspcbduApP3kJixhV8Hb/LKgtJ/IUqNu/kqrcJhToOd6th\nXIt6nyau27gR9SFetu9hZVoHgKDg/F2+zSSetHTXnytPo1VyIrQR7arcyFH+T7AvWvR7IgmIae9V\nOJXZfy4/ZOaqfXg42zLxzTb4N8y5iRh0+QEr/zzN06gEXB2seatHU3q3qUuTsUv0ulxmL89dR989\n2ctuBz/n2w1HCI6Mw83RhiGdGtK3rR+5P3I7fvQz2798ixkr92JlLmXxpEwjelvQVQZ1aJDVbnZO\nr/yQVu//lKPsyI/jsbV8RTxcyiGlncQ8JeoNNOoIBEGKIHJFJHZAENkjiN0RSbwRib0Rm9RGEJXa\nZmxFzJ2xSE2W8/emM/y96Sxx0cllPZws7t8MY9H0bfyyKJBB77xBwLAWSCTGM/Jmrd7HudshNKrp\nzvDOjanr44K1hYz45DQOnb/P6r/OsGrPaYMYd2VNhlzJ7g3/sv3XE6Qm6yaWLQ20Wi03LjzhxoUn\neNVwYci77Xijm18OKWEzsWmWYQfkMOwALCSZ7jsmiPM07F60U1jae/pwaPBbzD8VxM77t1h34zKh\nSYks7RyAueTVeOjLToZcycj2C8psnaFwa10WZKgisZE1ybeOUlP6xnB2khO/zPrdVPoGNrYLAFAq\nzmLnsB6RyAkLy3GkJC9BqSi+DLoxuXbuERuXHeXmpeCyHkqexDxPZNWCfWxedYxB7/jTd1QrxOL8\nXbnLkmj5bZKV4bR3/RJvq/b4WHXSqVOWbpkabQahib/i57w0R7mn9dskyC9gK2uaVVbJoheRqX9h\nIrankctG5KpnpCkfYWXqm1WnQ67Y17Ph3WnkshFTsUOBY1Goo5GKdZUYC2u85cfZWyF8+/sRjv40\ngav3w5i/9iAyqYTmvlUAOHMzmAW/H+WrcT2oV82NMzeDmbNmPy721iXuWx9z1uzn02EdqF/NjUv3\nnnIvNFrHsAOQiMWs3H2aSW+2oWrll6EwC/8IyjLuLv46RceY1FdWwauEFrQKtFoFWk0yGr2ipgIi\niQ9i00ZIpB2QyPwRhPIrSFV+P6XLiAy5km1rjjO600J++/FwuTLsshMfk8yqBft4v/ePnPvnrlH6\nOHHtMcevPKJTkxqs/HQg/g2r4mBjgYlEjLOdFSO6Nmb1tEGYSU2ITUw1yhhKi8N/XmZM1+9Z/8Oh\nMn3gz07w/UgWfLKFd3v9n068XllgZSplcYfuzGrZDpEgcDTkEe8d2I1SU/h40/LAi7UuL+sM5Wut\nxSJzFOrofOuYlGFqCXvHHdg5bsbWfiWWVpNRq0NIT9sKgIPTAaSyzETOMvN+AMjT/wIyT+my/5Ql\n30zezIy3fy3Xhl12kuJT+WXRfib2W1qux3w/MTP3p5eVfxmPRD9PEpZiI2uEpWlOhWJBEPMg7hu0\n2QSgJCIr3K2GZ15HxP24z6lqN5W8NvU12gxUmqRCGXYA8fIzWEvrFW8iBfDr3rN8PMgfc6kJrfy8\n+XiQP7/uPZft+jkmD/anma8nMlMJ7RtV4/e5I2ha2zjiGAkp6ViZSzGTmtCmng9jA/THuCenZVDD\nw4l61dywMGJeuf8y95LKNt61+GjRqB6hTNtOevx4kiMbkBb3LqqM4uUwNDYVJ3fZOBF4nVUL9pVb\ng04f4cExzJ+4gWb+NZny9QBs7A2nsrnz2DXMZabMGNkRUR4uY7WqOPPBgLZsOnyZDwa0NVjfpUXY\nkxh+mv8nNy48Keuh5EnYkxhmjVvHG938eHdGTxycjbO7WVjG1W9CZStrPjj8NyfDQph8NJClnQNK\n7kdgZF6ltd54bEaZrbONtDEhCUup5bhI7/V0ZQi2sqIJABkSU2m2/IxmYGk9hbTUDVjbfotY4pV1\nSSKpiq39SqSybqSmrCj9gepBpVSzc91JTh68UXDlckjIw+d8OnI1Hfs05N1pPcqVqnO6Oo6HSZm5\nDYVs+9Zr7+vGhuorM/ZpnlKTSFz6aRq46E9PYyNrjFqThkSU8zQgQxXJndhZWJn64mium4fwBZEp\nu3E071i4sajjCE5YSW3HBYWfQBG4HfychRO8sl638vPi29+PZL2+E/KcFnW8ctzj7Wq8DaPpwzsy\naclOWtb1YmD7BnnqBCiUKjo2qaH3WgW6LLzdHYBpvoFZv2enn8dcqlu1zFG2J+xrpvkGlsr4jIpW\ngUp+AJX8AOYOG5BI25X1iHJQYdz9j9nvruPSqbI/HSku54/fY0K/n5i2cBD1m+ctkFFYNFotl+4+\npU9bvwJ9x/u94UfPT9cwsX+bPI3A8sjezWdZsygQhRHEUozBiQM3uHDyPmOmdCVgaNm6wfbwqUGy\nfxemHzvI3kd3qe/swrj6+bvylSWv2lqP6/l/ZbbOHjbvcOXZMFSaZDxs3gVArUklVfmQmLQDhCdt\npKHrllIfV3byiqFLSsipjigIJlRyC8n3ntLi6eMovpmyheD7kWU6DkNwdM8Vrp19zGdLhuLbsHxI\nkd+M24Jaq///O7vhps8tU5+xZ2hMRDY0ddtJXidvNexn65RFpvxFSOJKvGwnUsmip977tKiJSN5G\nePIWGlZaV+A44uXnuRc7Gw/rkdjKGhdpDkVBnM29XKPRoskWTyrkum5sujSrSTNfT/acvMn0FX8z\nvEtjRndvqreunVVFrFxhyW3U6TPaYjKCWfsop4pobkNwTNUVOEq9jDLG0iAtdhQSWUfMbL9HEBXu\n5NzYVBh3QNDfV19pw+4FcdHJfDZ2LaM+6MSQ99oXq41tQVextTTD2c4SuUKFX9W8Y7ZeYCIRE5eU\nxo1Hz6hfzY3Z17YRGJF3nIuNiTlBnWYVa3yGIDVZzqIZ24zmzmpM0lMzWP7lX1w795hZPwwr07EM\nruVHWHIiSy+dZdH5k7Rxr0Jth/Il8/+qrnX2dZ78VX/MLfXLoBsDa2kjqjvM5UHsF8SmBQFwKrRh\nthoiLP8n6FDe0WqVlAe9riO7L7P8y7+QpysKrvyKEPM8kWmjVvP2lG70f7tslVOTlGHcStiOl6U/\nwSnHDdq2WqsgQRFMfMYTkpRPSVKEkaJ6TroqFrk6EbVWjoAYKxM3qli2xc9+OKaivGJximbQOFt0\npZJFTwQh77j68KTNpCof0rDSekzEBeciFQsyfB0XYi1tUKSxFIWans6cvRVCl2aZgi/n74RSy9M5\n67qvlwunbwbTrflL99TQ5/G42FthaSYlMUWOjeXLnHH7TucfB2hplvPzUV99W0szRndvSvtG1Rj1\n5aY8jbsKCo++07rcOEq9chh9C293L3cndyZmg9BqIjNj7tQRaDUJaDTP0aqjKez3h0p+lJTorpjb\nrUZs2si4Ay4E/2njLkOuZOn83Rz960pZD8VgaDVafvvxMAmxqbw/s+hS0IFn7nDj8bOs1/9ef4KH\nsy11vAvOGXb5fhj1q7nxVf1BfFV/EAA/3j2Ao8yKYV6t0Gq1LL9/pIBWjMvTx9F8PnED4SGxZTqO\nknLq0E0e332GT62CjW9j8lHjVhwPDeZ6dCTTjx1kT/8R5cY983VY6xfrPOuHYaW61m5Ww7Ay9eNp\n0q8kyi+g1MQjEVljI22CRy5Vv9IkLXUdUmmma1pm3JwaefrfaDSpKDJOYmu/MquuSvWImOdt0WpV\n2eq/pDRO8uTpCpZ/+RdHdl82el9lgVqt4ZdF+7l1OZi5S0eU2TgeJAZiLrandaUZBjXu1FoFWx73\nI0OdWFBNEhTBJMQF8zg5iIHeWw3Sf1657bLjbl20991YcXbZGdOzGV+uP0zb+j5cexjBki3HmD+m\na9b1sb2aM2dNIJZmpjSp5cm90Cg+W7mX9/q0opmvJ8t3nWLim20QRHDo3D3W7z+PST7Ccc18PUlM\nkeutHxmXzILfjzKqexN8vVwIiYzH2c7wQhjmMlOePIvDVCKmspONQdv277Ewz2vH908zaF9FIffJ\nXfbfvSwaMajK1wBEyR+z/vFEvfXe8lmOs8ynFEabN1KrD/Rf0CrQqJ+iVt5Bo7yJSnEWteIa5KEm\nq1VHkRY7HDP7X5FkDx8oA/6zxl3M80Q+n/g7D2+XvRS2Mdiz8TTjpvcosrLZj5P7ceLqY649COfP\nEzcIPHuHwLN38HK1J6CVL2+2q4e1uUznPnOZKZUddT/QdoddZH/7aQgICILA21XfoFvQd3xQs0ux\n51Zcrp59xJcfbiQtJaPU+zYGk4eu4JMFA2nb1a/MxiARiVjSoTvdt2/genQk+x7dJaBqrYJvNDKv\n01pHhMaWyVpbSf3wdfqh1PorDClJi0jSzAFAq00hPnY0iowzWFpNRaOJI+pZfTSaaMzM38TCciKC\nYIVWm1YmY02MS2XO++t5cDO8TPovTc4cvU1KUjqW1mXj0lbPfhheVv5IxVZ6r+d2uyysG6ZYMKWZ\n0wQSFaFYSCphLnHETGKPmdgOU5EVEpEZAiLk6jjC0y5yMWYFycrXf70Lok09H6YOaUf7D5bj4WzL\njBEdaeXnnXW9uW8VZo7qxNIdpwiJjKOSvRWjuzelT9u6+Desyveb/qH/rHUo1Wqa+1Zh1bRBDP98\nY579zRzVKc/69tbmVHd3ZPbqQBKS06jm7siX4wo+cSoqI7o2ZuQXG6nsZMvaz4b8JwRZXhhpWrQI\niGhoH0BDuwA0WhVX4/dn1ctu2OVm/eOJ5e4kLwvBFJGkKiJJVTALQApoNYko0/eiTNuEWqkbO63V\nppIeNxZzx52ITXx12ywl/pN57h7cCmf+hA2vlHBKcejUtxFTvxlQrHs1Gi3+k5bxTq8WmIhFBJ69\ny52Q51iZS3mrRzOGdGyI1FTCiWuPqeXphFgkwsFGN7h+1OkVNHWoymiftmjR8uvDY1xPCGV9y/d1\n6hoz99nJgzdYOG0bKuWrpexYEIJIYOLs3vQcYjyBi1SlEguT/NMdzDpxmD9uX8PLxpagIWMLjL2s\nWOuiUxprbQwMl+dOS1zMEFTKO2g0MVjbLiRDfhhLqyloNM9JSVqMWh2ZZdxZWc9BENkgCDIiw930\nntwZSzXzeXg8s8atIzw4xijtl0e8qlfi61/GYO+k38AqLXLH1K2934a3qv+DSDBBrk5g+5PBjKx2\nMN97ikt46jkOhk8ts1QLFbyelNeTO8g08KbU3sOye0MY4vUdp6M3YSmxp6Z1G6pYNMyqM803kFRV\nPBYSO67G76OBXc8c17JT2nnuiotKfhB54jw0at3vEZHYDQunQARRwa7SeiixA9R/LhXCzUvBTH/r\nl9fesIPMOI8NP+lPYFoQIpFAba9KPI6IZViXxvw+dzi/zBhMHW8Xlu44Sd/P1jJt+d9M+Wk3X6w7\npNewA/i24RCCU6Poc3wxfY8vIVKewIIGQ0oyrWLx7dQtr93DPmS64S77Yg+bfg4ySvvx8nT67trI\nk8T4fOtNatQCE5GY4MQEjoWWnRrl4T8vV6y1gUiUX+RW1ETOPG3FiRBfTj9tya2oCSTIzxV8s1EQ\nsHfcirPrdQCSEqaRIT9MbHR34mPfQqm8BSiQSKoikdRGq01HEF56GUSGu+X4MRbB9yOZOnzVf8qw\nAwh+8Jypw1cS+TSurIeSg/5em9n3dCJqrYIU5XNkYl0V2kHe2w3Sl7OZ8V0eK6igvPDi5E6uTsZc\nYoOLrDpSkQXh6XeyDDuADi7vARAlfwTAoWfLsq71rPxpKY7YsEhkXbFwOqD3mkYdgTxhRimP6CX/\nGbfMm5eCmTVundHV8ty9HanTyAuv6pXw8HHGwdkKO0crpGYmSKUmKJVqYp4nEhkWT2RYHPeuP+X2\nlRDCnhjnQWDzyn/Ytf4Uy3Z+gLu3Y8E3ZGPRhN70+HQ1lR1t6NikOkGXHnDrSabSm4ezbVbAs7WF\nrpvmCyqb2bG4UdnFYvx7+BbfTNmMVlMuTqiNxu/LjvD7siOM/aQ7A8YYJiXF77euMufkEcb4NcLb\nJv/dJ1dLK9Z068tb+3cy7sCfXBw9ATtZ6blovVhnjVpTcOVXHGOsdXbi0k9y4/lYAJwseuBX6VfM\nTbxRqGMIT/qda5EjqVdpLXZmZSeikfvETZFxhoT4CTg6B6HRxJOeupG4mAGo1RFIZV31ntAZ2sCL\nDItnyrCVxMcYb+Owpp87b3SvR/P2talcpeiqbFqtlkd3nnFs3zWO7btGbFSSQccXGRbP212/p3rd\nyiz8bRyycuCaZmPqQS/P1ewKHkGCIpiq1rohAZYmJY9nTVPFcjDc8EmswyPiGfbOGoO3WxyaN/Fh\n4RfF8wbSx5Fjt7GztaBxgyoGa7OC0iE24ynTfPezO+xrAiP+j3q23dgcPA1fmw60dhrOb48n0cHl\nfTzM61LHpgPnYrcTlnYLb8smgECaOhGZyJLI9PsoNGk0tCu6RkR5QBDZYu36gNTYIagVl3JcU8oD\nUT9vjoXzMQShdF3W/xPG3ZN7kcyfsMEohp0gCPg19eaNbn607OhboEuKqVSCm6cDbp6ZX8w9BjUD\nMr8UTx64zuHdV3j6OMqgY8yQK1k0fRtLNr9f6Bg8tUZDyPN4qlSy45e9Z1n91xlEgkArP29GdG1M\nk1oemW0r1ew/c5tv3tMv09w4UFcV01Ii43jnOcWfUCG5czWUhdO2GuyBXyozoXpdd3xquuBTyxXP\nqs5Y2ZhjYSXFwlKGSCwi5nkSyQlpPH0STeijKIIfRHL9/BPSU0sn9mvt4gM4OFvTPqB+idqJTE3h\nu3MnAJjVqnDKq23cq2AvMyNOns6Jp8H0qV67RGMoLIZeZ8h7rZ1dbRCJRaSlZpCWkvFarHVuwhJ/\nAcDZoje1nb7PKpdJ3Klq/xkarYKnSb+WqXGXG0EwAa0SkcgOkcgOK5u5WNnMJD1tFzIzw8fX5CYx\nLpXZ49YazbATi0Us+v1dajcoWdoBQRCo5utGNV83xkzpyrljd/nj5yAe3TGse+qDm+F8/dEm5q8Y\nVeS4b2Nha1qFBEUIT5KDSFKE4Wc/HE+LNojyUaIsDEnKMB4lHeJW/DYUmhRq2fYz0IjLH+cuPuZQ\n0C26dCi5Wu7layF8u2Q/KpWGgG71mTC2HRYWpacKXEHJ0KIGBPq6z+ZRynnMxTa4mdXC0yLz+2ig\n51cIgoh0dRKBEUuoZtWSNz3mAVDVsikr7o9Ao9VgY+pME4e+ZTgTAyBIMbdfTUpUJ7SanF5OGvUz\nFKlrkVrmHXdoDF574y7meSKzxq0jNVlu8LZ7DmlO35Gti3wipg8XdzsGvuPPgLFvcO7YXTatCDJo\nIP79m2FsW3Ocoe8X/KA+5afdXLofRur/ZLszVac0LJrQG/+GOXPoTerfhv1n8pYpvtT966zfFRoV\ni27vxcfSOc/6hiIiNDbToM9QlagdS2szmrerRevOdWjcujqmsvxjz1zc7XBxt6N63ZdJUlUqNbcv\nh3D++D2O7rlCQlxKicaUH1qtliWzdmDnaEmDFsXPd7jo3ElSFAosTEwQFzJ3oUQkopmrOweePODY\n0yelZtwZYp2haGttbWuOta35a7HWuUlSZLo9ev4vx11u3K1Hc+nZmwbrzxCIxZ7Y2C3LVSrBzHxQ\nnvdY2xomgbM8XcHc938zmiprw5bVGD8rAA8fw35uisQiWnb0pWVHX84cvc3q7/YRGZa/+3VRuHjq\nPj/N/ZPJX/c3WJvFQaNV8zT1NMEpJ2jpPBl3ixZcjllDUMRszMR2eFq2wcOiFc5mfsjE+ascpqmi\nuZWwA4U6mWRlBAmKJ6SpMtfd1tSLNg7T8bIqXhqiV4Wlq47StJE3drbmxW4j9Gksc77ajUqVuSG3\n98A1zl54xNQPutKqmeE+yyowHtnz0lW1bKZz3Vxim/X7mx7zc1zr7/m5sYZVZggiJ2Q2X5MeP0Hn\nmiJlNaYWbyEI+sOXjMFrbdwpMlR88cFGo+ymdujVgElz+xi8XUEQaNG+Ns39a3Fw50XWLjlAcmK6\nQdre/stxug1sip1D/jLAd0KiqOPtQsu6XrSp54PMVML473cwY+VeerWuQ0ArX6p7OCESBK7cDyt0\n/6YiCR/V6kaf44sZ6mU8mdj0NAVfTNpIUkLJVPLGz+pFt/5NCjToCkIiEVOvmQ/1mvnw1sddOHXo\nJns2nubutaclajcvVEo1X364kR+2jC/WA6Faq+VeXKab8KfNi+b219ilMqfCQ2jr7lXkfotDepqi\nxOvs4m5Hv9FtjLbW331qGFl0fZR0rfWh1WY+cMlMPPRel0rc0GrLV742kdgZqbho8ze3GGWQvr+d\nspn7Nwv/OVhY7J2smDinN606GT+nYMuOvjRqXZ2Ny47w52//ojbQKfihPy9Ru4En3QaWfk6xkJQT\nhKacJCz1HOnqOLq5/4CbeRMA/F3n4Wc/jJvxW3mSHMS9xL8A6FT5OzwtWufZppnEgdCUEyQpwjGT\nOGAvrU5Nmz54WLTEUVY6m1llTVKynCXLD/HlrOKdtsQnpDJ93k5Scnk4xMSm8Nn8nfy15QNsykh1\ntYIKSoKJWQDKtN9RZZzJUa7VxKNM24KpxdhSG8trbdz9NO9Pg8tQV6psx+Sv+lO/uXHzcggigW4D\nm9LkjRpbTiuiAAAgAElEQVR8O2Uzt6+UXN0nPU3BH8uPFmiUBi7W3bH/dcZgvlh/iF3Hr7Pr+PVi\n9a9Fy62EMMQldIMpiCUzdxDy8Hmx73esZMOYqd0M7u4GIDER065nfdr1rM+/h2+xdvEBIkINv+Of\nlpLBgk+28uPWCUhMivZ+iwWBnf2GsuHmVUbVaVjwDdno5lOdgGo1cbUoHcW8JTN3FPveF+vs390P\nkRFcx16stYmpxGjrDCVba31YmFYlOeMm6conWJrqSjlnqJ4hk+g3/P6LnD9+z+BtNmxZjWmLBmFr\nb/h8XHkhlZkw9pPuNG9Xi09HGS7Ga9WCffg19aayV8k9XAqDi1lmcm5LExdCU0/jKKtFNetuWYbd\nC+yl1XnDZTYarZLwtAvEZTzM17ADEBDR2/MXxIKsxO6crzIn/r3P3oPXCehaNAGZ5BQ5U2ZuIyIy\nIc86H8/Ywi9LR5cbd94KKigKUuuZqKJ76ZQrUn/H1GIMBhDCLBSv7X/PgR0XDJ6cvE2Xuizf9YHR\nDbvsOFayYeEG/e5RxeHA9gvFUjNzsLHgx4/68X8f9sW/YVWcbC0xNZHg5WrPhDfz/kJsHDgr66dJ\n4Gzm39jJNF/jBc7u/v00pw7dLNa9IrGIvqNas3rf5DwNu8uhece8qNQvH97vRfZ+Wa6JRa58oFO/\ndec6rNr7MaM/Nk7Ov8d3n7H+h4MFV9SDVCxhXP0mBaY0yI2HlU2pGXYlXesX62wMwy472ddZkk8i\n3pJQkrXOjatlpitjWNJveq9Hp+3HyaKbQfoyNClJ35Vqf8bIkzp8Yke+XvN2qRp22anbxLvEsX3Z\nkacr+O7TrahUpaNg28Mj0z3XQVqDYVX/pmvlxVS16pxnfZFggodFK+rbF+4k10Rk8Z827F6wdOVR\nQsMK/yyRnq5g2pztPA6Ozrfe3Om9Kgy7Cl5ZxCb19SYw16ge65zoGZPX8uQuPDiGVd/uM2ibwyZ0\nYOSkTgZts7CIxSIGjGnLjrUnS9yWWq1h75azvPNpj2Ld37a+D23rF964zR5zZ2we33vG2sX6ZWkL\nws3Tgc+WDKWab04FvWthdVBrcrr1ZjfwRII5DTzuApAoD8LevB9Xnvpk1Wvo8ZjgmA9xshqDzKS6\nTr8SiZgh77bj6J7LRlFM3bX+X5q0rWnQmKzygCHW2sy89JT8Xqxz49bVWThtq9HWurj/19lxtRpE\nXPpJnqfsxlraADerwbzYB0yUXyI0cRUt3E+UuB9jkJL8I5bW00ulL3m6ggWfbDFYe4JI4MP5fek2\noPRdGHPz7dqxfPXhH1w8dd8g7T24Fc6GHw8zZmrpbgoIr8H+dWU3O6PkMlOq1LwzaT3BxfQokGco\n+XzBX6z8v5GYFOAxIM9QMuPzXdy+9yzfetZWMryrlM4JbwUVGAtTi3dQZZzWKVem/6nX8DMGr2US\n8w8GLDPYjqogCEyc25ueg8s+cfCP8/7kwPYLJW7HysaMjcc+w1Ravmz7kiQ7lkjEuHo6FEtptJl/\nTaYtHIyFlf6UDhptBncju1Pb5RCCIAG03I0MoKbLHoRc+yORSUuJSFhEI89QLod64mbzCRKxI46W\nw/IdQ4ZcyYKpWzj7z50ij78gHCpZs2L3R1jZlJ84hvK61qWBMdd625k5RV7n48E1ityPk3lXajkt\nQiQU/D4aLol5wRgzMXlu/m/WTg79eangioVAYiJm+qLBtOlS1yDtGQKVUs13n24t9ul4bgSRwI9b\nJuQQIKqg7Pj195Ns2Jz/SYKJREzHdrU5cCTvv4HunesyY3Lem0pp6Qqmz9vB9QLiUq2tZCz5ZjDV\nq1bKf+BGRK3W0KHX9wVXrCBPOrxRi3kzehdcMR+KlMT8WbWcdV0fFtheYbByuYogsi/yfZmoSY5s\nilaTcxNXEFljVekKCAXG9lckMdeHIV1lPpjXp1wYdgCT5vYxyAlMcmI6Jw/eMMCICiZOkcrsa9vo\nePRr2h/5is+ubiEuw/AKgiqVulgP+8MmdGD+z6PyfdgXCVKsZf4kyY8DkCw/g5WsjY5hB2Bjluli\n+eJ0z1xaD6mkyv9kg/NGKjNhzk/DCRjaoshzKIjY50nFTmZfHjHmWpcGxlzr0lrn6LSDaMqZqEpp\ncu3cI4MZdoJIKHeGHfzP4Px+ME3aFN3414dWo2X1d4b1qKmgeDx8HMWm7ecKrDdySEumf9wdvzru\nedYJPHyTXX9f1nstM8Zua4GGnYO9JT8tHFamhl0FrybWrg9z/JQPxJiY6cbdaTVJqBS6J3rGoHwd\n3RgAQ4oWjJjYke6DdCVeywqxWMQnCwYyvs+PJVbQPLbvGh17F00sozjMv76TKhYO7HpjMgBrHx1n\n3o2dLG0y2uh9F8R7nwXQd2TeR+SRiT8RkfhyFy8q+dcc158nrQDA1WYyrjaTiUpeg5lJTsU0qcST\nZ4lLCUv4klou+xDI231FJBYxcU5vbO0t2Lj8aHGmlCeB287TZ0Qrg6TteBUpaK1LG2OtdXHW2d/L\nMK53/xW0Gi2rFhjOSHlvRs9yZ9i9QCIRM/un4cx4+xeDqPvevBTMv4dv0bqz4RRAj9x7lPV7p5qG\ncz8//vAJ2y7foIq9LdWcHKhVyYmalZwKnRqmpEQ8SyDo5F2GD2yBIbtUqzV890NgVhqCvPCu4siw\nQc0RiQTmTAtg0OiVedZdtjoInyqONKiX84Tk4xlbeFjARpyriw1Lvh6Mm6ttvvU0Wi1oQSQqnfe/\nggpKgkTWFUXqOp1ylTwIidTf+P0bvYdSZuMywzwovdG9HsMndjRIW4bEwdma9z4L4PsZ20vUzvXz\nj8mQK5GWUPq9IK7EB/Ntg8FYSDKTk75XrQNdgwyTX6q4CILAxDm96Tkk/xNZF5sPcbH5MF8RlUae\nL90FzE3rYSltnuWS+eKal8P/odak5GvYZWf4xI6kpynYua7kMZYvUKs1/Pp9IPOWjzRYm68ChV3r\nssLQa/26r7NWm8HzCO9860SGu+V7PTvmFiOxti2aCMuBHRd4ci+ySPfkRf+329JnRPnZdNCHVGbC\n3GUjmfTmUuKiS55WaO3iAzRvV8sgyq4AE7f9lfX7vTmTDdLm9YhIPtqxj3SlMke5uakJzaq406VW\ndXrWrYlMYpxHqHsPIpk+bwfxCWncvf+M2Z8GIJMa5rv69y1nuF+AmrRYLGL6x93/l+MWKjlZ51tf\nrdYw68s/Wfb98KyYueDQ2AINO+8qjnz/1SAcC0jPBLBm/Qlu3Apj9qcBuFTKPx9hBRWUNRLTpgiC\nBVptao5yVca/pdL/a+eWOeWb/lSpVrKjfQ8fZz7+snwl6c1Oh14NqFq78A8w+lBkqLh65lHBFUtI\nQ7sqrHxwhERlGknKdFY//If6dlWM3m9+TJxrnIf94NiPuRzqmWUMvvj9cqgnt591KFJb73za3eDC\nCsaI8SrvGGutDYmh1/rsP3e4ceGJwdqr4CXpqRls+OmIQdpq0KIqY0tZYKS42DlYMuP7IQZRlo0I\njeXvTWcNMCrjEBKXwHubd+sYdgBpCiXHHjxh5t+H6Lh0LWeDDZ+r9NzFx3w4fTPx/8vfefL0Az74\ndBMxsYYJZ/htU8FuYaOHtaJ2TdccZcMH5e9GnpKawSeztxEVnczlayFMnLox3/qN6ldh2ffDC2XY\nHQq6xabt57hxO5wxE9dx5NjtAu+poIIyRTBBLM357CE2bYy5/apS6f61O7mTSMSs2PMhF07cZ/uv\nJ7h5sWgPORKJmBnfDy5VJb2iIggCoz7szLzx+qXKC8uFk/do3r5WgfU0Gm2BrhB9P1vLti9HY5pL\n6n1+vQEsvrOPvseXANDSsTpf1BtQ/EGXkAFj2hYrhjL7Cd0Lcp/o1XU7g1arJDZ1O6FxM/Cw+xI7\n8wAkYodijXXSvD7cu/HUYKcERUGhVhOSlEB1u+KNvTxQ3LUuCwy91msW7eenbRMN0lZ5QhCk+Qqm\nGFtQZfOqYyTElfwh297JiunfD0Z4hVzM/Jp6M+TddmxaEVTitnauO0mv4S2KnRrkcUwcPo4Fix2E\nxCUwdtMuutaqzqed2haqbQ87G3aNG87T+EQO333I7cgobkY8R65S5agXk5LK1F37+XfKe8Wagz4C\nD99g0U8HdZLI33/4nPc+3sC38/pTowSb13HxqZnujfngV8edkYNb6pS/M7otDx495/ylvJ+pYmJT\nmPTpH8TGpeTr9tm9c10++aAbEknBmwW37z1j0U8v07ykpin4cuFezl54zOSJXbAox89qFRgPjVaD\nSCj47yck9Q5VsgmynI75m1aOuvFwJeFC3EHC0x7ia9OCGlaNs8rFpk1QyYMQBHOk1tMxtRhNaZ2p\nvZZqmfqICI1l17pTHN59CUWG6v/ZO+/wKIo/Dr97NZfeIbRACL333nsRQYqgCKKgIqigKF2KICIi\ndhGsSBERpQtIVTpIEek1AQIJ6e0u1/b3x5l6NckmBH55nydPsrMzs5Obu739zHyLzToVw4L5YsMr\nkuWiSjfquZR8l0b+2TtVq24c5ukq1jfOgrDu6/18+2HBc1splHJ+OzHbrnmMWRTp+6Ylme3WRS84\ntPtv+vyHHF0+Abms4G9cKaLq2SOsZgiLV72Imyb/XwR3EhdQ3neqVfndpCWE+GSbAd2Mm0Al/wXI\nBE0us8yE9C0kpG8hLPALCvLB/mzORraude787gptutVhxsdP2z0fnZbK4I1ruJWcxNhGLXijeVu7\nPiaLjx+gX3itAgnAkjrXD5rinGt7uBI9U6OoRPMKru1gPSrRMtd/d4CvF22TpC9X/5+SyMmDV5g+\nxtqXJL/UbFCRJWvGulx/96VrzNuxl6gki2no4gG96Vu3BjXeWZJVJ6dZ5t3kFLp++i1Gc26RIZfJ\n6FI9jGFNG9C6iutR9JYfOs4Huw/kKls2rD8dwh2bCbvKs2O/5UaE8xQpMpnAG+O707en7Vys9vjy\nm338tP6Y3fOCAAtmDaRVc8d+i1F3Exn7+koSk9LzdX0PdxXTJvWhbUvrlEC2iI1LZdykVdyLTnJY\nT6GQ8e3nowit+PAuRDqjQ+/37Z4rijQZDwMphnjW3VpCj5CRlNeE26038+wA3qn3m93j/HI6YS8G\nUY8MGYIgQ2dKo0VAH7SmFDwVef1GTeCiO04eSqNlukq5SgGMn/U4K3ZPZthLnWyGC395xmMuCzuD\n2cQ/ibdYF3GcJRdsCyytSc+8fzflKvv0knTR7Fp1KZxTutFg4uYV+7b3MkGgb+s6xCSkcv6m8x0F\n4T8REKVNyJW83NZPcTP9o6cK/LBvS9gBuYQdQGjAYmSC5X1Vo8yGrHI/976EBS6loB+3kRO6o/FQ\nF6htXg7vuUCsnS9Lsygyctt67qWlsrzXACY0bc3bf9l+gN8XeYNP/z5C73Ur2BVR9Oa9rqLxUBdq\nrh80xTXXjuhQ+bLNn/ahFwj3n4EgyGleYackY5QGEbM5waWaRuNVTMaI/F/BLLJ5tTQJaKWwChl8\nyHVR9Ovt7bx74TPMouMAGq7SuE01Gre2/zDlKq4GaNEajMzcuouXf96UJezkMhnXYh0HT1PIZIxr\n35JaZYNylZvMZnZevMqolet54utV/HHxqtPV5c/+PGIl7F5q21wyYQew9KNn6N29ntN6ZrPIok92\nsPwH13NNbthyyqGwAxj1dFunwg6gXIgv780emC8fwNCKASz9aITLwi4lVcekGT87FXYyQeDNV3s+\n0sKulNycTz7Cz5GLERF5LuydXMLunu4m+2J+LtLrN/TrRDP/HjTx70Zjvy6km1KQC3Ibwg4KKOwk\n4ZEzy3SGj78HI17txpAxHdix/gS//XCQ6DsJNGvvWqLnv+NuMu74CoLcvOgRUo9wrzL0q2A76qSn\n0o1YXW4HdIPZcUj8/FChSiDlQwO4E1HwCKHXL921Stydk8fb1eW7bUfZcfQidaqUddiX8N9iQzmN\nX7EmL3eFcpWK/uafM2CKh7qxZP16+Wh4fHhrfvpqb6H7MpvMbF1zlJETuludkwkCA6rVprp/AI3K\nlGPoprWcjI5iUvO2+LllL4boTSZmH7QELirv5UWrchULPS6peG3OgHzP9d24ZH7bd5aXB7YpolG5\nTnHNdUEQBDnlvUcgYuZ28g9U8B4lSb+Fw0hSwkQydPvxD/qV4BBLPq742CH4B/6MNn09KlVT5AqL\n9URSwkQQDQQEb8/XVQ7vOU/0HdcEpDMGjy76SGk5OZV4jmm1xrlkwuQqT7/chZOHij7s+JX7cbz6\nyxaux8bnKt/+8kgq+TmOrhjk6cHL7VrwcrsW3E5MYtTKX4lMSMxV59zdGMav20y14ABe7dCa7jVz\ni9Z7yanM2raLfVdymyIOa9KAiZ2kvV+4qZVMntCLRvUrsfizneh01j5/OVm59gjPP9POqcvEoaNX\n+Xip41321i3CGTHM9cA+tWqE8Pbkx5g5f4OVCWle2rQMZ+abfdG4uOCWlpbBWzPXOd3FlMkEZkzq\nS5eOtRzWK+XRopZ3C9KMSfxwcy4vh3+IXLA8dxlFA+tvfUyfcqPttjWJRhQ2cszN+neg3cUvmSBj\nTt31Ns8lGe5zKfkEXcvk30KmqPm/E3eZuGlUPD68NY8Na8mf289SqWqwS+2aBFTmSM+3uZISjVIm\n5/NLu9DIlVTxDEKWx3xNJZOTYszgZHwEjf8zzTRJtHqaSZ0mlQsl7mKiEh2eLx/kQ8s6ldlx7BIT\nhnTIdxjiZIOWyLRY6vpaBMCB+5eo4R1CkNpx9C0pKY6UD0XNwFFt2bTqEOmpGYXu6/dfjvP0uC42\nzXFfbNiMFH0GQzb+xIW4+4yu3zSXsANYfuYEN5MSUchkfNK1Lx7KkrFL1qVfIzr0rp/vdqcv30Gt\nUpCSnoFGrcRkMqNUynN9nm/HJCITBMoFFX2UtoGj2koi7sDxXBeUsp4DOHl38AMXd6JoICn+RXS6\n7bh7PkeGbiceni8DoM84gNkUTVLCq4CIUtUAjfuTqN06kpq8GJMpErncdZO8DT9Kk5vI19+TJ55t\nW6C2eXfrch6PqjKY3iG5gzbpTBl8d3MdM2qNRy2XZjc4k9qNQ2nQoipnjhZu116fYUSltv8YIgAR\ncdmiumaZIGb16uxU2OWlgq8Pf4wfxYnIO/x4/DR/XLyKKYe55pWYOF5Zt5lmlcozrUdHapcNJj5d\nS88vvs8VWEUAxrVvySsdpHGtsEX3znUIqxzEtLm/Eh2T7LDuzHkbmDXlMVQq26/hxct3mfPeZsxm\n+3uT4WHBvP1W33ynW2jTMpxpb/Rm/qKtDv34bt9JIDlF57K4e336z1y8fNdhHYVCxsy3HqNj2xr5\nGnMpDz8CAs38e9DQt1OWsNObdayOeI9a3i2o7JHboi3MM/uZINWYgJfS2lfXnnhzhEk08lPkImr7\nSJ+vVgpKrFnmb+uOc+4f6SNR5UUml9GxTwPCaoY4r/wfJtHMzqh/+TXyBNdT73MqIZJnDn3FjdT7\nuepl3u9+u2VJdmsUTShl0m7TVqtTvlDtY+85N9sa3KkBcUlpHDxr35FaELD55TD19FpOxF/POr6n\nTWLa6bUFGmtB8Av04qVpfYvtekWFp7dGsqTXSfFpDlfdzaJIql7P1JYdmNG6Y65zd1NT+OykJdLd\n+MYtqR/keDe3uCjIPH/+ywFeWbyez385wB9HLzHtyy0kp+nY+/cVxi5cR2xidgjj/aeusfdk7tds\n4YrdpGmlT+Tt6W1tMl5QnM11QRBFMzrjHUn7LMAoSEp4DZ1uO55er+HtM4+UpHm5asjkZQgqexQf\nv4+QyyuQkjQflcryUK7Tur5zd+9WvGTRR/sNb1Xg9DPrWn/JutZfsrjhTELdy2cdPxP6BDIh9/fK\n8fgzTD+7iKoelSQXdpk89lTh70ennLw3w4MCGNSoLnKZjNc6tubX0U/RuGLBI0U3rVSejwf2Yfcr\nzzGqZROrVAbHI+8w8OvVPLNiHR0+Wp5L2AV6erBs2IAiFXaZhIcFs+zjEQ6ThwMcOHKFSTPWkZZu\nfR+6ej2Gt97+BV2G/R3AoEAvFs4Z5LLwykvXjrV587WeDoVhxK04xr6+0mn6BYDkFJ1TYadWKZg/\n84lSYfd/jlJmec/e093km+vTCfWoRecyQ63qjaoyJ+vva6n/UMHdNdNgR+jNOtZELKSmV3OupZ5B\nLPqwIfmmRIq761djSE5MZ9eOfx/0UKzQmvSMO7aCJEM6/ioPXqzWiQk1u/Ny9S7M+ie3k6YZMwIw\nvkZXABL16fgopXtwAwir4bootcV9J+IuJT2DhBQtMkFg7e5TNusYjCaUctui9XTCTQZVyo5Y2Ktc\nA84lFd+D4biZ/Zw+LA/asIbKSz/I+un/6yp+unA2V1nmz7f//O30mulGA3Ha/Dmbu0Kvwc2z/BoL\ni6O0CD5qN7YOGsGLDa3D83944iBao4FaAUGMb1xyVqxcmee8vDigNbNH98TPS8NP80bw6RsDMZpM\nVCzjx/CeTZnw0W9Zq/tqpQKDMbdJdVj5AN5fWfjIgbaQap5B2hQYelMs1xMW4qYoXCqWgiKKKYjm\nZFKS30On3YCH5wt4ek+2W18ur4DGfQi+/ssJDjmPSt0ahSKMDJ3r6QwO7jonxdBx06gkWaC5kHyF\nal7Zvl4ZZj0qWbZgXHDhcw7F/s2UWmPpXrZ9oa9njxadauLr7zyMvSMO7Xb+2r7aoRU/jhjEy+1a\nFCpgV05CvL2Y0q09f4wfZRVUxSyKHIu4jd5k+bwrZDKGN2vI9pdH0j68siTXdwVfH3eWLHiSXt0c\n++Gd+fcWE6f+REqqLqvsyrVoJk5bS1Ky1m47D3cV788d5FIqAkf07l6PiS93cyjw4uJTeXXyGo6e\nuG63TkJiGhOmrHF4LU8PNYvffZKWzcIKOtxSSjh30hxbkwGIiNxKv8yGO1+wOuI9OgQPplPwkw7b\npBmT2R/zCy38exdufNqrLL82lepeTegQPIhnq8zh58jFmETbgRofFCXSLDMsPJgL525TrWYI61Yf\noX3nWpQpWzKSVn5w/nc6la1FA79KLL28h5FVLSY2jf1DuZScO+iIgMDs+gMo42YxQTybcJtwr8Ll\n4MtLULn8mafkJd6G2ced+0n8fek2+05d5fC/Ny3iTSHn6PkILkXGUKNSbhPWpDQdXh5uNvuv71uJ\nr67sZnR4JwCWXdlDI7/KhRqzqzRsWZU23ZwHnfml/zCb5UNr1aPBd5+xddAzVPCy//7beeMqP547\nRbJez9WEONINetwUSvY/NZpgd48Cjz8vZSv40ah1OCcPXil0X0f3XkCc9bhdEeGttl7tj0hO5LfL\n5xGABR26o5DoQauwuDrPeVHIZWz881/6tMlueys6kQNnrvPakx1oWL181sOkl4eaqNjcCyGDOjfk\nj+M/c+ryHRpVL9wOel6kmmdwPtd5cSVaZrWAOU7rFAUZur0kJUxAFHW4uQ/Ay2dWrvM5E5g7SmYu\nmG4himkIgvPP5yGJxF2H3vVtBvLKD0bRyOao3Uyq8UJWWbIhhVCP7B2eSTVeQCmTJuG1IxQKOZ37\nNeTX7w84r2yHo/suYjaZHebPC/T0INCz8PfRZJ2OiPgkbsTFc+V+HBfu3eds1D0StTq7bUK8vVgx\nYlC+zUClQqmQM2ViLwL8PVi51n5uwEtX7jFhyk98+O6TRMck8/q0tbnEXl7c1EoWzhlEWOUgu3Xy\nw+N9GqFQyPngkx12TTS1Wj1TZq/n+RHteHpwy1xi8HZUAm/OWEfUPfsP9v5+HnwwbwhVq0gz5lKk\no/ov73B50Eyn9b6+dJjRNRzvfHf6/VOnfa24+Q46Uxr1fdvTJ2R01i6ePW6k/cvGO1/QMrAvoR4F\n99HcHb2GC8lHeazci1n9KAQlZtHEwdiNtA8aWOC+paZEijuAPo9bAlJs2XCS9+ZsICDQi5cndMe/\nkKtMhWV71FlGh3dg973zvNNgYFYQkc23T2f51WUiF2Q8VqEhAGnGDL64vJsXqnWSdDwBQV7I5DLM\nTpya7aHNY86xeM0+1uw6CVgCbDStWZE+rWvTsVE4o95dw6e//MVnr+d+A0dGJ1DGz/a8zG0wiA/O\nW/LcCQi0CqrGO8WQ504ml/HiVOdmesvOHOfdw/utylf2HUzdoDKk6jMo6+HlsI9wP3/6htckxMML\njVLJmN9/49l6jSUVdpn0HtJckof++PspXDl3h+p1HZv95OTTv49gNJsZWqseDYMLt2MsJa7Msy1S\n0jPYfuQC3814KqvMTaVE91+qFC/3bIFb1t+bfXnMMgUBnurWmJXbT0gu7qSaZyjYXNtDIfPCXRlG\nOS/bCyJFjmgiM3OOXncAbfpaNO5DyK8Riiga0GccQe3WxWG9hNgULrgY1dEZ3Z9oWqj2JtHMx5e/\npZl/fSp7VEBvNiAXZFxNjaB72ewgLcUh7DJp061uocRdUnwa509FULdp/qJOxqdryTAa0efZTd97\n5ToJ6VqStDri07XEpaUTk5JGTGoql6KdpxnIy93kFObv2Mei/j3xdrO9gFkcjBnZHj9fDz5btht7\n7m1Xr8cw/s3VxMenkppm3zdbqZQz/+0BTk0+80ufHvVRqxW8u3ib3SArZrPI8u//5MzZW0yf1Adf\nH3cuXr7L5FnrHaZWqFTBn4VzB1Gu7IMR2aU4xhVhB/D+2V1OxZ0rDA+dnuVv5wpKQc3AChOo6O58\n4dIRrQL60DF4iNW1h1SaVKh+i4ISK+4y6du/MX37N+bIwSu89epKxozrSgsJwjAXlJreITx1YClP\nhjbHXaFi8+1T7Im+QIpBx4KGg222OR53g3f/3UzPcvXoFlK49AV5kclleHiqSUmyb37hiAxtbnv8\nu3HJdG1anRZ1QmlTrwrBOUTbK4PaMfGTDazf9w8DO2Y7qR46e5PwCoE2+w9Se7OwUfE/CLbvWY/K\n1Zzvkr7QoBkvNLA2PzwfG0PD7z4DIHzZh1nlN1+y/hCH+foT5mtx0m3x41KG12nIhKauRx7LD807\n1Cm1lagAACAASURBVEDjrrIS5QXh8O4LLj/wRyQnsuHKeTyUSiY1dy0ZcHHhyjzb4tN1fzG4c0M8\nNCq+33qM77YcI6xcAGUDrMV89UpBXI68z724FDbs/4eXnrBEymvXKIw/jl/CZDZLZjIG0s4z5G+u\nO1S+LMk1iwI39wGo3NqRlrqc9NRlJCW8jjZtDT7+nwNk5bhzlO/OYDhHXEw39BkHnIq7Q7vPIzoI\nRuEq5UMDqN3I9QAutph85l0a+NZmeOUBmEUzE07NJtGQQn2fmlRwfzC+r7UaVMTb153kxIKboZ88\ndNWmuBu7diMnIqMwmk0YTWaMZrPTBNwv/bSxwOMIC/SnTZVKdKoehijCtM07iU5JZd+VG/Rfvoov\nhvSjZpkHt2s06PEm+Pm4M3/xVrviKfKW8+Bqc6Y+TtNGlSUenYWuHWujViuZu3Azer19M7Vjf9/g\n+fHfM7h/U75bddBhZND6dSswf+YTeHs9OHG9+LOdbNp2+oFd3xGOcuAVNb+sGEtQoBdD937PT52e\nBaDJxvcZX7sDSy8eQACmNehOv0r1GL5/BQBLzu1lYp1OxGhTeOPYb5xLvEe/SnWZ3ch1c8n8CDtA\nEj87AHeF7UCA+R1PcVBixd2tyDgirt+nbceaALRsU42atcsx+bVVKJVyGjeTLr9Mfvim1fO5jtVy\nJS9V60QNb/s7GUFuXixsNITq3kXzBaxyU0JBxV0eZ+vpI7vh52XbdKhdgzC6Nq
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